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Rogers RK, Herold J, Govsyeyev N, Iezzi R, Morrison J, Hogan SE, Nehler M, Bricker R, Andring B, Bergmark B, Cavender M, Malgor E, Jacobs D, Young MN, Capell W, Yčas JW, Anand SS, Berkowitz SD, Debus ES, Haskell LP, Muehlhofer E, Patel MR, Hess CN, Bauersachs RM, Anderson V, Bonaca MP. Methods, design, and initial results of an angiographic core lab from VOYAGER-PAD. Vasc Med 2024; 29:143-152. [PMID: 38493348 PMCID: PMC11010567 DOI: 10.1177/1358863x241228542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2024]
Abstract
Background: Anatomy is critical in risk stratification and therapeutic decision making in coronary disease. The relationship between anatomy and outcomes is not well described in PAD. We sought to develop an angiographic core lab within the VOYAGER-PAD trial. The current report describes the methods of creating this core lab, its study population, and baseline anatomic variables. Methods: Patients undergoing lower-extremity revascularization for symptomatic PAD were randomized in VOYAGER-PAD. The median follow up was 2.25 years. Events were adjudicated by a blinded Clinical Endpoint Committee. Angiograms were collected from study participants; those with available angiograms formed this core lab cohort. Angiograms were scored for anatomic and flow characteristics by trained reviewers blinded to treatment. Ten percent of angiograms were evaluated independently by two reviewers; inter-rater agreement was assessed. Clinical characteristics and the treatment effect of rivaroxaban were compared between the core lab cohort and noncore lab participants. Anatomic data by segment were analyzed. Results: Of 6564 participants randomized in VOYAGER-PAD, catheter-based angiograms from 1666 patients were obtained for this core lab. Anatomic and flow characteristics were collected across 16 anatomic segments by 15 reviewers. Concordance between reviewers for anatomic and flow variables across segments was 90.5% (24,417/26,968). Clinical characteristics were similar between patients in the core lab and those not included. The effect of rivaroxaban on the primary efficacy and safety outcomes was also similar. Conclusions: The VOYAGER-PAD angiographic core lab provides an opportunity to correlate PAD anatomy with independently adjudicated outcomes and provide insights into therapy for PAD. (ClinicalTrials.gov Identifier: NCT02504216).
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Affiliation(s)
- R Kevin Rogers
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
| | - Joerg Herold
- Department of Angiology, Darmstadt Hospital, Darmstadt, Germany
| | - Nicholas Govsyeyev
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
| | - Roberto Iezzi
- Department of Radiology, Agostino Gemelli University Hospital, IRCCS, Catholic University, Rome, Italy
| | - Justin Morrison
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Shea E Hogan
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
| | - Mark Nehler
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
| | - Rory Bricker
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
| | | | - Brian Bergmark
- Thrombolysis in Myocardial Infarction Study Group, Brigham and Women’s Hospital, Boston, MA, USA
| | - Matt Cavender
- Division of Cardiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Emily Malgor
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Donald Jacobs
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Michael N Young
- Division of Cardiology, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - Warren Capell
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
| | | | - Sonia S Anand
- Vascular Medicine, McMaster University, Hamilton, ON, Canada
| | - Scott D Berkowitz
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
| | | | | | | | - Manesh R Patel
- Division of Cardiology, Duke Medical Center, Durham, NC, USA
| | - Connie N Hess
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
| | | | | | - Marc P Bonaca
- Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, USA
- CPC Clinical Research, Aurora, CO, USA
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Balabanski AH, Dos Santos A, Woods JA, Mutimer CA, Thrift AG, Kleinig TJ, Suchy-Dicey AM, Siri SRA, Boden-Albala B, Krishnamurthi RV, Feigin VL, Buchwald D, Ranta A, Mienna CS, Zavaleta-Cortijo C, Churilov L, Burchill L, Zion D, Longstreth WT, Tirschwell DL, Anand SS, Parsons MW, Brown A, Warne DK, Harwood M, Barber PA, Katzenellenbogen JM. Incidence of Stroke in Indigenous Populations of Countries With a Very High Human Development Index: A Systematic Review. Neurology 2024; 102:e209138. [PMID: 38354325 DOI: 10.1212/wnl.0000000000209138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 12/01/2023] [Indexed: 02/16/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Cardiovascular disease contributes significantly to disease burden among many Indigenous populations. However, data on stroke incidence in Indigenous populations are sparse. We aimed to investigate what is known of stroke incidence in Indigenous populations of countries with a very high Human Development Index (HDI), locating the research in the broader context of Indigenous health. METHODS We identified population-based stroke incidence studies published between 1990 and 2022 among Indigenous adult populations of developed countries using PubMed, Embase, and Global Health databases, without language restriction. We excluded non-peer-reviewed sources, studies with fewer than 10 Indigenous people, or not covering a 35- to 64-year minimum age range. Two reviewers independently screened titles, abstracts, and full-text articles and extracted data. We assessed quality using "gold standard" criteria for population-based stroke incidence studies, the Newcastle-Ottawa Scale for risk of bias, and CONSIDER criteria for reporting of Indigenous health research. An Indigenous Advisory Board provided oversight for the study. RESULTS From 13,041 publications screened, 24 studies (19 full-text articles, 5 abstracts) from 7 countries met the inclusion criteria. Age-standardized stroke incidence rate ratios were greater in Aboriginal and Torres Strait Islander Australians (1.7-3.2), American Indians (1.2), Sámi of Sweden/Norway (1.08-2.14), and Singaporean Malay (1.7-1.9), compared with respective non-Indigenous populations. Studies had substantial heterogeneity in design and risk of bias. Attack rates, male-female rate ratios, and time trends are reported where available. Few investigators reported Indigenous stakeholder involvement, with few studies meeting any of the CONSIDER criteria for research among Indigenous populations. DISCUSSION In countries with a very high HDI, there are notable, albeit varying, disparities in stroke incidence between Indigenous and non-Indigenous populations, although there are gaps in data availability and quality. A greater understanding of stroke incidence is imperative for informing effective societal responses to socioeconomic and health disparities in these populations. Future studies into stroke incidence in Indigenous populations should be designed and conducted with Indigenous oversight and governance to facilitate improved outcomes and capacity building. REGISTRATION INFORMATION PROSPERO registration: CRD42021242367.
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Affiliation(s)
- Anna H Balabanski
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Angela Dos Santos
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - John A Woods
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Chloe A Mutimer
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Amanda G Thrift
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Timothy J Kleinig
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Astrid M Suchy-Dicey
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Susanna Ragnhild A Siri
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Bernadette Boden-Albala
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Rita V Krishnamurthi
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Valery L Feigin
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Dedra Buchwald
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Annemarei Ranta
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Christina S Mienna
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Carol Zavaleta-Cortijo
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Leonid Churilov
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Luke Burchill
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Deborah Zion
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - W T Longstreth
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - David L Tirschwell
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Sonia S Anand
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Mark W Parsons
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Alex Brown
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Donald K Warne
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Matire Harwood
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - P Alan Barber
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
| | - Judith M Katzenellenbogen
- From the Department of Medicine (A.H.B., A.G.T.), Monash University; Department of Medicine and Neurology (A.H.B., L.C.), University of Melbourne; Department of Stroke Medicine (A.H.B., C.A.M.), Alfred Health, Melbourne; South West Sydney Clinical School (A.D.S.), University of New South Wales, Liverpool; School of Allied Health (J.A.W.), The University of Western Australia, Perth; Department of Neurology (T.J.K.), Royal Adelaide Hospital, Australia; Elson S. Floyd College of Medicine (A.M.S.-D.); Institute for Research and Education to Advance Community Health (A.M.S.-D., D.B.), Washington State University, Spokane; Department of Community Medicine (S.R.A.S.), UiT The Arctic University of Norway, Tromso; Department of Health Society and Behavior (B.B.-A.); Department of Epidemiology and Biostatistics (B.B.-A.); Department of Neurology School of Medicine (B.B.-A.), University of California, Irvine; National Institute for Stroke and Applied Neurosciences (R.V.K., V.L.F.), Auckland University of Technology; Department of Medicine (A.R.), University of Otago, Wellington, New Zealand; Department of Odontology (C.S.M.); Várdduo - Centre for Sámi research (C.S.M.), Umeå University, Sweden; Unidad de Ciudadanía Intercultural y Salud Indígena (C.Z.-C.), Universidad Peruana Cayetano Heredia, Lima, Peru; Department of Medicine (L.B.), Royal Melbourne Hospital; Human Research Ethics Committee (D.Z.), Victoria University, Melbourne, Australia; Department of Neurology (W.T.L., D.L.T.); Department of Epidemiology (W.T.L.), University of Washington, Seattle; Department of Medicine (S.S.A.), McMaster University, Hamilton; Canada and Population Health Research Institute (S.S.A.), Hamilton Health Sciences; Department of Neurology (M.W.P.), Liverpool Hospital, Australia; Ingham Institute of Applied Medical Research (M.W.P.); National Centre for Indigenous Genomics (A.B.), Telethon Kids Institute and The Australian National University, Canberra; Bloomberg School of Public Health (D.K.W.), Johns Hopkins University, Baltimore, MD; Faculty of Medical and Health Sciences (M.H., P.A.B.), University of Auckland, New Zealand; and Cardiovascular Epidemiology Research Centre (J.M.K.), School of Population and Global Health, The University of Western Australia, Perth
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3
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Ahmed R, de Souza RJ, Li V, Banfield L, Anand SS. Twenty years of participation of racialised groups in type 2 diabetes randomised clinical trials: a meta-epidemiological review. Diabetologia 2024; 67:443-458. [PMID: 38177564 PMCID: PMC10844363 DOI: 10.1007/s00125-023-06052-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 10/16/2023] [Indexed: 01/06/2024]
Abstract
AIMS/HYPOTHESIS Type 2 diabetes mellitus prevalence is increasing globally and the greatest burden is borne by racialised people. However, there are concerns that the enrolment of racialised people into RCTs is limited, resulting in a lack of ethnic and racial diversity. This may differ depending whether an RCT is government funded or industry funded. The aim of this study was to review the proportions of racialised and white participants included in large RCTs of type 2 diabetes pharmacotherapies relative to the disease burden of type 2 diabetes in these groups. METHODS The Ovid MEDLINE database was searched from 1 January 2000 to 31 December 2020. English language reports of RCTs of type 2 diabetes pharmacotherapies published in select medical journals were included. Studies were included in this review if they had a sample size of at least 100 participants and all participants were adults with type 2 diabetes. Industry-funded trials must have recruited participants from at least two countries. Government-funded trials were not held to the same standard because they are typically conducted in a single country. Data including the numbers and proportions of participants by ethnicity and race were extracted from trial reports. The participation-to-prevalence ratio (PPR) was calculated for each trial by dividing the percentage of white and racialised participants in each trial by the percentage of white and racialised participants with type 2 diabetes, respectively, for the regions of recruitment. A random-effects meta-analysis was used to generate the pooled PPRs and 95% CIs across study types. A PPR <0.80 indicates under-representation and a PPR >1.20 indicates over-representation. Risk of bias assessments were not conducted for this study as the objective was to examine recruitment of racialised and white participants rather than evaluate the trustworthiness of clinical trial outcomes. RESULTS A total of 83 trials were included, involving 283,122 participants, of which 15 were government-funded and 68 were industry-funded trials. In government-funded trials, the PPR for white participants was 1.11 (95% CI 0.99, 1.24) and the PPR for racialised participants was 0.72 (95% CI 0.60, 0.86). In industry-funded trials, the PPR for white participants was 1.95 (95% CI 1.74, 2.18) and the PPR for racialised participants was 0.36 (95% CI 0.32, 0.42). The limitations of this study include the reliance on investigator-reported ethnicity and race to classify participants as 'white' or 'racialised', the use of estimates for type 2 diabetes prevalence and demographic data, and the high levels of heterogeneity of pooled estimates. However, despite these limitations, the results were consistent with respect to direction. CONCLUSIONS/INTERPRETATION Racialised participants are under-represented in government- and industry-funded type 2 diabetes trials. Strategies to improve recruitment and enrolment of racialised participants into RCTs should be developed. REGISTRATION Open Science Framework registration no. f59mk ( https://osf.io/f59mk ) FUNDING: The authors received no financial support for this research or authorship of the article.
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Affiliation(s)
- Rabeeyah Ahmed
- Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Chanchlani Research Centre, McMaster University, Hamilton, ON, Canada
| | - Russell J de Souza
- Chanchlani Research Centre, McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Vincent Li
- Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Laura Banfield
- Health Sciences Library, McMaster University, Hamilton, ON, Canada
| | - Sonia S Anand
- Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada.
- Chanchlani Research Centre, McMaster University, Hamilton, ON, Canada.
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada.
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4
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Suzuki K, Hatzikotoulas K, Southam L, Taylor HJ, Yin X, Lorenz KM, Mandla R, Huerta-Chagoya A, Melloni GEM, Kanoni S, Rayner NW, Bocher O, Arruda AL, Sonehara K, Namba S, Lee SSK, Preuss MH, Petty LE, Schroeder P, Vanderwerff B, Kals M, Bragg F, Lin K, Guo X, Zhang W, Yao J, Kim YJ, Graff M, Takeuchi F, Nano J, Lamri A, Nakatochi M, Moon S, Scott RA, Cook JP, Lee JJ, Pan I, Taliun D, Parra EJ, Chai JF, Bielak LF, Tabara Y, Hai Y, Thorleifsson G, Grarup N, Sofer T, Wuttke M, Sarnowski C, Gieger C, Nousome D, Trompet S, Kwak SH, Long J, Sun M, Tong L, Chen WM, Nongmaithem SS, Noordam R, Lim VJY, Tam CHT, Joo YY, Chen CH, Raffield LM, Prins BP, Nicolas A, Yanek LR, Chen G, Brody JA, Kabagambe E, An P, Xiang AH, Choi HS, Cade BE, Tan J, Broadaway KA, Williamson A, Kamali Z, Cui J, Thangam M, Adair LS, Adeyemo A, Aguilar-Salinas CA, Ahluwalia TS, Anand SS, Bertoni A, Bork-Jensen J, Brandslund I, Buchanan TA, Burant CF, Butterworth AS, Canouil M, Chan JCN, Chang LC, Chee ML, Chen J, Chen SH, Chen YT, Chen Z, Chuang LM, Cushman M, Danesh J, Das SK, de Silva HJ, Dedoussis G, Dimitrov L, Doumatey AP, Du S, Duan Q, Eckardt KU, Emery LS, Evans DS, Evans MK, Fischer K, Floyd JS, Ford I, Franco OH, Frayling TM, Freedman BI, Genter P, Gerstein HC, Giedraitis V, González-Villalpando C, González-Villalpando ME, Gordon-Larsen P, Gross M, Guare LA, Hackinger S, Hakaste L, Han S, Hattersley AT, Herder C, Horikoshi M, Howard AG, Hsueh W, Huang M, Huang W, Hung YJ, Hwang MY, Hwu CM, Ichihara S, Ikram MA, Ingelsson M, Islam MT, Isono M, Jang HM, Jasmine F, Jiang G, Jonas JB, Jørgensen T, Kamanu FK, Kandeel FR, Kasturiratne A, Katsuya T, Kaur V, Kawaguchi T, Keaton JM, Kho AN, Khor CC, Kibriya MG, Kim DH, Kronenberg F, Kuusisto J, Läll K, Lange LA, Lee KM, Lee MS, Lee NR, Leong A, Li L, Li Y, Li-Gao R, Ligthart S, Lindgren CM, Linneberg A, Liu CT, Liu J, Locke AE, Louie T, Luan J, Luk AO, Luo X, Lv J, Lynch JA, Lyssenko V, Maeda S, Mamakou V, Mansuri SR, Matsuda K, Meitinger T, Melander O, Metspalu A, Mo H, Morris AD, Moura FA, Nadler JL, Nalls MA, Nayak U, Ntalla I, Okada Y, Orozco L, Patel SR, Patil S, Pei P, Pereira MA, Peters A, Pirie FJ, Polikowsky HG, Porneala B, Prasad G, Rasmussen-Torvik LJ, Reiner AP, Roden M, Rohde R, Roll K, Sabanayagam C, Sandow K, Sankareswaran A, Sattar N, Schönherr S, Shahriar M, Shen B, Shi J, Shin DM, Shojima N, Smith JA, So WY, Stančáková A, Steinthorsdottir V, Stilp AM, Strauch K, Taylor KD, Thorand B, Thorsteinsdottir U, Tomlinson B, Tran TC, Tsai FJ, Tuomilehto J, Tusie-Luna T, Udler MS, Valladares-Salgado A, van Dam RM, van Klinken JB, Varma R, Wacher-Rodarte N, Wheeler E, Wickremasinghe AR, van Dijk KW, Witte DR, Yajnik CS, Yamamoto K, Yamamoto K, Yoon K, Yu C, Yuan JM, Yusuf S, Zawistowski M, Zhang L, Zheng W, Raffel LJ, Igase M, Ipp E, Redline S, Cho YS, Lind L, Province MA, Fornage M, Hanis CL, Ingelsson E, Zonderman AB, Psaty BM, Wang YX, Rotimi CN, Becker DM, Matsuda F, Liu Y, Yokota M, Kardia SLR, Peyser PA, Pankow JS, Engert JC, Bonnefond A, Froguel P, Wilson JG, Sheu WHH, Wu JY, Hayes MG, Ma RCW, Wong TY, Mook-Kanamori DO, Tuomi T, Chandak GR, Collins FS, Bharadwaj D, Paré G, Sale MM, Ahsan H, Motala AA, Shu XO, Park KS, Jukema JW, Cruz M, Chen YDI, Rich SS, McKean-Cowdin R, Grallert H, Cheng CY, Ghanbari M, Tai ES, Dupuis J, Kato N, Laakso M, Köttgen A, Koh WP, Bowden DW, Palmer CNA, Kooner JS, Kooperberg C, Liu S, North KE, Saleheen D, Hansen T, Pedersen O, Wareham NJ, Lee J, Kim BJ, Millwood IY, Walters RG, Stefansson K, Ahlqvist E, Goodarzi MO, Mohlke KL, Langenberg C, Haiman CA, Loos RJF, Florez JC, Rader DJ, Ritchie MD, Zöllner S, Mägi R, Marston NA, Ruff CT, van Heel DA, Finer S, Denny JC, Yamauchi T, Kadowaki T, Chambers JC, Ng MCY, Sim X, Below JE, Tsao PS, Chang KM, McCarthy MI, Meigs JB, Mahajan A, Spracklen CN, Mercader JM, Boehnke M, Rotter JI, Vujkovic M, Voight BF, Morris AP, Zeggini E. Genetic drivers of heterogeneity in type 2 diabetes pathophysiology. Nature 2024; 627:347-357. [PMID: 38374256 PMCID: PMC10937372 DOI: 10.1038/s41586-024-07019-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 01/03/2024] [Indexed: 02/21/2024]
Abstract
Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes1,2 and molecular mechanisms that are often specific to cell type3,4. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10-8) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores5 in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care.
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Affiliation(s)
- Ken Suzuki
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Division of Musculoskeletal and Dermatological Sciences, University of Manchester, Manchester, UK
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Konstantinos Hatzikotoulas
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
| | - Lorraine Southam
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Henry J Taylor
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Xianyong Yin
- Department of Epidemiology, School of Public Health, Nanjing Medical University, Nanjing, China
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Kim M Lorenz
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ravi Mandla
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Alicia Huerta-Chagoya
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Giorgio E M Melloni
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Nigel W Rayner
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Ozvan Bocher
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Ana Luiza Arruda
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Graduate School of Experimental Medicine, Technical University of Munich, Munich, Germany
- Munich School for Data Science, Helmholtz Munich, Neuherberg, Germany
| | - Kyuto Sonehara
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Department of Genome Informatics, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Shinichi Namba
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Simon S K Lee
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael H Preuss
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lauren E Petty
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Philip Schroeder
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Brett Vanderwerff
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Mart Kals
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Fiona Bragg
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Kuang Lin
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Xiuqing Guo
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Department of Cardiology, Ealing Hospital, London NorthWest Healthcare NHS Trust, London, UK
| | - Jie Yao
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Young Jin Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, South Korea
| | - Mariaelisa Graff
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Fumihiko Takeuchi
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Jana Nano
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Amel Lamri
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
| | - Masahiro Nakatochi
- Public Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Sanghoon Moon
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, South Korea
| | - Robert A Scott
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - James P Cook
- Department of Health Data Science, University of Liverpool, Liverpool, UK
| | - Jung-Jin Lee
- Division of Translational Medicine and Human Genetics, University of Pennsylvania, Philadelphia, PA, USA
| | - Ian Pan
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
| | - Daniel Taliun
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Esteban J Parra
- Department of Anthropology, University of Toronto at Mississauga, Mississauga, Ontario, Canada
| | - Jin-Fang Chai
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Lawrence F Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Yasuharu Tabara
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yang Hai
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | | | - Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Tamar Sofer
- Department of Biostatistics, Harvard University, Boston, MA, USA
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard University, Boston, MA, USA
| | - Matthias Wuttke
- Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Chloé Sarnowski
- Department of Epidemiology, Human Genetics and Environmental Sciences, University of Texas Health Science Center at Houston School of Public Health, Houston, TX, USA
| | - Christian Gieger
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Darryl Nousome
- Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Soo-Heon Kwak
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Jirong Long
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Meng Sun
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | - Lin Tong
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Wei-Min Chen
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Suraj S Nongmaithem
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Raymond Noordam
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Victor J Y Lim
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Claudia H T Tam
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, Chinese University of Hong Kong, Hong Kong, China
| | - Yoonjung Yoonie Joo
- Samsung Advanced Institute for Health Sciences & Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, South Korea
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Chien-Hsiun Chen
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Laura M Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Bram Peter Prins
- Department of Human Genetics, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Aude Nicolas
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Lisa R Yanek
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Guanjie Chen
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Edmond Kabagambe
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
- Division of Academics, Ochsner Health, New Orleans, LA, USA
| | - Ping An
- Division of Statistical Genomics, Washington University School of Medicine, St Louis, MO, USA
| | - Anny H Xiang
- Department of Research and Evaluation, Division of Biostatistics Research, Kaiser Permanente of Southern California, Pasadena, CA, USA
| | - Hyeok Sun Choi
- Department of Biomedical Science, Hallym University, Chuncheon, South Korea
| | - Brian E Cade
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jingyi Tan
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - K Alaine Broadaway
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Alice Williamson
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Metabolic Research Laboratories, Wellcome Trust-Medical Research Council Institute of Metabolic Science, Department of Clinical Biochemistry, University of Cambridge, Cambridge, UK
| | - Zoha Kamali
- Department of Epidemiology, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
- Department of Bioinformatics, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Jinrui Cui
- Department of Medicine, Division of Endocrinology, Diabetes and Metabolism, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Manonanthini Thangam
- Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Skåne University Hospital, Malmö, Sweden
| | - Linda S Adair
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Adebowale Adeyemo
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Carlos A Aguilar-Salinas
- Unidad de Investigación en Enfermedades Metabólicas and Departamento de Endocrinología y Metabolismo, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Tarunveer S Ahluwalia
- Steno Diabetes Center Copenhagen, Herlev, Denmark
- Bioinformatics Center, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Alain Bertoni
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Jette Bork-Jensen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ivan Brandslund
- Institute of Regional Health Research, University of Southern Denmark, Odense, Denmark
- Department of Clinical Biochemistry, Vejle Hospital, Vejle, Denmark
| | - Thomas A Buchanan
- Department of Medicine, Division of Endocrinology and Diabetes, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Charles F Burant
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Adam S Butterworth
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
- British Heart Foundation Centre of Research Excellence, School of Clinical Medicine, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK
- Health Data Research UK Cambridge, Wellcome Genome Campus, University of Cambridge, Hinxton, UK
- National Institute for Health and Care Research (NIHR) Blood and Transplant Unit (BTRU) in Donor Health and Behaviour, Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Mickaël Canouil
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, Lille University Hospital, Lille, France
- University of Lille, Lille, France
| | - Juliana C N Chan
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, Chinese University of Hong Kong, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, Chinese University of Hong Kong, Hong Kong, China
| | - Li-Ching Chang
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Miao-Li Chee
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Ji Chen
- Exeter Centre of Excellence in Diabetes (ExCEeD), Exeter Medical School, University of Exeter, Exeter, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Shyh-Huei Chen
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Yuan-Tsong Chen
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Zhengming Chen
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Lee-Ming Chuang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
| | - Mary Cushman
- Department of Medicine, University of Vermont, Colchester, VT, USA
| | - John Danesh
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
- Department of Human Genetics, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- British Heart Foundation Centre of Research Excellence, School of Clinical Medicine, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK
- Health Data Research UK Cambridge, Wellcome Genome Campus, University of Cambridge, Hinxton, UK
- National Institute for Health and Care Research (NIHR) Blood and Transplant Unit (BTRU) in Donor Health and Behaviour, Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Swapan K Das
- Section of Endocrinology and Metabolism, Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - H Janaka de Silva
- Department of Medicine, Faculty of Medicine, University of Kelaniya, Ragama, Sri Lanka
| | - George Dedoussis
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens, Greece
| | - Latchezar Dimitrov
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Ayo P Doumatey
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Shufa Du
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Qing Duan
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kai-Uwe Eckardt
- Department of Nephrology and Medical Intensive Care Medicine, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Department of Nephrology and Hypertension, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Leslie S Emery
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Daniel S Evans
- California Pacific Medical Center Research Institute, San Francisco, CA, USA
| | - Michele K Evans
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Krista Fischer
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Institute of Mathematics and Statistics, University of Tartu, Tartu, Estonia
| | - James S Floyd
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, UK
| | - Oscar H Franco
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Timothy M Frayling
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Barry I Freedman
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Pauline Genter
- Department of Medicine, Division of Endocrinology and Metabolism, Lundquist Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Hertzel C Gerstein
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Clicerio González-Villalpando
- Centro de Estudios en Diabetes, Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Mexico City, Mexico
| | - Maria Elena González-Villalpando
- Centro de Estudios en Diabetes, Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Mexico City, Mexico
| | - Penny Gordon-Larsen
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Myron Gross
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Lindsay A Guare
- Genomics and Computational Biology Graduate Group, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sophie Hackinger
- Department of Human Genetics, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Liisa Hakaste
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Folkhalsan Research Center, Helsinki, Finland
| | - Sohee Han
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, South Korea
| | | | - Christian Herder
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Momoko Horikoshi
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Annie-Green Howard
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Willa Hsueh
- Department of Internal Medicine, Diabetes and Metabolism Research Center, Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Mengna Huang
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
- Center for Global Cardiometabolic Health, Brown University, Providence, RI, USA
| | - Wei Huang
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, China
| | - Yi-Jen Hung
- Division of Endocrine and Metabolism, Tri-Service General Hospital Songshan Branch, Taipei, Taiwan
- School of Medicine, National Defense Medical Center, Taipei, Taiwan
| | - Mi Yeong Hwang
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Chii-Min Hwu
- Section of Endocrinology and Metabolism, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Sahoko Ichihara
- Department of Environmental and Preventive Medicine, Jichi Medical University School of Medicine, Shimotsuke, Japan
| | - Mohammad Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Martin Ingelsson
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | | | - Masato Isono
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Hye-Mi Jang
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Farzana Jasmine
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Guozhi Jiang
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, Chinese University of Hong Kong, Hong Kong, China
| | - Jost B Jonas
- Institute of Molecular and Clinical Ophthalmology Basel, Basel, Switzerland
| | - Torben Jørgensen
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Frederiksberg, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Medicine, Aalborg University, Aalborg, Denmark
| | - Frederick K Kamanu
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Fouad R Kandeel
- Department of Clinical Diabetes, Endocrinology and Metabolism, Department of Translational Research and Cellular Therapeutics, City of Hope, Duarte, CA, USA
| | | | - Tomohiro Katsuya
- Department of Clinical Gene Therapy, Osaka University Graduate School of Medicine, Osaka, Japan
- Department of Geriatric and General Medicine, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Varinderpal Kaur
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Takahisa Kawaguchi
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Jacob M Keaton
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Abel N Kho
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Health Information Partnerships, Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Chiea-Chuen Khor
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
| | - Muhammad G Kibriya
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Duk-Hwan Kim
- Department of Molecular Cell Biology, Sungkyunkwan University School of Medicine, Suwon, South Korea
| | - Florian Kronenberg
- Institute of Genetic Epidemiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Johanna Kuusisto
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Kristi Läll
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Leslie A Lange
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Kyung Min Lee
- VA Salt Lake City Health Care System, Salt Lake City, UT, USA
- Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Myung-Shik Lee
- Soochunhyang Institute of Medi-bio Science and Division of Endocrinology, Department of Internal Medicine, Soochunhyang University College of Medicine, Cheonan, South Korea
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Nanette R Lee
- USC-Office of Population Studies Foundation, University of San Carlos, Cebu City, Philippines
| | - Aaron Leong
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Yun Li
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Symen Ligthart
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Cecilia M Lindgren
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Frederiksberg, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ching-Ti Liu
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Jianjun Liu
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Adam E Locke
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
- Department of Medicine, Division of Genomics and Bioinformatics, Washington University School of Medicine, St Louis, MO, USA
- Regeneron Genetics Center, Tarrytown, NY, USA
| | - Tin Louie
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Andrea O Luk
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, Chinese University of Hong Kong, Hong Kong, China
| | - Xi Luo
- Department of Biostatistics and Data Science, University of Texas Health Science Center at Houston School of Public Health, Houston, TX, USA
| | - Jun Lv
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Julie A Lynch
- VA Salt Lake City Health Care System, Salt Lake City, UT, USA
- Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Valeriya Lyssenko
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden
- Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway
| | - Shiro Maeda
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Department of Advanced Genomic and Laboratory Medicine, Graduate School of Medicine, University of the Ryukyus, Nishihara, Japan
- Division of Clinical Laboratory and Blood Transfusion, University of the Ryukyus Hospital, Nishihara, Japan
| | - Vasiliki Mamakou
- Dromokaiteio Psychiatric Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Sohail Rafik Mansuri
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Koichi Matsuda
- Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Japan
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
| | - Olle Melander
- Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Skåne University Hospital, Malmö, Sweden
| | - Andres Metspalu
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Huan Mo
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Andrew D Morris
- Usher Institute to the Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Filipe A Moura
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jerry L Nadler
- Department of Medicine and Pharmacology, New York Medical College, Valhalla, NY, USA
| | - Michael A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International, Glen Echo, MD, USA
- Center for Alzheimer's and Related Dementias, National Institutes of Health, Bethesda, MD, USA
| | - Uma Nayak
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Ioanna Ntalla
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Department of Genome Informatics, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
- Premium Research Institute for Human Metaverse Medicine (WPI-PRIMe), Osaka University, Suita, Japan
| | - Lorena Orozco
- Instituto Nacional de Medicina Genómica, Mexico City, Mexico
| | - Sanjay R Patel
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Snehal Patil
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Pei Pei
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Mark A Pereira
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
- Institute for Medical Information Processing, Biometry and Epidemiology, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Fraser J Pirie
- Department of Diabetes and Endocrinology, Nelson R. Mandela School of Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Hannah G Polikowsky
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Bianca Porneala
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Gauri Prasad
- Academy of Scientific and Innovative Research, CSIR-Human Resource Development Campus, Ghaziabad, India
- Genomics and Molecular Medicine Unit, CSIR-Institute of Genomics and Integrative Biology, New Delhi, India
| | - Laura J Rasmussen-Torvik
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Michael Roden
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Rebecca Rohde
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Katheryn Roll
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Kevin Sandow
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Alagu Sankareswaran
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Naveed Sattar
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Sebastian Schönherr
- Institute of Genetic Epidemiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Mohammad Shahriar
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Botong Shen
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Jinxiu Shi
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, China
| | - Dong Mun Shin
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Nobuhiro Shojima
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Wing Yee So
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, Chinese University of Hong Kong, Hong Kong, China
| | - Alena Stančáková
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | | | - Adrienne M Stilp
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Biostatistics, Epidemiology, and Informatics (IMBEI), University Medical Center, Johannes Gutenberg University, Mainz, Germany
- Chair of Genetic Epidemiology, Institute of Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Unnur Thorsteinsdottir
- deCODE Genetics, Amgen, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Brian Tomlinson
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong, China
- Faculty of Medicine, Macau University of Science and Technology, Macau, China
| | - Tam C Tran
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Fuu-Jen Tsai
- Department of Medical Genetics and Medical Research, China Medical University Hospital, Taichung, Taiwan
| | - Jaakko Tuomilehto
- Population Health Unit, Finnish Institute for Health and Welfare, Helsinki, Finland
- National School of Public Health, Madrid, Spain
- Department of Public Health, University of Helsinki, Helsinki, Finland
- Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Teresa Tusie-Luna
- Unidad de Biología Molecular y Medicina Genómica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
- Departamento de Medicina Genómica y Toxiología Ambiental, Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico
| | - Miriam S Udler
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Adan Valladares-Salgado
- Unidad de Investigacion Medica en Bioquimica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Rob M van Dam
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Jan B van Klinken
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Clinical Chemistry, Laboratory of Genetic Metabolic Disease, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Rohit Varma
- Southern California Eye Institute, CHA Hollywood Presbyterian Hospital, Los Angeles, CA, USA
| | - Niels Wacher-Rodarte
- Unidad de Investigación Médica en Epidemiologia Clinica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Eleanor Wheeler
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | | | - Ko Willems van Dijk
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Internal Medicine, Division of Endocrinology, Leiden University Medical Center, Leiden, The Netherlands
| | - Daniel R Witte
- Department of Public Health, Aarhus University, Aarhus, Denmark
- Danish Diabetes Academy, Odense, Denmark
| | - Chittaranjan S Yajnik
- Diabetology Research Centre, King Edward Memorial Hospital and Research Centre, Pune, India
| | - Ken Yamamoto
- Department of Medical Biochemistry, Kurume University School of Medicine, Kurume, Japan
| | - Kenichi Yamamoto
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
- Department of Pediatrics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Kyungheon Yoon
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Canqing Yu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Jian-Min Yuan
- Division of Cancer Control and Population Sciences, UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Salim Yusuf
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Matthew Zawistowski
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Liang Zhang
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leslie J Raffel
- Department of Pediatrics, Division of Genetic and Genomic Medicine, UCI Irvine School of Medicine, Irvine, CA, USA
| | - Michiya Igase
- Department of Anti-Aging Medicine, Ehime University Graduate School of Medicine, Touon, Japan
| | - Eli Ipp
- Department of Medicine, Division of Endocrinology and Metabolism, Lundquist Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Susan Redline
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Pulmonary, Critical Care, and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Yoon Shin Cho
- Department of Biomedical Science, Hallym University, Chuncheon, South Korea
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Michael A Province
- Division of Statistical Genomics, Washington University School of Medicine, St Louis, MO, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, University of Texas Health Science Center at Houston School of Public Health, Houston, TX, USA
| | - Craig L Hanis
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Erik Ingelsson
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Alan B Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Ya-Xing Wang
- Beijing Institute of Ophthalmology, Ophthalmology and Visual Sciences Key Laboratory, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Charles N Rotimi
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Diane M Becker
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Medicine, Division of Cardiology, Duke University School of Medicine, Durham, NC, USA
| | | | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Patricia A Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - James S Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - James C Engert
- Department of Medicine, McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
| | - Amélie Bonnefond
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, Lille University Hospital, Lille, France
- University of Lille, Lille, France
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Philippe Froguel
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, Lille University Hospital, Lille, France
- University of Lille, Lille, France
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - James G Wilson
- Division of Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Wayne H H Sheu
- School of Medicine, National Defense Medical Center, Taipei, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Endocrinology and Metabolism, Department of Medicine, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Jer-Yuarn Wu
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - M Geoffrey Hayes
- Division of Endocrinology, Metabolism and Molecular Medicine, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Anthropology, Northwestern University, Evanston, IL, USA
| | - Ronald C W Ma
- Department of Medicine and Therapeutics, Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, Chinese University of Hong Kong, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, Chinese University of Hong Kong, Hong Kong, China
| | - Tien-Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Dennis O Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Tiinamaija Tuomi
- Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Skåne University Hospital, Malmö, Sweden
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Folkhalsan Research Center, Helsinki, Finland
- Department of Endocrinology, Helsinki University Hospital, Helsinki, Finland
| | - Giriraj R Chandak
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
- Science and Engineering Research Board (SERB), Department of Science and Technology, Ministry of Science and Technology, Government of India, New Delhi, India
| | - Francis S Collins
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Dwaipayan Bharadwaj
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, India
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Michèle M Sale
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Habibul Ahsan
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Ayesha A Motala
- Department of Diabetes and Endocrinology, Nelson R. Mandela School of Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Kyong-Soo Park
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
- Department of Molecular Medicine and Biopharmaceutical Sciences, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, South Korea
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
| | - Miguel Cruz
- Unidad de Investigacion Medica en Bioquimica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Yii-Der Ida Chen
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Roberta McKean-Cowdin
- Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Harald Grallert
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Munich, Germany
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - E-Shyong Tai
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Josee Dupuis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
| | - Norihiro Kato
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Markku Laakso
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Anna Köttgen
- Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Woon-Puay Koh
- Singapore Institute for Clinical Sciences, Agency for Science Technology and Research (A*STAR), Singapore, Singapore
- Healthy Longevity Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Donald W Bowden
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Colin N A Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, University of Dundee, Dundee, UK
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, London NorthWest Healthcare NHS Trust, London, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | | | - Simin Liu
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
- Center for Global Cardiometabolic Health, Brown University, Providence, RI, USA
- Department of Medicine, Brown University Alpert School of Medicine, Providence, RI, USA
| | - Kari E North
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Danish Saleheen
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Department of Cardiology, Columbia University Irving Medical Center, New York, NY, USA
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Nicholas J Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Juyoung Lee
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Bong-Jo Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Iona Y Millwood
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Robin G Walters
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Kari Stefansson
- deCODE Genetics, Amgen, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Emma Ahlqvist
- Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Skåne University Hospital, Malmö, Sweden
| | - Mark O Goodarzi
- Department of Medicine, Division of Endocrinology, Diabetes and Metabolism, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Computational Medicine, Berlin Institute of Health at Charité-Universitätsmedizin, Berlin, Germany
- Precision Healthcare University Research Institute, Queen Mary University of London, London, UK
| | - Christopher A Haiman
- Department of Preventive Medicine, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Ruth J F Loos
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Mindich Child Health and Development Institute, Ichan School of Medicine at Mount Sinai, New York, NY, USA
| | - Jose C Florez
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Daniel J Rader
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Division of Translational Medicine and Therapeutics, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Institute for Translational Medicine and Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Marylyn D Ritchie
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Center for Precision Medicine, University of Pennsylvania - Perelman School of Medicine, Philadelphia, PA, USA
- Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sebastian Zöllner
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Reedik Mägi
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Nicholas A Marston
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Christian T Ruff
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Sarah Finer
- Institute for Population Health Sciences, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Joshua C Denny
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
- All of Us Research Program, National Institutes of Health, Bethesda, MD, USA
| | - Toshimasa Yamauchi
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Takashi Kadowaki
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
- Toranomon Hospital, Tokyo, Japan
| | - John C Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Department of Cardiology, Ealing Hospital, London NorthWest Healthcare NHS Trust, London, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Maggie C Y Ng
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Xueling Sim
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Jennifer E Below
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Philip S Tsao
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- VA Palo Alto Health Care System, Palo Alto, CA, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Kyong-Mi Chang
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Mark I McCarthy
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Oxford NIHR Biomedical Research Centre, Churchill Hospital, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- Genentech, South San Francisco, CA, USA
| | - James B Meigs
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Anubha Mahajan
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Genentech, South San Francisco, CA, USA
| | - Cassandra N Spracklen
- Department of Biostatistics and Epidemiology, University of Massachusetts Amherst, Amherst, MA, USA
| | - Josep M Mercader
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Marijana Vujkovic
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Benjamin F Voight
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA.
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Institute for Translational Medicine and Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
| | - Andrew P Morris
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Division of Musculoskeletal and Dermatological Sciences, University of Manchester, Manchester, UK.
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia.
| | - Eleftheria Zeggini
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
- TUM School of Medicine and Health, Technical University of Munich and Klinikum Rechts der Isar, Munich, Germany.
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Anand SS, Aboyans V, Bosch J, Debus S, Gay A, Patel MR, Vogtländer K, Welsh RC, Zeymer U, Fox KAA. Identifying the highest risk vascular patients: Insights from the XATOA registry. Am Heart J 2024; 269:191-200. [PMID: 38218425 DOI: 10.1016/j.ahj.2024.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 01/03/2024] [Accepted: 01/05/2024] [Indexed: 01/15/2024]
Abstract
BACKGROUND Patients with coronary and peripheral artery disease (PAD) have a residual risk of major adverse cardiovascular and limb events despite standards of care. Among patients with coronary artery disease (CAD) and/or PAD selected for low dose rivaroxaban (2.5 mg BID) and aspirin, we sought to determine the highest risk vascular patients. METHODS Xarelto pluc Acetylsalicylic acid: Treatment patterns and Outcomes in patients with Atherosclerosis (XATOA) is a single-arm registry of CAD and/or PAD patients. All participants were initiated on low dose rivaroxaban (2.5 mg BID) and aspirin. We report the incidence risk of major adverse cardiovascular events (MACE) or major adverse limb events (MALE) and major bleeding. A classification and regression tree analysis determined independent subgroups. RESULTS Between November 2018 and May 2020, 5,808 participants were enrolled in XATOA; 5,532 were included in the full analysis. The median follow-up (interquartile range) was 462 (371-577) days. The incidence risk per 100 patient-years of MACE or MALE was highest among participants with polyvascular disease (2 or more vascular beds affected, n = 2,889). The incidence risk was 9.16 versus 2.48 per 100 patient-years in polyvascular and nonpolyvascular patients respectively. Other subgroups of high-risk patients included participants 75 years or older, with a history of diabetes, heart failure, or chronic renal insufficiency (CRI). Rates of major bleeding were low overall. A classification and regression tree analysis showed that polyvascular disease was the most dominant factor separating higher from lower risk participants, and this was heightened with CRI or diabetes. CONCLUSION Patients with polyvascular disease represent a substantial subset of patients in clinical practice and should be prioritized to receive maximal medical therapy including low dose rivaroxaban (2.5 mg BID) and aspirin.
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Affiliation(s)
- Sonia S Anand
- Population Health Research Institute, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada.
| | - Victor Aboyans
- Department of Cardiology, Dupuytren University Hospital, and Inserm 1094/IRD270, Limoges University, Limoges, France
| | - Jackie Bosch
- Population Health Research Institute, Hamilton, Ontario, Canada; School of Rehabilitation Science, McMaster University, Hamilton, Ontario, Canada
| | | | | | | | | | - Robert C Welsh
- Mazankowski Alberta Heart Insitute and University of Alberta, Edmonton, Alberta, Canada
| | - Uwe Zeymer
- Institut für Herzinfarktforschung Ludwigshafen, Ludwigshafen, Germany
| | - Keith A A Fox
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh United Kingdom
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Kandasamy S, Amjad S, de Souza R, Furqan N, Patel T, Vanstone M, Anand SS. Getting a "SMART START" to gestational diabetes mellitus education: a mixed-methods pilot evaluation of a knowledge translation tool in primary care. Fam Pract 2024; 41:31-40. [PMID: 38173054 DOI: 10.1093/fampra/cmad119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2024] Open
Abstract
BACKGROUND South Asian people living in Canada face higher rates of gestational diabetes mellitus (GDM) compared to national trends. The objective of this study was to design and pilot test a knowledge translation (KT) tool to support GDM prevention counselling in primary care. METHODS This study is a mixed-methods pilot evaluation of the "SMART START" KT tool involving 2 family physicians in separate practices and 20 pregnant South Asians in Ontario, Canada. We conducted the quantitative and qualitative components in parallel, developing a joint display to illustrate the converging and diverging elements. RESULTS Between January and July 2020, 20 South Asian pregnant people were enrolled in this study. A high level of acceptability was received from patients and practitioners for timing, content, format, language, and interest in the interventions delivered. Quantitative findings revealed gaps in patient knowledge and behaviour in the following areas: GDM risk factors, the impact of GDM on the unborn baby, weight gain recommendations, diet, physical activity practices, and tracking of weight gain. From the qualitative component, we found that physicians valued and were keen to engage in GDM prevention counselling. Patients also expressed personal perceptions of healthy active living during pregnancy, experiences, and preferences with gathering and searching for information, and key preventative behaviours. CONCLUSIONS Building on this knowledge can contribute to the design and implementation of other research opportunities or test new hypotheses as they relate to GDM prevention among South Asian communities.
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Affiliation(s)
- Sujane Kandasamy
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
| | - Saima Amjad
- Private Medical Practice, Peel Region, Ontario, Canada
| | - Russell de Souza
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Naila Furqan
- Private Medical Practice, Peel Region, Ontario, Canada
| | - Tejal Patel
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada
- Maternity Centre of Hamilton, David Braley Health Sciences Centre, McMaster University, Hamilton, Ontario, Canada
| | - Meredith Vanstone
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Sonia S Anand
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
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Hogan SE, Debus ES, Nehler MR, Patel MR, Anand SS, Muehlhofer E, Haskell LP, Berkowitz SD, Bauersachs RM, Bonaca MP. Unplanned Index Limb Revascularization With Rivaroxaban Versus Placebo in Patients With Critical Limb-Threatening Ischemia After Endovascular and Surgical Treatment: Insights From VOYAGER PAD. Circulation 2024; 149:635-637. [PMID: 38377256 DOI: 10.1161/circulationaha.123.065330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/22/2024]
Affiliation(s)
- Shea E Hogan
- CPC Clinical Research, Aurora, CO (S.E.H., M.R.N., S.D.B., M.P.B.)
- Denver Health, CO (S.E.H.)
- Department of Medicine, University of Colorado, Aurora (S.E.H., S.D.B., M.P.B.)
| | | | - Mark R Nehler
- CPC Clinical Research, Aurora, CO (S.E.H., M.R.N., S.D.B., M.P.B.)
- Department of Surgery, University of Colorado, Aurora (M.R.N.)
| | - Manesh R Patel
- Duke Clinical Research Institute, Duke University, Durham, NC (M.R.P.)
| | - Sonia S Anand
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Canada (S.S.A.)
| | | | | | - Scott D Berkowitz
- CPC Clinical Research, Aurora, CO (S.E.H., M.R.N., S.D.B., M.P.B.)
- Department of Medicine, University of Colorado, Aurora (S.E.H., S.D.B., M.P.B.)
| | - Rupert M Bauersachs
- Department of Vascular Medicine, Klinikum Darmstadt, Germany (R.M.B.)
- Center for Thrombosis and Hemostasis, University of Mainz, Germany (R.M.B.)
| | - Marc P Bonaca
- Department of Medicine, University of Colorado, Aurora (S.E.H., S.D.B., M.P.B.)
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Kandasamy S, Chabrotra R, Khan Z, Rana D, Suddle N, Desai D, Khan F, Nocos R, Lear SA, Anand SS. Engaging Participants Through Hybrid Community-Centered Approaches: Lessons Learned During the COVID CommUNITY Public Health Research Program. Health Promot Pract 2024:15248399231221161. [PMID: 38180006 DOI: 10.1177/15248399231221161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2024]
Abstract
Community-centered research studies can improve trust, cultural appropriateness, and accurate findings through meaningful, in-depth engagement with participants. During the COVID-19 pandemic, researchers shifted to implement pandemic-specific guidelines on top of already existing safety practices; these adjustments gave insight into bettering the structure of forthcoming research studies. At the Population Health Research Institute (PHRI)/McMaster University, the COVID CommUNITY study staff took field notes from their experience at the Ontario (ON) and British Columbia (BC) sites navigating an observational prospective cohort study during the pandemic. These field notes are outlined below to provide insight into culturally responsive, trust-centered, and communication-focused strategies used to improve hybrid research. A significant challenge the team overcame was obtaining blood sample collections by executing socially distanced sample collections outside of participants' homes, coined "Porch Pickups." Data collection was made more accessible through phone surveys and frequent virtual contact. To enhance recruitment strategies for sub-communities of the South Asian population, staff focused on cultural interests and "gift-exchange" incentives. Cultural awareness was prioritized through correct name pronunciation, conducting data collection in participant preferred languages, and using flexible approaches to data collection. These strategies were developed through weekly team meetings where improvement strategies were discussed, and concerns were addressed in real-time.
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Affiliation(s)
- Sujane Kandasamy
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Riddhi Chabrotra
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Health Research, Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
| | - Zainab Khan
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Dania Rana
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Noor Suddle
- Department of Health Research, Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
| | - Dipika Desai
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Farah Khan
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Rochelle Nocos
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Scott A Lear
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Health Research, Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
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McClure GR, McIntyre WF, Belesiotis P, Kaplovitch E, Chan N, Bhagirath V, Chahill G, Hayes A, Sohi G, Bordman W, Whitlock RP, Anand SS, Belley-Côté EP. Strategies to reduce out-of-pocket medication costs for Canadians with peripheral arterial disease. Can J Surg 2024; 67:E1-E6. [PMID: 38171588 PMCID: PMC10790711 DOI: 10.1503/cjs.003722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/31/2022] [Indexed: 01/05/2024] Open
Abstract
BACKGROUND Given that peripheral arterial disease (PAD) disproportionately affects people of lower socioeconomic status, out-of-pocket expenses for preventive medications are a major barrier to their use. We carried out a cost comparison of drug therapies for PAD to identify prescribing strategies that minimize out-of-pocket expenses for these medications. METHODS Between March and June 2019, we contacted outpatient pharmacies in Hamilton, Ontario, Canada, to assess pricing of pharmacologic therapies at dosages included in the 2016 American College of Cardiology/American Heart Association guideline for management of lower extremity PAD. We also gathered pricing information for supplementary charges, including delivery, pill splitting and blister packaging. We calculated prescription prices with and without dispensing fees for 30-day brand-name and generic prescriptions, and 90-day generic prescriptions. RESULTS Twenty-four pharmacies, including hospital-based, independent and chain, were included in our sample. In the most extreme scenario, total 90-day medication costs could differ by up to $1377.26. Costs were affected by choice of agent within a drug class, generic versus brand-name drug, quantity dispensed, dispensing fee and delivery cost, if any. CONCLUSION By opting for prescriptions for 90 days or as long as possible, selecting the lowest-cost generic drugs available in each drug class, and identifying dispensing locations with lower fees, prescribers can minimize out-of-pocket patient medication expenses. This may help improve adherence to guideline-recommended therapies for the secondary prevention of vascular events in patients with PAD.
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Affiliation(s)
- Graham R McClure
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - William F McIntyre
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Peter Belesiotis
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Eric Kaplovitch
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Noel Chan
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Vinai Bhagirath
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Gurneet Chahill
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Abigail Hayes
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Gursharan Sohi
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Wendy Bordman
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Richard P Whitlock
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Sonia S Anand
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock)
| | - Emilie P Belley-Côté
- From the Division of Vascular Surgery, McMaster University, Hamilton, Ont. (McClure); the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ont. (McClure, McIntyre, Whitlock, Anand, Belley-Côté); the Population Health Research Institute, Hamilton, Ont. (McClure, McIntyre, Chan, Bhagirath, Whitlock, Anand, Belley-Côté); the Department of Medicine, McMaster University, Hamilton, Ont. (McIntyre, Chan, Bhagirath, Anand, Belley-Côté); the Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ont. (Belesiotis, Chahill, Hayes, Sohi, Bordman); the Department of Medicine, University of Toronto, Toronto, Ont. (Kaplovitch); and the Division of Cardiac Surgery, McMaster University, Hamilton, Ont. (Whitlock).
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Rymer J, Anand SS, Sebastian Debus E, Haskell LP, Hess CN, Jones WS, Muehlhofer E, Berkowitz SD, Bauersachs RM, Bonaca MP, Patel MR. Rivaroxaban Plus Aspirin Versus Aspirin Alone After Endovascular Revascularization for Symptomatic PAD: Insights From VOYAGER PAD. Circulation 2023; 148:1919-1928. [PMID: 37850397 DOI: 10.1161/circulationaha.122.063806] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Accepted: 09/25/2023] [Indexed: 10/19/2023]
Abstract
BACKGROUND Rivaroxaban plus aspirin compared with aspirin alone reduced major cardiac and ischemic limb events after lower extremity revascularization (LER) in the VOYAGER PAD (Vascular Outcomes Study of ASA Along With Rivaroxaban in Endovascular or Surgical Limb Revascularization for Peripheral Artery Disease) trial. The effect has not been described in patients undergoing endovascular LER. METHODS The VOYAGER PAD trial randomized 6564 patients with symptomatic peripheral artery disease to a double-blinded treatment with 2.5 mg of rivaroxaban BID or matching placebo and 100 mg of aspirin daily. The primary efficacy outcome was a composite of acute limb ischemia, major amputation of a vascular pathogenesis, myocardial infarction, ischemic stroke, or cardiovascular death. The principal safety end point was Thrombolysis in Myocardial Infarction major bleeding. A prespecified subgroup of patients who underwent endovascular revascularization was included. RESULTS Endovascular LER occurred in 4379 (66.7%) patients and surgical LER in 2185 (33.3%). Over a 3-year follow-up, rivaroxaban reduced the risk of the primary outcome by 15% (hazard ratio [HR], 0.85 [95% CI, 0.76-0.96]) with an absolute risk reduction of 0.92% at 6 months and 1.04% at 3 years and a consistent benefit in those receiving endovascular (HR, 0.89 [95% CI, 0.76-1.03]) or surgical LER (HR, 0.81 [95% CI, 0.67-0.98]; P interaction=0.43). For endovascular-treated patients, rivaroxaban reduced the risk of acute limb ischemia or major amputation of a vascular pathogenesis by 30% (HR, 0.70 [95% CI, 0.54-0.90]; P=0.005) with an absolute risk reduction of 1.0% at 6 months and 2.0% at 3 years compared with aspirin alone. Among endovascular-treated patients, the median duration of concomitant dual antiplatelet therapy with clopidogrel treatment was 31 days (interquartile range, 30-58). There was a consistent benefit for rivaroxaban regardless of background clopidogrel. Thrombolysis in Myocardial Infarction major bleeding was significantly higher for the rivaroxaban and aspirin group for the endovascular cohort (HR, 1.66 [95% CI, 1.06-2.59]) with an absolute risk increase of 0.9% at 3 years with no increase in intracranial or fatal bleeding observed (HR, 0.86 [95% CI, 0.40-1.87]; P=0.71). Mortality with rivaroxaban was higher in the endovascular-treated patients (HR, 1.24 [95% CI, 1.02-1.52]), although this finding was isolated to specific regions. CONCLUSIONS Rivaroxaban added to aspirin or dual antiplatelet therapy after LER for peripheral artery disease reduces ischemic risk and increases major bleeding without an increased risk of intracranial or fatal bleeding. These benefits are consistent in those treated with endovascular and surgical approaches with significant benefits for major adverse limb events. These data support the use of rivaroxaban in addition to aspirin or dual antiplatelet therapy after endovascular intervention for symptomatic peripheral artery disease.
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Affiliation(s)
- Jennifer Rymer
- Duke Clinical Research Institute, Division of Cardiology, Duke University, Durham, NC (J.R., W.S.J., M.R.P.)
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Canada (S.S.A.)
| | - E Sebastian Debus
- Department of Vascular Medicine, Vascular Surgery-Angiology-Endovascular Therapy, University Heart & Vascular Center, University of Hamburg-Eppendorf, Hamburg, Germany (E.S.D., S.D.B., M.P.B.)
| | | | - Connie N Hess
- Colorado Prevention Center Clinical Research, Aurora (C.N.H.)
- Division of Cardiology (C.N.H.), Department of Medicine, University of Colorado School of Medicine, Aurora
| | - W Schuyler Jones
- Duke Clinical Research Institute, Division of Cardiology, Duke University, Durham, NC (J.R., W.S.J., M.R.P.)
| | - Eva Muehlhofer
- Bayer AG, Research & Development, Wuppertal, Germany (E.M.)
| | - Scott D Berkowitz
- Department of Vascular Medicine, Vascular Surgery-Angiology-Endovascular Therapy, University Heart & Vascular Center, University of Hamburg-Eppendorf, Hamburg, Germany (E.S.D., S.D.B., M.P.B.)
- Divisions of Cardiology and Hematology (S.D.B.), Department of Medicine, University of Colorado School of Medicine, Aurora
| | - Rupert M Bauersachs
- CCB-Cardioangiologic Center Bethanien, Frankfurt and Center of Thrombosis and Hemostasis, University of Mainz, Germany (R.M.B.)
| | - Marc P Bonaca
- Department of Vascular Medicine, Vascular Surgery-Angiology-Endovascular Therapy, University Heart & Vascular Center, University of Hamburg-Eppendorf, Hamburg, Germany (E.S.D., S.D.B., M.P.B.)
| | - Manesh R Patel
- Duke Clinical Research Institute, Division of Cardiology, Duke University, Durham, NC (J.R., W.S.J., M.R.P.)
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Marchand M, McCallum RK, Marchand K, Anand SS, Moulson N, Taylor CM, Dulay D. Indigenizing Cardiac Rehabilitation: The Role for Cultural Adaptation. Can J Cardiol 2023:S0828-282X(23)01977-3. [PMID: 38081512 DOI: 10.1016/j.cjca.2023.12.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 12/06/2023] [Accepted: 12/07/2023] [Indexed: 04/14/2024] Open
Abstract
Cardiac rehabilitation (CR) is an integral component of cardiovascular care, which reduces morbidity and mortality, and improves quality of life. Largely as a result of Canada's colonial history, Indigenous communities face higher rates of cardiovascular morbidity and mortality. Indigenous Peoples in Canada have a unique cultural, historical, and geographic context that limits access to high-quality cardiovascular care, including CR, which has traditionally been delivered in an urban, hospital-based setting. Culturally adapted, holistic exercise and diet programs and CR programs have been successful in Canada, Australia, and New Zealand, demonstrating acceptability to the community, safety, and improvements in cardiovascular risk factors. Key components of a successful culturally adapted CR program include program leadership and development by Indigenous community members and key partners, cultural sensitivity training for health care providers and financial and geographic accessibility. Encouragement of traditional practices, including healthy traditional dietary practices, and recognizing land-based activities as exercise have also proved important in the successful delivery of CR in Indigenous communities. This review summarizes the current evidence for culturally adapted CR programming for Indigenous patients, including strategies to engage communities in education on cardiovascular risk-factor optimization and to promote guideline-based exercise and diet through an Indigenous lens.
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Affiliation(s)
- Miles Marchand
- Division of Cardiology, University of British Columbia, Vancouver, British Columbia, Canada; Member of the Syilx Okanagan First Nation, British Columbia, Canada.
| | - Rylan K McCallum
- Centre for Heart and Lung Innovation, University of British Columbia, Vancouver, British Columbia, Canada; Department of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; Member of the Manitoba Métis Federation, Manitoba, Canada
| | - Keegan Marchand
- Member of the Syilx Okanagan First Nation, British Columbia, Canada; Department of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Nathaniel Moulson
- Division of Cardiology, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Cardiovascular Innovation, University of British Columbia, Vancouver, British Columbia, Canada
| | - Carolyn M Taylor
- Division of Cardiology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Daisy Dulay
- Division of Cardiology, University of British Columbia, Vancouver, British Columbia, Canada
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Anand SS, Pai M. Glocal is global: reimagining the training of global health students in high-income countries. Lancet Glob Health 2023; 11:e1686-e1687. [PMID: 37734401 DOI: 10.1016/s2214-109x(23)00382-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Accepted: 08/04/2023] [Indexed: 09/23/2023]
Affiliation(s)
- Sonia S Anand
- McMaster University, Hamilton, ON L8S4K1, Canada; Population Health Research Institute, Hamilton, ON, Canada.
| | - Madhukar Pai
- School of Population and Global Health, McGill University, Montreal, QC, Canada
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13
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Sikorski C, Miller V, Dehghan M, Paré G, Teo K, Anand SS, Yusuf S, Mente A. Individual- and supply-level macronutrient intakes are well correlated over a 50-year period (1961-2011) in 18 countries in Asia, North America, and Europe. Nutr Res 2023; 119:109-118. [PMID: 37801760 DOI: 10.1016/j.nutres.2023.09.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 09/03/2023] [Accepted: 09/04/2023] [Indexed: 10/08/2023]
Abstract
Reliable information on dietary trends is essential. We compared individual-level dietary estimates for total energy, carbohydrate, fat, and protein intake over time with national supply data from the Global Expanded Nutrient Supply Model (186 paired estimates from 1961 to 2011, 18 countries). We hypothesized that supply data would overestimate individual measures and that the two measures would be weakly correlated. Individual- and supply-level estimates were compared using Spearman correlation coefficients and linear mixed-effect models were used to estimate the differences between measures. Overall, the correlations between individual- and supply-level measures were moderate for energy (rs = 0.34) and carbohydrate (rs = 0.39), strong for fat (rs = 0.85), and protein (rs = 0.69). Trends in total energy measured by individual-level surveys and total energy supply were positively correlated in 38.9% of countries, whereas trends in macronutrients aligned between estimates in most countries. Supply-level dietary data overestimated individual-level intakes, especially in higher income countries in Europe and in the United States. In the United States, supply-level data exceeded individual-level estimates by 26.3% to 29.9% for energy, carbohydrate, and fat, whereas protein estimates were similar between measures. In Europe, supply-level estimates overestimated individual-level intake by 19.9% for energy, 17.0% for carbohydrate, 13.7% for fat, and 7.7% for protein, whereas estimates for energy and macronutrients were similar in Asia. In Asia and lower income countries, our findings generally support the use of supply-level data in the absence of individual-level data, though this finding may be related to smaller sample size and differences in underlying national statistics that inform supply data.
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Affiliation(s)
- Claudia Sikorski
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada.
| | - Victoria Miller
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Mahshid Dehghan
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada; The Thrombosis and Atherosclerosis Research Institute (TaARI), Department of Medicine, David Braley Research Institute, McMaster University, Hamilton, Ontario, L8L 2X2, Canada
| | - Koon Teo
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Salim Yusuf
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
| | - Andrew Mente
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, L8L 2X2, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, L8S 4L8, Canada
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14
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Wahi G, Kandasamy S, Bangdiwala SI, Baumann A, Crea-Arsenio M, Desai D, DiLiberto D, Georgiades K, Jackson-Best F, Kwan M, Montague P, Newbold KB, Sherifali D, Sim A, de Souza RJ, Anand SS. Strengthening Community Roots: Anchoring Newcomers in Wellness and Sustainability (SCORE!): A protocol for the co-design and evaluation of a healthy active living program among a newcomer community in Canada. PLoS One 2023; 18:e0288851. [PMID: 37768908 PMCID: PMC10538726 DOI: 10.1371/journal.pone.0288851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Accepted: 07/11/2023] [Indexed: 09/30/2023] Open
Abstract
BACKGROUND The burden of childhood obesity and cardiometabolic risk factors affecting newcomer Canadians living in lower socioeconomic circumstances is a concerning public health issue. This paper describes Strengthening Community Roots: Anchoring Newcomers in Wellness and Sustainability (SCORE!), an academic-community research partnership to co-design interventions that nurture and optimize healthy activity living (HAL) among a community of children and families new to Canada in Hamilton, Ontario, Canada. METHODS/DESIGN Our overarching program is informed by a socio-ecological model, and will co-create HAL interventions for children and families new to Canada rooted in outdoor, nature-based physical activity. We will proceed in three phases: Phase 1) synthesis of existing evidence regarding nature based HAL interventions among children and families; Phase 2) program development through four data collection activities including: i) community engagement activities to build trustful relationships and understand barriers and facilitators, including establishing a community advisory and action board, qualitative studies including a photovoice study, and co-design workshops to develop programs; ii) characterizing the demographics of the community through a household survey; iii) characterizing the built environment and HAL programs/services available in the community by developing an accessible real-time systems map; and iv) reviewing municipal policies relevant to HAL and sustainability; leading to Phase 3) implementation and evaluation of the feasibility of co-designed HAL programs. CONCLUSION The etiology of childhood obesity and related chronic diseases is complex and multifactorial, as are intervention strategies. The SCORE! program of research brings together partners including community members, service providers, academic researchers, and organizational leaders to build a multi-component intervention that promotes the health and wellness of newcomer children and families.
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Affiliation(s)
- Gita Wahi
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Chanchlani Research Centre, McMaster University, Hamilton, Ontario, Canada
| | - Sujane Kandasamy
- Chanchlani Research Centre, McMaster University, Hamilton, Ontario, Canada
- Child and Youth Studies, Brock University, St Catherines, Ontario, Canada
| | - Shrikant I. Bangdiwala
- Population Health Research Institute, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Andrea Baumann
- School of Nursing, McMaster University, Hamilton, Ontario, Canada
- Global Health Office, McMaster University, Hamilton, Ontario, Canada
| | - Mary Crea-Arsenio
- Global Health Office, McMaster University, Hamilton, Ontario, Canada
| | - Dipika Desai
- Chanchlani Research Centre, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Deborah DiLiberto
- Global Health Office, McMaster University, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Katholiki Georgiades
- Department of Psychiatry & Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
- Offord Centre for Child Studies, Ron Joyce Children’s Health Centre, Hamilton, Ontario, Canada
| | - Fatimah Jackson-Best
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Matthew Kwan
- Child and Youth Studies, Brock University, St Catherines, Ontario, Canada
| | - Patricia Montague
- Chanchlani Research Centre, McMaster University, Hamilton, Ontario, Canada
| | - K. Bruce Newbold
- School of Earth, Environment & Society, McMaster University, Hamilton, Ontario, Canada
| | - Diana Sherifali
- School of Nursing, McMaster University, Hamilton, Ontario, Canada
| | - Amanda Sim
- Department of Psychiatry & Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Russell J. de Souza
- Chanchlani Research Centre, McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Sonia S. Anand
- Chanchlani Research Centre, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
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15
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Rafiq T, Teo KK, Morrison KM, Atkinson SA, Wahi G, Desai D, Anand SS, Duong M. Association between impaired lung function and carotid intima-media thickness in children. ERJ Open Res 2023; 9:00330-2023. [PMID: 37908396 PMCID: PMC10613963 DOI: 10.1183/23120541.00330-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 09/04/2023] [Indexed: 11/02/2023] Open
Abstract
Association between obstructive lung function impairment with higher cIMT is present in childhood after accounting for common risk factors. This suggests that a developmental link between obstructive lung diseases and CVD may have its origin in early life. https://bit.ly/4657s2b.
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Affiliation(s)
- Talha Rafiq
- Medical Sciences Graduate Program, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Koon K. Teo
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Katherine M. Morrison
- Department of Pediatrics, McMaster University, Hamilton, ON, Canada
- Centre for Metabolism, Obesity and Diabetes Research, McMaster University, Hamilton, ON, Canada
| | | | - Gita Wahi
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Dipika Desai
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Sonia S. Anand
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - MyLinh Duong
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- The Research Institute of St. Joe's Hamilton, Firestone Institute for Respiratory Health, St Joseph's Healthcare Hamilton, Hamilton, ON, Canada
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16
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Rafiq T, Stearns JC, Shanmuganathan M, Azab SM, Anand SS, Thabane L, Beyene J, Williams NC, Morrison KM, Teo KK, Britz-McKibbin P, de Souza RJ. Integrative multiomics analysis of infant gut microbiome and serum metabolome reveals key molecular biomarkers of early onset childhood obesity. Heliyon 2023; 9:e16651. [PMID: 37332914 PMCID: PMC10272340 DOI: 10.1016/j.heliyon.2023.e16651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 05/17/2023] [Accepted: 05/23/2023] [Indexed: 06/20/2023] Open
Abstract
Evidence supports a complex interplay of gut microbiome and host metabolism as regulators of obesity. The metabolic phenotype and microbial metabolism of host diet may also contribute to greater obesity risk in children early in life. This study aimed to identify features that discriminated overweight/obese from normal weight infants by integrating gut microbiome and serum metabolome profiles. This prospective analysis included 50 South Asian children living in Canada, selected from the SouTh Asian biRth cohorT (START). Serum metabolites were measured by multisegment injection-capillary electrophoresis-mass spectrometry and the relative abundance of bacterial 16S rRNA gene amplicon sequence variant was evaluated at 1 year. Cumulative body mass index (BMIAUC) and skinfold thickness (SSFAUC) scores were calculated from birth to 3 years as the total area under the growth curve (AUC). BMIAUC and/or SSFAUC >85th percentile was used to define overweight/obesity. Data Integration Analysis for Biomarker discovery using Latent cOmponent (DIABLO) was used to identify discriminant features associated with childhood overweight/obesity. The associations between identified features and anthropometric measures were examined using logistic regression. Circulating metabolites including glutamic acid, acetylcarnitine, carnitine, and threonine were positively, whereas γ-aminobutyric acid (GABA), symmetric dimethylarginine (SDMA), and asymmetric dimethylarginine (ADMA) were negatively associated with childhood overweight/obesity. The abundance of the Pseudobutyrivibrio and Lactobacillus genera were positively, and Clostridium sensu stricto 1 and Akkermansia were negatively associated with childhood overweight/obesity. Integrative analysis revealed that Akkermansia was positively whereas Lactobacillus was inversely correlated with GABA and SDMA, and Pseudobutyrivibrio was inversely correlated with GABA. This study provides insights into metabolic and microbial signatures which may regulate satiety, energy metabolism, inflammatory processes, and/or gut barrier function, and therefore, obesity trajectories in childhood. Understanding the functional capacity of these molecular features and potentially modifiable risk factors such as dietary exposures early in life may offer a novel approach for preventing childhood obesity.
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Affiliation(s)
- Talha Rafiq
- Medical Sciences Graduate Program, Faculty of Health Sciences, McMaster University, Hamilton, ON L8S 4L8, Canada
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON L8L 2X2, Canada
| | - Jennifer C. Stearns
- Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada
- Farncombe Family Digestive Health Research Institute, McMaster University, Hamilton, ON L8S 4K1, Canada
| | - Meera Shanmuganathan
- Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON L8S 4M1, Canada
| | - Sandi M. Azab
- Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada
- Department of Pharmacognosy, Alexandria University, Alexandria 21521, Egypt
| | - Sonia S. Anand
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON L8L 2X2, Canada
- Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, ON L8S 4L8, Canada
| | - Lehana Thabane
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, ON L8S 4L8, Canada
- Biostatistics Unit, Father Sean O’Sullivan Research Centre, The Research Institute, St Joseph’s Healthcare Hamilton, Hamilton, ON L8N 4A6, Canada
- Faculty of Health Sciences, University of Johannesburg, Johannesburg 524, South Africa
| | - Joseph Beyene
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, ON L8S 4L8, Canada
| | | | - Katherine M. Morrison
- Department of Pediatrics, McMaster University, Hamilton, ON L8S 4L8, Canada
- Centre for Metabolism, Obesity and Diabetes Research, McMaster University, Hamilton, ON L8S 4K1, Canada
| | - Koon K. Teo
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON L8L 2X2, Canada
- Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, ON L8S 4L8, Canada
| | - Philip Britz-McKibbin
- Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON L8S 4M1, Canada
| | - Russell J. de Souza
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON L8L 2X2, Canada
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, ON L8S 4L8, Canada
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17
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Azab SM, Shanmuganathan M, de Souza RJ, Kroezen Z, Desai D, Williams NC, Morrison KM, Atkinson SA, Teo KK, Azad MB, Simons E, Moraes TJ, Mandhane PJ, Turvey SE, Subbarao P, Britz-McKibbin P, Anand SS. Early sex-dependent differences in metabolic profiles of overweight and adiposity in young children: a cross-sectional analysis. BMC Med 2023; 21:176. [PMID: 37158942 PMCID: PMC10166631 DOI: 10.1186/s12916-023-02886-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 04/29/2023] [Indexed: 05/10/2023] Open
Abstract
BACKGROUND Childhood obesity is a global health concern and can lead to lifetime cardiometabolic disease. New advances in metabolomics can provide biochemical insights into the early development of obesity, so we aimed to characterize serum metabolites associated with overweight and adiposity in early childhood and to stratify associations by sex. METHODS Nontargeted metabolite profiling was conducted in the Canadian CHILD birth cohort (discovery cohort) at age 5 years (n = 900) by multisegment injection-capillary electrophoresis-mass spectrometry. Clinical outcome was defined using novel combined measures of overweight (WHO-standardized body mass index ≥ 85th percentile) and/or adiposity (waist circumference ≥ 90th percentile). Associations between circulating metabolites and child overweight/adiposity (binary and continuous outcomes) were determined by multivariable linear and logistic regression, adjusting for covariates and false discovery rate, and by subsequent sex-stratified analysis. Replication was assessed in an independent replication cohort called FAMILY at age 5 years (n = 456). RESULTS In the discovery cohort, each standard deviation (SD) increment of branched-chain and aromatic amino acids, glutamic acid, threonine, and oxoproline was associated with 20-28% increased odds of overweight/adiposity, whereas each SD increment of the glutamine/glutamic acid ratio was associated with 20% decreased odds. All associations were significant in females but not in males in sex-stratified analyses, except for oxoproline that was not significant in either subgroup. Similar outcomes were confirmed in the replication cohort, where associations of aromatic amino acids, leucine, glutamic acid, and the glutamine/glutamic acid ratio with childhood overweight/adiposity were independently replicated. CONCLUSIONS Our findings show the utility of combining measures of both overweight and adiposity in young children. Childhood overweight/adiposity at age 5 years has a specific serum metabolic phenotype, with the profile being more prominent in females compared to males.
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Affiliation(s)
- Sandi M Azab
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Department of Pharmacognosy, Alexandria University, Alexandria, Egypt
- Chanchlani Research Centre, McMaster University, Hamilton, Canada
| | - Meera Shanmuganathan
- Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON, Canada
| | - Russell J de Souza
- Chanchlani Research Centre, McMaster University, Hamilton, Canada
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada
| | - Zachary Kroezen
- Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON, Canada
| | - Dipika Desai
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada
| | - Natalie C Williams
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Chanchlani Research Centre, McMaster University, Hamilton, Canada
| | - Katherine M Morrison
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada
- Centre for Metabolism, Obesity and Diabetes Research, McMaster University, Hamilton, ON, Canada
- Department of Pediatrics, McMaster University, Hamilton, ON, Canada
| | | | - Koon K Teo
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada
| | - Meghan B Azad
- Department of Pediatrics and Child Health, Children's Hospital Research Institute of Manitoba, University of Manitoba, Winnipeg, MB, Canada
| | - Elinor Simons
- Department of Pediatrics and Child Health, Children's Hospital Research Institute of Manitoba, University of Manitoba, Winnipeg, MB, Canada
| | - Theo J Moraes
- Department of Pediatrics, Hospital for Sick Children, Toronto, ON, Canada
| | - Piush J Mandhane
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Stuart E Turvey
- Department of Pediatrics, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Padmaja Subbarao
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Department of Pediatrics, Hospital for Sick Children, Toronto, ON, Canada
| | - Philip Britz-McKibbin
- Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON, Canada
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, ON, Canada.
- Chanchlani Research Centre, McMaster University, Hamilton, Canada.
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada.
- Population Health Research Institute, Hamilton Health Sciences, Hamilton, ON, Canada.
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18
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Stennett RN, Adamo KB, Anand SS, Bajaj HS, Bangdiwala SI, Desai D, Gerstein HC, Kandasamy S, Khan F, Lear SA, McDonald SD, Pocsai T, Ritvo P, Rogge A, Schulze KM, Sherifali D, Stearns JC, Wahi G, Williams NC, Zulyniak MA, de Souza RJ. A culturally tailored personaliseD nutrition intErvention in South ASIan women at risk of Gestational Diabetes Mellitus (DESI-GDM): a randomised controlled trial protocol. BMJ Open 2023; 13:e072353. [PMID: 37130668 PMCID: PMC10163497 DOI: 10.1136/bmjopen-2023-072353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Accepted: 03/14/2023] [Indexed: 05/04/2023] Open
Abstract
INTRODUCTION South Asians are more likely to develop gestational diabetes mellitus (GDM) than white Europeans. Diet and lifestyle modifications may prevent GDM and reduce undesirable outcomes in both the mother and offspring. Our study seeks to evaluate the effectiveness and participant acceptability of a culturally tailored, personalised nutrition intervention on the glucose area under the curve (AUC) after a 2-hour 75 g oral glucose tolerance test (OGTT) in pregnant women of South Asian ancestry with GDM risk factors. METHODS AND ANALYSIS A total of 190 South Asian pregnant women with at least 2 of the following GDM risk factors-prepregnancy body mass index>23, age>29, poor-quality diet, family history of type 2 diabetes in a first-degree relative or GDM in a previous pregnancy will be enrolled during gestational weeks 12-18, and randomly assigned in a 1:1 ratio to: (1) usual care, plus weekly text messages to encourage walking and paper handouts or (2) a personalised nutrition plan developed and delivered by a culturally congruent dietitian and health coach; and FitBit to track steps. The intervention lasts 6-16 weeks, depending on week of recruitment. The primary outcome is the glucose AUC from a three-sample 75 g OGTT 24-28 weeks' gestation. The secondary outcome is GDM diagnosis, based on Born-in-Bradford criteria (fasting glucose>5.2 mmol/L or 2 hours post load>7.2 mmol/L). ETHICS AND DISSEMINATION The study has been approved by the Hamilton Integrated Research Ethics Board (HiREB #10942). Findings will be disseminated among academics and policy-makers through scientific publications along with community-orientated strategies. TRIAL REGISTRATION NUMBER NCT03607799.
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Affiliation(s)
- Rosain N Stennett
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
| | - Kristi B Adamo
- School of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Sonia S Anand
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | | | - Shrikant I Bangdiwala
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Dipika Desai
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Hertzel C Gerstein
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Sujane Kandasamy
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
| | - Farah Khan
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Scott A Lear
- Population Health Research Institute, Hamilton, Ontario, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Sarah D McDonald
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Department of Obstetrics & Gynecology, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Division of Maternal-Fetal Medicine, Faculty of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Radiology, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
| | - Tayler Pocsai
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Paul Ritvo
- Kinesiology and Health Science, York University, Toronto, Ontario, Canada
| | - Andrea Rogge
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Karleen M Schulze
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Diana Sherifali
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- School of Nursing, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
| | - Jennifer C Stearns
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Obstetrics & Gynecology, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Farncombe Family Digestive Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Gita Wahi
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | | | - Michael A Zulyniak
- Food Science and Nutrition, University of Leeds, Leeds, West Yorkshire, UK
| | - Russell J de Souza
- Department of Health Research Methods, Evidence, and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
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19
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Wan D, Dehghan M, de Souza RJ, Ramasundarahettige C, Eikelboom JW, Bosch J, Maggioni AP, Bhatt DL, Yusuf S, Anand SS. Dietary intake and cardiovascular outcomes in patients with chronic vascular disease: insights from the COMPASS trial cohort. Eur J Prev Cardiol 2023:7128320. [PMID: 37080912 DOI: 10.1093/eurjpc/zwad062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 02/21/2023] [Accepted: 02/27/2023] [Indexed: 04/22/2023]
Abstract
AIMS Patients with coronary artery disease (CAD) and patients with peripheral artery disease (PAD) are at risk for major adverse cardiovascular events (MACE) and major adverse limb events (MALE). There are limited data regarding dietary patterns and the risk of recurrent MACE and MALE in CAD and PAD patients. We aimed to identify dietary patterns associated with MACE and MALE in patients with CAD and/or PAD. METHODS AND RESULTS We analysed data collected from patients enrolled into the Cardiovascular Outcomes for People Using Anticoagulation Strategies (COMPASS) trial, in which diet was assessed by a short food frequency questionnaire (FFQ) at baseline. Two dietary pattern scores, the modified Alternate Healthy Eating Index (mAHEI) and Mediterranean Diet Score (mMDS), were calculated. We tested the association between mAHEI and mMDS and the incidence of MACE and/or MALE. The mean mAHEI score was 23.0 ± 7.7 (out of 70) overall and was similar comparing CAD and PAD patients. The incidence of MACE or MALE was 6.3% in the lowest diet quality quartile (as assessed by mAHEI) compared with 4.2% in the highest quartile over 30 months. In the fully adjusted model, the hazard ratio of a low diet quality (Quartile 1) compared with the highest (Quartile 4) for MACE or MALE was 1.27 (95% CI: 1.08-1.49; P = 0.004, Q1 vs. Q4). This excess hazard was primarily driven by higher MACE in both the CAD and PAD cohorts. CONCLUSIONS Poor diet quality as assessed by the mAHEI is independently associated with a higher risk of recurrent MACE and MALE in patients with chronic CAD and/or PAD.
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Affiliation(s)
- Darryl Wan
- Department of Medicine, Faculty of Health Sciences, McMaster University, 1280 Main St W., Hamilton L8S 4K1, Canada
| | - Mahshid Dehghan
- Department of Medicine, Faculty of Health Sciences, McMaster University, 1280 Main St W., Hamilton L8S 4K1, Canada
- Hamilton Health Sciences, Population Health Research Institute, 237 Barton St. East, Hamilton, ON L8L 2X2, Canada
| | - Russell J de Souza
- Hamilton Health Sciences, Population Health Research Institute, 237 Barton St. East, Hamilton, ON L8L 2X2, Canada
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, 1280 Main St W., Hamilton L8S 4K1, Canada
| | | | - John W Eikelboom
- Department of Medicine, Faculty of Health Sciences, McMaster University, 1280 Main St W., Hamilton L8S 4K1, Canada
- Hamilton Health Sciences, Population Health Research Institute, 237 Barton St. East, Hamilton, ON L8L 2X2, Canada
| | - Jackie Bosch
- Hamilton Health Sciences, Population Health Research Institute, 237 Barton St. East, Hamilton, ON L8L 2X2, Canada
| | - Aldo P Maggioni
- National Association of Hospital Cardiologists Research Center (ANMCO), Florence, Italy
| | - Deepak L Bhatt
- Mount Sinai Heart, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Salim Yusuf
- Department of Medicine, Faculty of Health Sciences, McMaster University, 1280 Main St W., Hamilton L8S 4K1, Canada
- Hamilton Health Sciences, Population Health Research Institute, 237 Barton St. East, Hamilton, ON L8L 2X2, Canada
| | - Sonia S Anand
- Department of Medicine, Faculty of Health Sciences, McMaster University, 1280 Main St W., Hamilton L8S 4K1, Canada
- Hamilton Health Sciences, Population Health Research Institute, 237 Barton St. East, Hamilton, ON L8L 2X2, Canada
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, 1280 Main St W., Hamilton L8S 4K1, Canada
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20
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Kandasamy S, Manoharan B, Khan Z, Stennett R, Desai D, Nocos R, Wahi G, Banner D, de Souza RJ, Lear SA, Anand SS. Perceptions of COVID-19 risk, vaccine access and confidence: a qualitative description of South Asians in Canada. BMJ Open 2023; 13:e070433. [PMID: 37015794 PMCID: PMC10083522 DOI: 10.1136/bmjopen-2022-070433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/06/2023] Open
Abstract
OBJECTIVES In the first full year of the COVID-19 pandemic (2020), South Asians living in the Greater Toronto and Hamilton Area (GTHA) and Greater Vancouver area (GVA) experienced specific barriers to accessing SARS-CoV-2 testing and reliable health information. However, between June 2021 and February 2022, the proportion of people having received at least one COVID-19 vaccine dose was higher among this group (96%) than among individuals who were not visible minorities (93%). A better understanding of successful approaches and the challenges experienced by those who remain unvaccinated among this highly vaccinated group may improve public health outreach in subsequent waves of the current pandemic or for future pandemic planning. Using qualitative methods, we sought to explore the perceptions of COVID-19 risk, vaccine access, uptake and confidence among South Asians living in Canada. DESIGN Semistructured interviews conducted with 25 participants analysed using thematic analysis. Throughout this process, we held frequent discussions with members of the study's advisory group to guide data collection (community engagement, recruitment and data analysis). SETTING Communities of the GTHA and GVA with interviews conducted virtually over Zoom or telephone. PARTICIPANTS 25 participants (15 from Ontario and 10 from British Columbia) were interviewed between July 2021 and January 2022. 10 individuals were community members, 9 were advocacy group leaders and 6 were public health staff. RESULTS Access to and confidence in the COVID-19 vaccine was impacted by individual risk perceptions; sources of trusted information (ethnic and non-ethnic); impact of COVID-19 and the pandemic on individuals, families and society; and experiences with COVID-19 mandates and policies (including temporal and generational differences). Approaches that include community-level awareness and tailored outreach (language and cultural context) were considered successful. CONCLUSIONS Understanding factors and developing strategies that build vaccine confidence and improve access can guide approaches that increase vaccine acceptance in the current and future pandemics.Visual abstract can be found at https://drive.google.com/file/d/1iXdnJj9ssc3hXCllZxP0QA9DhHH-7uwB/view.
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Affiliation(s)
- Sujane Kandasamy
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
| | - Baanu Manoharan
- Master of Public Health (MPH) Program, McMaster University, Hamilton, Ontario, Canada
| | - Zainab Khan
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Rosain Stennett
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
| | - Dipika Desai
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Rochelle Nocos
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Gita Wahi
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Davina Banner
- School of Nursing, University of Northern British Columbia, Prince George, British Columbia, Canada
| | - Russell J de Souza
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Scott A Lear
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Sonia S Anand
- Department of Health Research Methods, Evidence & Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
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21
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Sikorski C, Yang S, Stennett R, Miller V, Teo K, Anand SS, Paré G, Yusuf S, Dehghan M, Mente A. Changes in energy, macronutrient, and food consumption in 47 countries over the last 70 years (1950-2019): a systematic review and meta-analysis. Nutrition 2023; 108:111941. [PMID: 36702047 DOI: 10.1016/j.nut.2022.111941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 11/18/2022] [Accepted: 12/08/2022] [Indexed: 12/24/2022]
Abstract
OBJECTIVES We aimed to systematically examine trends in dietary energy, macronutrient, and food consumption in different geographic regions. METHODS We searched Medline, Embase, CINAHL, and organizations for studies and reports using individual-level dietary assessments from 1950 to 2019 (PROSPERO CRD42022302843) and quantified changes using multivariable linear mixed-effects models. RESULTS We identified 109 articles and reports from 47 countries, including Europe and Australasia (47% of studies), Asia (30%), Latin America (13%), the Middle East (6%), and North America (4%). In Southeast and East Asia, carbohydrate intake decreased, whereas fat consumption increased; the opposite pattern occurred in North America; and fat decreased while carbohydrate intake remained stable in Europe and Australasia. Consumption of carbohydrate and fat were stable in South Asia, Latin America, and the Middle East, but data were limited in these regions. A greater increase in national gross domestic product over time was associated with decreased carbohydrate and increased fat and protein intake. Dietary saturated fatty acid intake decreased in Northern and Eastern Europe and was stable in other regions. Changes in food varied by region; East and Southeast Asia increased meat, fish, dairy, egg, fruit, and vegetable consumption and decreased intake of grains, roots and tubers, legumes, whereas North America decreased dairy and red meat but increased eggs, nuts, poultry, and vegetable oil intake. Intakes of fruits, nuts, legumes, and roots and tubers were below recommendations in most regions. CONCLUSIONS Our findings indicate regional variations in dietary trends and identify countries that would benefit from nutritional policies aimed at decreasing lower-quality carbohydrate foods and increasing consumption of fruits, vegetables, nuts, legumes, and dairy.
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Affiliation(s)
- Claudia Sikorski
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada.
| | - Shuling Yang
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Rosain Stennett
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Victoria Miller
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Koon Teo
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada; Thrombosis and Atherosclerosis Research Institute, Department of Medicine, David Braley Research Institute, McMaster University, Hamilton, Ontario, Canada
| | - Salim Yusuf
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Mahshid Dehghan
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
| | - Andrew Mente
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada; Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
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22
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Limbachia J, Desai D, Abdalla N, de Souza RJ, Teo K, Morrison KM, Punthakee Z, Gupta M, Lear SA, Anand SS. The association of maternal sugary beverage consumption during pregnancy and the early years with childhood sugary beverage consumption. Can J Public Health 2023; 114:231-240. [PMID: 36175645 PMCID: PMC10036700 DOI: 10.17269/s41997-022-00681-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 07/27/2022] [Indexed: 11/17/2022]
Abstract
OBJECTIVES A woman's food choices during pregnancy may be associated with her offspring's food choices. Several studies support an association between childhood sugary beverage (SB) consumption and poor cardiometabolic health. This study aimed to assess the association of maternal SB consumption during pregnancy and later, with her offspring's SB consumption in early infancy and childhood. METHODS A total of 1945 women and 1595 children participating in 3 Canadian studies reported SB consumption during pregnancy, at 2 years of age, and/or at school age (5 to 8 years old). Mother and offspring SB intakes were self-reported by mothers. Multivariable linear regression analyses were conducted within each cohort and cohort data were combined using fixed effect meta-analyses. RESULTS Maternal SB consumption during pregnancy was associated with higher offspring SB consumption at 2 years of age (standardized β = 0.19 predicted change in the number of standard deviations of offspring SB intake for an increase of 1 standard deviation in maternal serving [95% CI: 0.16 to 0.22]). Concurrent maternal SB consumption was associated with higher offspring SB intake when children were aged 5 to 8 years (standardized β= 0.25 [95% CI: 0.10 to 0.40]). CONCLUSION Maternal SB consumption during pregnancy is associated with a marginally higher SB intake among their offspring at age 2, and concurrent maternal consumption is associated with a higher SB intake among school-aged offspring (5 to 8 years old). Future interventions tailored for pregnancy and early childrearing years to reduce SB intakes of mothers may reduce young children's SB intake.
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Affiliation(s)
- Jayneel Limbachia
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, MDCL 3202, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada
| | - Dipika Desai
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, MDCL 3202, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada
| | - Nora Abdalla
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Russell J de Souza
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, MDCL 3202, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada
| | - Koon Teo
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Katherine M Morrison
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Zubin Punthakee
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Milan Gupta
- Canadian Collaborative Research Network, Brampton, Ontario, Canada
| | - Scott A Lear
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Sonia S Anand
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada.
- Department of Health Research Methods, Evidence, and Impact, McMaster University, MDCL 3202, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada.
- Department of Medicine, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada.
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23
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Govsyeyev N, Nehler M, Conte MS, Debus S, Chung J, Dorigo W, Gudz I, Krievins D, Mills J, Moll F, Norgren L, Piffaretti G, Powell R, Szalay D, Sillesen H, Wohlauer M, Szarek M, Bauersachs RM, Anand SS, Patel MR, Capell WH, Jaeger N, Hess CN, Muehlhofer E, Haskell LP, Berkowitz SD, Bonaca MP. Rivaroxaban in patients with symptomatic peripheral artery disease after lower extremity bypass surgery with venous and prosthetic conduits. J Vasc Surg 2023; 77:1107-1118.e2. [PMID: 36470531 DOI: 10.1016/j.jvs.2022.11.062] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 11/22/2022] [Accepted: 11/22/2022] [Indexed: 12/12/2022]
Abstract
BACKGROUND Patients with peripheral artery disease (PAD) requiring lower extremity revascularization (LER) have a high risk of adverse limb and cardiovascular events. The results from the VOYAGER PAD (efficacy and safety of rivaroxaban in reducing the risk of major thrombotic vascular events in subjects with symptomatic peripheral artery disease undergoing peripheral revascularization procedures of the lower extremities) trial have demonstrated that rivaroxaban significantly reduced this risk with an overall favorable net benefit for patients undergoing surgical revascularization. However, the efficacy and safety for those treated by surgical bypass, including stratification by bypass conduit (venous or prosthetic), has not yet been described. METHODS In the VOYAGER PAD trial, patients who had undergone surgical and endovascular infrainguinal LER to treat PAD were randomized to rivaroxaban 2.5 mg twice daily or placebo on top of background antiplatelet therapy (aspirin 100 mg to be used in all and clopidogrel in some at the treating physician's discretion) and followed up for a median of 28 months. The primary end point was a composite of acute limb ischemia, major amputation of vascular etiology, myocardial infarction, ischemic stroke, and cardiovascular death. The principal safety outcome was major bleeding using the TIMI (thrombolysis in myocardial infarction) scale. The index procedure details, including conduit type (venous vs prosthetic), were collected at baseline. RESULTS Among 6564 randomized patients, 2185 (33%) had undergone surgical LER. Of these 2185 patients, surgical bypass had been performed for 1448 (66%), using a prosthetic conduit for 773 patients (53%) and venous conduit for 646 patients (45%). Adjusting for the baseline differences and anatomic factors, the risk of unplanned limb revascularization in the placebo arm was 2.5-fold higher for those receiving a prosthetic conduit vs a venous conduit (adjusted hazard ratio [HR], 2.53; 95% confidence interval [CI], 1.65-3.90; P < .001), and the risk of acute limb ischemia was three times greater (adjusted HR, 3.07; 95% CI, 1.84-5.11; P < .001). The use of rivaroxaban reduced the primary outcome for the patients treated with bypass surgery (HR, 0.78; 95% CI, 0.62-0.98), with consistent benefits for those receiving venous (HR, 0.66; 95% CI, 0.49-0.96) and prosthetic (HR, 0.87; 95% CI, 0.66-1.15) conduits (Pinteraction = .254). In the overall trial, major bleeding using the TIMI scale was increased with rivaroxaban. However, the numbers for those treated with bypass surgery were low (five with rivaroxaban vs nine with placebo; HR, 0.55; 95% CI, 0.18-1.65) and not powered to show statistical significance. CONCLUSIONS Surgical bypass with a prosthetic conduit was associated with significantly higher rates of major adverse limb events relative to venous conduits even after adjustment for patient and anatomic characteristics. Adding rivaroxaban 2.5 mg twice daily to aspirin or dual antiplatelet therapy significantly reduced this risk, with an increase in the bleeding risk, but had a favorable benefit risk for patients treated with bypass surgery, regardless of conduit type. Rivaroxaban should be considered after lower extremity bypass for symptomatic PAD to reduce ischemic complications of the heart, limb, and brain.
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Affiliation(s)
- Nicholas Govsyeyev
- CPC Clinical Research & Community Health, Aurora, CO; Division of Vascular Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, CO
| | - Mark Nehler
- CPC Clinical Research & Community Health, Aurora, CO; Division of Vascular Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, CO.
| | - Michael S Conte
- Division of Vascular and Endovascular Surgery, University of California, San Francisco, San Francisco, CA
| | - Sebastian Debus
- Department of Vascular Medicine, Vascular Surgery-Angiology-Endovascular Therapy, University of Hamburg-Eppendorf, Hamburg, Germany
| | - Jayer Chung
- Division of Vascular Surgery and Endovascular Therapy, Baylor College of Medicine, Houston, TX
| | - Walter Dorigo
- Department of Vascular Surgery, Careggi Polyclinic Hospital, University of Florence, Florence, Italy
| | - Ivan Gudz
- Department of Surgery, Ivano-Frankivsk National Medical University, Ivano-Frankivsk, Ukraine
| | - Dainis Krievins
- Pauls Stradinš University Hospital, University of Latvia, Riga, Latvia
| | - Joseph Mills
- Division of Vascular Surgery and Endovascular Therapy, Baylor College of Medicine, Houston, TX
| | - Frans Moll
- Department of Vascular Surgery, University Medical Center, Utrecht, the Netherlands
| | - Lars Norgren
- Department of Surgery, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | | | - Rick Powell
- Section of Vascular Surgery, Dartmouth Hitchcock Medical Center, Lebanon, NH; Section of Vascular Surgery, Geisel School of Medicine at Dartmouth, Hanover, NH
| | - David Szalay
- Division of Vascular Surgery, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
| | - Henrik Sillesen
- Division of Cardiology, Department of Vascular Surgery, Rigshospitalet, Institute of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Max Wohlauer
- Division of Vascular Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, CO
| | - Michael Szarek
- CPC Clinical Research & Community Health, Aurora, CO; Division of Cardiology, Department of Medicine, University of Colorado School of Medicine, Aurora, CO; State University of New York, Downstate Health Sciences University, Brooklyn, NY
| | - Rupert M Bauersachs
- Cardioangiologic Center, Agaplesion Bethanien Hospital, Frankfurt am Main, Germany; Center for Thrombosis and Hemostasis, University of Mainz, Mainz, Germany
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
| | - Manesh R Patel
- Duke Clinical Research Institute, Division of Cardiology, Duke University, Durham, NC
| | - Warren H Capell
- CPC Clinical Research & Community Health, Aurora, CO; Division of Endocrinology, Department of Medicine, University of Colorado School of Medicine, Aurora, CO
| | - Nicole Jaeger
- CPC Clinical Research & Community Health, Aurora, CO
| | - Connie N Hess
- CPC Clinical Research & Community Health, Aurora, CO; Division of Cardiology, Department of Medicine, University of Colorado School of Medicine, Aurora, CO
| | | | | | - Scott D Berkowitz
- CPC Clinical Research & Community Health, Aurora, CO; Division of Hematology, Department of Medicine, University of Colorado School of Medicine, Aurora, CO
| | - Marc P Bonaca
- CPC Clinical Research & Community Health, Aurora, CO; Division of Cardiology, Department of Medicine, University of Colorado School of Medicine, Aurora, CO
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Suzuki K, Hatzikotoulas K, Southam L, Taylor HJ, Yin X, Lorenz KM, Mandla R, Huerta-Chagoya A, Rayner NW, Bocher O, Arruda ALDSV, Sonehara K, Namba S, Lee SSK, Preuss MH, Petty LE, Schroeder P, Vanderwerff B, Kals M, Bragg F, Lin K, Guo X, Zhang W, Yao J, Kim YJ, Graff M, Takeuchi F, Nano J, Lamri A, Nakatochi M, Moon S, Scott RA, Cook JP, Lee JJ, Pan I, Taliun D, Parra EJ, Chai JF, Bielak LF, Tabara Y, Hai Y, Thorleifsson G, Grarup N, Sofer T, Wuttke M, Sarnowski C, Gieger C, Nousome D, Trompet S, Kwak SH, Long J, Sun M, Tong L, Chen WM, Nongmaithem SS, Noordam R, Lim VJY, Tam CHT, Joo YY, Chen CH, Raffield LM, Prins BP, Nicolas A, Yanek LR, Chen G, Brody JA, Kabagambe E, An P, Xiang AH, Choi HS, Cade BE, Tan J, Broadaway KA, Williamson A, Kamali Z, Cui J, Adair LS, Adeyemo A, Aguilar-Salinas CA, Ahluwalia TS, Anand SS, Bertoni A, Bork-Jensen J, Brandslund I, Buchanan TA, Burant CF, Butterworth AS, Canouil M, Chan JCN, Chang LC, Chee ML, Chen J, Chen SH, Chen YT, Chen Z, Chuang LM, Cushman M, Danesh J, Das SK, de Silva HJ, Dedoussis G, Dimitrov L, Doumatey AP, Du S, Duan Q, Eckardt KU, Emery LS, Evans DS, Evans MK, Fischer K, Floyd JS, Ford I, Franco OH, Frayling TM, Freedman BI, Genter P, Gerstein HC, Giedraitis V, González-Villalpando C, González-Villalpando ME, Gordon-Larsen P, Gross M, Guare LA, Hackinger S, Han S, Hattersley AT, Herder C, Horikoshi M, Howard AG, Hsueh W, Huang M, Huang W, Hung YJ, Hwang MY, Hwu CM, Ichihara S, Ikram MA, Ingelsson M, Islam MT, Isono M, Jang HM, Jasmine F, Jiang G, Jonas JB, Jørgensen T, Kandeel FR, Kasturiratne A, Katsuya T, Kaur V, Kawaguchi T, Keaton JM, Kho AN, Khor CC, Kibriya MG, Kim DH, Kronenberg F, Kuusisto J, Läll K, Lange LA, Lee KM, Lee MS, Lee NR, Leong A, Li L, Li Y, Li-Gao R, Lithgart S, Lindgren CM, Linneberg A, Liu CT, Liu J, Locke AE, Louie T, Luan J, Luk AO, Luo X, Lv J, Lynch JA, Lyssenko V, Maeda S, Mamakou V, Mansuri SR, Matsuda K, Meitinger T, Metspalu A, Mo H, Morris AD, Nadler JL, Nalls MA, Nayak U, Ntalla I, Okada Y, Orozco L, Patel SR, Patil S, Pei P, Pereira MA, Peters A, Pirie FJ, Polikowsky HG, Porneala B, Prasad G, Rasmussen-Torvik LJ, Reiner AP, Roden M, Rohde R, Roll K, Sabanayagam C, Sandow K, Sankareswaran A, Sattar N, Schönherr S, Shahriar M, Shen B, Shi J, Shin DM, Shojima N, Smith JA, So WY, Stančáková A, Steinthorsdottir V, Stilp AM, Strauch K, Taylor KD, Thorand B, Thorsteinsdottir U, Tomlinson B, Tran TC, Tsai FJ, Tuomilehto J, Tusie-Luna T, Udler MS, Valladares-Salgado A, van Dam RM, van Klinken JB, Varma R, Wacher-Rodarte N, Wheeler E, Wickremasinghe AR, van Dijk KW, Witte DR, Yajnik CS, Yamamoto K, Yamamoto K, Yoon K, Yu C, Yuan JM, Yusuf S, Zawistowski M, Zhang L, Zheng W, Raffel LJ, Igase M, Ipp E, Redline S, Cho YS, Lind L, Province MA, Fornage M, Hanis CL, Ingelsson E, Zonderman AB, Psaty BM, Wang YX, Rotimi CN, Becker DM, Matsuda F, Liu Y, Yokota M, Kardia SLR, Peyser PA, Pankow JS, Engert JC, Bonnefond A, Froguel P, Wilson JG, Sheu WHH, Wu JY, Hayes MG, Ma RCW, Wong TY, Mook-Kanamori DO, Tuomi T, Chandak GR, Collins FS, Bharadwaj D, Paré G, Sale MM, Ahsan H, Motala AA, Shu XO, Park KS, Jukema JW, Cruz M, Chen YDI, Rich SS, McKean-Cowdin R, Grallert H, Cheng CY, Ghanbari M, Tai ES, Dupuis J, Kato N, Laakso M, Köttgen A, Koh WP, Bowden DW, Palmer CNA, Kooner JS, Kooperberg C, Liu S, North KE, Saleheen D, Hansen T, Pedersen O, Wareham NJ, Lee J, Kim BJ, Millwood IY, Walters RG, Stefansson K, Goodarzi MO, Mohlke KL, Langenberg C, Haiman CA, Loos RJF, Florez JC, Rader DJ, Ritchie MD, Zöllner S, Mägi R, Denny JC, Yamauchi T, Kadowaki T, Chambers JC, Ng MCY, Sim X, Below JE, Tsao PS, Chang KM, McCarthy MI, Meigs JB, Mahajan A, Spracklen CN, Mercader JM, Boehnke M, Rotter JI, Vujkovic M, Voight BF, Morris AP, Zeggini E. Multi-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications. medRxiv 2023:2023.03.31.23287839. [PMID: 37034649 PMCID: PMC10081410 DOI: 10.1101/2023.03.31.23287839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/30/2023]
Abstract
Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes. To characterise the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study (GWAS) data from 2,535,601 individuals (39.7% non-European ancestry), including 428,452 T2D cases. We identify 1,289 independent association signals at genome-wide significance (P<5×10-8) that map to 611 loci, of which 145 loci are previously unreported. We define eight non-overlapping clusters of T2D signals characterised by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial, and enteroendocrine cells. We build cluster-specific partitioned genetic risk scores (GRS) in an additional 137,559 individuals of diverse ancestry, including 10,159 T2D cases, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned GRS are more strongly associated with coronary artery disease and end-stage diabetic nephropathy than an overall T2D GRS across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings demonstrate the value of integrating multi-ancestry GWAS with single-cell epigenomics to disentangle the aetiological heterogeneity driving the development and progression of T2D, which may offer a route to optimise global access to genetically-informed diabetes care.
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Affiliation(s)
- Ken Suzuki
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Division of Musculoskeletal and Dermatological Sciences, The University of Manchester, Manchester, UK
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Konstantinos Hatzikotoulas
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Lorraine Southam
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Henry J. Taylor
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Xianyong Yin
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
- Department of Epidemiology, School of Public Health, Nanjing Medical University, Nanjing City, China
| | - Kim M. Lorenz
- Corporal Michael J Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ravi Mandla
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Alicia Huerta-Chagoya
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Consejo Nacional de Ciencia y Tecnología (CONACYT), Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Nigel W. Rayner
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Ozvan Bocher
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Ana Luiza de S. V. Arruda
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Kyuto Sonehara
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Department of Genome Informatics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Kanagawa, Japan
| | - Shinichi Namba
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Simon S. K. Lee
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael H. Preuss
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lauren E. Petty
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Philip Schroeder
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Brett Vanderwerff
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Mart Kals
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Fiona Bragg
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Kuang Lin
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Department of Cardiology, Ealing Hosptial, London NorthWest Healthcare NHS Trust, Middlesex, UK
| | - Jie Yao
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Young Jin Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, South Korea
| | - Mariaelisa Graff
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Fumihiko Takeuchi
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Jana Nano
- Institute of Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg, Germany
| | - Amel Lamri
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
| | - Masahiro Nakatochi
- Public Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Sanghoon Moon
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, South Korea
| | - Robert A. Scott
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - James P. Cook
- Department of Health Data Science, University of Liverpool, Liverpool, UK
| | - Jung-Jin Lee
- Division of Translational Medicine and Human Genetics, University of Pennsylvania, Philadelphia, PA, USA
| | - Ian Pan
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
| | - Daniel Taliun
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Esteban J. Parra
- Department of Anthropology, University of Toronto at Mississsauga, Mississauga, ON, Canada
| | - Jin-Fang Chai
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Lawrence F. Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Yasuharu Tabara
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yang Hai
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | | | - Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Tamar Sofer
- Department of Biostatistics, Harvard University, Boston, MA, USA
- Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, USA
- Department of Medicine, Harvard University, Boston, MA, USA
| | - Matthias Wuttke
- Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Chloé Sarnowski
- Department of Epidemiology, Human Genetics, and Environmental Sciences, The University of Texas Health Science Center at Houston School of Public Health, Houston, TX, USA
| | - Christian Gieger
- Institute of Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Darryl Nousome
- Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Soo-Heon Kwak
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Jirong Long
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Meng Sun
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | - Lin Tong
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, The University of Chicago, Chicago, IL, USA
| | - Wei-Min Chen
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Suraj S. Nongmaithem
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Raymond Noordam
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Victor J. Y. Lim
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Claudia H. T. Tam
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Yoonjung Yoonie Joo
- Institute of Data Science, Korea University, Seoul, South Korea
- Division of Endocrinology, Metabolism, and Molecular Medicine, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Health and Biomedical Informatics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Chien-Hsiun Chen
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Bram Peter Prins
- Department of Human Genetics, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Aude Nicolas
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Lisa R. Yanek
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Guanjie Chen
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Edmond Kabagambe
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
- Division of Academics, Ochsner Health, New Orleans, LA, USA
| | - Ping An
- Division of Statistical Genomics, Washington University School of Medicine, St. Louis, MO, USA
| | - Anny H. Xiang
- Department of Research and Evaluation, Division of Biostatistics Research, Kaiser Permanente of Southern California, Pasadena, CA, USA
| | - Hyeok Sun Choi
- Department of Biomedical Science, Hallym University, Chuncheon, South Korea
| | - Brian E. Cade
- Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jingyi Tan
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - K. Alaine Broadaway
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Alice Williamson
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Metabolic Research Laboratories, Wellcome Trust-Medical Research Council Institute of Metabolic Science, Department of Clinical Biochemistry, University of Cambridge, Cambridge, UK
| | - Zoha Kamali
- Department of Epidemiology, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
- Department of Bioinformatics, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Jinrui Cui
- Department of Medicine, Division of Endocrinology, Diabetes and Metabolism, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Linda S. Adair
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Adebowale Adeyemo
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Carlos A. Aguilar-Salinas
- Unidad de Investigación en Enfermedades Metabólicas and Departamento de Endocrinología y Metabolismo, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Tarunveer S. Ahluwalia
- Steno Diabetes Center Copenhagen, Herlev, Denmark
- The Bioinformatics Center, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Sonia S. Anand
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Alain Bertoni
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Jette Bork-Jensen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ivan Brandslund
- Institute of Regional Health Research, University of Southern Denmark, Odense, Denmark
- Department of Clinical Biochemistry, Vejle Hospital, Vejle, Denmark
| | - Thomas A. Buchanan
- Department of Medicine, Division of Endocrinology and Diabetes, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Charles F. Burant
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Adam S. Butterworth
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
- British Heart Foundation Centre of Research Excellence, School of Clinical Medicine, Addenbrooke’s Hospital, University of Cambridge, Cambridge, UK
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge, Hinxton, UK
- National Institute for Health and Care Research (NIHR) Blood and Transplant Unit (BTRU) in Donor Health and Behaviour, Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Mickaël Canouil
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, Lille University Hospital, Lille, France
- University of Lille, Lille, France
| | - Juliana C. N. Chan
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, The Chinese University of Hong Kong, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, China
| | - Li-Ching Chang
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Miao-Li Chee
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Ji Chen
- Exeter Centre of Excellence in Diabetes (ExCEeD), Exeter Medical School, University of Exeter, Exeter, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Shyh-Huei Chen
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Yuan-Tsong Chen
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Zhengming Chen
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Lee-Ming Chuang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
| | - Mary Cushman
- Department of Medicine, University of Vermont, Colchester, VT, USA
| | - John Danesh
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
- Department of Human Genetics, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- British Heart Foundation Centre of Research Excellence, School of Clinical Medicine, Addenbrooke’s Hospital, University of Cambridge, Cambridge, UK
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge, Hinxton, UK
- National Institute for Health and Care Research (NIHR) Blood and Transplant Unit (BTRU) in Donor Health and Behaviour, Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
| | - Swapan K. Das
- Section on Endocrinology and Metabolism, Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - H. Janaka de Silva
- Department of Medicine, Faculty of Medicine, University of Kelaniya, Ragama, Sri Lanka
| | - George Dedoussis
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens, Greece
| | - Latchezar Dimitrov
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Ayo P. Doumatey
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Shufa Du
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Qing Duan
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kai-Uwe Eckardt
- Department of Nephrology and Medical Intensive Care Medicine, Charité Universitätsmedizin Berlin, Berlin, Germany
- Department of Nephrology and Hypertension, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Leslie S. Emery
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Daniel S. Evans
- California Pacific Medical Center Research Institute, San Francisco, CA, USA
| | - Michele K. Evans
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Krista Fischer
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Institute of Mathematics and Statistics, University of Tartu, Tartu, Estonia
| | - James S. Floyd
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, UK
| | - Oscar H. Franco
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Timothy M. Frayling
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Barry I. Freedman
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Pauline Genter
- Department of Medicine, Division of Endocrinology and Metabolism, Lundquist Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Hertzel C. Gerstein
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Clicerio González-Villalpando
- Centro de Estudios en Diabetes, Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Mexico City, Mexico
| | - Maria Elena González-Villalpando
- Centro de Estudios en Diabetes, Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Mexico City, Mexico
| | - Penny Gordon-Larsen
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Myron Gross
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Lindsay A. Guare
- Genomics and Computational Biology Graduate Group, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sophie Hackinger
- Department of Human Genetics, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Sohee Han
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, South Korea
| | | | - Christian Herder
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Dusseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Momoko Horikoshi
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Kanagawa, Japan
| | - Annie-Green Howard
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Willa Hsueh
- Department of Internal Medicine, Diabetes and Metabolism Research Center, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Mengna Huang
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
- Center for Global Cardiometabolic Health, Brown University, Providence, RI, USA
| | - Wei Huang
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Chinese National Human Genome Center at Shanghai (CHGC) and Shanghai Institute for Biomedical and Pharmaceutical Technologies (SIBPT), Shanghai, China
| | - Yi-Jen Hung
- Division of Endocrine and Metabolism, Tri-Service General Hospital Songshan Branch, Taipei, Taiwan
- School of Medicine, National Defense Medical Center, Taipei, Taiwan
| | - Mi Yeong Hwang
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Chii-Min Hwu
- Section of Endocrinology and Metabolism, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Sahoko Ichihara
- Department of Environmental and Preventive Medicine, Jichi Medical University School of Medicine, Shimotsuke, Japan
| | - Mohammad Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Martin Ingelsson
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | | | - Masato Isono
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Hye-Mi Jang
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Farzana Jasmine
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, The University of Chicago, Chicago, IL, USA
| | - Guozhi Jiang
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Jost B. Jonas
- Institute of Molecular and Clinical Ophthalmology Basel, Basel, Switzerland
| | - Torben Jørgensen
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Frederiksberg, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Medicine, Aalborg University, Aalborg, Denmark
| | - Fouad R. Kandeel
- Department of Clinical Diabetes, Endocrinology and Metabolism, Department of Translational Research and Cellular Therapeutics, City of Hope, Duarte, CA, USA
| | | | - Tomohiro Katsuya
- Department of Clinical Gene Therapy, Osaka University Graduate School of Medicine, Osaka, Japan
- Department of Geriatric and General Medicine, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Varinderpal Kaur
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Takahisa Kawaguchi
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Jacob M. Keaton
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Abel N. Kho
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Health Information Partnerships, Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Chiea-Chuen Khor
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
| | - Muhammad G. Kibriya
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, The University of Chicago, Chicago, IL, USA
| | - Duk-Hwan Kim
- Department of Molecular Cell Biology, Sungkyunkwan University School of Medicine, Suwon, South Korea
| | - Florian Kronenberg
- Institute of Genetic Epidemiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Johanna Kuusisto
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Kristi Läll
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Leslie A. Lange
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Kyung Min Lee
- VA Salt Lake City Health Care System, Salt Lake City, UT, USA
- Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Myung-Shik Lee
- Severance Biomedical Science Institute and Department of Internal Medicine, Yonsei University College of Medicine, Seoul, South Korea
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Nanette R. Lee
- USC-Office of Population Studies Foundation Inc., University of San Carlos, Cebu City, Philippines
| | - Aaron Leong
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Yun Li
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Symen Lithgart
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Cecilia M. Lindgren
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Big Data Institute, Li Ka Shing Centre For Health Information and Discovery, University of Oxford, Oxford, UK
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Frederiksberg, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ching-Ti Liu
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Jianjun Liu
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Adam E. Locke
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
- Department of Medicine, Division of Genomics and Bioinformatics, Washington University School of Medicine, St Louis, MO, USA
- Present address: Regeneron Genetics Center, Tarrytown, NY, USA
| | - Tin Louie
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Jian’an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Andrea O. Luk
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Xi Luo
- Department of Biostatistics and Data Science, The University of Texas Health Science Center at Houston School of Public Health, Houston, TX, USA
| | - Jun Lv
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Julie A. Lynch
- VA Salt Lake City Health Care System, Salt Lake City, UT, USA
- Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Valeriya Lyssenko
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden
- Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway
| | - Shiro Maeda
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Kanagawa, Japan
- Department of Advanced Genomic and Laboratory Medicine, Graduate School of Medicine, University of the Ryukyus, Okinawa, Japan
- Division of Clinical Laboratory and Blood Transfusion, University of the Ryukyus Hospital, Okinawa, Japan
| | - Vasiliki Mamakou
- Dromokaiteio Psychiatric Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Sohail Rafik Mansuri
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Koichi Matsuda
- Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
| | - Andres Metspalu
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Huan Mo
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Andrew D. Morris
- The Usher Institute to the Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Jerry L. Nadler
- Department of Medicine and Pharmacology, New York Medical College, Valhalla, NY, USA
| | - Michael A. Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International LLC, Glen Echo, MD, USA
- Center for Alzheimer’s and Related Dementias, National Institutes of Health, Bethesda, MD, USA
| | - Uma Nayak
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Ioanna Ntalla
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Department of Genome Informatics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Kanagawa, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
| | - Lorena Orozco
- Instituto Nacional de Medicina Genómica, Mexico City, Mexico
| | - Sanjay R. Patel
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Snehal Patil
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Pei Pei
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Mark A Pereira
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
- Institute for Medical Information Processing, Biometry and Epidemiology, Ludwig Maximilians Universität München, Munich, Germany
| | - Fraser J. Pirie
- Department of Diabetes and Endocrinology, Nelson R Mandela School of Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Hannah G. Polikowsky
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Bianca Porneala
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Gauri Prasad
- Academy of Scientific and Innovative Research, CSIR-Human Resource Development Campus, Ghaziabad, India
- Genomics and Molecular Medicine Unit, CSIR-Institute of Genomics and Integrative Biology, New Delhi, India
| | - Laura J. Rasmussen-Torvik
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Michael Roden
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Dusseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Rebecca Rohde
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Katheryn Roll
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Kevin Sandow
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Alagu Sankareswaran
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Sebastian Schönherr
- Institute of Genetic Epidemiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Mohammad Shahriar
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, The University of Chicago, Chicago, IL, USA
| | - Botong Shen
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Jinxiu Shi
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Chinese National Human Genome Center at Shanghai (CHGC) and Shanghai Institute for Biomedical and Pharmaceutical Technologies (SIBPT), Shanghai, China
| | - Dong Mun Shin
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Nobuhiro Shojima
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Jennifer A. Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Wing Yee So
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, China
| | - Alena Stančáková
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | | | - Adrienne M. Stilp
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center, Johannes Gutenberg University, Mainz, Germany
- Chair of Genetic Epidemiology, Institute of Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig Maximilians Universität München, Munich, Germany
| | - Kent D. Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Unnur Thorsteinsdottir
- deCODE Genetics, Amgen Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Brian Tomlinson
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- Faculty of Medicine, Macau University of Science and Technology, Macau, China
| | - Tam C. Tran
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Fuu-Jen Tsai
- Department of Medical Genetics and Medical Research, China Medical University Hospital, Taichung, Taiwan
| | - Jaakko Tuomilehto
- Population Health Unit, Finnish Institute for Health and Welfare, Helsinki, Finland, Finnish Institute for Health and Welfare, Helsinki, Finland
- National School of Public Health, Madrid, Spain
- Department of Public Health, University of Helsinki, Helsinki, Finland
- Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Teresa Tusie-Luna
- Unidad de Biología Molecular y Medicina Genómica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
- Departamento de Medicina Genómica y Toxiología Ambiental, Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico
| | - Miriam S. Udler
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Adan Valladares-Salgado
- Unidad de Investigacion Medica en Bioquimica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Rob M. van Dam
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Jan B. van Klinken
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Clinical Chemistry, Laboratory of Genetic Metabolic Disease, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Rohit Varma
- Southern California Eye Institute, CHA Hollywood Presbyterian Hospital, Los Angeles, CA, USA
| | - Niels Wacher-Rodarte
- Unidad de Investigación Médica en Epidemiologia Clinica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Eleanor Wheeler
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | | | - Ko Willems van Dijk
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Internal Medicine, Division of Endocrinology, Leiden University Medical Center, Leiden, The Netherlands
| | - Daniel R. Witte
- Department of Public Health, Aarhus University, Aarhus, Denmark
- Danish Diabetes Academy, Odense, Denmark
| | - Chittaranjan S. Yajnik
- Diabetology Research Centre, King Edward Memorial Hospital and Research Centre, Pune, India
| | - Ken Yamamoto
- Department of Medical Biochemistry, Kurume University School of Medicine, Kurume, Japan
| | - Kenichi Yamamoto
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
- Department of Pediatrics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Kyungheon Yoon
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Canqing Yu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
| | - Jian-Min Yuan
- Division of Cancer Control and Population Sciences, UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Salim Yusuf
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Matthew Zawistowski
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Liang Zhang
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | | | | | | | | | | | | | | | - Leslie J Raffel
- Department of Pediatrics, Division of Genetic and Genomic Medicine, UCI Irvine School of Medicine, Irvine, CA, USA
| | - Michiya Igase
- Department of Anti-Aging Medicine, Ehime University Graduate School of Medicine, Ehime, Japan
| | - Eli Ipp
- Department of Medicine, Division of Endocrinology and Metabolism, Lundquist Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Susan Redline
- Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Pulmonary, Critical Care, and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Yoon Shin Cho
- Department of Biomedical Science, Hallym University, Chuncheon, South Korea
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Michael A. Province
- Division of Statistical Genomics, Washington University School of Medicine, St. Louis, MO, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, The University of Texas Health Science Center at Houston School of Public Health, Houston, TX, USA
| | - Craig L. Hanis
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, US
| | - Erik Ingelsson
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Alan B. Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Ya-Xing Wang
- Beijing Institute of Ophthalmology, Ophthalmology and Visual Sciences Key Laboratory, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Charles N. Rotimi
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Diane M. Becker
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Medicine, Division of Cardiology, Duke University School of Medicine, Durham, NC, USA
| | | | - Sharon L. R. Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Patricia A. Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - James S. Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - James C. Engert
- Department of Medicine, McGill University, Montreal, QC, Canada
- Department of Human Genetics, McGill University, Montreal, QC, Canada
| | - Amélie Bonnefond
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, Lille University Hospital, Lille, France
- University of Lille, Lille, France
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Philippe Froguel
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, Lille University Hospital, Lille, France
- University of Lille, Lille, France
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - James G. Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS, USA
| | - Wayne H. H. Sheu
- School of Medicine, National Defense Medical Center, Taipei, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Endocrinology and Metabolism, Department of Medicine, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Jer-Yuarn Wu
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - M. Geoffrey Hayes
- Division of Endocrinology, Metabolism, and Molecular Medicine, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Anthropology, Northwestern University, Evanston, IL, USA
| | - Ronald C. W. Ma
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, The Chinese University of Hong Kong, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, China
| | - Tien-Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Dennis O. Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Tiinamaija Tuomi
- Department of Endocrinology, Helsinki University Hospital, Helsinki, Finland
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Folkhalsan Research Center, Helsinki, Finland
- Lund University Diabetes Centre, Malmö, Sweden
| | - Giriraj R. Chandak
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Francis S. Collins
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Dwaipayan Bharadwaj
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, India
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON, Canada
| | - Michèle M. Sale
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
- Deceased
| | - Habibul Ahsan
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, The University of Chicago, Chicago, IL, USA
| | - Ayesha A. Motala
- Department of Diabetes and Endocrinology, Nelson R Mandela School of Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Kyong-Soo Park
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
- Department of Molecular Medicine and Biopharmaceutical Sciences, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, South Korea
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
| | - Miguel Cruz
- Unidad de Investigacion Medica en Bioquimica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Yii-Der Ida Chen
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Stephen S. Rich
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Roberta McKean-Cowdin
- Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Harald Grallert
- Institute of Epidemiology, Helmholtz Zentrum Munchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Munich, Germany
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - E-Shyong Tai
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Josee Dupuis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, QC, Canada
| | - Norihiro Kato
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Markku Laakso
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Anna Köttgen
- Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Woon-Puay Koh
- Singapore Institute for Clinical Sciences, Agency for Science Technology and Research (A*STAR), Singapore, Singapore
- Healthy Longevity Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Donald W. Bowden
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Colin N. A. Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, University of Dundee, Dundee, UK
| | - Jaspal S. Kooner
- Department of Cardiology, Ealing Hosptial, London NorthWest Healthcare NHS Trust, Middlesex, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | | | - Simin Liu
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
- Center for Global Cardiometabolic Health, Brown University, Providence, RI, USA
- Department of Medicine, Brown University Alpert School of Medicine, Providence, RI, USA
| | - Kari E. North
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Danish Saleheen
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Department of Cardiology, Columbia University Irving Medical Center, New York, NY, USA
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Nicholas J. Wareham
- The Usher Institute to the Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Juyoung Lee
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Bong-Jo Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Korea
| | - Iona Y. Millwood
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Robin G. Walters
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Kari Stefansson
- deCODE Genetics, Amgen Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Mark O. Goodarzi
- Department of Medicine, Division of Endocrinology, Diabetes and Metabolism, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Computational Medicine, Berlin Institute of Health at Charité Universitätsmedizin, Berlin, Germany
- Precision Healthcare University Research Institute, Queen Mary University of London, London, UK
| | - Christopher A. Haiman
- Department of Preventive Medicine, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Ruth J. F. Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Mindich Child Health and Development Institute, Ichan School of Medicine at Mount Sinai, New York, NY, USA
| | - Jose C. Florez
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Daniel J. Rader
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Division of Translational Medicine and Therapeutics, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Institute for Translational Medicine and Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Marylyn D. Ritchie
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Center for Precision Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sebastian Zöllner
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Reedik Mägi
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Joshua C. Denny
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
- All of Us Research Program, National Institutes of Health, Bethesda, MD, USA
| | - Toshimasa Yamauchi
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Takashi Kadowaki
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Toranomon Hospital, Tokyo, Japan
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Department of Cardiology, Ealing Hosptial, London NorthWest Healthcare NHS Trust, Middlesex, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Maggie C. Y. Ng
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Xueling Sim
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Jennifer E. Below
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Philip S. Tsao
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- VA Palo Alto Health Care System, Palo Alto, CA, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Kyong-Mi Chang
- Corporal Michael J Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Mark I. McCarthy
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Oxford NIHR Biomedical Research Centre, Churchill Hosptial, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- Present address: Genentech, South San Francisco, CA, USA
| | - James B. Meigs
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Anubha Mahajan
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Present address: Genentech, South San Francisco, CA, USA
| | - Cassandra N. Spracklen
- Department of Biostatistics and Epidemiology, University of Massachusetts Amherst, Amherst, MA, USA
| | - Josep M. Mercader
- Programs in Metabolism and Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Marijana Vujkovic
- Corporal Michael J Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Division of Epidemiology, Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Benjamin F. Voight
- Corporal Michael J Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Institute for Translational Medicine and Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Andrew P. Morris
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Division of Musculoskeletal and Dermatological Sciences, The University of Manchester, Manchester, UK
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Eleftheria Zeggini
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- TUM School of Medicine, Technical University of Munich and Klinikum Rechts der Isar, Munich, Germany
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25
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Balabanski AH, Dos Santos A, Woods JA, Mutimer CA, Thrift AG, Kleinig TJ, Suchy-Dicey AM, Ragnhild Siri S, Boden-Albala B, Krishnamurthi RV, Feigin VL, Buchwald D, Ranta A, Mienna CS, Zavaleta C, Churilov L, Burchill LJ, Zion D, Longstreth WT, Tirschwell DL, Anand SS, Parsons MW, Brown A, Warne DK, Harwood M, Barber A, Katzenellenbogen JM. Abstract 140: The Incidence Of Stroke In Indigenous Populations Of Countries With A Very High Human Development Index: A Systematic Review. Stroke 2023. [DOI: 10.1161/str.54.suppl_1.140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Introduction:
Despite known socioeconomic and health disparities affecting Indigenous populations in developed countries, stroke incidence data are sparse. With Indigenous Advisory Board oversight, we undertook a systematic review to compare Indigenous with non-Indigenous stroke incidence rates in countries with a very high Human Development Index (HDI).
Methods:
We identified population-based stroke incidence studies published from 1990-2022 in Indigenous adult populations of developed countries using PubMed, EMBASE and Global Health databases, without language restriction. We excluded non-peer-reviewed sources, studies with <10 Indigenous people, or studies not covering a 35-64 year minimum age range. Two reviewers independently screened titles, abstracts, and full texts, and extracted data. We assessed quality using "ideal" criteria for population-based stroke incidence studies, the Newcastle-Ottawa Scale for risk of bias, and CONSIDER criteria for Indigenous research.
Results:
Among 13,041 publications, 24 studies (19 full text, 5 abstracts) from 7 countries met inclusion criteria. Compared with respective non-Indigenous populations (Fig 1), age-standardised incidence rates were greater in Aboriginal and Torres Strait Islander Australians (ratios ranging from 1.7-3.2), American Indians (1.2), Sámi of Sweden/Norway (1.08-2.14), and Singaporean Malay (1.7-1.9), with higher rate ratios at younger ages. Studies had substantial heterogeneity in design and risk of bias. Few investigators reported Indigenous stakeholder involvement.
Conclusions:
In countries with a very high HDI, available data suggest marked disparities in stroke incidence in Indigenous populations, although there are gaps in data availability and quality. Indigenous stakeholder involvement in studies is infrequently reported. A greater understanding of stroke incidence in these populations is imperative for informing effective societal responses.
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Affiliation(s)
| | - Angela Dos Santos
- Dept of Medicine and Neurology, Royal Melbourne Hosp, Melbourne, Australia
| | - John A Woods
- Sch of Population and Global Health, Univ of Western Australia, Perth, Australia
| | | | | | | | | | - Susanna Ragnhild Siri
- Dept of Community Medicine, Cntr for Sami Health Rsch, UiT the Arctic Univ of Norway, Tromso, Norway
| | - Bernadette Boden-Albala
- Dept of Population Health and Disease Prevention and Dept of Epidemiology, Univ of California, Irvine, CA
| | | | | | - Dedra Buchwald
- Elson S. Floyd College of Medicine, Washington State Univ, Spokane, WA
| | | | | | - Carol Zavaleta
- Facultad de Salud Pública y Administración, Universidad Peruana Cayetano Heredia, Lima, Peru
| | | | | | - Deborah Zion
- Human Rsch Ethics Committee, Victoria Univ, Melbourne, Australia
| | | | | | | | | | - Alex Brown
- South Australian Health and Med Rsch Institute, Adelaide, Australia
| | - Donald K Warne
- Sch of Medicine and Health Sciences, Univ of North Dakota, Grand Forks, ND
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Abstract
BACKGROUND The cardiovascular disease (CVD) burden among South Asians is high. Lifestyle interventions have been effective in the primary prevention of CVD, but this has not been replicated, through a synthesis of randomised trials, in South Asians. METHODS Four electronic databases (MEDLINE, Embase, CENTRAL and CINAHL), two clinical trial registries and references of included articles were searched through June 2022 (featuring ≥90% South Asian participants). Random-effects pairwise meta-analyses were performed, and heterogeneity was quantified with the I2 statistic. The Grades of Recommendation, Assessment, Development, and Evaluation (GRADE) framework was used to report on the quality of evidence (International Prospective Register of Systematic Reviews registration (PROSPERO). RESULTS Thirty-five studies were included. Twelve tested diet and physical activity interventions; 18 tested diet alone; and 5 tested physical activity alone. All reported effects of the intervention(s) on at least one established risk factor for CVD, including blood pressure (systolic blood pressure (SBP), diastolic blood pressure (DBP) and blood lipids (high-density lipoprotein cholesterol (HDLc), low-density lipoprotein cholesterol (LDLc) or triglycerides). No trials reported clinical CVD. There is moderate-quality evidence that diet and physical activity interventions improve SBP (mean difference (MD) -2.72 mm Hg, 95% CI -4.11 to -1.33) and DBP (MD -1.53 mm Hg, 95% CI -2.57 to -0.48); high-quality to moderate-quality evidence that diet-only interventions improve DBP (MD -2.05 mm Hg, 95% CI -2.93 to -1.16) and blood lipids (triglycerides (MD -0.10 mmol/L, 95% CI -0.14 to -0.06) and LDLc (MD -0.19 mmol/L, 95% CI -0.32 to -0.06)); and moderate-quality evidence that physical activity-only interventions improve SBP (MD -9.7 mm Hg, 95% CI -11.05 to -8.35), DBP (MD -7.29 mm Hg, 95% CI -8.42 to -6.16) and HDLc (MD 0.08 mmol/L, 95% CI 0.04 to 0.11) compared with usual care. CONCLUSIONS Lifestyle interventions improve blood pressure and blood lipid profiles in adult South Asians at risk of CVD. Tailored interventions should be used to modify cardiovascular risk factors in this at-risk group. PROSPERO REGISTRATION NUMBER CRD42018090419.
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Affiliation(s)
- Jayneel Limbachia
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Mohitkumar Ajmeri
- Family and Community Medicine, SIU School of Medicine, Springfield, Illinois, USA
| | - Benjamin J Keating
- McMaster University, Faculty of Health Sciences, Hamilton, Ontario, Canada
- Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Russell J de Souza
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Sonia S Anand
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
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27
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Fox KAA, Aboyans V, Debus ES, Zeymer U, Cowie MR, Patel M, Welsh RC, Bosch J, Gay A, Vogtländer K, Anand SS. Patients selected for dual pathway inhibition in clinical practice have similar characteristics and outcomes to those included in the COMPASS randomized trial: The XATOA Registry. Eur Heart J Cardiovasc Pharmacother 2022; 8:825-836. [PMID: 35594542 DOI: 10.1093/ehjcvp/pvac028] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 03/24/2022] [Indexed: 12/29/2022]
Abstract
AIMS To determine the characteristics of patients with coronary artery disease (CAD), peripheral artery disease (PAD), or both, initiating dual pathway inhibition (DPI) using rivaroxaban 2.5 mg twice daily plus aspirin, and to report their clinical outcomes and bleeding rates in clinical practice compared to the COMPASS randomized trial, which provided the basis for using DPI in this patient population. METHODS AND RESULTS XATOA is a prospective registry of 5532 patients: of which, 72.7% had CAD, 58.9% had PAD, and 31.6% had both. The mean age of patients was 68 years and 25.5% were women. The mean follow-up period was 15 months. The most frequently reported reason for initiating DPI was the presence of existing, worsening or newly diagnosed risk characteristics (n = 4753, 85.9%). Before initiating DPI, 75.3% received a single antiplatelet and 18.3% received various antiplatelet combinations. The incidence of major adverse cardiovascular events (MACE), major adverse limb events (MALE) and acute or severe limb ischaemia was 2.26, 3.57, and 1.54 per 100 patient-years, respectively, among the 5532 patients in XATOA. Corresponding rates in COMPASS were 2.18, 0.19, and 0.12 per 100 patient-years, respectively. Major bleeding rates were 0.95 and 1.67 per 100 patient-years in XATOA and COMPASS, respectively. CONCLUSION High-risk vascular patients are prioritized for DPI in clinical practice, and rates of MACE are similar to COMPASS, but MALE rates are higher in XATOA, consistent with the greater proportion of PAD patients. Major bleeding rates were lower in XATOA. The findings provide support for favourable net clinical benefit of DPI in high-risk vascular patients. ONE-SENTENCE SUMMARY The characteristics of patients initiated on dual pathway inhibition (DPI: rivaroxaban 2.5 mg twice daily plus aspirin) have not previously been defined in clinical practice and the XATOA registry findings demonstrate patient outcomes are consistent with those of the COMPASS trial, despite geographic differences in recruitment and the higher proportion of PAD patients.
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Affiliation(s)
- Keith A A Fox
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK
| | - Victor Aboyans
- Department of Cardiology, Dupuytren University Hospital, and Inserm U1094, Limoges, France
| | - E Sebastian Debus
- Department of Vascular Medicine, Vascular Surgery, Angiology, Endovascular Therapy, University of Hamburg-Eppendorf, Hamburg, Germany
| | - Uwe Zeymer
- Klinikum der Stadt Ludwigshafen, Medizinische Klinik B, and Institut für Herzinfarktforschung, Ludwigshafen am Rhein, Germany
| | - Martin R Cowie
- Royal Brompton Hospital and King's College London, London, UK
| | - Manesh Patel
- Division of Cardiology, Duke Clinical Research Institute, Duke University, Durham NC
| | - Robert C Welsh
- Mazankowski Alberta Heart Institute and University of Alberta, Edmonton, Alberta, Canada
| | - Jackie Bosch
- School of Rehabilitation Science, Chanchlani Research Centre and the Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
| | | | | | - Sonia S Anand
- School of Rehabilitation Science, Chanchlani Research Centre and the Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada.,Department of Medicine, McMaster University, Hamilton, Ontario, Canada
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28
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Eikelboom JW, Bosch J, Connolly SJ, Tyrwitt J, Fox KAA, Muehlhofer E, Neumann C, Tasto C, Bangdiwala SI, Diaz R, Alings M, Dagenais GR, Leong DP, Lonn EM, Avezum A, Piegas LS, Widimsky P, Parkhomenko AN, Bhatt DL, Branch KRH, Probstfield JL, Lopez-Jaramillo P, Rydén L, Pogosova N, Keltai K, Keltai M, Ertl G, Stoerk S, Dans AL, Lanas F, Liang Y, Zhu J, Torp-Pedersen C, Maggioni AP, Commerford PJ, Guzik TJ, Vanassche T, Verhamme P, O'Donnell M, Tonkin AM, Varigos JD, Vinereanu D, Felix C, Kim JH, Ibrahim KS, Lewis BS, Metsarinne KP, Aboyans V, Steg PG, Hori M, Kakkar A, Anand SS, Lamy A, Sharma M, Yusuf S. Long-Term Treatment with the Combination of Rivaroxaban and Aspirin in Patients with Chronic Coronary or Peripheral Artery Disease: Outcomes During the Open Label Extension of the COMPASS trial. Eur Heart J Cardiovasc Pharmacother 2022; 8:786-795. [PMID: 35383832 DOI: 10.1093/ehjcvp/pvac023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Revised: 03/13/2022] [Accepted: 03/31/2022] [Indexed: 12/29/2022]
Abstract
AIMS To describe outcomes of patients with chronic coronary artery disease (CAD) and/or peripheral artery disease (PAD) enrolled in the Cardiovascular Outcomes for People Using Anticoagulation Strategies (COMPASS) randomized trial who were treated with the combination of rivaroxaban 2.5 mg twice daily and aspirin 100 mg once daily during long-term open-label extension (LTOLE). METHODS AND RESULTS Of the 27 395 patients enrolled in COMPASS, 12 964 (mean age at baseline 67.2 years) from 455 sites in 32 countries were enrolled in LTOLE and treated with the combination of rivaroxaban and aspirin for a median of 374 additional days (range 1-1191 days). During LTOLE, the incident events per 100 patient years were as follows: for the primary outcome [cardiovascular death, stroke, or myocardial infarction (MI)] 2.35 [95% confidence interval (CI) 2.11-2.61], mortality 1.87 (1.65-2.10), stroke 0.62 (0.50-0.76), and MI 1.02 (0.86-1.19), with CIs that overlapped those seen during the randomized treatment phase with the combination of rivaroxaban and aspirin. The incidence rates for major and minor bleeding were 1.01 (0.86-1.19) and 2.49 (2.24-2.75), compared with 1.67 (1.48-1.87) and 5.11 (95% CI 4.77-5.47), respectively, during the randomized treatment phase with the combination. CONCLUSION In patients with chronic CAD and/or PAD, extended combination treatment for a median of 1 year and a maximum of 3 years was associated with incidence rates for efficacy and bleeding that were similar to or lower than those seen during the randomized treatment phase, without any new safety signals.
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Affiliation(s)
- John W Eikelboom
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Jacqueline Bosch
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada.,School of Rehabilitation Science, McMaster University, Hamilton, Canada
| | - Stuart J Connolly
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Jessica Tyrwitt
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Keith A A Fox
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK
| | - Eva Muehlhofer
- Bayer AG Pharmaceuticals, Research & Development, Wuppertal, Germany
| | - Christoph Neumann
- Bayer AG Pharmaceuticals, Research & Development, Wuppertal, Germany
| | - Christoph Tasto
- Bayer AG Pharmaceuticals, Research & Development, Wuppertal, Germany
| | - Shrikant I Bangdiwala
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Rafael Diaz
- Estudios Clínicos Latino América and Instituto Cardiovascular de Rosario, Rosaria, Argentina
| | - Marco Alings
- Division of Cardiology, Amphia ziekenhuis, Breda, Netherlands and Werkgroep Cardiologische centra Nederland (WCN), Utrecht, the Netherlands
| | - Gilles R Dagenais
- Institut universitaire de cardiologie et de pneumologie de Québec, Québec, QC, Canada
| | - Darryl P Leong
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Eva M Lonn
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Alvaro Avezum
- International Research Center, Hospital Alemão Oswaldo Cruz, São Paulo, Brazil
| | | | - Petr Widimsky
- Cardiocenter, University Hospital Kralovske Vinohrady and Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Alexander N Parkhomenko
- Emergency Cardiology Dept., National Scientific Center Institute of Cardiology, Kyiv, Ukraine
| | - Deepak L Bhatt
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Kelley R H Branch
- University of Washington Medical Centre, Division of Cardiology, Seattle, WA, USA
| | - Jeffrey L Probstfield
- University of Washington SOM, Division of Cardiology/Department of Medicine, Seattle WA, USA
| | - Patricio Lopez-Jaramillo
- Research Institute, Fundación Oftalmológica de Santander (FOSCAL)-Bucaramanga, Bucaramanga, Colombia
| | - Lars Rydén
- Department of Medicine K2, Karolinska Institutet, Stockholm, Sweden
| | - Nana Pogosova
- National Medical Research Center of Cardiology, Ministry of Healthcare of the Russian Federation, Moscow, Russia
| | - Katalin Keltai
- Hungarian Cardiovascular Institute, Semmelweis University, Budapest, Hungary
| | - Matyas Keltai
- Hungarian Cardiovascular Institute, Semmelweis University, Budapest, Hungary
| | - Georg Ertl
- Deutsches Zentrum für Herzinsuffizienz, Medizinische Klinik I, Universitätsklinikum Würzburg, Würzburg, Germany
| | - Stefan Stoerk
- Deutsches Zentrum für Herzinsuffizienz, Medizinische Klinik I, Universitätsklinikum Würzburg, Würzburg, Germany
| | - Antonio L Dans
- College of Medicine, University of Philippines, Manila, Philippines
| | - Fernando Lanas
- Universidad de La Frontera, Division of Cardiology, Internal Medicine Department, Temuco, Chile
| | - Yan Liang
- Fuwai Hospital, CAMS & PUMC, Beijing, China
| | - Jun Zhu
- Dept of Clinical Medicine, University of Aalborg, Copenhagen, Denmark
| | | | - Aldo P Maggioni
- ANMCO Research Center, Heart Care Foundation, Florence, Italy
| | - Patrick J Commerford
- Division of Cardiology, Department of Medicine, Groote Schuur Hospital and the University of Cape Town, Cape Town, South Africa
| | - Tomasz J Guzik
- Department of Medicine, Jagiellonian University Medical College Krakow, Poland.,Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Thomas Vanassche
- Department of Cardiovascular Sciences, University Hospitals Leuven, Leuven, Belgium
| | - Peter Verhamme
- Department of Cardiovascular Sciences, University Hospitals Leuven, Leuven, Belgium
| | | | - Andrew M Tonkin
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - John D Varigos
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Dragos Vinereanu
- University of Medicine and Pharmacy Carol Davila; University and Emergency Hospital, Bucharest, Romania
| | - Camillo Felix
- Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito, Ecuador
| | - Jae-Hyung Kim
- Catholic University of Korea, Department of Medicine, Seoul, South Korea
| | | | - Basil S Lewis
- Lady Davis Carmel Medical Center and the Ruth and Bruce Rappaport School of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Kaj P Metsarinne
- Division of Medicine, Turku University Hospital and University of Turku, Turku, Finland
| | - Victor Aboyans
- Department of Cardiology, Dupuytren University Hospital & INSERM 1094, Limoges, France
| | - Phillippe Gabriel Steg
- Université de Paris, and Hôpital Bichat, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Masatsugu Hori
- Department of Oncocardiology, Osaka International Cancer Institute, Osaka, Japan
| | - Ajay Kakkar
- Thrombosis Research Institute and University College London, London, UK
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Andre Lamy
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Mukul Sharma
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
| | - Salim Yusuf
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton General Hospital, 237 Barton Street East, Hamilton Canada
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Bonaca MP, Szarek M, Debus ES, Nehler MR, Patel MR, Anand SS, Muehlhofer E, Berkowitz SD, Haskell LP, Bauersachs RM. Efficacy and safety of rivaroxaban versus placebo after lower extremity bypass surgery: A post hoc analysis of a "CASPAR like" outcome from VOYAGER PAD. Clin Cardiol 2022; 45:1143-1146. [PMID: 36251249 DOI: 10.1002/clc.23926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 07/15/2022] [Accepted: 07/18/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The Clopidogrel and Acetylsalicylic Acid in Bypass Surgery for Peripheral Arterial Disease (CASPAR) trial is the only large, double-blind, placebo-controlled trial of dual antiplatelet therapy (DAPT) versus aspirin in patients with peripheral artery disease (PAD) after lower extremity revascularization (LER). The trial was neutral for index-graft occlusion/revascularization, amputation or death (hazard ratio [HR] 0.98, 95% confidence interval [CI] 0.78-1.23, p = .87) with an excess of global utilization of streptokinase and tissue plasminogen activator for occluded coronary arteries moderate or severe bleeding (HR 2.84, 95% CI 1.32-6.08, p = .007). HYPOTHESIS AND METHODS VOYAGER-PAD demonstrated that rivaroxaban significantly reduces acute limb ischemia (ALI), major amputation, myocardial infarction (MI), stroke and CV death but increased bleeding. The relative efficacy and safety of rivaroxaban in a CASPAR like population and for similar outcomes is unknown. The current analysis is a post-hoc exploratory analysis of a "CASPAR like" composite of ALI, unplanned index limb revascularization (UILR), amputation or CV death in surgical patients. RESULTS In the 2185 who underwent surgical LER, rivaroxaban reduced the CASPAR endpoint at 1 (HR 0.76, 95% CI 0.62-0.95, p = .0133) and 3 years (HR 0.84, 95% CI 0.71-1.00, p = .0461, Figure). There were similar reductions in composites of ALI, amputation or CV death (HR 0.79, p = .0228) and ALI, UILR, amputation, MI, IS or CV death (HR 0.85, p = .0410). CONCLUSIONS The combination of rivaroxaban and aspirin significantly reduces ischemic outcomes in patients with PAD after LER. Although no formal head-to-head comparison exists, in a similar population and for similar outcomes, this regimen demonstrated benefit where trials of DAPT were neutral. These data suggest that factor Xa inhibition may provide specific benefits in this population and that DAPT should not be considered a proven substitution.
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Affiliation(s)
- Marc P Bonaca
- Department of Medicine, Division of Cardiology, University of Colorado School of Medicine, Aurora, Colorado, USA.,CPC Clinical Research, Aurora, Colorado, USA
| | - Michael Szarek
- Department of Medicine, Division of Cardiology, University of Colorado School of Medicine, Aurora, Colorado, USA.,CPC Clinical Research, Aurora, Colorado, USA
| | - E Sebastian Debus
- Department of Vascular Medicine, Vascular Surgery - Angiology - Endovascular Therapy, University of Hamburg-Eppendorf, Hamburg, Germany
| | - Mark R Nehler
- CPC Clinical Research, Aurora, Colorado, USA.,Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Manesh R Patel
- Duke Clinical Research Institute, Division of Cardiology, Duke University Medical Center, Durham, North Carolina, USA
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada
| | | | - Scott D Berkowitz
- Department of Medicine, Division of Cardiology, University of Colorado School of Medicine, Aurora, Colorado, USA.,CPC Clinical Research, Aurora, Colorado, USA
| | | | - Rupert M Bauersachs
- Department of Vascular Medicine, Klinikum Darmstadt, Darmstadt, and Center for Thrombosis and Hemostasis, University of Mainz, Mainz, Germany
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Eikelboom JW, Jolly SS, Belley-Cote EP, Whitlock RP, Rangarajan S, Xu L, Heenan L, Bangdiwala SI, Luz Diaz M, Diaz R, Yusufali A, Kumar Sharma S, Tarhuni WM, Hassany M, Avezum A, Harper W, Wasserman S, Almas A, Drapkina O, Felix C, Lopes RD, Berwanger O, Lopez-Jaramillo P, Anand SS, Bosch J, Choudhri S, Farkouh ME, Loeb M, Yusuf S. Colchicine and the combination of rivaroxaban and aspirin in patients hospitalised with COVID-19 (ACT): an open-label, factorial, randomised, controlled trial. Lancet Respir Med 2022; 10:1169-1177. [PMID: 36228641 PMCID: PMC9635892 DOI: 10.1016/s2213-2600(22)00298-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 08/03/2022] [Accepted: 08/04/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND COVID-19 disease is accompanied by a dysregulated immune response and hypercoagulability. The Anti-Coronavirus Therapies (ACT) inpatient trial aimed to evaluate anti-inflammatory therapy with colchicine and antithrombotic therapy with the combination of rivaroxaban and aspirin for prevention of disease progression in patients hospitalised with COVID-19. METHODS The ACT inpatient, open-label, 2 × 2 factorial, randomised, controlled trial was done at 62 clinical centres in 11 countries. Patients aged at least 18 years with symptomatic, laboratory confirmed COVID-19 who were within 72 h of hospitalisation or worsening clinically if already hospitalised were randomly assigned (1:1) to receive colchicine 1·2 mg followed by 0·6 mg 2 h later and then 0·6 mg twice daily for 28 days versus usual care; and in a second (1:1) randomisation, to the combination of rivaroxaban 2·5 mg twice daily plus aspirin 100 mg once daily for 28 days versus usual care. Investigators and patients were not masked to treatment allocation. The primary outcome, assessed at 45 days in the intention-to-treat population, for the colchicine randomisation was the composite of the need for high-flow oxygen, mechanical ventilation, or death; and for the rivaroxaban plus aspirin randomisation was the composite of major thrombosis (myocardial infarction, stroke, acute limb ischaemia, or pulmonary embolism), the need for high-flow oxygen, mechanical ventilation, or death. The trial is registered at www. CLINICALTRIALS gov, NCT04324463 and is ongoing. FINDINGS Between Oct 2, 2020, and Feb 10, 2022, at 62 sites in 11 countries, 2749 patients were randomly assigned to colchicine or control and the combination of rivaroxaban and aspirin or to the control. 2611 patients were included in the analysis of colchicine (n=1304) versus control (n=1307); 2119 patients were included in the analysis of rivaroxaban and aspirin (n=1063) versus control (n=1056). Follow-up was more than 98% complete. Overall, 368 (28·2%) of 1304 patients allocated to colchicine and 356 (27·2%) of 1307 allocated to control had a primary outcome (hazard ratio [HR] 1·04, 95% CI 0·90-1·21, p=0·58); and 281 (26·4%) of 1063 patients allocated to the combination of rivaroxaban and aspirin and 300 (28·4%) of 1056 allocated to control had a primary outcome (HR 0·92, 95% CI 0·78-1·09, p=0·32). Results were consistent in subgroups defined by vaccination status, disease severity at baseline, and timing of randomisation in relation to onset of symptoms. There was no increase in the number of patients who had at least one serious adverse event for colchicine versus control groups (87 [6·7%] of 1304 vs 90 [6·9%] of 1307) or with rivaroxaban and aspirin versus control groups (85 [8·0%] vs 91 [8·6%]). Among patients assigned to colchicine, 8 (0·61%) had adverse events that led to discontinuation of study drug, mostly gastrointestinal in nature. 17 (1·6%) patients assigned to the combination of rivaroxaban and aspirin had bleeding compared with seven (0·66%) of those allocated to control (p=0·042); the number of serious bleeding events was two (0·19%) versus six (0·57%), respectively (p=0·18). No patients assigned to rivaroxaban and aspirin had serious adverse events that led to discontinuation of study drug. INTERPRETATION Among patients hospitalised with COVID-19, neither colchicine nor the combination of rivaroxaban and aspirin prevent disease progression or death. FUNDING Canadian Institutes for Health Research, Bayer, Population Health Research Institute, Hamilton Health Sciences Research Institute, Thistledown Foundation. TRANSLATIONS For the Portuguese, Russian and Spanish translations of the abstract see Supplementary Materials section.
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Affiliation(s)
- John W Eikelboom
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada,Correspondence to: Prof John W Eikelboom, Population Health Research Institute, Hamilton, ON L8L 2X2, Canada
| | - Sanjit S Jolly
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Emilie P Belley-Cote
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Richard P Whitlock
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada,Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Sumathy Rangarajan
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada
| | - Lizhen Xu
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada
| | - Laura Heenan
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada
| | - Shrikant I Bangdiwala
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada
| | - Maria Luz Diaz
- Estudios Clínicos Latino América, Instituto Cardiovascular de Rosario, Rosario, Argentina
| | - Rafael Diaz
- Estudios Clínicos Latino América, Instituto Cardiovascular de Rosario, Rosario, Argentina
| | - Afzalhussein Yusufali
- Hatta Hospital, Dubai Medical College, Dubai Health Authority, Dubai, United Arab Emirates
| | | | - Wadea M Tarhuni
- Department of Medicine, University of Saskatchewan, Saskatoon, SK, Canada,Department of Medicine, Western University, Clinical Skills Building London, ON, Canada,Windsor Cardiac Centre, Windsor, ON, Canada
| | - Mohamed Hassany
- National Hepatology and Tropical Medicine Research Institute, Cairo, Egypt
| | - Alvaro Avezum
- International Research Center, Hospital Alemão Oswaldo Cruz, São Paulo, Brazil
| | - William Harper
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada
| | - Sean Wasserman
- Wellcome Centre for Infectious Diseases Research in Africa, Institute for Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa,Division of Infectious Diseases and HIV Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Aysha Almas
- Section of Internal Medicine, Department of Medicine, Aga Khan University, Karachi, Pakistan
| | - Oxana Drapkina
- National Medical Research Center for Therapy and Preventive Medicine, Moscow, Russia
| | - Camilo Felix
- Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Ecuador
| | - Renato D Lopes
- Division of Cardiology, Duke University Medical Center, Duke Clinical Research Institute, NC, USA
| | | | | | - Sonia S Anand
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Jackie Bosch
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada,School of Rehabilitation Science, McMaster University, Hamilton, ON, Canada
| | | | - Michael E Farkouh
- Peter Munk Cardiac Centre, University of Toronto, Toronto, ON, Canada
| | - Mark Loeb
- Departments of Pathology and Molecular Medicine and Health Evidence Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Salim Yusuf
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Canada,Department of Surgery, McMaster University, Hamilton, ON, Canada
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Eikelboom JW, Jolly SS, Belley-Cote EP, Whitlock RP, Rangarajan S, Xu L, Heenan L, Bangdiwala SI, Tarhuni WM, Hassany M, Kontsevaya A, Harper W, Sharma SK, Lopez-Jaramillo P, Dans AL, Palileo-Villanueva LM, Avezum A, Pais P, Xavier D, Felix C, Yusufali A, Lopes RD, Berwanger O, Ali Z, Wasserman S, Anand SS, Bosch J, Choudhri S, Farkouh ME, Loeb M, Yusuf S. Colchicine and aspirin in community patients with COVID-19 (ACT): an open-label, factorial, randomised, controlled trial. Lancet Respir Med 2022; 10:1160-1168. [PMID: 36228639 PMCID: PMC9635862 DOI: 10.1016/s2213-2600(22)00299-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 07/28/2022] [Accepted: 08/02/2022] [Indexed: 02/07/2023]
Abstract
BACKGROUND The large number of patients worldwide infected with the SARS-CoV-2 virus has overwhelmed health-care systems globally. The Anti-Coronavirus Therapies (ACT) outpatient trial aimed to evaluate anti-inflammatory therapy with colchicine and antithrombotic therapy with aspirin for prevention of disease progression in community patients with COVID-19. METHODS The ACT outpatient, open-label, 2 × 2 factorial, randomised, controlled trial, was done at 48 clinical sites in 11 countries. Patients in the community aged 30 years and older with symptomatic, laboratory confirmed COVID-19 who were within 7 days of diagnosis and at high risk of disease progression were randomly assigned (1:1) to receive colchicine 0·6 mg twice daily for 3 days and then 0·6 mg once daily for 25 days versus usual care, and in a second (1:1) randomisation to receive aspirin 100 mg once daily for 28 days versus usual care. Investigators and patients were not masked to treatment allocation. The primary outcome was assessed at 45 days in the intention-to-treat population; for the colchicine randomisation it was hospitalisation or death, and for the aspirin randomisation it was major thrombosis, hospitalisation, or death. The ACT outpatient trial is registered at ClinicalTrials.gov, NCT04324463 and is ongoing. FINDINGS Between Aug 27, 2020, and Feb 10, 2022, 3917 patients were randomly assigned to colchicine or control and to aspirin or control; after excluding 36 patients due to administrative reasons 3881 individuals were included in the analysis (n=1939 colchicine vs n=1942 control; n=1945 aspirin vs 1936 control). Follow-up was more than 99% complete. Overall event rates were 5 (0·1%) of 3881 for major thrombosis, 123 (3·2%) of 3881 for hospitalisation, and 23 (0·6%) of 3881 for death; 66 (3·4%) of 1939 patients allocated to colchicine and 65 (3·3%) of 1942 patients allocated to control experienced hospitalisation or death (hazard ratio [HR] 1·02, 95% CI 0·72-1·43, p=0·93); and 59 (3·0%) of 1945 of patients allocated to aspirin and 73 (3·8%) of 1936 patients allocated to control experienced major thrombosis, hospitalisation, or death (HR 0·80, 95% CI 0·57-1·13, p=0·21). Results for the primary outcome were consistent in all prespecified subgroups, including according to baseline vaccination status, timing of randomisation in relation to onset of symptoms (post-hoc analysis), and timing of enrolment according to the phase of the pandemic (post-hoc analysis). There were more serious adverse events with colchicine than with control (34 patients [1·8%] of 1939 vs 27 [1·4%] of 1942) but none in either group that led to discontinuation of study interventions. There was no increase in serious adverse events with aspirin versus control (31 [1·6%] vs 31 [1·6%]) and none that led to discontinuation of study interventions. INTERPRETATION The results provide no support for the use of colchicine or aspirin to prevent disease progression or death in outpatients with COVID-19. FUNDING Canadian Institutes for Health Research, Bayer, Population Health Research Institute, Hamilton Health Sciences Research Institute, and Thistledown Foundation. TRANSLATIONS For the Portuguese, Russian and Spanish translations of the abstract see Supplementary Materials section.
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Affiliation(s)
- John W Eikelboom
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada; Department of Medicine, McMaster University, Hamilton, ON, Canada.
| | - Sanjit S Jolly
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Emilie P Belley-Cote
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Richard P Whitlock
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada,Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Sumathy Rangarajan
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada
| | - Lizhen Xu
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada
| | - Laura Heenan
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada
| | - Shrikant I Bangdiwala
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Wadea M Tarhuni
- Department of Medicine, University of Saskatchewan, Saskatoon, SK, Canada,Department of Medicine, Western University, Clinical Skills Building London, ON, Canada,Windsor Cardiac Centre, Windsor, ON, Canada
| | - Mohamed Hassany
- National Hepatology and Tropical Medicine Research Institute, Cairo, Egypt
| | - Anna Kontsevaya
- National Medical Research Center for Therapy and Preventive Medicine, Moscow, Russia
| | - William Harper
- Department of Medicine, McMaster University, Hamilton, ON, Canada
| | | | | | - Antonio L Dans
- UP College of Medicine, University of the Philippines Manila, Manila, Philippines
| | | | - Alvaro Avezum
- International Research Center, Hospital Alemão Oswaldo Cruz, São Paulo, Brazil
| | - Prem Pais
- St John's Research Institute, Bangalore, India
| | - Denis Xavier
- St John's Medical College, St John's Research Institute, Bangalore, India
| | - Camilo Felix
- Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Ecuador
| | - Afzalhussein Yusufali
- Hatta Hospital, Dubai Medical College, Dubai Health Authority, Dubai, United Arab Emirates
| | - Renato D Lopes
- Division of Cardiology, Duke University Medical Center, Duke Clinical Research Institute, NC, USA
| | | | - Zeeshan Ali
- Jinnah Sindh Medical University and Jinnah Postgraduate Medical Center, Karachi, Pakistan
| | - Sean Wasserman
- Wellcome Centre for Infectious Diseases Research in Africa, Institute for Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa,Division of Infectious Diseases and HIV Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Sonia S Anand
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Jackie Bosch
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada,School of Rehabilitation Science, McMaster University, Hamilton, ON, Canada
| | | | - Michael E Farkouh
- Peter Munk Cardiac Centre, University of Toronto, Toronto, ON, Canada
| | - Mark Loeb
- Departments of Pathology and Molecular Medicine and Health Evidence Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Salim Yusuf
- Population Health Research Institute, McMaster University and Hamilton Health Sciences Hamilton, Ontario, Canada,Department of Medicine, McMaster University, Hamilton, ON, Canada
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Smolderen KG, Mena-Hurtado C, Eikelboom JW, Bosch J, Xie F, Ramasundarahettige C, Bhatt DL, Anand SS. Health Status and Cognitive Function for Risk Stratification in Chronic Coronary and Peripheral Artery Disease. Eur J Prev Cardiol 2022; 30:535-545. [PMID: 36444513 DOI: 10.1093/eurjpc/zwac282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 11/21/2022] [Accepted: 11/24/2022] [Indexed: 11/30/2022]
Abstract
BACKGROUND AND AIMS It is unclear whether health status and cognitive function assessments can augment traditional coronary artery disease (CAD) and peripheral artery disease (PAD) biomedical risk prediction frameworks. We examined the association between health status and cognitive function and subsequent adverse cardiovascular and limb events in CAD and PAD. METHODS Stable CAD and PAD patients from the international, multi-center COMPASS trial completed the visual analogue scale, (VAS) of the EQ-5D-3L to assess overall health status, and the Digit Symbol Substitution test (DSST) to assess cognitive function. Main outcomes were incident development of major adverse cardiovascular events, and the combined endpoint major adverse cardiovascular or limb events. The EQ VAS (per 10 unit increase) and DSST (per 5 unit increase) were added to fully adjusted (medications, demographics, cardiovascular history and risk factors) hierarchical Cox regression models. RESULTS A total of 23,433 patients were in the CAD cohort and 6,899 in the PAD cohort. Among both the CAD and PAD groups, higher scores on the EQ VAS (CAD: HR = 0.89, 95%CI 0.88-0.89; PAD HR = 0.89, 95%CI 0.88-0.89) and DSST (CAD HR = 0.95, 95%CI 0.94-0.95) (PAD HR = 0.95, 95%CI 0.94-0.95) were associated with a lower risk of a major adverse cardiovascular or limb events. Population attributable risks associated with the lower two quartiles vs. upper quartiles for the EQ-5D and DSST scores were 7% and 16%, respectively in the CAD cohort; and for PAD, at 14% and 18%, respectively. CONCLUSIONS Adding health status and cognitive functioning information to biomedical evaluations can augment cardiovascular risk-stratification in CAD and PAD.
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Affiliation(s)
- Kim G Smolderen
- Yale University, School of Medicine, Department of Internal Medicine, Vascular Medicine Outcomes Program, New Haven, CT @KimGSmolderen.,Yale University, School of Medicine, Department of Psychiatry, New Haven, CT
| | - Carlos Mena-Hurtado
- Yale University, School of Medicine, Department of Internal Medicine, Vascular Medicine Outcomes Program, New Haven, CT @CarlosMenaYale
| | - John W Eikelboom
- Population Health Research Institute, Hamilton Health Sciences, McMaster University @johneikelboom
| | - Jackie Bosch
- Department of Medicine McMaster University, Hamilton Ontario.,School of Rehabilitation Science, McMaster University, Hamilton, Ontario
| | - Feng Xie
- Population Health Research Institute, Hamilton Health Sciences, McMaster University.,Centre for Health Economics and Policy Analysis, McMaster University, Ontario, Canada
| | - Chinthanie Ramasundarahettige
- Population Health Research Institute, Hamilton Health Sciences, McMaster University.,McMaster University, Department of Health Evidence and Impact, Hamilton, Ontario
| | - Deepak L Bhatt
- Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts @DLBhattMD
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences, McMaster University @DrSoniaAnand1.,Department of Medicine McMaster University, Hamilton Ontario.,McMaster University, Department of Health Evidence and Impact, Hamilton, Ontario
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Lamri A, Limbachia J, Schulze KM, Desai D, Kelly B, de Souza RJ, Paré G, Lawlor DA, Wright J, Anand SS. The genetic risk of gestational diabetes in South Asian women. eLife 2022; 11:81498. [PMID: 36412575 PMCID: PMC9683781 DOI: 10.7554/elife.81498] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 11/02/2022] [Indexed: 11/23/2022] Open
Abstract
South Asian women are at increased risk of developing gestational diabetes mellitus (GDM). Few studies have investigated the genetic contributions to GDM risk. We investigated the association of a type 2 diabetes (T2D) polygenic risk score (PRS), on its own, and with GDM risk factors, on GDM-related traits using data from two birth cohorts in which South Asian women were enrolled during pregnancy. 837 and 4372 pregnant South Asian women from the SouTh Asian BiRth CohorT (START) and Born in Bradford (BiB) cohort studies underwent a 75-g glucose tolerance test. PRSs were derived using genome-wide association study results from an independent multi-ethnic study (~18% South Asians). Associations with fasting plasma glucose (FPG); 2 hr post-load glucose (2hG); area under the curve glucose; and GDM were tested using linear and logistic regressions. The population attributable fraction (PAF) of the PRS was calculated. Every 1 SD increase in the PRS was associated with a 0.085 mmol/L increase in FPG ([95% confidence interval, CI=0.07-0.10], p=2.85×10-20); 0.21 mmol/L increase in 2hG ([95% CI=0.16-0.26], p=5.49×10-16); and a 45% increase in the risk of GDM ([95% CI=32-60%], p=2.27×10-14), independent of parental history of diabetes and other GDM risk factors. PRS tertile 3 accounted for 12.5% of the population's GDM alone, and 21.7% when combined with family history. A few weak PRS and GDM risk factors interactions modulating FPG and GDM were observed. Taken together, these results show that a T2D PRS and family history of diabetes are strongly and independently associated with multiple GDM-related traits in women of South Asian descent, an effect that could be modulated by other environmental factors.
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Affiliation(s)
- Amel Lamri
- Department of Medicine, McMaster UniversityHamiltonCanada
- Population Health Research InstituteHamiltonCanada
| | - Jayneel Limbachia
- Population Health Research InstituteHamiltonCanada
- Department of Health Research Methods, Evidence, and Impact, McMaster UniversityHamiltonCanada
| | | | - Dipika Desai
- Population Health Research InstituteHamiltonCanada
| | - Brian Kelly
- Bradford Institute for Health Research, Bradford Royal InfirmaryBradfordUnited Kingdom
| | - Russell J de Souza
- Population Health Research InstituteHamiltonCanada
- Department of Health Research Methods, Evidence, and Impact, McMaster UniversityHamiltonCanada
| | - Guillaume Paré
- Population Health Research InstituteHamiltonCanada
- Department of Health Research Methods, Evidence, and Impact, McMaster UniversityHamiltonCanada
- Department of Pathology and Molecular Medicine, McMaster UniversityHamiltonCanada
| | - Deborah A Lawlor
- Population Health Science, Bristol Medical School, University of BristolBristolUnited Kingdom
- MRC Integrative Epidemiology Unit, University of BristolBristolUnited Kingdom
- Bristol NIHR Biomedical Research CentreBristolUnited Kingdom
| | - John Wright
- Bradford Institute for Health Research, Bradford Royal InfirmaryBradfordUnited Kingdom
| | - Sonia S Anand
- Department of Medicine, McMaster UniversityHamiltonCanada
- Population Health Research InstituteHamiltonCanada
- Department of Health Research Methods, Evidence, and Impact, McMaster UniversityHamiltonCanada
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Mirza S, Kandasamy S, de Souza RJ, Wahi G, Desai D, Anand SS, Ritvo P. Barriers and facilitators to healthy active living in South Asian families in Canada: a thematic analysis. BMJ Open 2022; 12:e060385. [PMID: 36368751 PMCID: PMC9660572 DOI: 10.1136/bmjopen-2021-060385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES The study objective was to understand the barriers and facilitators to healthy active living in South Asian families living in Canada. DESIGN Semi-structured interviews of 30-60-minute duration with South Asian women with young families, and analysed using a thematic analytical approach. SETTING Community-dwelling South Asian women interviewed in the home environment or by phone. PARTICIPANTS Fifteen married South Asian women (mean age=34.2 years) living in the Peel region of Ontario, Canada, with at least 1 child under the age of 5 years. The majority of women had immigrated to Canada (13/15), during a 5-10-year interval preceding interviews. RESULTS 57 different codes were derived from 18 interview hours, and further evaluated through member checking. The top three barriers to healthy eating were: (1) not having enough time for healthy food preparation, (2) lack of knowledge about what is healthy eating and (3) viewing healthy eating as a matter of engaging in time limited dieting. These barriers were addressed with: (1) knowledge and awareness of healthy eating, (2) clear goal setting, (3) access to fresh vegetables and fruits and (4) better arrangements and more time for food preparation. The top five barriers to physical activity were: (1) not enough time and energy, (2) competing priorities, (3) lack of childcare, (4) lack of family-engaging exercise and (5) limited access to interesting exercise programming. These barriers were addressed by: (1) experiencing exercise as enjoyable and stress releasing, (2) commitments to walking exercise, (3) use of an electronic exercise-tracking device, (4) offspring exercise supported by spouse and family and (5) success stories about exercise from others. CONCLUSIONS Barriers to healthy active living in South Asian women with young families can be addressed with facilitators that stimulate clear goal setting and healthy food preparation skills, and exercise formats that engage mothers and offspring, with or without exercise tracking.
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Affiliation(s)
- Sabina Mirza
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Sujane Kandasamy
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Russell J de Souza
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton, Ontario, Canada
| | - Gita Wahi
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Dipika Desai
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Sonia S Anand
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Paul Ritvo
- School of Kinesiology and Health Science, York University, Toronto, Ontario, Canada
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Szarek M, Debus ES, Nehler MR, Anand SS, Patel MR, Haskell LP, Muehlhofer ES, Berkowitz SD, Bauersachs RM, Bonaca MP. Total hospitalizations after peripheral arterial revascularization in the VOYAGER trial. Eur Heart J 2022. [DOI: 10.1093/eurheartj/ehac544.1982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Background
In the VOYAGER PAD trial, rivaroxaban reduced first and total (first and subsequent) occurrences of major adverse limb and cardiovascular events in patients with peripheral artery disease (PAD) after lower extremity revascularization (LER), but also increased incident bleeding.
Purpose
Assessment of disease burden by the onset of a particular set of events does not necessarily capture all consequences of a disease process that negatively impact patients' quality of life, motivating the adoption of more patient-centered outcomes. The present analysis of VOYAGER PAD describes the total incidence and duration of hospitalizations reported during the study as a broader measure of total disease burden and net benefit of rivaroxaban therapy.
Methods
Patients were randomized 1:1 to rivaroxaban 2.5 mg twice daily plus aspirin (n=3286) or aspirin alone (n=3278). Investigators documented the primary reason and duration for each hospitalization occurring after randomization. Total hospitalization rates were estimated by events per 100 patient-years. Treatment group comparisons on total hospitalizations as a time-to-event outcome were by marginal proportional hazards models with death as a competing terminal event, while days in hospital were compared by zero-inflated Poisson regression. All analyses were intention-to-treat.
Results
A total of 7156 hospitalizations (3265 first, 3891 subsequent) occurred during a median 2.5 years of follow-up, with nearly 40% being hospitalizations for PAD and a small fraction attributed to bleeding events (Figure 1). The rivaroxaban rate was lower for PAD hospitalizations and higher for bleeding event hospitalizations, with more hospitalizations prevented than caused (Table 1). Mean days in hospital among patients hospitalized at least once was significantly lower in the rivaroxaban group for any reason, for PAD, and for bleeding, so that total days in hospital was numerically lower for rivaroxaban.
Conclusion
Patients with PAD undergoing LER have a high rate of subsequent hospitalizations after an index procedure, driven by re-hospitalizations for PAD. Rivaroxaban decreased both the incidence and duration of PAD hospitalizations. While rivaroxaban increased incident hospitalizations due to bleeding, the mean durations of these hospitalizations were lower relative to placebo, leading to fewer total days in hospital for bleeding (1252 vs. 1531 total days). These findings may be useful for clinicians and patients weighing the risks and benefits of rivaroxaban in PAD after revascularization.
Funding Acknowledgement
Type of funding sources: Private company. Main funding source(s): BayerJanssen
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Affiliation(s)
- M Szarek
- University of Colorado , Aurora , United States of America
| | - E S Debus
- The University Medical Center Hamburg-Eppendorf , Hamburg , Germany
| | - M R Nehler
- University of Colorado , Aurora , United States of America
| | - S S Anand
- Population Health Research Institute , Hamilton , Canada
| | - M R Patel
- Duke Clinical Research Institute , Durham , United States of America
| | - L P Haskell
- Janssen Research and Development , Raritan , United States of America
| | | | - S D Berkowitz
- University of Colorado , Aurora , United States of America
| | | | - M P Bonaca
- University of Colorado , Aurora , United States of America
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Kandasamy S, Ariyarajah A, Limbachia J, An D, Lopez L, Manoharan B, Pacht E, Silver A, Uddandam A, Vansjalia KM, Williams NC, Anand SS. South Asian Youth as Vaccine Agents of Change (SAY-VAC): evaluation of a public health programme to mobilise and empower South Asian youth to foster COVID-19 vaccine-related evidence-based dialogue in the Greater Toronto and Hamilton Area, Canada. BMJ Open 2022; 12:e061619. [PMID: 36153036 PMCID: PMC9511009 DOI: 10.1136/bmjopen-2022-061619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES There have been substantial amounts of misinformation surrounding the importance, safety and effectiveness of the COVID-19 vaccine. The impacts of this misinformation may be augmented as they circulate among ethnic communities, who may concurrently face other barriers related to vaccine uptake and access. To combat some of the key sources of COVID-19 vaccine misinformation among the South Asian communities of the Greater Toronto and Hamilton Area (GTHA), an interdisciplinary team of researchers and marketing experts established the South Asian Youth as Vaccine Agents of Change (SAY-VAC) programme to support and empower South Asian youth to disseminate COVID-19 vaccine information. DESIGN Cross-sectional and one-group pretest-post-test design. SETTING GTHA. PARTICIPANTS South Asian youth (18-29 years). INTERVENTION The team partnered with grass-roots South Asian organisations to collaborate on shared objectives, curate key concerns, create video products regarding the COVID-19 vaccine that would resonate with the community, disseminate the products using established social media channels and evaluate the effectiveness of this effort. OUTCOMES We assessed the change in self-reported knowledge about the COVID-19 vaccine and participant confidence to facilitate a conversation around the COVID-19 vaccine using pre-post surveys, after the implementation of the SAY-VAC programme. RESULTS In total, 30 South Asian youth (median age=23.2 years) from the GTHA participated in the programme. After completing the SAY-VAC programme, participants reported an increase in their self-reported knowledge regarding the COVID-19 vaccine from 73.3% to 100.0% (p=0.005), and their self-reported confidence to have a conversation about the vaccine with their unvaccinated community members increased from 63.6% to 100.0% (p=0.002). Overall, 51.9% of the participants reported being able to positively affect an unvaccinated/community member's decision to get vaccinated. CONCLUSIONS The SAY-VAC programme highlights the importance of community partnerships in developing and disseminating culturally responsive health communication strategies. A constant assessment of the evidence and utilisation of non-traditional avenues to engage the public are essential.
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Affiliation(s)
- Sujane Kandasamy
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Archchun Ariyarajah
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Jayneel Limbachia
- Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada
| | - Derrick An
- DESALU Creative, Toronto, Ontario, Canada
| | - Luke Lopez
- DESALU Creative, Toronto, Ontario, Canada
| | - Baanu Manoharan
- Master of Public Health (MPH) Program, McMaster University, Hamilton, Ontario, Canada
| | - Evan Pacht
- DESALU Creative, Toronto, Ontario, Canada
| | | | - Abhilash Uddandam
- Life Sciences Program, McMaster University, Hamilton, Ontario, Canada
| | | | | | - Sonia S Anand
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
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Walli-Attaei M, Rosengren A, Rangarajan S, Breet Y, Abdul-Razak S, Sharief WA, Alhabib KF, Avezum A, Chifamba J, Diaz R, Gupta R, Hu B, Iqbal R, Ismail R, Kelishadi R, Khatib R, Lang X, Li S, Lopez-Jaramillo P, Mohan V, Oguz A, Palileo-Villanueva LM, Poltyn-Zaradna K, R SP, Pinnaka LVM, Serón P, Teo K, Verghese ST, Wielgosz A, Yeates K, Yusuf R, Anand SS, Yusuf S. Metabolic, behavioural, and psychosocial risk factors and cardiovascular disease in women compared with men in 21 high-income, middle-income, and low-income countries: an analysis of the PURE study. Lancet 2022; 400:811-821. [PMID: 36088949 DOI: 10.1016/s0140-6736(22)01441-6] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 07/25/2022] [Accepted: 07/26/2022] [Indexed: 01/08/2023]
Abstract
BACKGROUND There is a paucity of data on the prevalence of risk factors and their associations with incident cardiovascular disease in women compared with men, especially from low-income and middle-income countries. METHODS In the Prospective Urban Rural Epidemiological (PURE) study, we enrolled participants from the general population from 21 high-income, middle-income, and low-income countries and followed them up for approximately 10 years. We recorded information on participants' metabolic, behavioural, and psychosocial risk factors. For this analysis, we included participants aged 35-70 years at baseline without a history of cardiovascular disease, with at least one follow-up visit. The primary outcome was a composite of major cardiovascular events (cardiovascular disease deaths, myocardial infarction, stroke, and heart failure). We report the prevalence of each risk factor in women and men, their hazard ratios (HRs), and population-attributable fractions (PAFs) associated with major cardiovascular disease. The PURE study is registered with ClinicalTrials.gov, NCT03225586. FINDINGS In this analysis, we included 155 724 participants enrolled and followed-up between Jan 5, 2005, and Sept 13, 2021, (90 934 [58·4%] women and 64 790 [41·6%] men), with a median follow-up of 10·1 years (IQR 8·5-12·0). At study entry, the mean age of women was 49·8 years (SD 9·7) compared with 50·8 years (9·8) in men. As of data cutoff (Sept 13, 2021), 4280 major cardiovascular disease events had occurred in women (age-standardised incidence rate of 5·0 events [95% CI 4·9-5·2] per 1000 person-years) and 4911 in men (8·2 [8·0-8·4] per 1000 person-years). Compared with men, women presented with a more favourable cardiovascular risk profile, especially at younger ages. The HRs for metabolic risk factors were similar in women and men, except for non-HDL cholesterol, for which high non-HDL cholesterol was associated with an HR for major cardiovascular disease of 1·11 (95% CI 1·01-1·21) in women and 1·28 (1·19-1·39) in men, with a consistent pattern for higher risk among men than among women with other lipid markers. Symptoms of depression had a HR of 1·09 (0·98-1·21) in women and 1·42 (1·25-1·60) in men. By contrast, consumption of a diet with a PURE score of 4 or lower (score ranges from 0 to 8), was more strongly associated with major cardiovascular disease in women (1·17 [1·08-1·26]) than in men (1·07 [0·99-1·15]). The total PAFs associated with behavioural and psychosocial risk factors were greater in men (15·7%) than in women (8·4%) predominantly due to the larger contribution of smoking to PAFs in men (ie, 1·3% [95% CI 0·5-2·1] in women vs 10·7% [8·8-12·6] in men). INTERPRETATION Lipid markers and depression are more strongly associated with the risk of cardiovascular disease in men than in women, whereas diet is more strongly associated with the risk of cardiovascular disease in women than in men. The similar associations of other risk factors with cardiovascular disease in women and men emphasise the importance of a similar strategy for the prevention of cardiovascular disease in men and women. FUNDING Funding sources are listed at the end of the Article.
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Affiliation(s)
- Marjan Walli-Attaei
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, ON, Canada.
| | - Annika Rosengren
- Department of Molecular and Clinical Medicine, Sahlgrenska Academy, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Sumathy Rangarajan
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, ON, Canada
| | - Yolandi Breet
- Hypertension in Africa Research Team (HART) and MRC Research Unit for Hypertension and Cardiovascular Disease, North-West University, Potchefstroom, South Africa
| | - Suraya Abdul-Razak
- Faculty of Medicine, Universiti Teknologi MARA (UiTM), Cardio Vascular and Lungs Research Institute (CaVaLRI), Selangor, Malaysia
| | - Wadeia Al Sharief
- Medical Education & Research Department, Medical College, University of Sharjah, Sharjah, United Arab Emirates
| | - Khalid F Alhabib
- Department of Cardiac Sciences, King Fahad Cardiac Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Alvaro Avezum
- International Research Center, Hospital Alemão Oswaldo Cruz, Sao Paulo, Brazil
| | - Jephat Chifamba
- Physiology Department, College of Health Sciences, University of Zimbabwe, Harare, Zimbabwe
| | - Rafael Diaz
- Estudios Clinicos Latinoamerica (ECLA), Rosario, Santa Fe, Argentina
| | - Rajeev Gupta
- Eternal Heart Care Centre & Research Institute, Jaipur, India
| | - Bo Hu
- Fuwai Hospital, Chinese Academy of Medical Sciences, National Center for Cardiovascular Diseases, Beijing, China
| | - Romaina Iqbal
- Department of Community Health Sciences and Medicine, Aga Khan University, Karachi, Pakistan
| | - Rosnah Ismail
- Department of Community Health, Faculty of Medicine, University Kebangsaan Malaysia, Medical Centre, Kuala Lumpur, Malaysia
| | - Roya Kelishadi
- Isfahan Cardiovascular Research Center, Cardiovascular Research Institute, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Rasha Khatib
- Institute for Community and Public Health, Birzeit University, Birzeit, Palestine
| | - Xinyue Lang
- Fuwai Hospital, Chinese Academy of Medical Sciences, National Center for Cardiovascular Diseases, Beijing, China
| | - Sidong Li
- Fuwai Hospital, Chinese Academy of Medical Sciences, National Center for Cardiovascular Diseases, Beijing, China
| | - Patricio Lopez-Jaramillo
- Masira Research Institute, Medical School, Universidad de Santander (UDES), Bucaramanga, Colombia
| | - Viswanathan Mohan
- Madras Diabetes Research Foundation and Dr Mohan's Diabetes Specialities Centre, Chennai, India
| | - Aytekin Oguz
- Department of Internal Medicine, Faculty of Medicine, Istanbul Medeniyet University, Istanbul, Türkiye
| | | | | | - Sreelakshmi P R
- SUT Academy of Medical Sciences, Vattapara, Trivandrum, Kerala, India
| | - Lakshmi V M Pinnaka
- Department of Community Medicine & School of Public Health, Postgraduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Pamela Serón
- Faculty of Medicine, Universidad de La Frontera, Temuco, Chile
| | - Koon Teo
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, ON, Canada
| | - Sejil T Verghese
- Department of Physiology, St John's Medical College and Hospital, Bangalore, India
| | - Andreas Wielgosz
- Department of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Karen Yeates
- Department of Medicine, Queen's University, Kingston, ON, Canada
| | - Rita Yusuf
- School of Life Sciences, Independent University, Dhaka, Bangladesh
| | - Sonia S Anand
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, ON, Canada
| | - Salim Yusuf
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, ON, Canada
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Anand SS, Arnold C, Bangdiwala SI, Bolotin S, Bowdish D, Chanchlani R, de Souza RJ, Desai D, Kandasamy S, Khan F, Khan Z, Langlois MA, Limbachia J, Lear SA, Loeb M, Loh L, Manoharan B, Nakka K, Pelchat M, Punthakee Z, Schulze KM, Williams N, Wahi G. Seropositivity and risk factors for SARS-CoV-2 infection in a South Asian community in Ontario: a cross-sectional analysis of a prospective cohort study. CMAJ Open 2022; 10:E599-E609. [PMID: 35790229 PMCID: PMC9262348 DOI: 10.9778/cmajo.20220031] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Early in the COVID-19 pandemic, the South Asian community in the Greater Toronto Area (GTA) was identified as having risk factors for exposure and specific barriers to accessing testing and reliable health information, rendering them particularly vulnerable to SARS-CoV-2 infection. We sought to investigate the burden of SARS-CoV-2 infection among South Asian people in the GTA, and to characterize the demographic characteristics, risk perceptions and trusted sources of health information in this group. METHODS We conducted a cross-sectional analysis from the baseline assessment of participants in a prospective cohort study. Participants from the GTA were enrolled from Apr. 14 to July 28, 2021. Seropositivity for antispike and antinucleocapsid antibodies was determined from dried blood spots, and estimates of seropositivity were age and sex standardized to the South Asian population in Ontario. Demographic characteristics, risk perceptions and sources of COVID-19 information were collected via questionnaire and reported descriptively. RESULTS Among the 916 South Asian participants enrolled (mean age 41 yr), the age- and sex-standardized seropositivity was 23.6% (95% confidence interval 20.8%-26.4%). Of the 693 respondents to the questionnaire, 228 (32.9%) identified as essential workers, and 125 (19.1%) reported living in a multigenerational household. A total of 288 (49.4%) perceived that they were at high COVID-19 risk owing to their geographic location, and 149 (34.3%) owing to their type of employment. The top 3 most trusted sources of information related to COVID-19 included health care providers and public health, traditional media sources and social media. INTERPRETATION By the third wave of the COVID-19 pandemic, about one-quarter of a sample of South Asian individuals in Ontario had serologic evidence of prior SARS-CoV-2 infection. Insight into factors that put certain populations at risk can help future pandemic planning and disease control efforts.
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Affiliation(s)
- Sonia S Anand
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont.
| | - Corey Arnold
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Shrikant I Bangdiwala
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Shelly Bolotin
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Dawn Bowdish
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Rahul Chanchlani
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Russell J de Souza
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Dipika Desai
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Sujane Kandasamy
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Farah Khan
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Zainab Khan
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Marc-André Langlois
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Jayneel Limbachia
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Scott A Lear
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Mark Loeb
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Lawrence Loh
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Baanu Manoharan
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Kiran Nakka
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Martin Pelchat
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Zubin Punthakee
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Karleen M Schulze
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Natalie Williams
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
| | - Gita Wahi
- Department of Medicine (Anand, Bowdish, Punthakee, Schulze, Williams), McMaster University; Population Health Research Institute (Anand, Bangdiwala, de Souza, Desai, F. Khan, Z. Khan, Limbachia, Punthakee), Hamilton, Ont.; Department of Biochemistry, Microbiology and Immunology (Arnold, Langlois, Nakka, Pelchat), University of Ottawa, Ottawa, Ont.; Department of Health Research Methods, Evidence and Impact (Bangdiwala, de Souza, Kandasamy, Loeb, Manoharan), McMaster University, Hamilton, Ont.; Public Health Ontario (Bolotin); Dalla Lana School of Public Health (Bolotin, Loh), University of Toronto, Toronto, Ont.; Department of Pediatrics (Chanchlani, Wahi), McMaster University, Hamilton, Ont.; Faculty of Health Sciences (Lear), Simon Fraser University, Vancouver, BC; Department of Pathology and Molecular Medicine (Loeb), McMaster University, Hamilton, Ont
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Hess CN, Baumgartner I, Anand SS, Nehler MR, Patel MR, Debus ES, Szarek M, Capell W, Muehlhofer E, Berkowitz SD, Haskell LP, Bauersachs RM, Bonaca MP, Hsia J. Sex-Based Differences in Outcomes Following Peripheral Artery Revascularization: Insights From VOYAGER PAD. J Am Heart Assoc 2022; 11:e024655. [PMID: 35699170 PMCID: PMC9238670 DOI: 10.1161/jaha.121.024655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
Background Despite high female prevalence of peripheral artery disease (PAD), little is known about sex‐based outcomes after lower extremity revascularization (LER) for symptomatic PAD. The effects of rivaroxaban according to sex following LER have not been fully reported. Methods and Results In VOYAGER PAD (Vascular Outcomes Study of ASA [acetylsalicylic acid] Along with Rivaroxaban in Endovascular or Surgical Limb Revascularization for Peripheral Artery Disease), low‐dose rivaroxaban versus placebo on a background of aspirin reduced the composite primary efficacy outcome of cardiovascular and limb events in patients with PAD undergoing LER. Unplanned index limb revascularization was prespecified and prospectively ascertained. The primary safety outcome was Thrombolysis in Myocardial Infarction major bleeding. Analyses of outcomes and treatment effects by sex were performed using Cox proportional hazards models. Among 6564 randomly assigned patients followed for a median of 28 months, 1704 (26.0%) were women. Among patients administered placebo, women were at similar risk for the primary efficacy outcome (hazard ratio [HR], 0.90; [95% CI, 0.74–1.09]; P=0.29) as men, while female sex was associated with a trend toward higher risk of unplanned index limb revascularization (HR, 1.18; [95% CI, 1.00–1.40]; P=0.0499). Irrespective of sex, effects of rivaroxaban were consistent for the primary efficacy outcome (P‐interaction=0.22), unplanned index limb revascularization (P‐interaction=0.64), and bleeding (P‐interaction=0.61). Women were more likely than men to discontinue study treatment (HR, 1.13; [95% CI, 1.03–1.25]; P=0.0099). Conclusions Among >1700 women with PAD undergoing LER, women and men were at similar risk for the primary outcome, but a trend for greater risk of unplanned index limb revascularization among women was observed. Effects of rivaroxaban were consistent by sex, though women more often discontinued treatment. Better understanding of sex‐based outcomes and treatment adherence following LER is needed. Registration URL: http://clinicaltrials.gov; Unique identifier: NCT02504216.
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Affiliation(s)
- Connie N Hess
- Division of Cardiology, Department of Medicine University of Colorado School of Medicine Aurora CO.,CPC Clinical Research Aurora CO
| | - Iris Baumgartner
- Division of Angiology, Swiss Cardiovascular Center, Inselspital, Bern University Hospital University of Bern Switzerland
| | - Sonia S Anand
- Population Health Research Institute, Hamilton Health Sciences McMaster University Hamilton Ontario Canada
| | - Mark R Nehler
- CPC Clinical Research Aurora CO.,Department of Surgery University of Colorado School of Medicine Aurora CO
| | - Manesh R Patel
- Division of Cardiology, Duke Clinical Research Institute Duke University Medical Center Durham NC
| | - E Sebastian Debus
- Department of Vascular Medicine, Vascular Surgery - Angiology - Endovascular Therapy University of Hamburg-Eppendorf Hamburg Germany
| | - Michael Szarek
- Division of Cardiology, Department of Medicine University of Colorado School of Medicine Aurora CO.,CPC Clinical Research Aurora CO.,The State University of New York Downstate Health Sciences University Brooklyn NY
| | - Warren Capell
- CPC Clinical Research Aurora CO.,Division of Endocrinology, Department of Medicine University of Colorado Anschutz Medical Campus Aurora CO
| | | | - Scott D Berkowitz
- CPC Clinical Research Aurora CO.,Divisions of Cardiology and Hematology, Department of Medicine University of Colorado School of Medicine Aurora CO
| | | | - Rupert M Bauersachs
- CCB-Cardiovascular Center Bethanien Frankfurt Germany.,Center for Thrombosis and Hemostasis University of Mainz Germany
| | - Marc P Bonaca
- Division of Cardiology, Department of Medicine University of Colorado School of Medicine Aurora CO.,CPC Clinical Research Aurora CO
| | - Judith Hsia
- Division of Cardiology, Department of Medicine University of Colorado School of Medicine Aurora CO.,CPC Clinical Research Aurora CO
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40
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Aziz H, Marchand M, Pop C, King A, Anand SS, Arbour L, Atzema C, Spaziano M, Merveille N, Filimon S, Poirier P, Huynh T. A Call to Action: Optimizing Indigenous Cardiovascular Health in Canada. Can J Cardiol 2022; 38:1584-1587. [PMID: 35718241 DOI: 10.1016/j.cjca.2022.06.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 05/27/2022] [Accepted: 06/11/2022] [Indexed: 11/02/2022] Open
Abstract
Indigenous peoples in Canada continue to experience substantially higher rates of cardiovascular disease compared to non-Indigenous Canadians. Herein, we 1) identify upstream factors contributing to the current state of Indigenous cardiovascular health, 2) suggest culturally responsive approaches to engage Indigenous patients and communities, and 3) propose strategies to enhance collaborative, culturally safe research and healthcare access in Indigenous communities in Canada.
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Affiliation(s)
- Haya Aziz
- Division of Cardiology, McGill University Health Centre, Montréal, Québec, Canada
| | - Miles Marchand
- Division of Cardiology, University of British Columbia, Vancouver, British Columbia, Canada; Member of the Syilx Okanagan First Nation
| | - Cristina Pop
- Division of Internal Medicine, McGill University Health Centre, Montréal, Québec, Canada
| | - Alexandra King
- Cameco Chair in Indigenous Health and Wellness, Medicine, University of Saskatchewan, Saskatoon, Saskatchewan, Canada; Member of the Nipissing First Nation
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Laura Arbour
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada; Division of Medical Sciences, University of Victoria, Victoria, British Columbia, Canada
| | - Clare Atzema
- Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada; Division of Emergency Medicine, University of Toronto, Toronto, Ontario, Canada; Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Marco Spaziano
- Division of Cardiology, McGill University Health Centre, Montréal, Québec, Canada
| | - Nicolas Merveille
- Department of Strategy and Corporate Social Responsibility, Université du Québec à Montréal, Montréal, Québec, Canada
| | - Sabin Filimon
- Division of Cardiology, McGill University Health Centre, Montréal, Québec, Canada
| | - Paul Poirier
- Institut Universitaire de Cardiologie et de Pneumologie de Québec, Université Laval, Québec City, Québec, Canada; Faculty of Pharmacy, Université Laval, Québec City, Québec, Canada
| | - Thao Huynh
- Division of Cardiology, McGill University Health Centre, Montréal, Québec, Canada.
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41
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Hess CN, Szarek M, Anand SS, Bauersachs RM, Patel MR, Debus ES, Nehler MR, Capell WH, Beckman JA, Piazza G, Henkin S, Bura-Rivière A, Lawall H, Roztocil K, Hsia J, Muehlhofer E, Berkowitz SD, Haskell LP, Bonaca MP. Rivaroxaban and Risk of Venous Thromboembolism in Patients With Symptomatic Peripheral Artery Disease After Lower Extremity Revascularization. JAMA Netw Open 2022; 5:e2215580. [PMID: 35731517 PMCID: PMC9218845 DOI: 10.1001/jamanetworkopen.2022.15580] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
IMPORTANCE Prior studies have observed an association between the burden of atherosclerotic vascular disease and the risk of venous thromboembolism (VTE). The association is not well described in peripheral artery disease (PAD) after lower extremity revascularization (LER). OBJECTIVE To describe the risk of, factors associated with, and outcomes after VTE, as well as the association of low-dose rivaroxaban plus antiplatelet therapy with VTE after LER. DESIGN, SETTING, AND PARTICIPANTS This global, multicenter cohort study used data from the Vascular Outcomes Study of ASA (acetylsalicylic acid) Along With Rivaroxaban in Endovascular or Surgical Limb Revascularization for PAD (VOYAGER PAD) randomized clinical trial, which enrolled patients from 2015 to 2018 with median follow-up of 28 months. Participants included patients with PAD undergoing LER. Patients with an indication for therapeutic anticoagulation were excluded. Data were analyzed from September 2020 to September 2021. EXPOSURE Randomization to rivaroxaban 2.5 mg twice daily or placebo on a background of aspirin 100 mg daily; short-term clopidogrel was used at the discretion of the treating physician. MAIN OUTCOMES AND MEASURES Symptomatic VTE was a prespecified secondary outcome and prospectively collected. RESULTS Among 6564 patients (median [IQR] age, 67 [61-73] years; 4860 [74.0%] men), 66 patients had at least 1 VTE. The 3-year rate of VTE in patients receiving placebo was 1.7%, and the pattern of risk was linear (year 1: 0.5%; year 2: 1.1%). After multivariable modeling, weight (hazard ratio [HR], 3.04; 95% CI, 1.09-8.43), hypertension (HR, 2.11; 95% CI, 0.91-4.89), prior amputation (HR, 2.07; 95% CI, 0.95-4.53), and older age (HR, 1.81; 95% CI, 1.06-3.11) were associated with increased risk of VTE. VTE was associated with risk of subsequent mortality (HR, 7.22; 95% CI, 4.66-11.19). Compared with aspirin alone, rivaroxaban plus aspirin was associated with lower VTE risk (HR, 0.61; 95% CI, 0.37-0.998; P = .047), with benefit apparent early and sustained over time. This association was not modified by use of clopidogrel at randomization (without clopidogrel: HR, 0.55; 95% CI, 0.29-1.07; with clopidogrel: HR, 0.69; 95% CI, 0.32-1.48; P for interaction = .67). CONCLUSIONS AND RELEVANCE In this cohort study, there was continuous risk for VTE after LER in patients with PAD, with greater risk in patients who were older and had obesity and those with more severe PAD, as reflected by prior amputation. Low-dose rivaroxaban plus aspirin was associated with lower VTE risk compared with aspirin alone, with benefits apparent early and continued over time. The spectrum of venous and arterial thrombotic events and overall benefits of more potent antithrombotic strategies for prevention should be considered after LER for PAD.
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Affiliation(s)
- Connie N. Hess
- Division of Cardiology, Department of Medicine, University of Colorado School of Medicine, Aurora
- CPC Clinical Research, Aurora, Colorado
| | - Michael Szarek
- CPC Clinical Research, Aurora, Colorado
- The State University of New York Downstate Health Sciences University, Brooklyn
| | - Sonia S. Anand
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, Canada
| | - Rupert M. Bauersachs
- Department of Vascular Medicine, Klinikum Darmstadt, Darmstadt, and Center for Thrombosis and Hemostasis, University of Mainz, Mainz, Germany
| | - Manesh R. Patel
- Duke Clinical Research Institute, Division of Cardiology, Duke University Medical Center, Durham, North Carolina
| | - E. Sebastian Debus
- Department of Vascular Medicine, Vascular Surgery–Angiology–Endovascular Therapy, University of Hamburg-Eppendorf, Hamburg, Germany
| | - Mark R. Nehler
- CPC Clinical Research, Aurora, Colorado
- University of Colorado School of Medicine, Department of Surgery, Aurora
| | - Warren H. Capell
- CPC Clinical Research, Aurora, Colorado
- Division of Endocrinology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora
| | - Joshua A. Beckman
- Cardiovascular Division, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Gregory Piazza
- Division of Cardiovascular Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts
| | - Stanislav Henkin
- Heart and Vascular Center, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire
| | | | - Holger Lawall
- Praxis für Herzkreislaufkrankheiten und Akademie für Gefäßkrankheiten, Ettlingen, Germany
| | - Karel Roztocil
- Department of Transplantational Surgery, Institute of Clinical and Experimental Medicine, Prague, Czech Republic
| | - Judith Hsia
- Division of Cardiology, Department of Medicine, University of Colorado School of Medicine, Aurora
- CPC Clinical Research, Aurora, Colorado
| | | | - Scott D. Berkowitz
- Division of Cardiology, Department of Medicine, University of Colorado School of Medicine, Aurora
- CPC Clinical Research, Aurora, Colorado
- Division of Hematology, Department of Medicine, University of Colorado School of Medicine, Aurora
| | | | - Marc P. Bonaca
- Division of Cardiology, Department of Medicine, University of Colorado School of Medicine, Aurora
- CPC Clinical Research, Aurora, Colorado
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Loh M, Zhang W, Ng HK, Schmid K, Lamri A, Tong L, Ahmad M, Lee JJ, Ng MCY, Petty LE, Spracklen CN, Takeuchi F, Islam MT, Jasmine F, Kasturiratne A, Kibriya M, Mohlke KL, Paré G, Prasad G, Shahriar M, Chee ML, de Silva HJ, Engert JC, Gerstein HC, Mani KR, Sabanayagam C, Vujkovic M, Wickremasinghe AR, Wong TY, Yajnik CS, Yusuf S, Ahsan H, Bharadwaj D, Anand SS, Below JE, Boehnke M, Bowden DW, Chandak GR, Cheng CY, Kato N, Mahajan A, Sim X, McCarthy MI, Morris AP, Kooner JS, Saleheen D, Chambers JC. Author Correction: Identification of genetic effects underlying type 2 diabetes in South Asian and European populations. Commun Biol 2022; 5:441. [PMID: 35513483 PMCID: PMC9072318 DOI: 10.1038/s42003-022-03404-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Marie Loh
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, Middlesex, UB1 3HW, UK
| | - Hong Kiat Ng
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
| | - Katharina Schmid
- Institute of Computational Biology, Deutsches Forschungszentrum für Gesundheit und Umwelt, Helmholtz Zentrum München, 85764, Neuherberg, Germany
- Department of Informatics, Technical University of Munich, 85748, Garching bei München, Neuherberg, Germany
| | - Amel Lamri
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
| | - Lin Tong
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Meraj Ahmad
- Genomic Research on Complex diseases, CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Jung-Jin Lee
- Translational Medicine and Human Genetics, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Medicine, Mayo Hospital, Lahore, Pakistan
| | - Maggie C Y Ng
- Center for Genomics and Personalized Medicine Research, Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, NC, 37215, USA
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Lauren E Petty
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Cassandra N Spracklen
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
- Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA, 01003, USA
| | - Fumihiko Takeuchi
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Md Tariqul Islam
- U Chicago Research Bangladesh, House#4, Road#2b, Sector#4, Uttara, Dhaka, 1230, Bangladesh
| | - Farzana Jasmine
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Anuradhani Kasturiratne
- Department of Public Health, Faculty of Medicine, University of Kelaniya, Kelaniya, Sri Lanka
| | - Muhammad Kibriya
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON, Canada
| | - Gauri Prasad
- Academy of Scientific and Innovative Research, CSIR-Institute of Genomics and Integrative Biology Campus, New Delhi, 110020, India
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India
| | - Mohammad Shahriar
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Miao Ling Chee
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - H Janaka de Silva
- Department of Medicine, Faculty of Medicine, University of Kelaniya, Kelaniya, Sri Lanka
| | - James C Engert
- Department of Medicine, McGill University, Montreal, QC, Canada
- Department of Human Genetics, McGill University, Montreal, QC, Canada
| | - Hertzel C Gerstein
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - K Radha Mani
- Genomic Research on Complex diseases, CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
| | - Marijana Vujkovic
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, Pennsylvania, 19104, USA
| | - Ananda R Wickremasinghe
- Department of Public Health, Faculty of Medicine, University of Kelaniya, Kelaniya, Sri Lanka
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | | | - Salim Yusuf
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Habibul Ahsan
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Dwaipayan Bharadwaj
- Academy of Scientific and Innovative Research, CSIR-Institute of Genomics and Integrative Biology Campus, New Delhi, 110020, India
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Jennifer E Below
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, 48109, USA
| | - Donald W Bowden
- Department of Medicine, Mayo Hospital, Lahore, Pakistan
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, 37215, USA
| | - Giriraj R Chandak
- Genomic Research on Complex diseases, CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
- JSS Academy of Health Education of Research, Mysuru, India
- Science and Engineering Research Board, Department of Science and Technology, Ministry of Science and technology, Government of India, New Delhi, India
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Norihiro Kato
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Anubha Mahajan
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
| | - Xueling Sim
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Mark I McCarthy
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
- Oxford NIHR Biomedical Research Centre, Churchill Hosptial, Oxford University Hospitals NHS Foundation Trust, Oxford, OX3 7LE, UK
| | - Andrew P Morris
- Department of Biostatistics, University of Liverpool, Liverpool, L69 3GL, UK
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, Middlesex, UB1 3HW, UK.
- Imperial College Healthcare NHS Trust, Imperial College London, London, W12 0HS, UK.
- MRC-PHE Centre for Enviroment and Health, Imperial College London, London, W2 1PG, UK.
- National Heart and Lung Institute, Imperial College London, London, W12 0NN, UK.
| | - Danish Saleheen
- Center for Non-Communicable Diseases, Karachi, Pakistan.
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, 10032, USA.
- Department of Cardiology, Columbia University Irving Medical Center, New York, NY, 10032, USA.
| | - John C Chambers
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore.
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK.
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, Middlesex, UB1 3HW, UK.
- Imperial College Healthcare NHS Trust, Imperial College London, London, W12 0HS, UK.
- MRC-PHE Centre for Enviroment and Health, Imperial College London, London, W2 1PG, UK.
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Mahajan A, Spracklen CN, Zhang W, Ng MCY, Petty LE, Kitajima H, Yu GZ, Rüeger S, Speidel L, Kim YJ, Horikoshi M, Mercader JM, Taliun D, Moon S, Kwak SH, Robertson NR, Rayner NW, Loh M, Kim BJ, Chiou J, Miguel-Escalada I, Della Briotta Parolo P, Lin K, Bragg F, Preuss MH, Takeuchi F, Nano J, Guo X, Lamri A, Nakatochi M, Scott RA, Lee JJ, Huerta-Chagoya A, Graff M, Chai JF, Parra EJ, Yao J, Bielak LF, Tabara Y, Hai Y, Steinthorsdottir V, Cook JP, Kals M, Grarup N, Schmidt EM, Pan I, Sofer T, Wuttke M, Sarnowski C, Gieger C, Nousome D, Trompet S, Long J, Sun M, Tong L, Chen WM, Ahmad M, Noordam R, Lim VJY, Tam CHT, Joo YY, Chen CH, Raffield LM, Lecoeur C, Prins BP, Nicolas A, Yanek LR, Chen G, Jensen RA, Tajuddin S, Kabagambe EK, An P, Xiang AH, Choi HS, Cade BE, Tan J, Flanagan J, Abaitua F, Adair LS, Adeyemo A, Aguilar-Salinas CA, Akiyama M, Anand SS, Bertoni A, Bian Z, Bork-Jensen J, Brandslund I, Brody JA, Brummett CM, Buchanan TA, Canouil M, Chan JCN, Chang LC, Chee ML, Chen J, Chen SH, Chen YT, Chen Z, Chuang LM, Cushman M, Das SK, de Silva HJ, Dedoussis G, Dimitrov L, Doumatey AP, Du S, Duan Q, Eckardt KU, Emery LS, Evans DS, Evans MK, Fischer K, Floyd JS, Ford I, Fornage M, Franco OH, Frayling TM, Freedman BI, Fuchsberger C, Genter P, Gerstein HC, Giedraitis V, González-Villalpando C, González-Villalpando ME, Goodarzi MO, Gordon-Larsen P, Gorkin D, Gross M, Guo Y, Hackinger S, Han S, Hattersley AT, Herder C, Howard AG, Hsueh W, Huang M, Huang W, Hung YJ, Hwang MY, Hwu CM, Ichihara S, Ikram MA, Ingelsson M, Islam MT, Isono M, Jang HM, Jasmine F, Jiang G, Jonas JB, Jørgensen ME, Jørgensen T, Kamatani Y, Kandeel FR, Kasturiratne A, Katsuya T, Kaur V, Kawaguchi T, Keaton JM, Kho AN, Khor CC, Kibriya MG, Kim DH, Kohara K, Kriebel J, Kronenberg F, Kuusisto J, Läll K, Lange LA, Lee MS, Lee NR, Leong A, Li L, Li Y, Li-Gao R, Ligthart S, Lindgren CM, Linneberg A, Liu CT, Liu J, Locke AE, Louie T, Luan J, Luk AO, Luo X, Lv J, Lyssenko V, Mamakou V, Mani KR, Meitinger T, Metspalu A, Morris AD, Nadkarni GN, Nadler JL, Nalls MA, Nayak U, Nongmaithem SS, Ntalla I, Okada Y, Orozco L, Patel SR, Pereira MA, Peters A, Pirie FJ, Porneala B, Prasad G, Preissl S, Rasmussen-Torvik LJ, Reiner AP, Roden M, Rohde R, Roll K, Sabanayagam C, Sander M, Sandow K, Sattar N, Schönherr S, Schurmann C, Shahriar M, Shi J, Shin DM, Shriner D, Smith JA, So WY, Stančáková A, Stilp AM, Strauch K, Suzuki K, Takahashi A, Taylor KD, Thorand B, Thorleifsson G, Thorsteinsdottir U, Tomlinson B, Torres JM, Tsai FJ, Tuomilehto J, Tusie-Luna T, Udler MS, Valladares-Salgado A, van Dam RM, van Klinken JB, Varma R, Vujkovic M, Wacher-Rodarte N, Wheeler E, Whitsel EA, Wickremasinghe AR, van Dijk KW, Witte DR, Yajnik CS, Yamamoto K, Yamauchi T, Yengo L, Yoon K, Yu C, Yuan JM, Yusuf S, Zhang L, Zheng W, Raffel LJ, Igase M, Ipp E, Redline S, Cho YS, Lind L, Province MA, Hanis CL, Peyser PA, Ingelsson E, Zonderman AB, Psaty BM, Wang YX, Rotimi CN, Becker DM, Matsuda F, Liu Y, Zeggini E, Yokota M, Rich SS, Kooperberg C, Pankow JS, Engert JC, Chen YDI, Froguel P, Wilson JG, Sheu WHH, Kardia SLR, Wu JY, Hayes MG, Ma RCW, Wong TY, Groop L, Mook-Kanamori DO, Chandak GR, Collins FS, Bharadwaj D, Paré G, Sale MM, Ahsan H, Motala AA, Shu XO, Park KS, Jukema JW, Cruz M, McKean-Cowdin R, Grallert H, Cheng CY, Bottinger EP, Dehghan A, Tai ES, Dupuis J, Kato N, Laakso M, Köttgen A, Koh WP, Palmer CNA, Liu S, Abecasis G, Kooner JS, Loos RJF, North KE, Haiman CA, Florez JC, Saleheen D, Hansen T, Pedersen O, Mägi R, Langenberg C, Wareham NJ, Maeda S, Kadowaki T, Lee J, Millwood IY, Walters RG, Stefansson K, Myers SR, Ferrer J, Gaulton KJ, Meigs JB, Mohlke KL, Gloyn AL, Bowden DW, Below JE, Chambers JC, Sim X, Boehnke M, Rotter JI, McCarthy MI, Morris AP. Multi-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation. Nat Genet 2022; 54:560-572. [PMID: 35551307 PMCID: PMC9179018 DOI: 10.1038/s41588-022-01058-3] [Citation(s) in RCA: 183] [Impact Index Per Article: 91.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Accepted: 03/23/2022] [Indexed: 02/02/2023]
Abstract
We assembled an ancestrally diverse collection of genome-wide association studies (GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9% non-European descent) through the Diabetes Meta-Analysis of Trans-Ethnic association studies (DIAMANTE) Consortium. Multi-ancestry GWAS meta-analysis identified 237 loci attaining stringent genome-wide significance (P < 5 × 10-9), which were delineated to 338 distinct association signals. Fine-mapping of these signals was enhanced by the increased sample size and expanded population diversity of the multi-ancestry meta-analysis, which localized 54.4% of T2D associations to a single variant with >50% posterior probability. This improved fine-mapping enabled systematic assessment of candidate causal genes and molecular mechanisms through which T2D associations are mediated, laying the foundations for functional investigations. Multi-ancestry genetic risk scores enhanced transferability of T2D prediction across diverse populations. Our study provides a step toward more effective clinical translation of T2D GWAS to improve global health for all, irrespective of genetic background.
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Affiliation(s)
- Anubha Mahajan
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK.
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
- Genentech, South San Francisco, CA, USA.
| | - Cassandra N Spracklen
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Epidemiology and Biostatistics, University of Massachusetts Amherst, Amherst, MA, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, London, UK
| | - Maggie C Y Ng
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Lauren E Petty
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Hidetoshi Kitajima
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- The Advanced Research Center for Innovations in Next-Generation Medicine (INGEM), Tohoku University, Sendai, Japan
- Department of Integrative Genomics, Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan
- Cancer Center, Tohoku University Hospital, Tohoku University, Sendai, Japan
| | - Grace Z Yu
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Sina Rüeger
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Leo Speidel
- Genetics Institute, University College London, London, UK
- Francis Crick Institute, London, UK
| | - Young Jin Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Momoko Horikoshi
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Josep M Mercader
- Programs in Metabolism and Medical & Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Daniel Taliun
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Sanghoon Moon
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Soo-Heon Kwak
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Neil R Robertson
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Nigel W Rayner
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Marie Loh
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Translational Laboratory in Genetic Medicine (TLGM), Agency for Science, Technology and Research (A*STAR) and National University of Singapore (NUS), Singapore, Singapore
| | - Bong-Jo Kim
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Joshua Chiou
- Biomedical Sciences Graduate Studies Program, University of California San Diego, La Jolla, CA, USA
- Internal Medicine Research Unit, Pfizer Worldwide Research, Cambridge, MA, USA
| | - Irene Miguel-Escalada
- Regulatory Genomics and Diabetes, Centre for Genomic Regulation, the Barcelona Institute of Science and Technology, Barcelona, Spain
- Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas asociadas (CIBERDEM), Madrid, Spain
| | | | - Kuang Lin
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Fiona Bragg
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Michael H Preuss
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Fumihiko Takeuchi
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Jana Nano
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Amel Lamri
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
| | - Masahiro Nakatochi
- Public Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Robert A Scott
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Jung-Jin Lee
- Division of Translational Medicine and Human Genetics, University of Pennsylvania, Philadelphia, PA, USA
| | - Alicia Huerta-Chagoya
- Consejo Nacional de Ciencia y Tecnología (CONACYT), Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
- Departamento de Medicina Genómica y Toxicologí, a AmbientalInstituto de Investigaciones Biomédicas, UNAM, Ciudad de Mexico, Mexico, Mexico
| | - Mariaelisa Graff
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jin-Fang Chai
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Esteban J Parra
- Department of Anthropology, University of Toronto at Mississauga, Mississauga, Ontario, Canada
| | - Jie Yao
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Lawrence F Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Yasuharu Tabara
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yang Hai
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | | | - James P Cook
- Department of Health Data Science, University of Liverpool, Liverpool, UK
| | - Mart Kals
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ellen M Schmidt
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Ian Pan
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
| | - Tamar Sofer
- Department of Biostatistics, Harvard University, Boston, MA, USA
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard University, Boston, MA, USA
| | - Matthias Wuttke
- Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Chloe Sarnowski
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Epidemiology, Human Genetics, and Environmental Sciences, the University of Texas Health Science Center at Houston, School of Public Health, Houston, TX, USA
| | - Christian Gieger
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Darryl Nousome
- Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, the Netherlands
| | - Jirong Long
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Meng Sun
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Lin Tong
- Institute for Population and Precision Health, the University of Chicago, Chicago, IL, USA
| | - Wei-Min Chen
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Meraj Ahmad
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Raymond Noordam
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, the Netherlands
| | - Victor J Y Lim
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Claudia H T Tam
- Department of Medicine and Therapeutics, the Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, the Chinese University of Hong Kong, Hong Kong, China
| | - Yoonjung Yoonie Joo
- Division of Endocrinology, Metabolism, and Molecular Medicine, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Health and Biomedical Informatics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Institute of Data Science, Korea University, Seoul, South Korea
| | - Chien-Hsiun Chen
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Laura M Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Cécile Lecoeur
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes, Institut Pasteur de Lille, Lille, France
- University of Lille, Lille University Hospital, Lille, France
| | - Bram Peter Prins
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Aude Nicolas
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Lisa R Yanek
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Guanjie Chen
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Richard A Jensen
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Salman Tajuddin
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Edmond K Kabagambe
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
- Division of Academics, Ochsner Health, New Orleans, LA, USA
| | - Ping An
- Division of Statistical Genomics, Washington University School of Medicine, St Louis, MO, USA
| | - Anny H Xiang
- Department of Research and Evaluation, Division of Biostatistics Research, Kaiser Permanente of Southern California, Pasadena, CA, USA
| | - Hyeok Sun Choi
- Department of Biomedical Science, Hallym University, Chuncheon, South Korea
| | - Brian E Cade
- Harvard Medical School, Boston, MA, USA
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
| | - Jingyi Tan
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Jack Flanagan
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Department of Health Data Science, University of Liverpool, Liverpool, UK
| | - Fernando Abaitua
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Vertex Pharmaceuticals Ltd, Oxford, UK
| | - Linda S Adair
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Adebowale Adeyemo
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Carlos A Aguilar-Salinas
- Unidad de Investigación en Enfermedades Metabólicas and Departamento de Endocrinología y Metabolismo, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Masato Akiyama
- Laboratory for Statistical and Translational Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Department of Ocular Pathology and Imaging Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Alain Bertoni
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Zheng Bian
- Chinese Academy of Medical Sciences, Beijing, China
| | - Jette Bork-Jensen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ivan Brandslund
- Institute of Regional Health Research, University of Southern Denmark, Odense, Denmark
- Department of Clinical Biochemistry, Vejle Hospital, Vejle, Denmark
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Chad M Brummett
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Thomas A Buchanan
- Department of Medicine, Division of Endocrinology and Diabetes, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Mickaël Canouil
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes, Institut Pasteur de Lille, Lille, France
- University of Lille, Lille University Hospital, Lille, France
| | - Juliana C N Chan
- Department of Medicine and Therapeutics, the Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, the Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, the Chinese University of Hong Kong, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, the Chinese University of Hong Kong, Hong Kong, China
| | - Li-Ching Chang
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Miao-Li Chee
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Ji Chen
- Wellcome Sanger Institute, Hinxton, UK
- Exeter Centre of Excellence in Diabetes (ExCEeD), Exeter Medical School, University of Exeter, Exeter, UK
| | - Shyh-Huei Chen
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Yuan-Tsong Chen
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Zhengming Chen
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Lee-Ming Chuang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan
| | - Mary Cushman
- Department of Medicine, University of Vermont, Colchester, VT, USA
| | - Swapan K Das
- Section on Endocrinology and Metabolism, Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - H Janaka de Silva
- Department of Medicine, Faculty of Medicine, University of Kelaniya, Ragama, Sri Lanka
| | - George Dedoussis
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens, Greece
| | - Latchezar Dimitrov
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Ayo P Doumatey
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Shufa Du
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Qing Duan
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kai-Uwe Eckardt
- Department of Nephrology and Medical Intensive Care Medicine, Charité Universitätsmedizin Berlin, Berlin, Germany
- Department of Nephrology and Hypertension, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Leslie S Emery
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Daniel S Evans
- California Pacific Medical Center Research Institute, San Francisco, CA, USA
| | - Michele K Evans
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Krista Fischer
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - James S Floyd
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, UK
| | - Myriam Fornage
- Institute of Molecular Medicine, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Oscar H Franco
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Timothy M Frayling
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Barry I Freedman
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Christian Fuchsberger
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Pauline Genter
- Department of Medicine, Division of Endocrinology and Metabolism, Lundquist Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Hertzel C Gerstein
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Clicerio González-Villalpando
- Centro de Estudios en Diabetes, Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Mexico City, Mexico
| | - Maria Elena González-Villalpando
- Centro de Estudios en Diabetes, Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Mexico City, Mexico
| | - Mark O Goodarzi
- Department of Medicine, Division of Endocrinology, Diabetes and Metabolism, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Penny Gordon-Larsen
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - David Gorkin
- Center for Epigenomics, University of California San Diego, La Jolla, CA, USA
| | - Myron Gross
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Yu Guo
- Chinese Academy of Medical Sciences, Beijing, China
| | - Sophie Hackinger
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Sohee Han
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | | | - Christian Herder
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Annie-Green Howard
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Willa Hsueh
- Department of Internal Medicine, Diabetes and Metabolism Research Center, the Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Mengna Huang
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
- Center for Global Cardiometabolic Health, Brown University, Providence, RI, USA
| | - Wei Huang
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Chinese National Human Genome Center at Shanghai (CHGC) and Shanghai Institute for Biomedical and Pharmaceutical Technologies (SIBPT), Shanghai, China
| | - Yi-Jen Hung
- Division of Endocrine and Metabolism, Tri-Service General Hospital Songshan Branch, Taipei, Taiwan
- School of Medicine, National Defense Medical Center, Taipei, Taiwan
| | - Mi Yeong Hwang
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Chii-Min Hwu
- Section of Endocrinology and Metabolism, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Sahoko Ichihara
- Department of Environmental and Preventive Medicine, Jichi Medical University School of Medicine, Shimotsuke, Japan
| | - Mohammad Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Martin Ingelsson
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | | | - Masato Isono
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Hye-Mi Jang
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Farzana Jasmine
- Institute for Population and Precision Health, the University of Chicago, Chicago, IL, USA
| | - Guozhi Jiang
- Department of Medicine and Therapeutics, the Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, the Chinese University of Hong Kong, Hong Kong, China
| | - Jost B Jonas
- Institute of Molecular and Clinical Ophthalmology Basel, Basel, Switzerland
| | - Marit E Jørgensen
- Steno Diabetes Center Copenhagen, Gentofte, Denmark
- National Institute of Public Health, Southern Denmark University, Copenhagen, Denmark
| | - Torben Jørgensen
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Frederiksberg, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Medicine, Aalborg University, Aalborg, Denmark
| | - Yoichiro Kamatani
- Laboratory for Statistical and Translational Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Laboratory of Complex Trait Genomics, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, the University of Tokyo, Tokyo, Japan
| | - Fouad R Kandeel
- Department of Clinical Diabetes, Endocrinology & Metabolism, Department of Translational Research and Cellular Therapeutics, City of Hope, Duarte, CA, USA
| | | | - Tomohiro Katsuya
- Department of Clinical Gene Therapy, Osaka University Graduate School of Medicine, Osaka, Japan
- Department of Geriatric and General Medicine, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Varinderpal Kaur
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Takahisa Kawaguchi
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Jacob M Keaton
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Abel N Kho
- Division of General Internal Medicine and Geriatrics, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Health Information Partnerships, Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Chiea-Chuen Khor
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
| | - Muhammad G Kibriya
- Institute for Population and Precision Health, the University of Chicago, Chicago, IL, USA
| | - Duk-Hwan Kim
- Department of Molecular Cell Biology, Sungkyunkwan University School of Medicine, Suwon, South Korea
| | - Katsuhiko Kohara
- Department of Regional Resource Management, Ehime University Faculty of Collaborative Regional Innovation, Ehime, Japan
- Ibusuki Kozenkai Hospital, Ibusuki, Japan
| | - Jennifer Kriebel
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Florian Kronenberg
- Institute of Genetic Epidemiology, Department of Genetics and Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
| | - Johanna Kuusisto
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Kristi Läll
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Institute of Mathematics and Statistics, University of Tartu, Tartu, Estonia
| | - Leslie A Lange
- Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Myung-Shik Lee
- Severance Biomedical Science Institute and Department of Internal Medicine, Yonsei University College of Medicine, Seoul, South Korea
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Nanette R Lee
- USC-Office of Population Studies Foundation, Inc., University of San Carlos, Cebu City, Philippines
| | - Aaron Leong
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Liming Li
- Department of Epidemiology and Biostatistics, Peking University Health Science Centre, Peking University, Beijing, China
| | - Yun Li
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Symen Ligthart
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Cecilia M Lindgren
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Program in Medical & Population Genetics, Broad Institute, Cambridge, MA, USA
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Frederiksberg, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ching-Ti Liu
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Jianjun Liu
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Adam E Locke
- McDonnell Genome Institute, Washington University School of Medicine, St Louis, MO, USA
- Department of Medicine, Division of Genomics and Bioinformatics, Washington University School of Medicine, St Louis, MO, USA
- Regeneron Genetics Center, Tarrytown, NY, USA
| | - Tin Louie
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Andrea O Luk
- Department of Medicine and Therapeutics, the Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, the Chinese University of Hong Kong, Hong Kong, China
| | - Xi Luo
- Department of Biostatistics and Data Science, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Jun Lv
- Department of Epidemiology and Biostatistics, Peking University Health Science Centre, Peking University, Beijing, China
| | - Valeriya Lyssenko
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden
- Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway
| | - Vasiliki Mamakou
- Dromokaiteio Psychiatric Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - K Radha Mani
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technical University of Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
| | - Andres Metspalu
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Andrew D Morris
- The Usher Institute to the Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Girish N Nadkarni
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Digital Health Center, Digital Engineering Faculty of Hasso Plattner Institue and University Potsdam, Potsdam, Germany
- The Division of Data Driven and Digital Medicine (D3M), Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jerry L Nadler
- Department of Medicine and Pharmacology, New York Medical College, Valhalla, NY, USA
| | - Michael A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
- Data Tecnica International LLC, Glen Echo, MD, USA
- Center for Alzheimer's and Related Dementias, National Institutes of Health, Baltimore, MD, USA
| | - Uma Nayak
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Suraj S Nongmaithem
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Ioanna Ntalla
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Osaka, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Osaka, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Lorena Orozco
- Instituto Nacional de Medicina Genómica, Mexico City, Mexico
| | - Sanjay R Patel
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Mark A Pereira
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Annette Peters
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Munich, Germany
| | - Fraser J Pirie
- Department of Diabetes and Endocrinology, Nelson R. Mandela School of Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Bianca Porneala
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Gauri Prasad
- Academy of Scientific and Innovative Research, CSIR-Human Resource Development Centre Campus, Ghaziabad, India
- Genomics and Molecular Medicine Unit, CSIR-Institute of Genomics and Integrative Biology, New Delhi, India
| | - Sebastian Preissl
- Center for Epigenomics, University of California San Diego, La Jolla, CA, USA
| | - Laura J Rasmussen-Torvik
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Michael Roden
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Rebecca Rohde
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kathryn Roll
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Maike Sander
- Department of Pediatrics, Pediatric Diabetes Research Center, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Kevin Sandow
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Sebastian Schönherr
- Institute of Genetic Epidemiology, Department of Genetics and Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
| | - Claudia Schurmann
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Digital Health Center, Digital Engineering Faculty of Hasso Plattner Institue and University Potsdam, Potsdam, Germany
- Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mohammad Shahriar
- Institute for Population and Precision Health, the University of Chicago, Chicago, IL, USA
- Institute for Population and Precision Health (IPPH), Biological Sciences Division, the University of Chicago, Chicago, IL, USA
| | - Jinxiu Shi
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Chinese National Human Genome Center at Shanghai (CHGC) and Shanghai Institute for Biomedical and Pharmaceutical Technologies (SIBPT), Shanghai, China
| | - Dong Mun Shin
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Daniel Shriner
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Wing Yee So
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Department of Medicine and Therapeutics, the Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, the Chinese University of Hong Kong, Hong Kong, China
| | - Alena Stančáková
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Adrienne M Stilp
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Konstantin Strauch
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Chair of Genetic Epidemiology, IBE, Faculty of Medicine, LMU Munich, Munich, Germany
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center, Johannes Gutenberg University, Mainz, Germany
| | - Ken Suzuki
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Laboratory for Statistical and Translational Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Osaka, Japan
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Atsushi Takahashi
- Laboratory for Statistical and Translational Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Department of Genomic Medicine, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Kent D Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Barbara Thorand
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | | | - Unnur Thorsteinsdottir
- deCODE Genetics, Amgen Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Reykjavik, Reykjavik, Iceland
| | - Brian Tomlinson
- Department of Medicine and Therapeutics, the Chinese University of Hong Kong, Hong Kong, China
- Faculty of Medicine, Macau University of Science and Technology, Macau, China
| | - Jason M Torres
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Fuu-Jen Tsai
- Department of Medical Genetics and Medical Research, China Medical University Hospital, Taichung, Taiwan
| | - Jaakko Tuomilehto
- Department of Health, Finnish Institute for Health and Welfare, Helsinki, Finland
- National School of Public Health, Madrid, Spain
- Department of Neuroscience and Preventive Medicine, Danube University Krems, Krems, Austria
- Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Teresa Tusie-Luna
- Unidad de Biología Molecular y Medicina Genómica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
- Departamento de Medicina Genómica y Toxiología, Ambiental Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico
| | - Miriam S Udler
- Programs in Metabolism and Medical & Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Adan Valladares-Salgado
- Unidad de Investigacion Medica en Bioquimica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, IMSS, Mexico City, Mexico
| | - Rob M van Dam
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Jan B van Klinken
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Center, Leiden, the Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
- Department of Clinical Chemistry, Laboratory of Genetic Metabolic Disease, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Rohit Varma
- Southern California Eye Institute, CHA Hollywood Presbyterian Medical Center, Los Angeles, CA, USA
| | - Marijana Vujkovic
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Niels Wacher-Rodarte
- Unidad de Investigación Médica en Epidemiologia Clinica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, IMSS, Mexico City, Mexico
| | - Eleanor Wheeler
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Eric A Whitsel
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Medicine, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Ko Willems van Dijk
- Einthoven Laboratory for Experimental Vascular Medicine, Leiden University Medical Center, Leiden, the Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
- Department of Internal Medicine, Division of Endocrinology, Leiden University Medical Center, Leiden, the Netherlands
| | - Daniel R Witte
- Department of Public Health, Aarhus University, Aarhus, Denmark
- Danish Diabetes Academy, Odense, Denmark
| | - Chittaranjan S Yajnik
- Diabetology Research Centre, King Edward Memorial Hospital and Research Centre, Pune, India
| | - Ken Yamamoto
- Department of Medical Biochemistry, Kurume University School of Medicine, Kurume, Japan
| | - Toshimasa Yamauchi
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Loïc Yengo
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Kyungheon Yoon
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Canqing Yu
- Department of Epidemiology and Biostatistics, Peking University Health Science Centre, Peking University, Beijing, China
| | - Jian-Min Yuan
- Division of Cancer Control and Population Sciences, UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Salim Yusuf
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Liang Zhang
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Leslie J Raffel
- Department of Pediatrics, Division of Genetic and Genomic Medicine, UCI Irvine School of Medicine, Irvine, CA, USA
| | - Michiya Igase
- Department of Anti-Aging Medicine, Ehime University Graduate School of Medicine, Ehime, Japan
| | - Eli Ipp
- Department of Medicine, Division of Endocrinology and Metabolism, Lundquist Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Susan Redline
- Harvard Medical School, Boston, MA, USA
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
- Division of Pulmonary, Critical Care, and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Yoon Shin Cho
- Department of Biomedical Science, Hallym University, Chuncheon, South Korea
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Michael A Province
- Division of Statistical Genomics, Washington University School of Medicine, St Louis, MO, USA
| | - Craig L Hanis
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Patricia A Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Erik Ingelsson
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Alan B Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
| | - Ya-Xing Wang
- Beijing Institute of Ophthalmology, Ophthalmology and Visual Sciences Key Laboratory, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Charles N Rotimi
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Diane M Becker
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Medicine, Division of Cardiology, Duke University School of Medicine, Durham, NC, USA
| | - Eleftheria Zeggini
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK
- Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Technical University of Munich (TUM) and Klinikum Rechts der Isar, TUM School of Medicine, Munich, Germany
| | | | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | | | - James S Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - James C Engert
- Department of Medicine, McGill University, Montreal, Quebec, Canada
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
| | - Yii-Der Ida Chen
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Philippe Froguel
- Inserm U1283, CNRS UMR 8199, European Genomic Institute for Diabetes, Institut Pasteur de Lille, Lille, France
- University of Lille, Lille University Hospital, Lille, France
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, London, UK
| | - James G Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS, USA
| | - Wayne H H Sheu
- School of Medicine, National Defense Medical Center, Taipei, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Endocrinology and Metabolism, Department of Medicine, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Jer-Yuarn Wu
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - M Geoffrey Hayes
- Division of Endocrinology, Metabolism, and Molecular Medicine, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Anthropology, Northwestern University, Evanston, IL, USA
| | - Ronald C W Ma
- Department of Medicine and Therapeutics, the Chinese University of Hong Kong, Hong Kong, China
- Chinese University of Hong Kong-Shanghai Jiao Tong University Joint Research Centre in Diabetes Genomics and Precision Medicine, the Chinese University of Hong Kong, Hong Kong, China
- Hong Kong Institute of Diabetes and Obesity, the Chinese University of Hong Kong, Hong Kong, China
- Li Ka Shing Institute of Health Sciences, the Chinese University of Hong Kong, Hong Kong, China
| | - Tien-Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Leif Groop
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden
| | - Dennis O Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Giriraj R Chandak
- Genomic Research on Complex Diseases (GRC-Group), CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Francis S Collins
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Dwaipayan Bharadwaj
- Academy of Scientific and Innovative Research, CSIR-Human Resource Development Centre Campus, Ghaziabad, India
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, India
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Ontario, Canada
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Michèle M Sale
- Department of Public Health Sciences and Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Habibul Ahsan
- Institute for Population and Precision Health, the University of Chicago, Chicago, IL, USA
| | - Ayesha A Motala
- Department of Diabetes and Endocrinology, Nelson R. Mandela School of Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Kyong-Soo Park
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, South Korea
- Department of Molecular Medicine and Biopharmaceutical Sciences, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, South Korea
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands
- Netherlands Heart Institute, Utrecht, the Netherlands
| | - Miguel Cruz
- Unidad de Investigacion Medica en Bioquimica, Hospital de Especialidades, Centro Medico Nacional Siglo XXI, IMSS, Mexico City, Mexico
| | - Roberta McKean-Cowdin
- Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Harald Grallert
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
| | - Erwin P Bottinger
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Digital Health Center, Digital Engineering Faculty of Hasso Plattner Institue and University Potsdam, Potsdam, Germany
- Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
| | - E-Shyong Tai
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Josée Dupuis
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Norihiro Kato
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Markku Laakso
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Anna Köttgen
- Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Woon-Puay Koh
- Singapore Institute for Clinical Sciences, Agency for Science Technology and Research (A*STAR), Singapore, Singapore
- Healthy Longevity Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Colin N A Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, University of Dundee, Dundee, UK
| | - Simin Liu
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
- Center for Global Cardiometabolic Health, Brown University, Providence, RI, USA
- Department of Medicine, Brown University Alpert School of Medicine, Providence, RI, USA
| | - Goncalo Abecasis
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, London, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Mindich Child Health and Development Institute, Ichan School of Medicine at Mount Sinai, New York, NY, USA
| | - Kari E North
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Christopher A Haiman
- Department of Population and Public Health Sciences, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Jose C Florez
- Programs in Metabolism and Medical & Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Diabetes Unit and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Danish Saleheen
- Division of Translational Medicine and Human Genetics, University of Pennsylvania, Philadelphia, PA, USA
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, PA, USA
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Reedik Mägi
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, UK
- Computational Medicine, Berlin Institute of Health at Charité Universitätsmedizin, Berlin, Germany
| | - Nicholas J Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Shiro Maeda
- Laboratory for Genomics of Diabetes and Metabolism, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Department of Advanced Genomic and Laboratory Medicine, Graduate School of Medicine, University of the Ryukyus, Okinawa, Japan
- Division of Clinical Laboratory and Blood Transfusion, University of the Ryukyus Hospital, Okinawa, Japan
| | - Takashi Kadowaki
- Department of Diabetes and Metabolic Diseases, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
- Toranomon Hospital, Tokyo, Japan
| | - Juyoung Lee
- Division of Genome Science, Department of Precision Medicine, National Institute of Health, Cheongju-si, Republic of Korea
| | - Iona Y Millwood
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Robin G Walters
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK
| | - Kari Stefansson
- deCODE Genetics, Amgen Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Reykjavik, Reykjavik, Iceland
| | - Simon R Myers
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Department of Statistics, University of Oxford, Oxford, UK
| | - Jorge Ferrer
- Regulatory Genomics and Diabetes, Centre for Genomic Regulation, the Barcelona Institute of Science and Technology, Barcelona, Spain
- Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas asociadas (CIBERDEM), Madrid, Spain
- Section of Genetics and Genomics, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Kyle J Gaulton
- Department of Pediatrics, Pediatric Diabetes Research Center, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - James B Meigs
- Programs in Metabolism and Medical & Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Anna L Gloyn
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford NIHR Biomedical Research Centre, Churchill Hospital, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- Division of Endocrinology, Department of Pediatrics, Stanford School of Medicine, Stanford University, Stanford, CA, USA
| | - Donald W Bowden
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Jennifer E Below
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - John C Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, UK
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, London, UK
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- MRC-PHE Centre for Environment and Health, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
| | - Xueling Sim
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, the Lundquist Institute for Biomedical Innovation (formerly Los Angeles Biomedical Research Institute) at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Mark I McCarthy
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK.
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
- Oxford NIHR Biomedical Research Centre, Churchill Hospital, Oxford University Hospitals NHS Foundation Trust, Oxford, UK.
- Genentech, South San Francisco, CA, USA.
| | - Andrew P Morris
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
- Department of Health Data Science, University of Liverpool, Liverpool, UK.
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia.
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Division of Musculoskeletal and Dermatological Sciences, University of Manchester, Manchester, UK.
- NIHR Manchester Biomedical Research Centre, Manchester University NHS Foundation Trust, Manchester, UK.
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Abramson BL, Al-Omran M, Anand SS, Albalawi Z, Coutinho T, de Mestral C, Dubois L, Gill HL, Greco E, Guzman R, Herman C, Hussain MA, Huckell VF, Jetty P, Kaplovitch E, Karlstedt E, Kayssi A, Lindsay T, Mancini GBJ, McClure G, McMurtry MS, Mir H, Nagpal S, Nault P, Nguyen T, Petrasek P, Rannelli L, Roberts DJ, Roussin A, Saw J, Srivaratharajah K, Stone J, Szalay D, Wan D, Cox H, Verma S, Virani S. Canadian Cardiovascular Society 2022 Guidelines for Peripheral Arterial Disease. Can J Cardiol 2022; 38:560-587. [PMID: 35537813 DOI: 10.1016/j.cjca.2022.02.029] [Citation(s) in RCA: 32] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 02/22/2022] [Accepted: 02/22/2022] [Indexed: 12/24/2022] Open
Abstract
Patients with widespread atherosclerosis such as peripheral artery disease (PAD) have a high risk of cardiovascular and limb symptoms and complications, which affects their quality of life and longevity. Over the past 2 decades there have been substantial advances in diagnostics, pharmacotherapy, and interventions including endovascular and open surgical to aid in the management of PAD patients. To summarize the evidence regarding approaches to diagnosis, risk stratification, medical and intervention treatments for patients with PAD, guided by the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) framework, evidence was synthesized, and assessed for quality, and recommendations provided-categorized as weak or strong for each prespecified research question. Fifty-six recommendations were made, with 27% (15/56) graded as strong recommendations with high-quality evidence, 14% (8/56) were designated as strong recommendations with moderate-quality evidence, and 20% (11/56) were strong recommendations with low quality of evidence. Conversely 39% (22/56) were classified as weak recommendations. For PAD patients, strong recommendations on the basis of high-quality evidence, include smoking cessation interventions, structured exercise programs for claudication, lipid-modifying therapy, antithrombotic therapy with a single antiplatelet agent or dual pathway inhibition with low-dose rivaroxaban and aspirin; treatment of hypertension with an angiotensin converting enzyme or angiotensin receptor blocker; and for those with diabetes, a sodium-glucose cotransporter 2 inhibitor should be considered. Furthermore, autogenous grafts are more effective than prosthetic grafts for surgical bypasses for claudication or chronic limb-threatening ischemia involving the popliteal or distal arteries. Other recommendations indicated that new endovascular techniques and hybrid procedures be considered in patients with favourable anatomy and patient factors, and finally, the evidence for perioperative risk stratification for PAD patients who undergo surgery remains weak.
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Affiliation(s)
- Beth L Abramson
- St Michael's Hospital, University of Toronto, Toronto, Ontario, Canada.
| | - Mohammed Al-Omran
- St Michael's Hospital, University of Toronto, Toronto, Ontario, Canada.
| | | | | | - Thais Coutinho
- Canadian Women's Heart Health Centre, University of Ottawa Heart Institute, Ottawa, Ontario, Canada
| | | | - Luc Dubois
- LHSC and Western University, London, Ontario, Canada
| | | | - Elisa Greco
- St Michael's Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Randolph Guzman
- St Boniface Hospital, University of Manitoba, Winnipeg, Manitoba, Canada
| | | | - Mohamad A Hussain
- Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Victor F Huckell
- University of British Columbia, Vancouver, British Columbia, Canada
| | - Prasad Jetty
- Ottawa Hospital, University of Ottawa, Ottawa, Ontario, Canada
| | - Eric Kaplovitch
- University Health Network/Sinai Health System, University of Toronto, Toronto, Ontario, Canada
| | - Erin Karlstedt
- Libin Cardiovascular Institute, University of Calgary, Calgary, Alberta, Canada
| | | | - Thomas Lindsay
- Peter Munk Cardiac Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - G B John Mancini
- University of British Columbia, Vancouver, British Columbia, Canada
| | | | | | - Hassan Mir
- University of Ottawa Heart Institute, University of Ottawa, Ottawa, Ontario, Canada
| | - Sudhir Nagpal
- Ottawa Hospital, University of Ottawa, Ottawa, Ontario, Canada
| | - Patrice Nault
- McGill University, Campus Outaouais, Gatineau, Quebec, Canada, Alberta, Canada
| | - Thang Nguyen
- St Boniface Hospital, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Paul Petrasek
- Cumming School of Medicine, University of Calgary, Peter Lougheed Hospital, Alberta Health Services, Calgary, Alberta, Canada
| | | | - Derek J Roberts
- University of Ottawa, The Ottawa Hospital, and The Ottawa Hospital Research Institute, Ottawa, Ontario, Canada
| | | | - Jacqueline Saw
- Vancouver General Hospital, University of British Columbia, Vancouver, British Columbia, Canada
| | | | - James Stone
- University of Calgary, Calgary, Alberta, Canada
| | | | - Darryl Wan
- McMaster University, Hamilton, Ontario, Canada
| | - Heather Cox
- Peterborough Regional Hospital, Peterborough, Ontario, Canada
| | - Subodh Verma
- St Michael's Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Sean Virani
- University of British Columbia, Vancouver, British Columbia, Canada
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45
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Wahi G, Wilson J, Burning M, George S, Hill P, Homer J, Jacobs L, Lickers A, Smoke S, Davis AD, Desai D, Jack SM, Williams N, de Souza RJ, Anand SS. Impact of Maternal Health Behaviours and Social Conditions on Infant Diet at Age 1-Year: Results from a Prospective Indigenous Birth Cohort in Ontario, Canada. Nutrients 2022; 14:nu14091736. [PMID: 35565704 PMCID: PMC9102994 DOI: 10.3390/nu14091736] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 04/06/2022] [Accepted: 04/14/2022] [Indexed: 11/20/2022] Open
Abstract
Background: Understanding the impact of maternal health behaviours and social conditions on childhood nutrition is important to inform strategies to promote health during childhood. Objective: To describe how maternal health sociodemographic factors (e.g., socioeconomic status, education), health behaviours (e.g., diet), and traditional health care use during pregnancy impact infant diet at age 1-year. Methods: Data were collected from the Indigenous Birth Cohort (ABC) study, a prospective birth cohort formed in partnership with an Indigenous community-based Birthing Centre in southwestern Ontario, Canada. 110 mother-infant dyads are included in the study and were enrolled between 2012 and 2017. Multiple linear regression analyses were performed to understand factors associated with infant diet scores at age 1-year, with a higher score indicating a diet with more healthy foods. Results: The mean age of women enrolled during pregnancy was 27.3 (5.9) years. Eighty percent of mothers had low or moderate social disadvantage, 47.3% completed more than high school education, and 70% were cared for by a midwife during their pregnancy. The pre-pregnancy body mass index (BMI) was <25 in 34.5% of women, 15.5% of mothers smoked during pregnancy, and 14.5% of mothers had gestational diabetes. Being cared for by an Indigenous midwife was associated with a 0.9-point higher infant diet score (p = 0.001) at age 1-year, and lower maternal social disadvantage was associated with a 0.17-point higher infant diet quality score (p = 0.04). Conclusion: This study highlights the positive impact of health care provision by Indigenous midwives and confirms that higher maternal social advantage has a positive impact on child nutrition.
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Affiliation(s)
- Gita Wahi
- Department of Pediatrics, McMaster University, Hamilton, ON L8S 4K1, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON L8S 4L8, Canada; (S.M.J.); (R.J.d.S.); (S.S.A.)
- Correspondence:
| | - Julie Wilson
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Melanie Burning
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Stephanie George
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Phyllis Hill
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Janet Homer
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Laurie Jacobs
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Ashley Lickers
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Sharon Smoke
- Six Nations Birthing Centre, Six Nations of the Grand River, Ohsweken, ON N0A 1M0, Canada; (J.W.); (M.B.); (S.G.); (P.H.); (J.H.); (L.J.); (A.L.); (S.S.)
| | - Albertha D. Davis
- Six Nations Health Services, Six Nations of the Grant River, Ohsweken, ON N0A 1M0, Canada;
| | - Dipika Desai
- Population Health Research Institute, Hamilton, ON L8L 2X2, Canada;
| | - Susan M. Jack
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON L8S 4L8, Canada; (S.M.J.); (R.J.d.S.); (S.S.A.)
- School of Nursing, McMaster University, Hamilton, ON L8S 4L8, Canada
| | - Natalie Williams
- Chanchlani Research Centre, Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada;
| | - Russell J. de Souza
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON L8S 4L8, Canada; (S.M.J.); (R.J.d.S.); (S.S.A.)
- Population Health Research Institute, Hamilton, ON L8L 2X2, Canada;
| | - Sonia S. Anand
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON L8S 4L8, Canada; (S.M.J.); (R.J.d.S.); (S.S.A.)
- Population Health Research Institute, Hamilton, ON L8L 2X2, Canada;
- Chanchlani Research Centre, Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada;
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Loh M, Zhang W, Ng HK, Schmid K, Lamri A, Tong L, Ahmad M, Lee JJ, Ng MCY, Petty LE, Spracklen CN, Takeuchi F, Islam MT, Jasmine F, Kasturiratne A, Kibriya M, Mohlke KL, Paré G, Prasad G, Shahriar M, Chee ML, de Silva HJ, Engert JC, Gerstein HC, Mani KR, Sabanayagam C, Vujkovic M, Wickremasinghe AR, Wong TY, Yajnik CS, Yusuf S, Ahsan H, Bharadwaj D, Anand SS, Below JE, Boehnke M, Bowden DW, Chandak GR, Cheng CY, Kato N, Mahajan A, Sim X, McCarthy MI, Morris AP, Kooner JS, Saleheen D, Chambers JC. Identification of genetic effects underlying type 2 diabetes in South Asian and European populations. Commun Biol 2022; 5:329. [PMID: 35393509 PMCID: PMC8991226 DOI: 10.1038/s42003-022-03248-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Accepted: 03/08/2022] [Indexed: 02/08/2023] Open
Abstract
South Asians are at high risk of developing type 2 diabetes (T2D). We carried out a genome-wide association meta-analysis with South Asian T2D cases (n = 16,677) and controls (n = 33,856), followed by combined analyses with Europeans (neff = 231,420). We identify 21 novel genetic loci for significant association with T2D (P = 4.7 × 10-8 to 5.2 × 10-12), to the best of our knowledge at the point of analysis. The loci are enriched for regulatory features, including DNA methylation and gene expression in relevant tissues, and highlight CHMP4B, PDHB, LRIG1 and other genes linked to adiposity and glucose metabolism. A polygenic risk score based on South Asian-derived summary statistics shows ~4-fold higher risk for T2D between the top and bottom quartile. Our results provide further insights into the genetic mechanisms underlying T2D, and highlight the opportunities for discovery from joint analysis of data from across ancestral populations.
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Affiliation(s)
- Marie Loh
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, Middlesex, UB1 3HW, UK
| | - Hong Kiat Ng
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
| | - Katharina Schmid
- Institute of Computational Biology, Deutsches Forschungszentrum für Gesundheit und Umwelt, Helmholtz Zentrum München, 85764, Neuherberg, Germany
- Department of Informatics, Technical University of Munich, 85748, Garching bei München, Neuherberg, Germany
| | - Amel Lamri
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
| | - Lin Tong
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Meraj Ahmad
- Genomic Research on Complex diseases, CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Jung-Jin Lee
- Translational Medicine and Human Genetics, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Medicine, Mayo Hospital, Lahore, Pakistan
| | - Maggie C Y Ng
- Center for Genomics and Personalized Medicine Research, Center for Diabetes Research, Wake Forest School of Medicine, Winston-Salem, NC, 37215, USA
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Lauren E Petty
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Cassandra N Spracklen
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
- Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA, 01003, USA
| | - Fumihiko Takeuchi
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Md Tariqul Islam
- U Chicago Research Bangladesh, House#4, Road#2b, Sector#4, Uttara, Dhaka, 1230, Bangladesh
| | - Farzana Jasmine
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Anuradhani Kasturiratne
- Department of Public Health, Faculty of Medicine, University of Kelaniya, Kelaniya, Sri Lanka
| | - Muhammad Kibriya
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Guillaume Paré
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON, Canada
| | - Gauri Prasad
- Academy of Scientific and Innovative Research, CSIR-Institute of Genomics and Integrative Biology Campus, New Delhi, 110020, India
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India
| | - Mohammad Shahriar
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Miao Ling Chee
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - H Janaka de Silva
- Department of Medicine, Faculty of Medicine, University of Kelaniya, Kelaniya, Sri Lanka
| | - James C Engert
- Department of Medicine, McGill University, Montreal, QC, Canada
- Department of Human Genetics, McGill University, Montreal, QC, Canada
| | - Hertzel C Gerstein
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - K Radha Mani
- Genomic Research on Complex diseases, CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
| | - Marijana Vujkovic
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, Pennsylvania, 19104, USA
| | - Ananda R Wickremasinghe
- Department of Public Health, Faculty of Medicine, University of Kelaniya, Kelaniya, Sri Lanka
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | | | - Salim Yusuf
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Habibul Ahsan
- The University of Chicago, Biological Sciences Division, Public Health Sciences, 5841 South Maryland Avenue, MC2000, Chicago, IL, 60637, USA
| | - Dwaipayan Bharadwaj
- Academy of Scientific and Innovative Research, CSIR-Institute of Genomics and Integrative Biology Campus, New Delhi, 110020, India
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India
| | - Sonia S Anand
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
| | - Jennifer E Below
- Vanderbilt Genetics Institute, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, 48109, USA
| | - Donald W Bowden
- Department of Medicine, Mayo Hospital, Lahore, Pakistan
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, 37215, USA
| | - Giriraj R Chandak
- Genomic Research on Complex diseases, CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
- JSS Academy of Health Education of Research, Mysuru, India
- Science and Engineering Research Board, Department of Science and Technology, Ministry of Science and technology, Government of India, New Delhi, India
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Norihiro Kato
- Department of Gene Diagnostics and Therapeutics, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Anubha Mahajan
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
| | - Xueling Sim
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Mark I McCarthy
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7BN, UK
- Oxford NIHR Biomedical Research Centre, Churchill Hosptial, Oxford University Hospitals NHS Foundation Trust, Oxford, OX3 7LE, UK
| | - Andrew P Morris
- Department of Biostatistics, University of Liverpool, Liverpool, L69 3GL, UK
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, Middlesex, UB1 3HW, UK.
- Imperial College Healthcare NHS Trust, Imperial College London, London, W12 0HS, UK.
- MRC-PHE Centre for Enviroment and Health, Imperial College London, London, W2 1PG, UK.
- National Heart and Lung Institute, Imperial College London, London, W12 0NN, UK.
| | - Danish Saleheen
- Center for Non-Communicable Diseases, Karachi, Pakistan.
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, 10032, USA.
- Department of Cardiology, Columbia University Irving Medical Center, New York, NY, 10032, USA.
| | - John C Chambers
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore.
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK.
- Department of Cardiology, Ealing Hospital, London North West Healthcare NHS Trust, Middlesex, UB1 3HW, UK.
- Imperial College Healthcare NHS Trust, Imperial College London, London, W12 0HS, UK.
- MRC-PHE Centre for Enviroment and Health, Imperial College London, London, W2 1PG, UK.
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Sikorski C, Azab S, de Souza RJ, Shanmuganathan M, Desai D, Teo K, Atkinson SA, Morrison K, Gupta M, Britz-McKibbin P, Anand SS. Serum metabolomic signatures of gestational diabetes in South Asian and white European women. BMJ Open Diabetes Res Care 2022; 10:e002733. [PMID: 35450870 PMCID: PMC9024260 DOI: 10.1136/bmjdrc-2021-002733] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 02/27/2022] [Indexed: 01/05/2023] Open
Abstract
INTRODUCTION This study aimed to identify serum metabolomic signatures associated with gestational diabetes mellitus (GDM), and to examine if ethnic-specific differences exist between South Asian and white European women. RESEARCH DESIGN AND METHODS Prospective cohort study with a nested case-control analysis of 600 pregnant women from two Canadian birth cohorts; using an untargeted approach, 63 fasting serum metabolites were measured and analyzed using multisegment injection-capillary electrophoresis-mass spectrometry. Multivariate logistic regression modeling was conducted overall and by cohort. RESULTS The proportion of women with GDM was higher in South Asians (27.1%) compared with white Europeans (17.9%). Several amino acid, carbohydrate, and lipid pathways related to GDM were common to South Asian and white European women. Elevated circulating concentrations of glutamic acid, propionylcarnitine, tryptophan, arginine, 2-hydroxybutyric acid, 3-hydroxybutyric acid, and 3-methyl-2-oxovaleric acid were associated with higher odds of GDM, while higher glutamine, ornithine, oxoproline, cystine, glycine with lower odds of GDM. Per SD increase in glucose concentration, the odds of GDM increased (OR=2.07, 95% CI 1.58 to 2.71), similarly for metabolite ratios: glucose to glutamine (OR=2.15, 95% CI 1.65 to 2.80), glucose to creatinine (OR=1.79, 95% CI 1.39 to 2.32), and glutamic acid to glutamine (OR=1.46, 95% CI 1.16 to 1.83). South Asians had higher circulating ratios of glucose to glutamine, glucose to creatinine, arginine to ornithine, and citrulline to ornithine, compared with white Europeans. CONCLUSIONS We identified a panel of serum metabolites implicated in GDM pathophysiology, consistent in South Asian and white European women. The metabolic alterations leading to larger ratios of glucose to glutamine, glucose to creatinine, arginine to ornithine, and citrulline to ornithine in South Asians likely reflect the greater burden of GDM among South Asians compared with white Europeans.
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Affiliation(s)
- Claudia Sikorski
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
- Global and Population Health, Population Health Research Institute, Hamilton, Ontario, Canada
| | - Sandi Azab
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Russell J de Souza
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
- Global and Population Health, Population Health Research Institute, Hamilton, Ontario, Canada
| | - Meera Shanmuganathan
- Department of Chemistry and Chemical Biology, McMaster University, Hamilton, Ontario, Canada
| | - Dipika Desai
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
- Global and Population Health, Population Health Research Institute, Hamilton, Ontario, Canada
| | - Koon Teo
- Global and Population Health, Population Health Research Institute, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | | | - Katherine Morrison
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Centre for Metabolism, Obesity and Diabetes Research, McMaster University, Hamilton, Ontario, Canada
| | - Milan Gupta
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
- Canadian Collaborative Research Network, Brampton, Ontario, Canada
| | - Philip Britz-McKibbin
- Department of Chemistry and Chemical Biology, McMaster University, Hamilton, Ontario, Canada
| | - Sonia S Anand
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
- Global and Population Health, Population Health Research Institute, Hamilton, Ontario, Canada
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
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48
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Akhabir L, Stringer R, Desai D, Mandhane PJ, Azad MB, Moraes TJ, Subbarao P, Turvey SE, Paré G, Anand SS, Anand SS, Atkinson SA, Azad MB, Becker AB, Brook J, Denburg JA, Desai D, de Souza RJ, Gupta M, Kobor M, Lefebvre DL, Lou W, Mandhane PJ, McDonald S, Mente A, Meyre D, Moraes TJ, Morrison K, Paré G, Sears MR, Subbarao P, Teo KK, Turvey SE, Wilson J, Yusuf S, Atkinson S, Wahi G, Zulyniak MA. DNA methylation changes in cord blood and the developmental origins of health and disease – a systematic review and replication study. BMC Genomics 2022; 23:221. [PMID: 35305575 PMCID: PMC8933946 DOI: 10.1186/s12864-022-08451-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Accepted: 03/07/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Environmental exposures in utero which modify DNA methylation may have a long-lasting impact on health and disease in offspring. We aimed to identify and replicate previously published genomic loci where DNA methylation changes are attributable to in utero exposures in the NutriGen birth cohort studies Alliance.
Methods
We reviewed the literature to identify differentially methylated sites of newborn DNA which are associated with the following five traits of interest maternal diabetes, pre-pregnancy body mass index (BMI), diet during pregnancy, smoking, and gestational age. We then attempted to replicate these published associations in the Canadian Healthy Infant Longitudinal Development (CHILD) and the South Asian birth cohort (START) cord blood epigenome-wide data.
Results
We screened 68 full-text articles and identified a total of 17 cord blood epigenome-wide association studies (EWAS) of the traits of interest. Out of the 290 CpG sites reported, 19 were identified in more than one study; all of them associated with maternal smoking. In CHILD and START EWAS, thousands of sites associated with gestational age were identified and maintained significance after correction for multiple testing. In CHILD, there was differential methylation observed for 8 of the published maternal smoking sites. No other traits tested (i.e., folate levels, gestational diabetes, birthweight) replicated in the CHILD or START cohorts.
Conclusions
Maternal smoking during pregnancy and gestational age are strongly associated with differential methylation in offspring cord blood, as assessed in the EWAS literature and our birth cohorts. There are a limited number of reported methylation sites associated in more than two independent studies related to pregnancy. Additional large studies of diverse populations with fine phenotyping are needed to produce robust epigenome-wide data in order to further elucidate the effect of intrauterine exposures on the infants’ methylome.
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49
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Eikelboom J, Rangarajan S, Jolly SS, Belley-Cote EP, Whitlock R, Beresh H, Lewis G, Xu L, Chan N, Bangdiwala S, Diaz R, Orlandini A, Hassany M, Tarhuni WM, Yusufali AM, Sharma SK, Konstsevaya A, Jaramillo PL, Avezum A, Dans AL, Wasserman S, Camilo F, Kazmi K, Pais P, Xavier D, Lopes RD, Berwanger O, Nkeshimana M, Harper W, Loeb M, Choudhri S, Farkouh ME, Bosch J, Anand SS, Yusuf S. The Anti-Coronavirus Therapy (ACT) trials: design, baseline characteristics, and challenges. CJC Open 2022; 4:568-576. [PMID: 35252829 PMCID: PMC8887957 DOI: 10.1016/j.cjco.2022.02.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Accepted: 02/18/2022] [Indexed: 12/14/2022] Open
Abstract
Background Effective treatments for COVID-19 are urgently needed, but conducting randomized trials during the pandemic has been challenging. Methods The Anti-Coronavirus Therapy (ACT) trials are parallel factorial international trials that aimed to enroll 3500 outpatients and 2500 inpatients with symptomatic COVID-19. The outpatient trial is evaluating colchicine vs usual care, and aspirin vs usual care. The primary outcome for the colchicine randomization is hospitalization or death, and for the aspirin randomization, it is major thrombosis, hospitalization, or death. The inpatient trial is evaluating colchicine vs usual care, and the combination of rivaroxaban 2.5 mg twice daily and aspirin 100 mg once daily vs usual care. The primary outcome for the colchicine randomization is need for high-flow oxygen, need for mechanical ventilation, or death, and for the rivaroxaban plus aspirin randomization, it is major thrombotic events, need for high-flow oxygen, need for mechanical ventilation, or death. Results At the completion of enrollment on February 10, 2022, the outpatient trial had enrolled 3917 patients, and the inpatient trial had enrolled 2611 patients. Challenges encountered included lack of preliminary data about the interventions under evaluation, uncertainties related to the expected event rates, delays in regulatory and ethics approvals, and in obtaining study interventions, as well as the changing pattern of the COVID-19 pandemic. Conclusions The ACT trials will determine the efficacy of anti-inflammatory therapy with colchicine, and antithrombotic therapy with aspirin given alone or in combination with rivaroxaban, across the spectrum of mild, moderate, and severe COVID-19. Lessons learned from the conduct of these trials will inform planning of future trials.
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Affiliation(s)
- John Eikelboom
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Sumathy Rangarajan
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada
| | - Sanjit S Jolly
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Emilie P Belley-Cote
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Richard Whitlock
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Heather Beresh
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada
| | - Gayle Lewis
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada
| | - Lizhen Xu
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada
| | - Noel Chan
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Shrikant Bangdiwala
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Rafael Diaz
- ECLA (Estudios Clínicos Latino America) ICR (Instituto Cardiovascular de Rosario, Rosario, Argentina
| | - Andres Orlandini
- ECLA (Estudios Clínicos Latino America) ICR (Instituto Cardiovascular de Rosario, Rosario, Argentina
| | - Mohamed Hassany
- National Hepatology and Tropical Medicine Research Institute, Cairo, Egypt
| | - Wadea M Tarhuni
- Dept of Medicine, University of Saskatchewan, Saskatoon , Canada.,Dept of Medicine, Western University, Clinical Skills Building London, Canada.,Windsor Cardiac Centre, Windsor, Canada
| | - A M Yusufali
- Hatta Hospital, Dubai Medical College, Dubai Health Authority, Dubai, UAE
| | | | - Anna Konstsevaya
- National Medical Research Center for Therapy and Preventive Medicine, Moscow, Russian Federation
| | | | - Alvaro Avezum
- International Research Center, Hospital Alemão Oswaldo Cruz, São Paulo, Brazil
| | | | - Sean Wasserman
- Wellcome Centre for Infectious Diseases Research in Africa, Institute for Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa.,Division of Infectious Diseases and HIV Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Felix Camilo
- Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Ecuador
| | - Khawar Kazmi
- National Institute of Cardiovascular Diseases, Rafique Shaheed Road, Karachi, Pakistan
| | - Prem Pais
- St. John's Research Institute, Bangalore, India
| | - Denis Xavier
- St. John's Medical College, St. John's Research Institute, Bangalore, India
| | - Renato D Lopes
- Division of Cardiology, Duke University Medical Center, Duke Clinical Research Institute, North Carolina, USA
| | - Otavio Berwanger
- Hospital Israelita Albert Einstein, São Paulo, Brazil.,Global Cardiovascular Coalition, Alameda Campinas, São Paulo, Brazil
| | - Menelas Nkeshimana
- Centre Hospitalier Universitaire de Kigali, Rwanda.,University of Rwanda, Dept. Of Internal Medicine, Kigali, Rwanda
| | - William Harper
- Department of Medicine, McMaster University, Hamilton, Canada
| | - Mark Loeb
- Departments of Pathology and Molecular Medicine and Health Evidence Methods, Evidence, and Impact, McMaster University. Hamilton, Canada
| | - Shurjeel Choudhri
- Bayer Inc., Medical & Scientific Affairs, Pharmaceuticals, Mississauga, Canada
| | | | - Jackie Bosch
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Sonia S Anand
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
| | - Salim Yusuf
- Population Health Research Institute, McMaster University, Hamilton Health Sciences, Hamilton, Canada.,Department of Medicine, McMaster University, Hamilton, Canada
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50
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Anand SS, Friedrich MG, Lee DS, Awadalla P, Després JP, Desai D, de Souza RJ, Dummer T, Parraga G, Larose E, Lear SA, Teo KK, Poirier P, Schulze KM, Szczesniak D, Tardif JC, Vena J, Zatonska K, Yusuf S, Smith EE. Evaluation of Adiposity and Cognitive Function in Adults. JAMA Netw Open 2022; 5:e2146324. [PMID: 35103790 PMCID: PMC8808326 DOI: 10.1001/jamanetworkopen.2021.46324] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
IMPORTANCE Excess adipose tissue increases other cardiovascular risk factors, which may be associated with vascular brain injury and cognitive impairment. However, the extent to which the amount and distribution of adipose tissue may be associated with lower cognitive scores, independent of its association with cardiovascular risk factors, is not well characterized. OBJECTIVE To investigate the association of adiposity on vascular brain injury and cognitive scores. DESIGN, SETTING, AND PARTICIPANTS A total of 9189 participants from the Canadian Alliance for Healthy Hearts and Minds (CAHHM) and the Prospective Urban Rural Epidemiological-Mind (PURE-MIND) cohort studies were included in this cross-sectional analysis. Of these adults, 9166 underwent bioelectrical impedance analysis to assess body fat (BF) percentage, and 6773 underwent magnetic resonance imaging to assess vascular brain injury and measure visceral adipose tissue (VAT) volume. Participants from CAHHM were recruited from January 1, 2014, to December 31, 2018, and PURE-MIND participants were recruited from January 1, 2010, to December 31, 2018. Both CAHHM and PURE-MIND comprise multisite, population-based cohorts. Participants from CAHHM are from Canada, and PURE-MIND participants are from Canada or Poland. Data analysis was performed from May 3 to November 24, 2021. EXPOSURES The percentage of BF and VAT were modeled as sex-specific quartiles. Vascular brain injury was defined as high white matter hyperintensities or silent brain infarction. Multivariable mixed models were used to examine factors associated with reduced cognitive scores. MAIN OUTCOMES AND MEASURES Cognitive function was assessed using the Digital Symbol Substitution Test (DSST; scores range from 0 to 133, with lower scores indicating lower cognitive function) and Montreal Cognitive Assessment (scores range from 0 to 30, with a score of ≥26 denoting normal cognitive function). Reduced cognition was defined as a DSST score less than 1 SD below the mean. Cardiovascular risk was assessed using the INTERHEART Risk Score (IHRS; scores range from 0 to 48; low risk is defined as a score of 0 to 9, moderate risk as 10 to 16, and high risk as 17 or higher). RESULTS A total of 9189 adults (mean [SD] age, 57.8 [8.8] years; 5179 [56.4%] women; and 1013 [11.0%] East and Southeast Asian; 295 [3.2%] South Asian; 7702 [83.8%] White European; and 179 [1.9%] other, including Black, Indigenous, mixed, and unknown ethnicity) participated in the study. Visceral adipose tissue was highly correlated with body adiposity measured by BF percentage (r = 0.76 in women; r = 0.70 in men). Cardiovascular risk factors increased with increasing BF percentage with the fourth quartile IHRS at 13.8 (95% CI, 13.5-14.0; P < .001 for trend) and with VAT with the fourth quartile IHRS at 13.3 (95% CI, 13.0-13.5; P < .001 for trend). Vascular brain injury increased with increasing BF percentage with the fourth quartile value at 8.6% (95% CI, 7.5%-9.8%; P = .007 for trend) and with increasing VAT with fourth quartile value at 7.2% (95% CI, 6.0-8.4; P = .05 for trend). Cognitive scores were lower with increasing BF percentage with the fourth quartile score of 70.9 (95% CI, 70.4-71.5; P < .001 for trend) and for VAT with the fourth quartile score of 72.8 (95% CI, 72.1-73.4; P < .001 for trend). For every 1-SD increase in BF percentage (9.2%) or VAT (36 mL), the DSST score was lower by 0.8 points (95% CI, 0.4-1.1; P < .001) for BF percentage and lower by 0.8 points (95% CI, 0.4-1.2; P < .001) for VAT, adjusted for cardiovascular risk factors and vascular brain injury. The population attributable risk for reduced DSST score for higher BF percentage was 20.5% (95% CI, 7.0%-33.2%) and for VAT was 19.6% (95% CI, 2.0%-36.0%). Higher BF percentage and VAT were not associated with Montreal Cognitive Assessment scores. CONCLUSIONS AND RELEVANCE In this cross-sectional study, generalized and visceral adiposity were associated with reduced cognitive scores, after adjustment for cardiovascular risk factors, educational level, and vascular brain injury. These results suggest that strategies to prevent or reduce adiposity may preserve cognitive function.
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Affiliation(s)
- Sonia S. Anand
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
- Department of Medicine and Epidemiology, McMaster University, Hamilton, Ontario, Canada
| | - Matthias G. Friedrich
- Department of Cardiology and Diagnostic Radiology, McGill University, Montreal, Quebec, Canada
| | - Douglas S. Lee
- Programming and Biostatistics, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada
- Division of Cardiology, Peter Munk Cardiac Centre and University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Phillip Awadalla
- Department of Molecular Genetics, Ontario Institute for Cancer Research, University of Toronto, Toronto, Ontario, Canada
| | - J. P. Després
- Department of Kinesiology, University of Laval, Quebec City, Quebec, Canada
| | - Dipika Desai
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Russell J. de Souza
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Trevor Dummer
- Department of Epidemiology, Biostatistics, and Public Health Practice, School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
- BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Grace Parraga
- Department of Medical Biophysics, Robarts Research Institute, Western University, London, Ontario, Canada
| | - Eric Larose
- Department of Medicine, University of Laval, Quebec City, Quebec, Canada
| | - Scott A. Lear
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Koon K. Teo
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Paul Poirier
- Faculté de Pharmacie, Institut Universitaire de Cardiologie et de Pneumologie de Québec, Quebec City, Quebec, Canada
| | - Karleen M. Schulze
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Dorota Szczesniak
- Department of Psychiatry, Wroclaw Medical University, Wrocław, Poland
| | - Jean-Claude Tardif
- Montreal Heart Institute, Université de Montréal, Montreal, Quebec, Canada
| | - Jennifer Vena
- Cancer Research & Analytics, Cancer Care Alberta, Alberta Health Services, Edmonton, Alberta, Canada
| | - Katarzyna Zatonska
- Department of Social Medicine, Wroclaw Medical University, Wrocław, Poland
| | - Salim Yusuf
- Population Health Research Institute, McMaster University and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Eric E. Smith
- Department of Clinical Neurosciences and Hotchkiss Brain Institute, Cumming School of Medicine, Calgary, Alberta, Canada
- University of Calgary, Calgary, Alberta, Canada
- Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Ontario, Canada
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