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McMillan M, Gomez N, Hsieh C, Bekier M, Li X, Miguez R, Tank EMH, Barmada SJ. RNA methylation influences TDP43 binding and disease pathogenesis in models of amyotrophic lateral sclerosis and frontotemporal dementia. Mol Cell 2023; 83:219-236.e7. [PMID: 36634675 PMCID: PMC9899051 DOI: 10.1016/j.molcel.2022.12.019] [Citation(s) in RCA: 23] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 11/14/2022] [Accepted: 12/16/2022] [Indexed: 01/13/2023]
Abstract
RNA methylation at adenosine N6 (m6A) is one of the most common RNA modifications, impacting RNA stability, transport, and translation. Previous studies uncovered RNA destabilization in amyotrophic lateral sclerosis (ALS) models in association with accumulation of the RNA-binding protein TDP43. Here, we show that TDP43 recognizes m6A RNA and that RNA methylation is critical for both TDP43 binding and autoregulation. We also observed extensive RNA hypermethylation in ALS spinal cord, corresponding to methylated TDP43 substrates. Emphasizing the importance of m6A for TDP43 binding and function, we identified several m6A factors that enhance or suppress TDP43-mediated toxicity via single-cell CRISPR-Cas9 in primary neurons. The most promising modifier-the canonical m6A reader YTHDF2-accumulated within ALS spinal neurons, and its knockdown prolonged the survival of human neurons carrying ALS-associated mutations. Collectively, these data show that m6A modifications modulate RNA binding by TDP43 and that m6A is pivotal for TDP43-related neurodegeneration in ALS.
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Affiliation(s)
- Michael McMillan
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA; Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Nicolas Gomez
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA; Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI 48109, USA; Medical Scientist Training Program, University of Michigan, Ann Arbor, MI 48109, USA
| | - Caroline Hsieh
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA; Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Michael Bekier
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Xingli Li
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Roberto Miguez
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Elizabeth M H Tank
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Sami J Barmada
- Department of Neurology, University of Michigan, Ann Arbor, MI 48109, USA; Program in Cellular and Molecular Biology, University of Michigan, Ann Arbor, MI 48109, USA.
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Crabtree-Ramirez B, Jenkins CA, Shepherd BE, Jayathilake K, Veloso VG, Carriquiry G, Gotuzzo E, Cortes CP, Padgett D, McGowan C, Sierra-Madero J, Koenig S, Pape JW, Sterling TR. Tuberculosis treatment intermittency in the continuation phase and mortality in HIV-positive persons receiving antiretroviral therapy. BMC Infect Dis 2022; 22:341. [PMID: 35382770 PMCID: PMC8985331 DOI: 10.1186/s12879-022-07330-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 03/28/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Some tuberculosis (TB) treatment guidelines recommend daily TB treatment in both the intensive and continuation phases of treatment in HIV-positive persons to decrease the risk of relapse and acquired drug resistance. However, guidelines vary across countries, and treatment is given 7, 5, 3, or 2 days/week. The effect of TB treatment intermittency in the continuation phase on mortality in HIV-positive persons on antiretroviral therapy (ART), is not well-described. METHODS We conducted an observational cohort study among HIV-positive adults treated for TB between 2000 and 2018 and after enrollment into the Caribbean, Central, and South America network for HIV epidemiology (CCASAnet; Brazil, Chile, Haiti, Honduras, Mexico and Peru). All received standard TB therapy (2-month initiation phase of daily isoniazid, rifampin or rifabutin, pyrazinamide ± ethambutol) and continuation phase of isoniazid and rifampin or rifabutin, administered concomitantly with ART. Known timing of ART and TB treatment were also inclusion criteria. Kaplan-Meier and Cox proportional hazards methods compared time to death between groups. Missing model covariates were imputed via multiple imputation. RESULTS 2303 patients met inclusion criteria: 2003(87%) received TB treatment 5-7 days/week and 300(13%) 2-3 days/week in the continuation phase. Intermittency varied by site: 100% of patients from Brazil and Haiti received continuation phase treatment 5-7 days/week, followed by Honduras (91%), Peru (42%), Mexico (7%), and Chile (0%). The crude risk of death was lower among those receiving treatment 5-7 vs. 2-3 days/week (HR = 0.68; 95% CI = 0.51-0.91; P = 0.008). After adjusting for age, sex, CD4, ART use at TB diagnosis, site of TB disease (pulmonary vs. extrapulmonary), and year of TB diagnosis, mortality risk was lower, but not significantly, among those treated 5-7 days/week vs. 2-3 days/week (HR 0.75, 95%CI 0.55-1.01; P = 0.06). After also stratifying by study site, there was no longer a protective effect (HR 1.42, 95%CI 0.83-2.45; P = 0.20). CONCLUSIONS TB treatment 5-7 days/week was associated with a marginally decreased risk of death compared to TB treatment 2-3 days/week in the continuation phase in multivariable, unstratified analyses. However, little variation in TB treatment intermittency within country meant the results could have been driven by other differences between study sites. Therefore, randomized trials are needed, especially in heterogenous regions such as Latin America.
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Affiliation(s)
- Brenda Crabtree-Ramirez
- Departamento de Infectología. Instituto Nacional de Ciencias Médicas Y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Cathy A Jenkins
- Vanderbilt University Medical Center, A2209 Medical Center North, 1161 21st Avenue South, Nashville, TN, 37232, USA
| | - Bryan E Shepherd
- Vanderbilt University Medical Center, A2209 Medical Center North, 1161 21st Avenue South, Nashville, TN, 37232, USA
| | - Karu Jayathilake
- Vanderbilt University Medical Center, A2209 Medical Center North, 1161 21st Avenue South, Nashville, TN, 37232, USA
| | - Valdilea G Veloso
- Instituto Nacional de Infectologia Evandro Chagas, Fundacao Oswaldo Cruz, Rio de Janeiro, Brasil
| | - Gabriela Carriquiry
- Instituto de Medicina Tropical Alexander Von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Eduardo Gotuzzo
- Instituto de Medicina Tropical Alexander Von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Peru
| | | | - Dennis Padgett
- Hospital Escuela and Instituto Hondureño de Seguridad Social, Tegucigalpa, Honduras
| | - Catherine McGowan
- Vanderbilt University Medical Center, A2209 Medical Center North, 1161 21st Avenue South, Nashville, TN, 37232, USA
| | - Juan Sierra-Madero
- Departamento de Infectología. Instituto Nacional de Ciencias Médicas Y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Serena Koenig
- Division of Global Health Equity, Brigham and Women's Hospital, Boston, MA, USA
- Le Groupe Haïtien d'Etude du Sarcome de Kaposi Et Des Infections Opportunistes (GHESKIO), Port-au-Prince, Haiti
| | - Jean W Pape
- Le Groupe Haïtien d'Etude du Sarcome de Kaposi Et Des Infections Opportunistes (GHESKIO), Port-au-Prince, Haiti
| | - Timothy R Sterling
- Vanderbilt University Medical Center, A2209 Medical Center North, 1161 21st Avenue South, Nashville, TN, 37232, USA.
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3
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Yu EYW, Wesselius A, Mehrkanoon S, Goosens M, Brinkman M, van den Brandt P, Grant EJ, White E, Weiderpass E, Le Calvez-Kelm F, Gunter MJ, Huybrechts I, Riboli E, Tjonneland A, Masala G, Giles GG, Milne RL, Zeegers MP. Vegetable intake and the risk of bladder cancer in the BLadder Cancer Epidemiology and Nutritional Determinants (BLEND) international study. BMC Med 2021; 19:56. [PMID: 33685459 PMCID: PMC7942172 DOI: 10.1186/s12916-021-01931-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 01/29/2021] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Although a potential inverse association between vegetable intake and bladder cancer risk has been reported, epidemiological evidence is inconsistent. This research aimed to elucidate the association between vegetable intake and bladder cancer risk by conducting a pooled analysis of data from prospective cohort studies. METHODS Vegetable intake in relation to bladder cancer risk was examined by pooling individual-level data from 13 cohort studies, comprising 3203 cases among a total of 555,685 participants. Pooled multivariate hazard ratios (HRs), with corresponding 95% confidence intervals (CIs), were estimated using Cox proportional hazards regression models stratified by cohort for intakes of total vegetable, vegetable subtypes (i.e. non-starchy, starchy, green leafy and cruciferous vegetables) and individual vegetable types. In addition, a diet diversity score was used to assess the association of the varied types of vegetable intake on bladder cancer risk. RESULTS The association between vegetable intake and bladder cancer risk differed by sex (P-interaction = 0.011) and smoking status (P-interaction = 0.038); therefore, analyses were stratified by sex and smoking status. With adjustment of age, sex, smoking, energy intake, ethnicity and other potential dietary factors, we found that higher intake of total and non-starchy vegetables were inversely associated with the risk of bladder cancer among women (comparing the highest with lowest intake tertile: HR = 0.79, 95% CI = 0.64-0.98, P = 0.037 for trend, HR per 1 SD increment = 0.89, 95% CI = 0.81-0.99; HR = 0.78, 95% CI = 0.63-0.97, P = 0.034 for trend, HR per 1 SD increment = 0.88, 95% CI = 0.79-0.98, respectively). However, no evidence of association was observed among men, and the intake of vegetable was not found to be associated with bladder cancer when stratified by smoking status. Moreover, we found no evidence of association for diet diversity with bladder cancer risk. CONCLUSION Higher intakes of total and non-starchy vegetable are associated with reduced risk of bladder cancer for women. Further studies are needed to clarify whether these results reflect causal processes and potential underlying mechanisms.
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Affiliation(s)
- Evan Yi-Wen Yu
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Universiteitssingel 40 (Room C5.570), 6229 ER, Maastricht, the Netherlands
- CAPHRI School for Public Health and Primary Care, Maastricht University, Maastricht, The Netherlands
| | - Anke Wesselius
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Universiteitssingel 40 (Room C5.570), 6229 ER, Maastricht, the Netherlands.
| | - Siamak Mehrkanoon
- Department of Data Science and Knowledge Engineering, Maastricht University, Maastricht, The Netherlands
| | - Mieke Goosens
- Department of General Practice, Katholieke Universiteit Leuven, ACHG-KU Leuven, Leuven, Belgium
| | - Maree Brinkman
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Universiteitssingel 40 (Room C5.570), 6229 ER, Maastricht, the Netherlands
- Department of Clinical Studies and Nutritional Epidemiology, Nutrition Biomed Research Institute, Melbourne, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, 615 St Kilda Road, Melbourne, Victoria, 3004, Australia
| | - Piet van den Brandt
- Department of Epidemiology, Schools for Oncology and Developmental Biology and Public Health and Primary Care, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Eric J Grant
- Department of Epidemiology Radiation Effects Research Foundation, Hiroshima, Japan
| | - Emily White
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Elisabete Weiderpass
- International Agency for Research on Cancer World Health Organization, Lyon, France
| | | | - Marc J Gunter
- International Agency for Research on Cancer World Health Organization, Lyon, France
| | - Inge Huybrechts
- International Agency for Research on Cancer World Health Organization, Lyon, France
| | - Elio Riboli
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Anne Tjonneland
- Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Giovanna Masala
- Molecular and Lifestyle Epidemiology Branch, Cancer Risk Factors and Lifestyle Epidemiology Unit, Institute for Cancer Research, Prevention and Clinical Network ISPRO, Florence, Italy
| | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, 615 St Kilda Road, Melbourne, Victoria, 3004, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Melbourne, Victoria, 3010, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, 3168, Australia
| | - Roger L Milne
- Cancer Epidemiology Division, Cancer Council Victoria, 615 St Kilda Road, Melbourne, Victoria, 3004, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, 207 Bouverie Street, Melbourne, Victoria, 3010, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, 3168, Australia
| | - Maurice P Zeegers
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Universiteitssingel 40 (Room C5.570), 6229 ER, Maastricht, the Netherlands
- CAPHRI School for Public Health and Primary Care, Maastricht University, Maastricht, The Netherlands
- School of Cancer Sciences, University of Birmingham, Birmingham, UK
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4
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Samoli E, Rodopoulou S, Hvidtfeldt UA, Wolf K, Stafoggia M, Brunekreef B, Strak M, Chen J, Andersen ZJ, Atkinson R, Bauwelinck M, Bellander T, Brandt J, Cesaroni G, Forastiere F, Fecht D, Gulliver J, Hertel O, Hoffmann B, de Hoogh K, Janssen NAH, Ketzel M, Klompmaker JO, Liu S, Ljungman P, Nagel G, Oftedal B, Pershagen G, Peters A, Raaschou-Nielsen O, Renzi M, Kristoffersen DT, Severi G, Sigsgaard T, Vienneau D, Weinmayr G, Hoek G, Katsouyanni K. Modeling multi-level survival data in multi-center epidemiological cohort studies: Applications from the ELAPSE project. ENVIRONMENT INTERNATIONAL 2021; 147:106371. [PMID: 33422970 DOI: 10.1016/j.envint.2020.106371] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 12/18/2020] [Accepted: 12/25/2020] [Indexed: 05/26/2023]
Abstract
BACKGROUND We evaluated methods for the analysis of multi-level survival data using a pooled dataset of 14 cohorts participating in the ELAPSE project investigating associations between residential exposure to low levels of air pollution (PM2.5 and NO2) and health (natural-cause mortality and cerebrovascular, coronary and lung cancer incidence). METHODS We applied five approaches in a multivariable Cox model to account for the first level of clustering corresponding to cohort specification: (1) not accounting for the cohort or using (2) indicator variables, (3) strata, (4) a frailty term in frailty Cox models, (5) a random intercept under a mixed Cox, for cohort identification. We accounted for the second level of clustering due to common characteristics in the residential area by (1) a random intercept per small area or (2) applying variance correction. We assessed the stratified, frailty and mixed Cox approach through simulations under different scenarios for heterogeneity in the underlying hazards and the air pollution effects. RESULTS Effect estimates were stable under approaches used to adjust for cohort but substantially differed when no adjustment was applied. Further adjustment for the small area grouping increased the effect estimates' standard errors. Simulations confirmed identical results between the stratified and frailty models. In ELAPSE we selected a stratified multivariable Cox model to account for between-cohort heterogeneity without adjustment for small area level, due to the small number of subjects and events in the latter. CONCLUSIONS Our study supports the need to account for between-cohort heterogeneity in multi-center collaborations using pooled individual level data.
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Affiliation(s)
- Evangelia Samoli
- Dept. of Hygiene, Epidemiology and Medical Statistics, Medical School, National and Kapodistrian University of Athens, 75 Mikras Asias Str, 115 27 Athens, Greece
| | - Sophia Rodopoulou
- Dept. of Hygiene, Epidemiology and Medical Statistics, Medical School, National and Kapodistrian University of Athens, 75 Mikras Asias Str, 115 27 Athens, Greece
| | | | - Kathrin Wolf
- Institute of Epidemiology, Helmholtz Zentrum München, Neuherberg, Germany
| | - Massimo Stafoggia
- Department of Epidemiology, Lazio Region Health Service ASL Roma 1, Rome, Italy; Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Bert Brunekreef
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC Utrecht, the Netherlands
| | - Maciej Strak
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC Utrecht, the Netherlands; National Institute for Public Health and the Environment (RIVM), Antonie van Leeuwenhoeklaan 9, 3721 MA Bilthoven, the Netherlands
| | - Jie Chen
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC Utrecht, the Netherlands
| | - Zorana J Andersen
- University of Copenhagen, Department of Public Health, Section of Environmental Health, Øster Farimagsgade 5, 1014, Copenhagen, Denmark
| | - Richard Atkinson
- Population Health Research Institute, St George's, University of London, Cranmer Terrace, London SW17 0RE, UK
| | - Mariska Bauwelinck
- Interface Demography, Department of Sociology, Vrije Universiteit Brussel, Brussels, Belgium
| | - Tom Bellander
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden; Centre for Occupational and Environmental Medicine, Region Stockholm, Stockholm, Sweden
| | - Jørgen Brandt
- Department of Environmental Science, Aarhus University, Frederiksborgvej 399, Roskilde, Denmark
| | - Giulia Cesaroni
- Department of Epidemiology, Lazio Region Health Service ASL Roma 1, Rome, Italy
| | - Francesco Forastiere
- NIHR HPRU Health Impact of Environmental Hazards, Environmental Research Group, Analytical, Environmental & Forensic Sciences, King's College London, UK
| | - Daniela Fecht
- Small Area Health Statistics Unit, MRC Centre for Environment and Health, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
| | - John Gulliver
- Centre for Environmental Health and Sustainability & School of Geography, Geology and the Environment, University of Leicester, Leicester, UK
| | - Ole Hertel
- Department of Environmental Science, Aarhus University, Frederiksborgvej 399, Roskilde, Denmark
| | - Barbara Hoffmann
- Institute for Occupational, Social and Environmental Medicine, Medical Faculty, Heinrich-Heine-University of Düsseldorf, Germany
| | - Kees de Hoogh
- Swiss Tropical and Public Health Institute, Basel, Switzerland; University of Basel, Basel, Switzerland
| | - Nicole A H Janssen
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC Utrecht, the Netherlands
| | - Matthias Ketzel
- Department of Environmental Science, Aarhus University, Frederiksborgvej 399, Roskilde, Denmark; Global Centre for Clean Air Research (GCARE), University of Surrey, Guildford GU2 7XH, UK
| | - Jochem O Klompmaker
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC Utrecht, the Netherlands; National Institute for Public Health and the Environment (RIVM), Antonie van Leeuwenhoeklaan 9, 3721 MA Bilthoven, the Netherlands
| | - Shuo Liu
- University of Copenhagen, Department of Public Health, Section of Environmental Health, Øster Farimagsgade 5, 1014, Copenhagen, Denmark
| | - Petter Ljungman
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden; Department of Cardiology, Danderyd University Hospital, Stockholm, Sweden
| | - Gabriele Nagel
- Institute of Epidemiology and Medical Biometry, Ulm University, Ulm, Germany
| | - Bente Oftedal
- Department of Environmental Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Göran Pershagen
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden; Centre for Occupational and Environmental Medicine, Region Stockholm, Stockholm, Sweden
| | - Annette Peters
- Institute of Epidemiology, Helmholtz Zentrum München, Neuherberg, Germany
| | - Ole Raaschou-Nielsen
- Danish Cancer Society Research Centre, Copenhagen, Denmark; Department of Environmental Science, Aarhus University, Frederiksborgvej 399, Roskilde, Denmark
| | - Matteo Renzi
- Department of Epidemiology, Lazio Region Health Service ASL Roma 1, Rome, Italy
| | - Doris T Kristoffersen
- Cluster for Health Services Research, Norwegian Institute of Public Health, Oslo, Norway
| | - Gianluca Severi
- Department of Epidemiology, Lazio Region Health Service ASL Roma 1, Rome, Italy
| | - Torben Sigsgaard
- Department of Public Health, Environment Occupation and Health, Danish Ramazzini Centre, Aarhus University, Aarhus, Denmark
| | - Danielle Vienneau
- Swiss Tropical and Public Health Institute, Basel, Switzerland; University of Basel, Basel, Switzerland
| | - Gudrun Weinmayr
- Institute of Epidemiology and Medical Biometry, Ulm University, Ulm, Germany
| | - Gerard Hoek
- Institute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC Utrecht, the Netherlands
| | - Klea Katsouyanni
- Dept. of Hygiene, Epidemiology and Medical Statistics, Medical School, National and Kapodistrian University of Athens, 75 Mikras Asias Str, 115 27 Athens, Greece; NIHR HPRU Health Impact of Environmental Hazards, Environmental Research Group, Analytical, Environmental & Forensic Sciences, King's College London, UK
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5
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Yu EYW, Wesselius A, Mehrkanoon S, Brinkman M, van den Brandt P, White E, Weiderpass E, Le Calvez-Kelm F, Gunter M, Huybrechts I, Liedberg F, Skeie G, Tjonneland A, Riboli E, Giles GG, Milne RL, Zeegers MP. Grain and dietary fiber intake and bladder cancer risk: a pooled analysis of prospective cohort studies. Am J Clin Nutr 2020; 112:1252-1266. [PMID: 32778880 PMCID: PMC7657329 DOI: 10.1093/ajcn/nqaa215] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 07/08/2020] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Higher intakes of whole grains and dietary fiber have been associated with lower risk of insulin resistance, hyperinsulinemia, and inflammation, which are known predisposing factors for cancer. OBJECTIVES Because the evidence of association with bladder cancer (BC) is limited, we aimed to assess associations with BC risk for intakes of whole grains, refined grains, and dietary fiber. METHODS We pooled individual data from 574,726 participants in 13 cohort studies, 3214 of whom developed incident BC. HRs, with corresponding 95% CIs, were estimated using Cox regression models stratified on cohort. Dose-response relations were examined using fractional polynomial regression models. RESULTS We found that higher intake of total whole grain was associated with lower risk of BC (comparing highest with lowest intake tertile: HR: 0.87; 95% CI: 0.77, 0.98; HR per 1-SD increment: 0.95; 95% CI: 0.91, 0.99; P for trend: 0.023). No association was observed for intake of total refined grain. Intake of total dietary fiber was also inversely associated with BC risk (comparing highest with lowest intake tertile: HR: 0.86; 95% CI: 0.76, 0.98; HR per 1-SD increment: 0.91; 95% CI: 0.82, 0.98; P for trend: 0.021). In addition, dose-response analyses gave estimated HRs of 0.97 (95% CI: 0.95, 0.99) for intake of total whole grain and 0.96 (95% CI: 0.94, 0.98) for intake of total dietary fiber per 5-g daily increment. When considered jointly, highest intake of whole grains with the highest intake of dietary fiber showed 28% reduced risk (95% CI: 0.54, 0.93; P for trend: 0.031) of BC compared with the lowest intakes, suggesting potential synergism. CONCLUSIONS Higher intakes of total whole grain and total dietary fiber are associated with reduced risk of BC individually and jointly. Further studies are needed to clarify the underlying mechanisms for these findings.
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Affiliation(s)
- Evan Y W Yu
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, Netherlands
| | - Anke Wesselius
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, Netherlands
| | - Siamak Mehrkanoon
- Department of Data Science and Knowledge Engineering, Maastricht University, Maastricht, Netherlands
| | - Maree Brinkman
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, Netherlands
- Department of Clinical Studies and Nutritional Epidemiology, Nutrition Biomed Research Institute, Melbourne, Victoria, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
| | - Piet van den Brandt
- Department of Epidemiology, School for Oncology and Developmental Biology, Maastricht University Medical Centre, Maastricht, Netherlands
- Department of Epidemiology, School for Public Health and Primary Care, Maastricht University Medical Centre, Maastricht, Netherlands
| | - Emily White
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | | | | | - Marc Gunter
- International Agency for Research on Cancer/WHO, Lyon, France
| | - Inge Huybrechts
- International Agency for Research on Cancer/WHO, Lyon, France
| | - Fredrik Liedberg
- Department of Urology, Skåne University Hospital, Malmö, Sweden
- Institution of Translational Medicine, Lund University, Malmö, Sweden
| | - Guri Skeie
- Department of Community Medicine, UIT The Arctic University of Norway, Tromsø, Norway
| | - Anne Tjonneland
- Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Elio Riboli
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
| | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Roger L Milne
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Maurice P Zeegers
- Department of Complex Genetics and Epidemiology, School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, Netherlands
- CAPHRI School for Public Health and Primary Care, Maastricht University, Maastricht, Netherlands
- School of Cancer Sciences, University of Birmingham, Birmingham, United Kingdom
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6
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Crabtree-Ramírez B, Jenkins C, Jayathilake K, Carriquiry G, Veloso V, Padgett D, Gotuzzo E, Cortes C, Mejia F, McGowan CC, Duda S, Shepherd BE, Sterling TR. HIV-related tuberculosis: mortality risk in persons without vs. with culture-confirmed disease. Int J Tuberc Lung Dis 2020; 23:306-314. [PMID: 30871661 DOI: 10.5588/ijtld.18.0111] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Tuberculosis (TB) diagnosis in human immunodeficiency virus (HIV) positive persons is difficult, particularly in resource-limited settings. The relationship between TB culture status and mortality in HIV-positive persons treated for TB is unclear. METHODS We evaluated HIV-positive adults treated for TB at or after their first HIV clinic visit in Argentina, Brazil, Chile, Honduras, Mexico or Peru from 2000 to 2015. Anti-tuberculosis treatment included 2 months of isoniazid, rifampicin (RMP)/rifabutin (RBT), pyrazinamide ± ethambutol, followed by continuation phase treatment with isoniazid + RMP/RBT. RESULTS Of 759 TB-HIV patients, 238 (31%) were culture-negative, 228 (30%) had unknown culture status or did not undergo culture and 293 (39%) were culture-positive. The median CD4 at TB diagnosis was 96 (interquartile range 40-228); 636 (84%) received concurrent antiretroviral therapy (ART) and anti-tuberculosis treatment. There were 123 (16%) deaths: 90/466 (19%) with TB culture-negative, unknown or not performed vs. 33/293 (11%) who were TB culture-positive (P = 0.005). In Kaplan-Meier analysis, mortality in TB patients without culture-confirmed disease was higher (P = 0.002). In a Cox model adjusted for age, sex, CD4, ART timing, disease site and stratified by study site, mortality in persons without culture-confirmed TB was not significantly increased compared to those with culture-positive TB (hazard ratio 1.39, 95%CI 0.89-2.16, P = 0.15). CONCLUSION Most HIV-positive patients treated for TB did not have culture-confirmed TB, and mortality tended to be higher in patients without culture-confirmed disease, although the association was not statistically different after adjusting for other variables. Accurate TB diagnosis in HIV-positive persons is crucial.
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Affiliation(s)
- B Crabtree-Ramírez
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - C Jenkins
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - K Jayathilake
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - G Carriquiry
- Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - V Veloso
- Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio de Janeiro, Rio de Janeiro, Brazil
| | - D Padgett
- Hospital Escuela Universitario and Instituto Hondureño de Seguridad Social, Tegucigalpa, Honduras
| | - E Gotuzzo
- Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - C Cortes
- Fundación Arriarán, University of Chile School of Medicine, Santiago, Chile
| | - F Mejia
- Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - C C McGowan
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - S Duda
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - B E Shepherd
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - T R Sterling
- Vanderbilt University Medical Center, Nashville, Tennessee, USA
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Giganti MJ, Shepherd BE, Caro-Vega Y, Luz PM, Rebeiro PF, Maia M, Julmiste G, Cortes C, McGowan CC, Duda SN. The impact of data quality and source data verification on epidemiologic inference: a practical application using HIV observational data. BMC Public Health 2019; 19:1748. [PMID: 31888571 PMCID: PMC6937856 DOI: 10.1186/s12889-019-8105-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 12/17/2019] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Data audits are often evaluated soon after completion, even though the identification of systematic issues may lead to additional data quality improvements in the future. In this study, we assess the impact of the entire data audit process on subsequent statistical analyses. METHODS We conducted on-site audits of datasets from nine international HIV care sites. Error rates were quantified for key demographic and clinical variables among a subset of records randomly selected for auditing. Based on audit results, some sites were tasked with targeted validation of high-error-rate variables resulting in a post-audit dataset. We estimated the times from antiretroviral therapy initiation until death and first AIDS-defining event using the pre-audit data, the audit data, and the post-audit data. RESULTS The overall discrepancy rate between pre-audit and audit data (n = 250) across all audited variables was 17.1%. The estimated probability of mortality and an AIDS-defining event over time was higher in the audited data relative to the pre-audit data. Among patients represented in both the post-audit and pre-audit cohorts (n = 18,999), AIDS and mortality estimates also were higher in the post-audit data. CONCLUSION Though some changes may have occurred independently, our findings suggest that improved data quality following the audit may impact epidemiological inferences.
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Affiliation(s)
| | | | - Yanink Caro-Vega
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Paula M. Luz
- Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | | | - Marcelle Maia
- Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | | | - Claudia Cortes
- Fundación Arriarán, University of Chile School of Medicine, Santiago, Chile
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8
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Fatti G, Jackson D, Goga AE, Shaikh N, Eley B, Nachega JB, Grimwood A. The effectiveness and cost-effectiveness of community-based support for adolescents receiving antiretroviral treatment: an operational research study in South Africa. J Int AIDS Soc 2019; 21 Suppl 1. [PMID: 29485714 PMCID: PMC5978711 DOI: 10.1002/jia2.25041] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2017] [Accepted: 12/11/2017] [Indexed: 12/19/2022] Open
Abstract
Introduction Adolescents and youth receiving antiretroviral treatment (ART) in sub‐Saharan Africa have high attrition and inadequate ART outcomes, and evaluations of interventions improving ART outcomes amongst adolescents are very limited. Sustainable Development Goal (SDG) target 3c is to substantially increase the health workforce in developing countries. We measured the effectiveness and cost‐effectiveness of community‐based support (CBS) provided by lay health workers for adolescents and youth receiving ART in South Africa. Methods A retrospective cohort study including adolescents and youth who initiated ART at 47 facilities. Previously unemployed CBS‐workers provided home‐based ART‐related education, psychosocial support, symptom screening for opportunistic infections and support to access government grants. Outcomes were compared between participants who received CBS plus standard clinic‐based care versus participants who received standard care only. Cumulative incidences of all‐cause mortality and loss to follow‐up (LTFU), adherence measured using medication possession ratios (MPRs), CD4 count slope, and virological suppression were analysed using multivariable Cox, competing‐risks regression, generalized estimating equations and mixed‐effects models over five years of ART. An expenditure approach was used to determine the incremental cost of CBS to usual care from a provider perspective. Incremental cost‐effectiveness ratios were calculated as annual cost per patient‐loss (through death or LTFU) averted. Results Amongst 6706 participants included, 2100 (31.3%) received CBS. Participants who received CBS had reduced mortality, adjusted hazard ratio (aHR) = 0.52 (95% CI: 0.37 to 0.73; p < 0.0001). Cumulative LTFU was 40% lower amongst participants receiving CBS (29.9%) compared to participants without CBS (38.9%), aHR = 0.60 (95% CI: 0.51 to 0.71); p < 0.0001). The effectiveness of CBS in reducing attrition ranged from 42.2% after one year to 35.9% after five years. Virological suppression was similar after three years, but after five years 18.8% CBS participants versus 37.2% non‐CBS participants failed to achieve viral suppression, adjusted odds ratio = 0.24 (95% CI: 0.06 to 1.03). There were no significant differences in MPR or CD4 slope. The cost of CBS was US$49.5/patient/year. The incremental cost per patient‐loss averted was US$600 and US$776 after one and two years, respectively. Conclusions CBS for adolescents and youth receiving ART was associated with substantially reduced patient attrition, and is a low‐cost intervention with reasonable cost‐effectiveness that can aid progress towards several health, economic and equality‐related SDG targets.
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Affiliation(s)
- Geoffrey Fatti
- Kheth'ImpiloCape TownSouth Africa
- The South African Department of Science and Technology/National Research Foundation (DST‐NRF)Centre of Excellence in Epidemiological Modelling and Analysis (SACEMA)Stellenbosch UniversityStellenboschSouth Africa
| | - Debra Jackson
- UNICEFNew YorkNYUSA
- School of Public HealthUniversity of the Western CapeCape TownSouth Africa
| | - Ameena E Goga
- Health Systems Research UnitSouth African Medical Research CouncilPretoriaSouth Africa
- Department of PaediatricsUniversity of PretoriaPretoriaSouth Africa
| | | | - Brian Eley
- Department of Paediatrics and Child HealthRed Cross War Memorial Children's HospitalUniversity of Cape TownCape TownSouth Africa
| | - Jean B Nachega
- Departments of Epidemiology, Infectious Diseases and MicrobiologyUniversity of Pittsburgh Graduate School of Public HealthPittsburghPAUSA
- Department of Medicine and Centre for Infectious DiseasesFaculty of Medicine and Health SciencesStellenbosch UniversityCape TownSouth Africa
- Departments of Epidemiology and International HealthJohns Hopkins University Bloomberg School of Public HealthBaltimoreMDUSA
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9
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Coelho L, Rebeiro PF, Castilho JL, Caro-Vega Y, Mejia FA, Cesar C, Cortes CP, Padgett D, McGowan CC, Veloso VG, Sterling TR, Grinsztejn B, Shepherd BE, Luz PM. Early Retention in Care Neither Mediates Nor Modifies the Effect of Sex and Sexual Mode of HIV Acquisition on HIV Survival in the Americas. AIDS Patient Care STDS 2018; 32:306-313. [PMID: 30067405 PMCID: PMC6080124 DOI: 10.1089/apc.2018.0028] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Early retention in care, sex, and sexual mode of HIV acquisition has been associated with mortality risk among persons living with HIV (PLWH). We assessed whether early retention in care mediates or modifies the association between mortality and sex and sexual mode of HIV acquisition among PLWH on antiretroviral therapy (ART) in the Americas. ART-naïve, adult PLWH (≥18 years) enrolling at Caribbean, Central and South America network for HIV epidemiology (CCASAnet) and Vanderbilt Comprehensive Care Clinic sites 2000-2015, starting ART, and with ≥1 visit after ART-start were included. Early retention in care was defined as ≥2 HIV care visits/labs ≥90 days apart in the first year of ART. Cox models assessed the association between early retention in care, sex, and sexual mode of HIV acquisition [i.e., women, heterosexual men and men who have sex with men (MSM)], and mortality. Associations were estimated separately by site and pooled. Among 11,721 included PLWH (median follow-up, 4.3 years; interquartile range, 2.0-7.6), 647 died (rate = 10.9/1000 person-years) and 1985 were lost to follow-up (rate = 33.6/1000 person-years). After adjustment for confounders, early retention in care was associated with lower mortality during subsequent years (pooled hazard ratio = 0.47; 95% confidence interval = 0.39-0.57). MSM had lower and heterosexual men had comparable mortality risk to women; risks were similar when adjusting for early retention in care. Additionally, no evidence of an interaction between early retention in care and sex and sexual mode of HIV acquisition on mortality was observed (p > 0.05). Early retention in care substantially reduced mortality but does not mediate or modify the association between sex and sexual mode of HIV acquisition and mortality in our population.
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Affiliation(s)
- Lara Coelho
- Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | | | | | - Yanink Caro-Vega
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Fernando A. Mejia
- Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Peru
| | | | - Claudia P. Cortes
- Fundacion Arriaran, School of Medicine, University of Chile, Santiago, Chile
| | - Denis Padgett
- Instituto Hondureño de Seguridad Social and Hospital Escuela Universitario, Tegucigalpa, Honduras
| | | | - Valdiléa G. Veloso
- Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | | | - Beatriz Grinsztejn
- Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | | | - Paula M. Luz
- Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
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10
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Carriquiry G, Giganti MJ, Castilho JL, Jayathilake K, Cahn P, Grinsztejn B, Cortes C, Pape JW, Padgett D, Sierra‐Madero J, McGowan CC, Shepherd BE, Gotuzzo E. Virologic failure and mortality in older ART initiators in a multisite Latin American and Caribbean Cohort. J Int AIDS Soc 2018; 21:e25088. [PMID: 29569354 PMCID: PMC5864576 DOI: 10.1002/jia2.25088] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2017] [Accepted: 01/29/2018] [Indexed: 01/23/2023] Open
Abstract
INTRODUCTION The "greying" of the HIV epidemic necessitates a better understanding of the healthcare needs of older HIV-positive adults. As these individuals age, it is unclear whether comorbidities and their associated therapies or the ageing process itself alter the response to antiretroviral therapy (ART). In this study, HIV treatment outcomes and corresponding risk factors were compared between older ART initiators and those who were younger using data from the Caribbean, Central and South America Network for HIV Epidemiology (CCASAnet). METHODS HIV-positive adults (≥18 years) initiating ART at nine sites in Argentina, Brazil, Chile, Haiti, Honduras, Mexico and Peru were included. Patients were classified as older (≥50 years) or younger (<50 years) based on age at ART initiation. ART effectiveness was measured using three outcomes: death, virologic failure and ART treatment modification. Cox regression models for each outcome compared risk between older and younger patients, adjusting for other covariates. RESULTS Among 26,311 patients initiating ART between 1996 and 2016, 3389 (13%) were ≥50 years. The majority of patients in both ≥50 and <50 age groups received a non-nucleoside reverse transcriptase inhibitor-based regimen (89% vs. 87%), did not have AIDS at baseline (63% vs. 62%), and were male (59% vs. 58%). Older patients had a higher risk of death (adjusted hazard ratio (aHR) 1.64; 95% confidence intervals (CI): 1.48 to 1.83) and a lower risk of virologic failure (aHR: 0.73; 95% CI: 0.63 to 0.84). There was no difference in risk of ART modification (aHR: 1.00; 95% CI: 0.94 to 1.06). Risk factors for death, virologic failure and treatment modification were similar for each group. CONCLUSIONS Older age at ART initiation was associated with increased mortality and decreased risk of virologic failure in our cohort of more than 26,000 ART initiators in Latin America and the Caribbean. To the best of our knowledge this is the first study from the region to evaluate ART outcomes in this growing and important population. Given the complexity of issues related to ageing with HIV, a greater understanding is needed in order to properly respond to this shifting epidemic.
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Affiliation(s)
| | | | | | | | | | - Beatriz Grinsztejn
- Instituto Nacional de Infectologia Evandro Chagas‐Fundação Oswaldo CruzRio de JaneiroBrazil
| | | | - Jean W Pape
- Le Groupe Haïtien d'Etude du Sarcome de Kaposi et des Infections Opportunistes Port‐au‐PrinceHaiti and Weill Cornell Medical CollegeNew YorkNYUSA
| | - Denis Padgett
- Instituto Hondureño de Seguridad Social and Hospital Escuela UniversitarioTegucigalpaHonduras
| | - Juan Sierra‐Madero
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador ZubiránMexico CityMexico
| | | | | | - Eduardo Gotuzzo
- Instituto de Medicina Tropical Alexander von HumboldtLimaPeru
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Levison JH, Alegría M. Shifting the HIV Training and Research Paradigm to Address Disparities in HIV Outcomes. AIDS Behav 2016; 20 Suppl 2:265-72. [PMID: 27501811 PMCID: PMC5003775 DOI: 10.1007/s10461-016-1489-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Tailored programs to diversify the pool of HIV/AIDS investigators and provide sufficient training and support for minority investigators to compete successfully are uncommon in the US and abroad. This paper encourages a shift in the HIV/AIDS training and research paradigm to effectively train and mentor Latino researchers in the US, Latin America and the Caribbean. We suggest three strategies to accomplish this: (1) coaching senior administrative and academic staff of HIV/AIDS training programs on the needs, values, and experiences unique to Latino investigators; (2) encouraging mentors to be receptive to a different set of research questions and approaches that Latino researchers offer due to their life experiences and perspectives; and (3) creating a virtual infrastructure to share resources and tackle challenges faced by minority researchers. Shifts in the research paradigm to include, retain, and promote Latino HIV/AIDS researchers will benefit the scientific process and the patients and communities who await the promise of HIV/AIDS research.
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Affiliation(s)
- Julie H Levison
- Division of General Internal Medicine, Department of Medicine, Massachusetts General Hospital, 50 Staniford St, 9th Floor, Boston, MA, 02114, USA.
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
| | - Margarita Alegría
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
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12
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Jiamsakul A, Kerr SJ, Chandrasekaran E, Huelgas A, Taecharoenkul S, Teeraananchai S, Wan G, Ly PS, Kiertiburanakul S, Law M. The occurrence of Simpson's paradox if site-level effect was ignored in the TREAT Asia HIV Observational Database. J Clin Epidemiol 2016; 76:183-92. [PMID: 26854260 DOI: 10.1016/j.jclinepi.2016.01.030] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Revised: 01/20/2016] [Accepted: 01/29/2016] [Indexed: 12/22/2022]
Abstract
OBJECTIVES In multisite human immunodeficiency virus (HIV) observational cohorts, clustering of observations often occurs within sites. Ignoring clustering may lead to "Simpson's paradox" (SP) where the trend observed in the aggregated data is reversed when the groups are separated. This study aimed to investigate the SP in an Asian HIV cohort and the effects of site-level adjustment through various Cox regression models. STUDY DESIGN AND SETTING Survival time from combination antiretroviral therapy (cART) initiation was analyzed using four Cox models: (1) no site adjustment; (2) site as a fixed effect; (3) stratification through site; and (4) shared frailty on site. RESULTS A total of 6,454 patients were included from 23 sites in Asia. SP was evident in the year of cART initiation variable. Model (1) shows the hazard ratio (HR) for years 2010-2014 was higher than the HR for 2006-2009, compared to 2003-2005 (HR = 0.68 vs. 0.61). Models (2)-(4) consistently implied greater improvement in survival for those who initiated in 2010-2014 than 2006-2009 contrasting findings from model (1). The effects of other significant covariates on survival were similar across four models. CONCLUSIONS Ignoring site can lead to SP causing reversal of treatment effects. Greater emphasis should be made to include site in survival models when possible.
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Affiliation(s)
| | - Stephen J Kerr
- HIV-NAT, The Thai Red Cross AIDS Research Centre, Bangkok, Thailand; Department of Global Health, Academic Medical Center, University of Amsterdam, Amsterdam Institute for Global Health and Development, Amsterdam, The Netherlands
| | | | | | | | | | - Gang Wan
- Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Penh Sun Ly
- National Center for HIV/AIDS, Dermatology & STDs, Phnom Penh, Cambodia
| | | | - Matthew Law
- The Kirby Institute, UNSW Australia, Sydney, NSW 2052, Australia
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Cesar C, Jenkins CA, Shepherd BE, Padgett D, Mejía F, Ribeiro SR, Cortes CP, Pape JW, Madero JS, Fink V, Sued O, McGowan C, Cahn P. Incidence of virological failure and major regimen change of initial combination antiretroviral therapy in the Latin America and the Caribbean: an observational cohort study. Lancet HIV 2015; 2:e492-500. [PMID: 26520929 DOI: 10.1016/s2352-3018(15)00183-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2015] [Revised: 09/03/2015] [Accepted: 09/04/2015] [Indexed: 11/16/2022]
Abstract
BACKGROUND Access to combination antiretroviral therapy (ART) is expanding in Latin America (Mexico, Central America, and South America) and the Caribbean. We assessed the incidence of and factors associated with regimen failure and regimen change of initial ART in this region. METHODS This observational cohort study included antiretroviral-naive adults starting ART from 2000 to 2014 at sites in seven countries throughout Latin America and the Caribbean. Primary outcomes were time from ART initiation until virological failure, major regimen modification, and a composite endpoint of the first of virological failure or major regimen modification. Cumulative incidence of the primary outcomes was estimated with death considered a competing event. FINDINGS 14,027 patients starting ART were followed up for a median of 3.9 years (2.0-6.5): 8374 (60%) men, median age 37 years (IQR 30-44), median CD4 count 156 cells per μL (61-253), median plasma HIV RNA 5.0 log10 copies per mL (4.4-5.4), and 3567 (28%) had clinical AIDS. 1719 (12%) patients had virological failure and 1955 (14%) had a major regimen change. Excluding the site in Haiti, which did not regularly measure HIV RNA, cumulative incidence of virological failure was 7.8% (95% CI 7.2-8.5) 1 year after ART initiation, 19.2% (18.2-20.2) at 3 years, and 25.8% (24.6-27.0) at 5 years; cumulative incidence of major regimen change was 5.9% (5.3-6.4) at 1 year, 12.7% (11.9-13.5) at 3 years, and 18.2% (17.2-19.2) at 5 years. Incidence of major regimen change at the site in Haiti was 10.7% (95% CI 9.7-11.6) at 5 years. Virological failure was associated with younger age (adjusted hazard ratio [HR] 2.03, 95% CI 1.68-2.44, for 20 years vs 40 years), infection through injection drug use (vs infection through heterosexual sex; 1.60, 1.02-2.52), and initiation in earlier calendar years (1.28, 1.13-1.46, for 2002 vs 2006), but was not significantly associated with boosted protease inhibitor-based regimens (vs non-nucleoside reverse transcriptase inhibitor; 1.17, 1.00-1.36). INTERPRETATION Incidence of virological failure in Latin America and the Caribbean was generally lower than that reported in North America or Europe. Our results suggest the need to design strategies to reduce failure and major regimen change in young patients and those with a history of injection drug use. FUNDING US National Institutes of Health.
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Affiliation(s)
| | | | | | - Denis Padgett
- Instituto Hondureño de Seguridad Social and Hospital Escuela, Tegucigalpa, Honduras
| | - Fernando Mejía
- Instituto de Medicina Tropical Alexander von Humboldt, Lima, Peru
| | - Sayonara Rocha Ribeiro
- Instituto de Pesquisa Clinica Evandro Chagas-Fundação Oswaldo Cruz, Rio de Janeiro, Brazil
| | | | | | | | | | - Omar Sued
- Fundación Huésped, Buenos Aires, Argentina
| | | | - Pedro Cahn
- Fundación Huésped, Buenos Aires, Argentina
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