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Forrester SN, Baek J, Hou L, Roger V, Kiefe CI. A Comparison of 5 Measures of Accelerated Biological Aging and Their Association With Incident Cardiovascular Disease: The CARDIA Study. J Am Heart Assoc 2024; 13:e032847. [PMID: 38606769 DOI: 10.1161/jaha.123.032847] [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: 09/25/2023] [Accepted: 03/04/2024] [Indexed: 04/13/2024]
Abstract
BACKGROUND Accelerated biological aging is an increasingly popular way to track the acceleration of biology over time that may not be captured by calendar time. Biological aging has been linked to external and internal chronic stressors and has the potential to be used clinically to understand a person's personalized functioning and predict future disease. We compared the association of different measures of biological aging and incident cardiovascular disease (CVD) overall and by race. METHODS AND RESULTS We used multiple informants models to compare the strength of clinical marker-derived age acceleration, 5 measures of epigenetic age acceleration (intrinsic and extrinsic epigenetic age acceleration, GrimAge acceleration, and PhenoAge acceleration), and 1 established clinical predictor of future CVD, Framingham 10-year risk score, with incident CVD over an 11-year period (2007-2018). Participants were 913 self-identified Black or White (41% and 59%, respectively) female or male (51% and 49%, respectively) individuals enrolled in the US-based CARDIA (Coronary Artery Risk Development in Young Adults) cohort study. The analytic baseline for this study was the 20-year follow-up examination (2005-2006; median age 45 years). We also included race-specific analysis. We found that all measures were modestly correlated with one another. However, clinical marker-derived age acceleration and Framingham 10-year risk score were more strongly associated with incident CVD than all the epigenetic measures. Clinical marker-derived age acceleration and Framingham 10-year risk score were not significantly different than one another in their association with incident CVD. CONCLUSIONS The type of accelerated aging measure should be taken into consideration when comparing their association with clinical outcomes. A multisystem clinical composite shows associations with incident CVD equally to a well-known clinical predictor.
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Affiliation(s)
- Sarah N Forrester
- Division of Epidemiology, Department of Population and Quantitative Health Sciences University of Massachusetts Chan Medical School Worcester MA
| | - Jonggyu Baek
- Division of Biostatistics and Health Services, Department of Population and Quantitative Health Sciences University of Massachusetts Chan Medical School Worcester MA
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine Northwestern University Chicago IL
| | - Veronique Roger
- Laboratory of Heart Disease Phenomics National Heart, Lung, and Blood Institute Bethesda MD
| | - Catarina I Kiefe
- Department of Population and Quantitative Health Sciences University of Massachusetts Chan Medical School Worcester MA
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Ciciora D, Vásquez E, Valachovic E, Hou L, Zheng Y, Xu H, Jiang X, Huang K, Gabriel KP, Deng HW, Gallant MP, Zhang K. Social and Behavior Factors of Alzheimer's Disease and Related Dementias: A National Study in the U.S. Am J Prev Med 2024; 66:573-581. [PMID: 37995949 DOI: 10.1016/j.amepre.2023.11.017] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 11/13/2023] [Accepted: 11/14/2023] [Indexed: 11/25/2023]
Abstract
INTRODUCTION Considerable research has linked many risk factors to Alzheimer's Disease and Related Dementias (ADRD). Without a clear etiology of ADRD, it is advantageous to rank the known risk factors by their importance and determine if disparities exist. Statistical-based ranking can provide insight into which risk factors should be further evaluated. METHODS This observational, population-based study assessed 50 county-level measures and estimates related to ADRD in 3,155 counties in the U.S. using data from 2010 to 2021. Statistical analysis was performed in 2022-2023. The machine learning method, eXtreme Gradient Boosting, was utilized to rank the importance of these variables by their relative contribution to the model performance. Stratified ranking was also performed based on a county's level of disadvantage. Shapley Additive exPlanations (SHAP) provided marginal contributions for each variable. RESULTS The top three ranked predictors at the county level were insufficient sleep, consuming less than one serving of fruits/vegetables per day among adults, and having less than a high school diploma. In both disadvantaged and non-disadvantaged counties, demographic variables such as sex and race were important in predicting ADRD. Lifestyle factors ranked highly in non-disadvantaged counties compared to more environmental factors in disadvantaged counties. CONCLUSIONS This ranked list of factors can provide a guided approach to ADRD primary prevention strategies in the U.S., as the effects of sleep, diet, and education on ADRD can be further developed. While sleep, diet, and education are important nationally, differing prevention strategies could be employed based on a county's level of disadvantage.
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Affiliation(s)
- David Ciciora
- Department of Epidemiology and Biostatistics, University at Albany, State University of New York, Rensselaer, New York
| | - Elizabeth Vásquez
- Department of Epidemiology and Biostatistics, University at Albany, State University of New York, Rensselaer, New York
| | - Edward Valachovic
- Department of Epidemiology and Biostatistics, University at Albany, State University of New York, Rensselaer, New York
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Hua Xu
- Section of Biomedical Informatics and Data Science, School of Medicine, Yale University, New Haven, Connecticut
| | - Xiaoqian Jiang
- McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas
| | - Kun Huang
- Department of Biostatistics and Health Data Science, Indiana University School of Medicine and IUPUI Fairbanks School of Public Health, Regenstrief Institute, Indianapolis, Indiana
| | - Kelley Pettee Gabriel
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, Alabama
| | - Hong-Wen Deng
- Tulane Division/Center for Biomedical Informatics and Genomics, School of Medicine, Tulane University, New Orleans, Louisiana
| | - Mary P Gallant
- Zuckerberg College of Health Sciences, University of Massachusetts Lowell, Lowell, Massachusetts
| | - Kai Zhang
- Department of Environmental Health Sciences, University at Albany, State University of New York, Rensselaer, New York.
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Zhang Y, Dron JS, Bellows BK, Khera AV, Liu J, Balte PP, Oelsner EC, Amr SS, Lebo MS, Nagy A, Peloso GM, Natarajan P, Rotter JI, Willer C, Boerwinkle E, Ballantyne CM, Lutsey PL, Fornage M, Lloyd-Jones DM, Hou L, Psaty BM, Bis JC, Floyd JS, Vasan RS, Heard-Costa NL, Carson AP, Hall ME, Rich SS, Guo X, Kazi DS, de Ferranti SD, Moran AE. Familial Hypercholesterolemia Variant and Cardiovascular Risk in Individuals With Elevated Cholesterol. JAMA Cardiol 2024; 9:263-271. [PMID: 38294787 PMCID: PMC10831623 DOI: 10.1001/jamacardio.2023.5366] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 11/22/2023] [Indexed: 02/01/2024]
Abstract
Importance Familial hypercholesterolemia (FH) is a genetic disorder that often results in severely high low-density lipoprotein cholesterol (LDL-C) and high risk of premature coronary heart disease (CHD). However, the impact of FH variants on CHD risk among individuals with moderately elevated LDL-C is not well quantified. Objective To assess CHD risk associated with FH variants among individuals with moderately (130-189 mg/dL) and severely (≥190 mg/dL) elevated LDL-C and to quantify excess CHD deaths attributable to FH variants in US adults. Design, Setting, and Participants A total of 21 426 individuals without preexisting CHD from 6 US cohort studies (Atherosclerosis Risk in Communities study, Coronary Artery Risk Development in Young Adults study, Cardiovascular Health Study, Framingham Heart Study Offspring cohort, Jackson Heart Study, and Multi-Ethnic Study of Atherosclerosis) were included, 63 of whom had an FH variant. Data were collected from 1971 to 2018, and the median (IQR) follow-up was 18 (13-28) years. Data were analyzed from March to May 2023. Exposures LDL-C, cumulative past LDL-C, FH variant status. Main Outcomes and Measures Cox proportional hazards models estimated associations between FH variants and incident CHD. The Cardiovascular Disease Policy Model projected excess CHD deaths associated with FH variants in US adults. Results Of the 21 426 individuals without preexisting CHD (mean [SD] age 52.1 [15.5] years; 12 041 [56.2%] female), an FH variant was found in 22 individuals with moderately elevated LDL-C (0.3%) and in 33 individuals with severely elevated LDL-C (2.5%). The adjusted hazard ratios for incident CHD comparing those with and without FH variants were 2.9 (95% CI, 1.4-6.0) and 2.6 (95% CI, 1.4-4.9) among individuals with moderately and severely elevated LDL-C, respectively. The association between FH variants and CHD was slightly attenuated when further adjusting for baseline LDL-C level, whereas the association was no longer statistically significant after adjusting for cumulative past LDL-C exposure. Among US adults 20 years and older with no history of CHD and LDL-C 130 mg/dL or higher, more than 417 000 carry an FH variant and were projected to experience more than 12 000 excess CHD deaths in those with moderately elevated LDL-C and 15 000 in those with severely elevated LDL-C compared with individuals without an FH variant. Conclusions and Relevance In this pooled cohort study, the presence of FH variants was associated with a 2-fold higher CHD risk, even when LDL-C was only moderately elevated. The increased CHD risk appeared to be largely explained by the higher cumulative LDL-C exposure in individuals with an FH variant compared to those without. Further research is needed to assess the value of adding genetic testing to traditional phenotypic FH screening.
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Affiliation(s)
- Yiyi Zhang
- Division of General Medicine, Columbia University, New York, New York
| | - Jacqueline S. Dron
- Cardiovascular Disease Initiative, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge
- Center for Genomic Medicine, Massachusetts General Hospital, Boston
| | | | - Amit V. Khera
- Cardiovascular Disease Initiative, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Division of Cardiology, Brigham and Women’s Hospital, Boston, Massachusetts
| | - Junxiu Liu
- Department of Population Health Science and Policy, Icahn School of Medicine, Mount Sinai, New York, New York
| | - Pallavi P. Balte
- Division of General Medicine, Columbia University, New York, New York
| | | | - Sami Samir Amr
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts
- Laboratory for Molecular Medicine, Personalized Medicine, Mass General Brigham, Cambridge, Massachusetts
| | - Matthew S. Lebo
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts
- Laboratory for Molecular Medicine, Personalized Medicine, Mass General Brigham, Cambridge, Massachusetts
| | - Anna Nagy
- Laboratory for Molecular Medicine, Personalized Medicine, Mass General Brigham, Cambridge, Massachusetts
| | - Gina M. Peloso
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts
| | - Pradeep Natarajan
- Cardiovascular Disease Initiative, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Department of Medicine, Massachusetts General Hospital, Boston
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, California
| | - Cristen Willer
- Department of Internal Medicine, University of Michigan, Ann Arbor
- Department of Human Genetics, University of Michigan, Ann Arbor
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston
| | | | - Pamela L. Lutsey
- Division of Epidemiology & Community Health, School of Public Health, University of Minnesota, Minneapolis
| | - Myriam Fornage
- The Brown Foundation Institute of Molecular Medicine, University of Texas Health Science Center at Houston
| | | | - Lifang Hou
- Northwestern University, Chicago, Illinois
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle
- Department of Epidemiology, University of Washington, Seattle
- Department of Health Systems and Population Health, University of Washington, Seattle
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle
| | - James S. Floyd
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle
- Department of Epidemiology, University of Washington, Seattle
| | - Ramachandran S. Vasan
- The Framingham Heart Study, Framingham, Massachusetts
- Section of Preventive Medicine and Epidemiology, Boston University School of Medicine, Boston, Massachusetts
- Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts
| | - Nancy L. Heard-Costa
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts
| | - April P. Carson
- Department of Medicine, University of Mississippi Medical Center, Jackson
| | - Michael E. Hall
- Department of Medicine, University of Mississippi Medical Center, Jackson
| | - Stephen S. Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, California
| | - Dhruv S. Kazi
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Richard A. and Susan F. Smith Center for Outcomes Research, Beth Israel Deaconess Medical Center, Boston, Massachusetts
| | - Sarah D. de Ferranti
- Department of Cardiology, Boston Children’s Hospital, Boston, Massachusetts
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
| | - Andrew E. Moran
- Division of General Medicine, Columbia University, New York, New York
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Gao T, Zheng Y, Joyce BT, Kho M, Terry JG, Wang J, Nannini D, Carr JJ, Nair S, Zhang K, Zhao W, Jacobs DR, Schreiner PJ, Greenland P, Lloyd-Jones D, Smith JA, Hou L. Epigenetic Aging Is Associated With Measures of Midlife Muscle Volume and Attenuation in CARDIA Study. J Gerontol A Biol Sci Med Sci 2024; 79:glad261. [PMID: 37956337 PMCID: PMC10876078 DOI: 10.1093/gerona/glad261] [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: 01/13/2023] [Indexed: 11/15/2023] Open
Abstract
BACKGROUND GrimAge acceleration (GAA), an epigenetic marker that represents physiologic aging, is associated with age-related diseases including cancer and cardiovascular diseases. However, the associations between GAA and muscle mass and function are unknown. METHODS We estimated measures of GAA in 1 118 Black and White participants from the Coronary Artery Risk Development in Young Adults (CARDIA) Study at exam years (Y) 15 (2000-2001) and 20 (2005-2006). Abdominal muscle composition was measured using CT scans at the Y25 (2010-2011) visit. We used multivariate regression models to examine associations of GAA estimates with muscle imaging measurements. RESULTS In the CARDIA study, each 1-year higher GAA was associated with an average 1.1% (95% confidence interval [CI]: 0.6%, 1.5%) higher intermuscular adipose tissue (IMAT) volume for abdominal muscles. Each 1-year higher GAA was associated with an average -0.089 Hounsfield unit (HU; 95% CI: -0.146, -0.032) lower lean muscle attenuation and an average -0.049 HU (95% CI: -0.092, -0.007) lower IMAT attenuation for abdominal muscles. Stratified analyses showed that GAA was more strongly associated with higher abdominal muscle IMAT volume in females and significantly associated with lower lean muscle attenuation for White participants only. CONCLUSIONS Higher GAA is associated with higher abdominal muscle IMAT volume and lower lean muscle attenuation in a midlife population.
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Affiliation(s)
- Tao Gao
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Brian T Joyce
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Minjung Kho
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - James G Terry
- Department of Radiology, Vanderbilt University Medicine Center, Nashville, Tennessee, USA
| | - Jun Wang
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Drew Nannini
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - John Jeffrey Carr
- Department of Radiology, Vanderbilt University Medicine Center, Nashville, Tennessee, USA
| | - Sangeeta Nair
- Department of Radiology, Vanderbilt University Medicine Center, Nashville, Tennessee, USA
| | - Kai Zhang
- Department of Environmental Health Sciences, School of Public Health, University at Albany, State University of New York, Albany, New York, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - David R Jacobs
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, Minnesota, USA
| | - Pamela J Schreiner
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, Minnesota, USA
| | - Philip Greenland
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Donald Lloyd-Jones
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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Petito LC, McCabe ME, Pool LR, Krefman AE, Perak AM, Marino BS, Juonala M, Kähönen M, Lehtimäki T, Bazzano LA, Liu L, Pahkala K, Laitinen TT, Raitakari OT, Gooding HC, Daniels SR, Skinner AC, Greenland P, Davis MM, Wakschlag LS, Van Horn L, Hou L, Lloyd-Jones DM, Labarthe DR, Allen NB. A Proposed Pediatric Clinical Cardiovascular Health Reference Standard. Am J Prev Med 2024; 66:216-225. [PMID: 37751803 DOI: 10.1016/j.amepre.2023.09.019] [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: 05/08/2023] [Revised: 09/19/2023] [Accepted: 09/19/2023] [Indexed: 09/28/2023]
Abstract
INTRODUCTION Clinical cardiovascular health is a construct that includes 4 health factors-systolic and diastolic blood pressure, fasting glucose, total cholesterol, and body mass index-which together provide an evidence-based, more holistic view of cardiovascular health risk in adults than each component separately. Currently, no pediatric version of this construct exists. This study sought to develop sex-specific charts of clinical cardiovascular health for age to describe current patterns of clinical cardiovascular health throughout childhood. METHODS Data were used from children and adolescents aged 8-19 years in six pooled childhood cohorts (19,261 participants, collected between 1972 and 2010) to create reference standards for fasting glucose and total cholesterol. Using the models for glucose and cholesterol as well as previously published reference standards for body mass index and blood pressure, clinical cardiovascular health charts were developed. All models were estimated using sex-specific random-effects linear regression, and modeling was performed during 2020-2022. RESULTS Models were created to generate charts with smoothed means, percentiles, and standard deviations of clinical cardiovascular health for each year of childhood. For example, a 10-year-old girl with a body mass index of 16 kg/m2 (30th percentile), blood pressure of 100/60 mm Hg (46th/50th), glucose of 80 mg/dL (31st), and total cholesterol of 160 mg/dL (46th) (lower implies better) would have a clinical cardiovascular health percentile of 62 (higher implies better). CONCLUSIONS Clinical cardiovascular health charts based on pediatric data offer a standardized approach to express clinical cardiovascular health as an age- and sex-standardized percentile for clinicians to assess cardiovascular health in childhood to consider preventive approaches at early ages and proactively optimize lifetime trajectories of cardiovascular health.
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Affiliation(s)
- Lucia C Petito
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois.
| | - Megan E McCabe
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois; Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, Iowa
| | - Lindsay R Pool
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois
| | - Amy E Krefman
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois
| | - Amanda M Perak
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois; Department of Pediatrics, Lurie Children's Hospital, Chicago, Illinois
| | - Bradley S Marino
- Department of Pediatrics, Lurie Children's Hospital, Chicago, Illinois
| | - Markus Juonala
- Department of Medicine, University of Turku, Turku, Finland; Division of Medicine, Turku University Hospital, Turku, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland; Finnish Cardiovascular Research Center-Tampere - FCRCT, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Terho Lehtimäki
- Finnish Cardiovascular Research Center-Tampere - FCRCT, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland; Department of Clinical Chemistry, Fimlab Laboratories, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Lydia A Bazzano
- Department of Epidemiology, School of Public Health & Tropical Medicine, Tulane University, New Orleans, Los Angeles
| | - Lei Liu
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri
| | - Katja Pahkala
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland; Paavo Nurmi Centre, Sports & Exercise Medicine Unit, Department of Health and Physical Activity, University of Turku, Turku, Finland; Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
| | - Tomi T Laitinen
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland; Paavo Nurmi Centre, Sports & Exercise Medicine Unit, Department of Health and Physical Activity, University of Turku, Turku, Finland
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland; Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland; Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Holly C Gooding
- Division of General Pediatrics and Adolescent Medicine, Emory University School of Medicine, Atlanta, Georgia
| | - Stephen R Daniels
- Department of Pediatrics, University of Colorado Anschutz Medical Campus School of Medicine, Aurora, Colorado
| | - Asheley C Skinner
- Department of Population Health Sciences, Duke University School of Medicine, Durham, North Carolina
| | - Philip Greenland
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois
| | - Matthew M Davis
- Department of Pediatrics, Lurie Children's Hospital, Chicago, Illinois
| | - Lauren S Wakschlag
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois; Institute for Innovations in Developmental Sciences, Northwestern University, Chicago, Illinois
| | - Linda Van Horn
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois
| | - Donald M Lloyd-Jones
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois; Department of Pediatrics, Lurie Children's Hospital, Chicago, Illinois
| | - Darwin R Labarthe
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois
| | - Norrina B Allen
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Evanston, Illinois; Department of Pediatrics, Lurie Children's Hospital, Chicago, Illinois
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6
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Zhang H, Hong X, Zheng Y, Hou L, Zheng C, Wang X, Liu L. High-dimensional quantile mediation analysis with application to a birth cohort study of mother-newborn pairs. Bioinformatics 2024; 40:btae055. [PMID: 38290773 PMCID: PMC10873903 DOI: 10.1093/bioinformatics/btae055] [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: 02/16/2024] [Revised: 02/16/2024] [Accepted: 02/16/2024] [Indexed: 02/01/2024] Open
Abstract
MOTIVATION There has been substantial recent interest in developing methodology for high-dimensional mediation analysis. Yet, the majority of mediation statistical methods lean heavily on mean regression, which limits their ability to fully capture the complex mediating effects across the outcome distribution. To bridge this gap, we propose a novel approach for selecting and testing mediators throughout the full range of the outcome distribution spectrum. RESULTS The proposed high-dimensional quantile mediation model provides a comprehensive insight into how potential mediators impact outcomes via their mediation pathways. This method's efficacy is demonstrated through extensive simulations. The study presents a real-world data application examining the mediating effects of DNA methylation on the relationship between maternal smoking and offspring birthweight. AVAILABILITY AND IMPLEMENTATION Our method offers a publicly available and user-friendly function qHIMA(), which can be accessed through the R package HIMA at https://CRAN.R-project.org/package=HIMA.
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Affiliation(s)
- Haixiang Zhang
- Center for Applied Mathematics, Tianjin University, Tianjin 300072, China
| | - Xiumei Hong
- Department of Population, Family and Reproductive Health, Center On the Early Life Origins of Disease, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, United States
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University, Chicago, IL 60611, United States
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University, Chicago, IL 60611, United States
| | - Cheng Zheng
- Department of Biostatistics, University of Nebraska Medical Center, Omaha, NE 68198, United States
| | - Xiaobin Wang
- Department of Population, Family and Reproductive Health, Center On the Early Life Origins of Disease, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, United States
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, United States
| | - Lei Liu
- Division of Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States
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Niu C, Lv W, Zhu X, Dong Z, Yuan K, Jin Q, Zhang P, Li P, Mao M, Dong T, Chen Z, Luo J, Hou L, Zhang C, Hao K, Chen S, Huang Z. Intestinal Translocation of Live Porphyromonas gingivalis Drives Insulin Resistance. J Dent Res 2024; 103:197-207. [PMID: 38185909 DOI: 10.1177/00220345231214195] [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] [Indexed: 01/09/2024] Open
Abstract
Periodontitis has been emphasized as a risk factor of insulin resistance-related systemic diseases. Accumulating evidence has suggested a possible "oral-gut axis" linking oral infection and extraoral diseases, but it remains unclear whether periodontal pathogens can survive the barriers of the digestive tract and how they play their pathogenic roles. The present study established a periodontitis mouse model through oral ligature plus Porphyromonas gingivalis inoculation and demonstrated that periodontitis aggravated diet-induced obesity and insulin resistance, while also causing P. gingivalis enrichment in the intestine. Metabolic labeling strategy validated that P. gingivalis could translocate to the gastrointestinal tract in a viable state. Oral administration of living P. gingivalis elicited insulin resistance, while administration of pasteurized P. gingivalis had no such effect. Combination analysis of metagenome sequencing and nontargeted metabolomics suggested that the tryptophan metabolism pathway, specifically indole and its derivatives, was involved in the pathogenesis of insulin resistance caused by oral administration of living P. gingivalis. Moreover, liquid chromatography-high-resolution mass spectrometry analysis confirmed that the aryl hydrocarbon receptor (AhR) ligands, mainly indole acetic acid, tryptamine, and indole-3-aldehyde, were reduced in diet-induced obese mice with periodontitis, leading to inactivation of AhR signaling. Supplementation with Ficz (6-formylindolo (3,2-b) carbazole), an AhR agonist, alleviated periodontitis-associated insulin resistance, in which the restoration of gut barrier function might play an important role. Collectively, these findings reveal that the oral-gut translocation of viable P. gingivalis works as a fuel linking periodontitis and insulin resistance, in which reduction of AhR ligands and inactivation of AhR signaling are involved. This study provides novel insight into the role of the oral-gut axis in the pathogenesis of periodontitis-associated comorbidities.
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Affiliation(s)
- C Niu
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - W Lv
- Shanghai Key Laboratory of Craniomaxillofacial Development and Diseases, Fudan University, Shanghai, P. R. China
| | - X Zhu
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - Z Dong
- Department of Oral Implantology, Shanghai Stomatological Hospital & School of Stomatology, Fudan University, Shanghai, P. R. China
| | - K Yuan
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - Q Jin
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - P Zhang
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - P Li
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - M Mao
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - T Dong
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - Z Chen
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - J Luo
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
| | - L Hou
- Department of Nursing, Shanghai Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, P. R. China
| | - C Zhang
- Department of Oral Implantology, Shanghai Stomatological Hospital & School of Stomatology, Fudan University, Shanghai, P. R. China
| | - K Hao
- Department of Oral Implantology, Shanghai Stomatological Hospital & School of Stomatology, Fudan University, Shanghai, P. R. China
| | - S Chen
- Shanghai Key Laboratory of Craniomaxillofacial Development and Diseases, Fudan University, Shanghai, P. R. China
- Department of Oral Implantology, Shanghai Stomatological Hospital & School of Stomatology, Fudan University, Shanghai, P. R. China
| | - Z Huang
- Department of Endodontics, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P. R. China
- College of Stomatology, Shanghai Jiao Tong University, Shanghai, P. R. China
- National Clinical Research Center for Oral Diseases, National Center for Stomatology, Shanghai, P. R. China
- Shanghai Key Laboratory of Stomatology, Shanghai, P. R. China
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8
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Yarmolinsky J, Robinson JW, Mariosa D, Karhunen V, Huang J, Dimou N, Murphy N, Burrows K, Bouras E, Smith-Byrne K, Lewis SJ, Galesloot TE, Kiemeney LA, Vermeulen S, Martin P, Albanes D, Hou L, Newcomb PA, White E, Wolk A, Wu AH, Le Marchand L, Phipps AI, Buchanan DD, Zhao SS, Gill D, Chanock SJ, Purdue MP, Davey Smith G, Brennan P, Herzig KH, Järvelin MR, Amos CI, Hung RJ, Dehghan A, Johansson M, Gunter MJ, Tsilidis KK, Martin RM. Association between circulating inflammatory markers and adult cancer risk: a Mendelian randomization analysis. EBioMedicine 2024; 100:104991. [PMID: 38301482 PMCID: PMC10844944 DOI: 10.1016/j.ebiom.2024.104991] [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: 09/21/2023] [Revised: 01/15/2024] [Accepted: 01/17/2024] [Indexed: 02/03/2024] Open
Abstract
BACKGROUND Tumour-promoting inflammation is a "hallmark" of cancer and conventional epidemiological studies have reported links between various inflammatory markers and cancer risk. The causal nature of these relationships and, thus, the suitability of these markers as intervention targets for cancer prevention is unclear. METHODS We meta-analysed 6 genome-wide association studies of circulating inflammatory markers comprising 59,969 participants of European ancestry. We then used combined cis-Mendelian randomization and colocalisation analysis to evaluate the causal role of 66 circulating inflammatory markers in risk of 30 adult cancers in 338,294 cancer cases and up to 1,238,345 controls. Genetic instruments for inflammatory markers were constructed using genome-wide significant (P < 5.0 × 10-8) cis-acting SNPs (i.e., in or ±250 kb from the gene encoding the relevant protein) in weak linkage disequilibrium (LD, r2 < 0.10). Effect estimates were generated using inverse-variance weighted random-effects models and standard errors were inflated to account for weak LD between variants with reference to the 1000 Genomes Phase 3 CEU panel. A false discovery rate (FDR)-corrected P-value ("q-value") <0.05 was used as a threshold to define "strong evidence" to support associations and 0.05 ≤ q-value < 0.20 to define "suggestive evidence". A colocalisation posterior probability (PPH4) >70% was employed to indicate support for shared causal variants across inflammatory markers and cancer outcomes. Findings were replicated in the FinnGen study and then pooled using meta-analysis. FINDINGS We found strong evidence to support an association of genetically-proxied circulating pro-adrenomedullin concentrations with increased breast cancer risk (OR: 1.19, 95% CI: 1.10-1.29, q-value = 0.033, PPH4 = 84.3%) and suggestive evidence to support associations of interleukin-23 receptor concentrations with increased pancreatic cancer risk (OR: 1.42, 95% CI: 1.20-1.69, q-value = 0.055, PPH4 = 73.9%), prothrombin concentrations with decreased basal cell carcinoma risk (OR: 0.66, 95% CI: 0.53-0.81, q-value = 0.067, PPH4 = 81.8%), and interleukin-1 receptor-like 1 concentrations with decreased triple-negative breast cancer risk (OR: 0.92, 95% CI: 0.88-0.97, q-value = 0.15, PPH4 = 85.6%). These findings were replicated in pooled analyses with the FinnGen study. Though suggestive evidence was found to support an association of macrophage migration inhibitory factor concentrations with increased bladder cancer risk (OR: 2.46, 95% CI: 1.48-4.10, q-value = 0.072, PPH4 = 76.1%), this finding was not replicated when pooled with the FinnGen study. For 22 of 30 cancer outcomes examined, there was little evidence (q-value ≥0.20) that any of the 66 circulating inflammatory markers examined were associated with cancer risk. INTERPRETATION Our comprehensive joint Mendelian randomization and colocalisation analysis of the role of circulating inflammatory markers in cancer risk identified potential roles for 4 circulating inflammatory markers in risk of 4 site-specific cancers. Contrary to reports from some prior conventional epidemiological studies, we found little evidence of association of circulating inflammatory markers with the majority of site-specific cancers evaluated. FUNDING Cancer Research UK (C68933/A28534, C18281/A29019, PPRCPJT∖100005), World Cancer Research Fund (IIG_FULL_2020_022), National Institute for Health Research (NIHR202411, BRC-1215-20011), Medical Research Council (MC_UU_00011/1, MC_UU_00011/3, MC_UU_00011/6, and MC_UU_00011/4), Academy of Finland Project 326291, European Union's Horizon 2020 grant agreement no. 848158 (EarlyCause), French National Cancer Institute (INCa SHSESP20, 2020-076), Versus Arthritis (21173, 21754, 21755), National Institutes of Health (U19 CA203654), National Cancer Institute (U19CA203654).
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Affiliation(s)
- James Yarmolinsky
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary's Campus, London, UK.
| | - Jamie W Robinson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Daniela Mariosa
- Genomic Epidemiology Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Ville Karhunen
- Research Unit of Population Health, Faculty of Medicine, University of Oulu, Oulu, Finland; Research Unit of Mathematical Sciences, University of Oulu, Oulu, Finland
| | - Jian Huang
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary's Campus, London, UK; Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A∗STAR), Singapore, Singapore
| | - Niki Dimou
- Nutrition and Metabolism Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Neil Murphy
- Nutrition and Metabolism Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Kimberley Burrows
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Emmanouil Bouras
- Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Ioannina, Greece
| | - Karl Smith-Byrne
- The Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Sarah J Lewis
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | | | | | - Sita Vermeulen
- Department for Health Evidence, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Paul Martin
- School of Biochemistry, Biomedical Sciences Building, University of Bristol, University Walk, Bristol, UK
| | - Demetrius Albanes
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Polly A Newcomb
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA; School of Public Health, University of Washington, Seattle, WA, USA
| | - Emily White
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA; Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, USA
| | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Anna H Wu
- University of Southern California, Preventative Medicine, Los Angeles, CA, USA
| | - Loïc Le Marchand
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI 96813, USA
| | - Amanda I Phipps
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA; Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, USA
| | - Daniel D Buchanan
- Colorectal Oncogenomic Group, Department of Clinical Pathology, University of Melbourne, Parkville, Victoria, Australia; Victorian Comprehensive Cancer Centre, University of Melbourne Centre for Cancer Research, Parkville, Victoria, Australia; Genetic Medicine and Family Clinic, The Royal Melbourne Hospital, Parkville, Victoria, Australia
| | - Sizheng Steven Zhao
- Centre for Epidemiology Versus Arthritis, Faculty of Biological Medicine and Health, University of Manchester, Manchester, UK
| | - Dipender Gill
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary's Campus, London, UK
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, MD, USA
| | - Mark P Purdue
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, MD, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Paul Brennan
- Genomic Epidemiology Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Karl-Heinz Herzig
- Institute of Biomedicine, Medical Research Center and Oulu University Hospital, University of Oulu, Oulu, Finland; Department of Pediatric Gastroenterology and Metabolic Diseases, Poznan University of Medical Sciences, Poznan, Poland
| | - Marjo-Riitta Järvelin
- Genomic Epidemiology Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France; Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK; Unit of Primary Health Care, Oulu University Hospital, OYS, Oulu, Finland; Department of Life Sciences, College of Health and Life Sciences, Brunel University London, London, UK
| | - Chris I Amos
- Institute for Clinical and Translational Research, Baylor College of Medicine, Houston, TX, USA
| | - Rayjean J Hung
- Prosserman Centre for Population Health Research, Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary's Campus, London, UK; Dementia Research Institute, Imperial College London, London, UK
| | - Mattias Johansson
- Genomic Epidemiology Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Marc J Gunter
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary's Campus, London, UK; Nutrition and Metabolism Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Kostas K Tsilidis
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary's Campus, London, UK; Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Ioannina, Greece
| | - Richard M Martin
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK; University Hospitals Bristol and Weston NHS Foundation Trust, National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol, Bristol, UK
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9
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Magaji FA, Mashor MI, Anzaku SA, Hinjari AR, Cosmas NT, Kwaghe BV, Ali JM, Christian EN, Sagay AS, Chandler A, Khan I, Murphy RL, Hou L, Musa J. Community cervical cancer screening and precancer risk in women living with HIV in Jos Nigeria. BMC Public Health 2024; 24:193. [PMID: 38229083 PMCID: PMC10790377 DOI: 10.1186/s12889-024-17739-z] [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: 08/12/2023] [Accepted: 01/10/2024] [Indexed: 01/18/2024] Open
Abstract
BACKGROUND High HIV prevalence, and lack of organized screening for the indigent population receiving care and treatment within HIV clinics in low-resource settings increases cervical cancer incidence. We sought to determine predictors of cervical precancer in women living with HIV and receiving cervical cancer screening in Jos, Nigeria. METHODS A cross-sectional study of women living with HIV and receiving care and treatment in adult HIV/AIDS clinics in Jos-Metropolis, Nigeria between June 2020 and April 2023. Ethical approvals were obtained from the ethics committee in Jos, Nigeria and Northwestern University IRB, USA. Informed consent was obtained from eligible participants, and data on socio-demographics, cancer risk factors, and cytology reports were collected. The outcome variables were cervical precancer lesions. The independent variables were prior Pap smear status, socio-demographics, income, educational, and other reproductive health factors. Descriptive statistics was done to obtain means ± sd, frequencies, and percentages for the variables. Univariate and bivariate analyses were done to determine predictors of cervical dysplasia. Analyses were performed using R software. RESULTS Of 957 women screened, 570 were living with HIV and 566 women had cytology report and were included in the final analysis. The mean age was 45.08 ± 8.89 years and 81.6% had no prior evidence of Pap test (under-screened). Prevalence of cervical dysplasia was 24% (mild and severe dysplasia were 12.9% and 11.1%, respectively). Age above 45 years (aOR = 3.48, p = 0.009), postmenopausal status (aOR = 7.69, p = 0.000), and women with no history of prior IUCD use (aOR = 5.94, p = 0.0001), were predictors for severe dysplasia. Women who had history of STI (aOR = 0.17, p = 0.000), prior use of IUCD (aOR = 0.32, p = 0.004), prior use of condom (aOR = 2.50, p = 0.003) and had co-morbidities (aOR = 0.46, p = 0.009) were more likely to have had a Pap test in the past. CONCLUSIONS The majority of indigent women receiving care at HIV clinics had their first Pap test screening, and lack of organized screening among older and post-menopausal women with HIV, puts women at a higher risk of developing severe cervical precancer lesions.
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Affiliation(s)
- F A Magaji
- Gynecologic-Oncology Division, Department of Obstetrics and Gynecology, University of Jos, Jos, Nigeria.
- College of Health Sciences, University of Jos, Jos, Nigeria.
| | - M I Mashor
- Department of Histopathology, Jos, Nigeria
- Bingham University Teaching Hospital, Jos, Nigeria
| | - S A Anzaku
- Bingham University Teaching Hospital, Jos, Nigeria
| | - A R Hinjari
- Gynecologic-Oncology Division, Department of Obstetrics and Gynecology, University of Jos, Jos, Nigeria
- College of Health Sciences, University of Jos, Jos, Nigeria
| | - N T Cosmas
- Gynecologic-Oncology Division, Department of Obstetrics and Gynecology, University of Jos, Jos, Nigeria
- Department of Medical Microbiology, Jos, Nigeria
| | - B V Kwaghe
- Department of Anatomic Pathology and Forensic Medicine, Jos University Teaching Hospital, Jos, Nigeria
| | - J M Ali
- Gynecologic-Oncology Division, Department of Obstetrics and Gynecology, University of Jos, Jos, Nigeria
- College of Health Sciences, University of Jos, Jos, Nigeria
| | - Elizabeth N Christian
- Robert J. Havey, MD Institute for Global Health, Chicago, IL, USA
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - A S Sagay
- Gynecologic-Oncology Division, Department of Obstetrics and Gynecology, University of Jos, Jos, Nigeria
- College of Health Sciences, University of Jos, Jos, Nigeria
| | - Ariel Chandler
- Program Department Health Analytics, School of Professional Studies, Northwestern University, Chicago, IL, USA
| | - Imran Khan
- Program Department Health Analytics, School of Professional Studies, Northwestern University, Chicago, IL, USA
| | - Robert L Murphy
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Global Oncology, Institute for Global Health, Chicago, IL, USA
| | - Lifang Hou
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Preventive Medicine, Division of Cancer Epidemiology & Prevention, Chicago, IL, USA
| | - J Musa
- Gynecologic-Oncology Division, Department of Obstetrics and Gynecology, University of Jos, Jos, Nigeria
- College of Health Sciences, University of Jos, Jos, Nigeria
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10
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Li Y, Wong KY, Howard AG, Gordon-Larsen P, Highland HM, Graff M, North KE, Downie CG, Avery CL, Yu B, Young KL, Buchanan VL, Kaplan R, Hou L, Joyce BT, Qi Q, Sofer T, Moon JY, Lin DY. Mendelian randomization with incomplete measurements on the exposure in the Hispanic Community Health Study/Study of Latinos. HGG Adv 2024; 5:100245. [PMID: 37817410 PMCID: PMC10628889 DOI: 10.1016/j.xhgg.2023.100245] [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: 05/02/2023] [Revised: 10/02/2023] [Accepted: 10/02/2023] [Indexed: 10/12/2023] Open
Abstract
Mendelian randomization has been widely used to assess the causal effect of a heritable exposure variable on an outcome of interest, using genetic variants as instrumental variables. In practice, data on the exposure variable can be incomplete due to high cost of measurement and technical limits of detection. In this paper, we propose a valid and efficient method to handle both unmeasured and undetectable values of the exposure variable in one-sample Mendelian randomization analysis with individual-level data. We estimate the causal effect of the exposure variable on the outcome using maximum likelihood estimation and develop an expectation maximization algorithm for the computation of the estimator. Simulation studies show that the proposed method performs well in making inference on the causal effect. We apply our method to the Hispanic Community Health Study/Study of Latinos, a community-based prospective cohort study, and estimate the causal effect of several metabolites on phenotypes of interest.
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Affiliation(s)
- Yilun Li
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Kin Yau Wong
- Department of Applied Mathematics, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong
| | - Annie Green Howard
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Penny Gordon-Larsen
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Heather M Highland
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Mariaelisa Graff
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Kari E North
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Carolina G Downie
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Christy L Avery
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Bing Yu
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Kristin L Young
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Victoria L Buchanan
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Robert Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY 10461, USA; Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Brian Thomas Joyce
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Qibin Qi
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - Tamar Sofer
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Jee-Young Moon
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - Dan-Yu Lin
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
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11
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Staplin N, Haynes R, Judge PK, Wanner C, Green JB, Emberson J, Preiss D, Mayne KJ, Ng SYA, Sammons E, Zhu D, Hill M, Stevens W, Wallendszus K, Brenner S, Cheung AK, Liu ZH, Li J, Hooi LS, Liu WJ, Kadowaki T, Nangaku M, Levin A, Cherney D, Maggioni AP, Pontremoli R, Deo R, Goto S, Rossello X, Tuttle KR, Steubl D, Petrini M, Seidi S, Landray MJ, Baigent C, Herrington WG, Abat S, Abd Rahman R, Abdul Cader R, Abdul Hafidz MI, Abdul Wahab MZ, Abdullah NK, Abdul-Samad T, Abe M, Abraham N, Acheampong S, Achiri P, Acosta JA, Adeleke A, Adell V, Adewuyi-Dalton R, Adnan N, Africano A, Agharazii M, Aguilar F, Aguilera A, Ahmad M, Ahmad MK, Ahmad NA, Ahmad NH, Ahmad NI, Ahmad Miswan N, Ahmad Rosdi H, Ahmed I, Ahmed S, Ahmed S, Aiello J, Aitken A, AitSadi R, Aker S, Akimoto S, Akinfolarin A, Akram S, Alberici F, Albert C, Aldrich L, Alegata M, Alexander L, Alfaress S, Alhadj Ali M, Ali A, Ali A, Alicic R, Aliu A, Almaraz R, Almasarwah R, Almeida J, Aloisi A, Al-Rabadi L, Alscher D, Alvarez P, 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Effects of empagliflozin on progression of chronic kidney disease: a prespecified secondary analysis from the empa-kidney trial. Lancet Diabetes Endocrinol 2024; 12:39-50. [PMID: 38061371 PMCID: PMC7615591 DOI: 10.1016/s2213-8587(23)00321-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 10/24/2023] [Accepted: 10/25/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND Sodium-glucose co-transporter-2 (SGLT2) inhibitors reduce progression of chronic kidney disease and the risk of cardiovascular morbidity and mortality in a wide range of patients. However, their effects on kidney disease progression in some patients with chronic kidney disease are unclear because few clinical kidney outcomes occurred among such patients in the completed trials. In particular, some guidelines stratify their level of recommendation about who should be treated with SGLT2 inhibitors based on diabetes status and albuminuria. We aimed to assess the effects of empagliflozin on progression of chronic kidney disease both overall and among specific types of participants in the EMPA-KIDNEY trial. METHODS EMPA-KIDNEY, a randomised, controlled, phase 3 trial, was conducted at 241 centres in eight countries (Canada, China, Germany, Italy, Japan, Malaysia, the UK, and the USA), and included individuals aged 18 years or older with an estimated glomerular filtration rate (eGFR) of 20 to less than 45 mL/min per 1·73 m2, or with an eGFR of 45 to less than 90 mL/min per 1·73 m2 with a urinary albumin-to-creatinine ratio (uACR) of 200 mg/g or higher. We explored the effects of 10 mg oral empagliflozin once daily versus placebo on the annualised rate of change in estimated glomerular filtration rate (eGFR slope), a tertiary outcome. We studied the acute slope (from randomisation to 2 months) and chronic slope (from 2 months onwards) separately, using shared parameter models to estimate the latter. Analyses were done in all randomly assigned participants by intention to treat. EMPA-KIDNEY is registered at ClinicalTrials.gov, NCT03594110. FINDINGS Between May 15, 2019, and April 16, 2021, 6609 participants were randomly assigned and then followed up for a median of 2·0 years (IQR 1·5-2·4). Prespecified subgroups of eGFR included 2282 (34·5%) participants with an eGFR of less than 30 mL/min per 1·73 m2, 2928 (44·3%) with an eGFR of 30 to less than 45 mL/min per 1·73 m2, and 1399 (21·2%) with an eGFR 45 mL/min per 1·73 m2 or higher. Prespecified subgroups of uACR included 1328 (20·1%) with a uACR of less than 30 mg/g, 1864 (28·2%) with a uACR of 30 to 300 mg/g, and 3417 (51·7%) with a uACR of more than 300 mg/g. Overall, allocation to empagliflozin caused an acute 2·12 mL/min per 1·73 m2 (95% CI 1·83-2·41) reduction in eGFR, equivalent to a 6% (5-6) dip in the first 2 months. After this, it halved the chronic slope from -2·75 to -1·37 mL/min per 1·73 m2 per year (relative difference 50%, 95% CI 42-58). The absolute and relative benefits of empagliflozin on the magnitude of the chronic slope varied significantly depending on diabetes status and baseline levels of eGFR and uACR. In particular, the absolute difference in chronic slopes was lower in patients with lower baseline uACR, but because this group progressed more slowly than those with higher uACR, this translated to a larger relative difference in chronic slopes in this group (86% [36-136] reduction in the chronic slope among those with baseline uACR <30 mg/g compared with a 29% [19-38] reduction for those with baseline uACR ≥2000 mg/g; ptrend<0·0001). INTERPRETATION Empagliflozin slowed the rate of progression of chronic kidney disease among all types of participant in the EMPA-KIDNEY trial, including those with little albuminuria. Albuminuria alone should not be used to determine whether to treat with an SGLT2 inhibitor. FUNDING Boehringer Ingelheim and Eli Lilly.
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Liang Y, Hu M, Zhang M, Du B, Hou L, Zhang X, Zhang W. Fluctuations in influenza virus and respiratory syncytial virus infections in children before, during and after the COVID-19 pandemic. J Hosp Infect 2024; 143:218-220. [PMID: 37757918 DOI: 10.1016/j.jhin.2023.09.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 09/12/2023] [Accepted: 09/12/2023] [Indexed: 09/29/2023]
Affiliation(s)
- Y Liang
- Henan International Joint Laboratory for Prevention and Treatment of Paediatric Disease, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China
| | - M Hu
- Henan International Joint Laboratory for Prevention and Treatment of Paediatric Disease, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China
| | - M Zhang
- Henan International Joint Laboratory for Prevention and Treatment of Paediatric Disease, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China
| | - B Du
- Henan International Joint Laboratory for Prevention and Treatment of Paediatric Disease, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China
| | - L Hou
- Henan International Joint Laboratory for Prevention and Treatment of Paediatric Disease, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China
| | - X Zhang
- Henan International Joint Laboratory for Prevention and Treatment of Paediatric Disease, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China.
| | - W Zhang
- Henan International Joint Laboratory for Prevention and Treatment of Paediatric Disease, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China.
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Ryder M, Sabarai A, Saccà C, Sachson R, Sadler E, Safiee NS, Sahani M, Saillant A, Saini J, Saito C, Saito S, Sakaguchi K, Sakai M, Salim H, Salviani C, Sammons E, Sampson A, Samson F, Sandercock P, Sanguila S, Santorelli G, Santoro D, Sarabu N, Saram T, Sardell R, Sasajima H, Sasaki T, Satko S, Sato A, Sato D, Sato H, Sato H, Sato J, Sato T, Sato Y, Satoh M, Sawada K, Schanz M, Scheidemantel F, Schemmelmann M, Schettler E, Schettler V, Schlieper GR, Schmidt C, Schmidt G, Schmidt U, Schmidt-Gurtler H, Schmude M, Schneider A, Schneider I, Schneider-Danwitz C, Schomig M, Schramm T, Schreiber A, Schricker S, Schroppel B, Schulte-Kemna L, Schulz E, Schumacher B, Schuster A, Schwab A, Scolari F, Scott A, Seeger W, Seeger W, Segal M, Seifert L, Seifert M, Sekiya M, Sellars R, Seman MR, Shah S, Shah S, Shainberg L, Shanmuganathan M, Shao F, Sharma K, Sharpe C, Sheikh-Ali M, Sheldon J, Shenton C, Shepherd A, Shepperd M, Sheridan R, Sheriff Z, Shibata Y, Shigehara T, Shikata K, Shimamura K, Shimano H, Shimizu Y, Shimoda H, Shin K, Shivashankar G, Shojima N, Silva R, Sim CSB, Simmons K, Sinha S, Sitter T, Sivanandam S, Skipper M, Sloan K, Sloan L, Smith R, Smyth J, Sobande T, Sobata M, Somalanka S, Song X, Sonntag F, Sood B, Sor SY, Soufer J, Sparks H, Spatoliatore G, Spinola T, Squyres S, Srivastava A, Stanfield J, Staplin N, Staylor K, Steele A, Steen O, Steffl D, Stegbauer J, Stellbrink C, Stellbrink E, Stevens W, Stevenson A, Stewart-Ray V, Stickley J, Stoffler D, Stratmann B, Streitenberger S, Strutz F, Stubbs J, Stumpf J, Suazo N, Suchinda P, Suckling R, Sudin A, Sugamori K, Sugawara H, Sugawara K, Sugimoto D, Sugiyama H, Sugiyama H, Sugiyama T, Sullivan M, Sumi M, Suresh N, Sutton D, Suzuki H, Suzuki R, Suzuki Y, Suzuki Y, Suzuki Y, Swanson E, Swift P, Syed S, Szerlip H, Taal M, Taddeo M, Tailor C, Tajima K, Takagi M, Takahashi K, Takahashi K, Takahashi M, Takahashi T, Takahira E, Takai T, Takaoka M, Takeoka J, Takesada A, Takezawa M, Talbot M, Taliercio J, Talsania T, Tamori Y, Tamura R, Tamura Y, Tan CHH, Tan EZZ, Tanabe A, Tanabe K, Tanaka A, Tanaka A, Tanaka N, Tang S, Tang Z, Tanigaki K, Tarlac M, Tatsuzawa A, Tay JF, Tay LL, Taylor J, Taylor K, Taylor K, Te A, Tenbusch L, Teng KS, Terakawa A, Terry J, Tham ZD, Tholl S, Thomas G, Thong KM, Tietjen D, Timadjer A, Tindall H, Tipper S, Tobin K, Toda N, Tokuyama A, Tolibas M, Tomita A, Tomita T, Tomlinson J, Tonks L, Topf J, Topping S, Torp A, Torres A, Totaro F, Toth P, Toyonaga Y, Tripodi F, Trivedi K, Tropman E, Tschope D, Tse J, Tsuji K, Tsunekawa S, Tsunoda R, Tucky B, Tufail S, Tuffaha A, Turan E, Turner H, Turner J, Turner M, Tuttle KR, Tye YL, Tyler A, Tyler J, Uchi H, Uchida H, Uchida T, Uchida T, Udagawa T, Ueda S, Ueda Y, Ueki K, Ugni S, Ugwu E, Umeno R, Unekawa C, Uozumi K, Urquia K, Valleteau A, Valletta C, van Erp R, Vanhoy C, Varad V, Varma R, Varughese A, Vasquez P, Vasseur A, Veelken R, Velagapudi C, Verdel K, Vettoretti S, Vezzoli G, Vielhauer V, Viera R, Vilar E, Villaruel S, Vinall L, Vinathan J, Visnjic M, Voigt E, von-Eynatten M, Vourvou M, Wada J, Wada J, Wada T, Wada Y, Wakayama K, Wakita Y, Wallendszus K, Walters T, Wan Mohamad WH, Wang L, Wang W, Wang X, Wang X, Wang Y, Wanner C, Wanninayake S, Watada H, Watanabe K, Watanabe K, Watanabe M, Waterfall H, Watkins D, Watson S, Weaving L, Weber B, Webley Y, Webster A, Webster M, Weetman M, Wei W, Weihprecht H, Weiland L, Weinmann-Menke J, Weinreich T, Wendt R, Weng Y, Whalen M, Whalley G, Wheatley R, Wheeler A, Wheeler J, Whelton P, White K, Whitmore B, Whittaker S, Wiebel J, Wiley J, Wilkinson L, Willett M, Williams A, Williams E, Williams K, Williams T, Wilson A, Wilson P, Wincott L, Wines E, Winkelmann B, Winkler M, Winter-Goodwin B, Witczak J, Wittes J, Wittmann M, Wolf G, Wolf L, Wolfling R, Wong C, Wong E, Wong HS, Wong LW, Wong YH, Wonnacott A, Wood A, Wood L, Woodhouse H, Wooding N, Woodman A, Wren K, Wu J, Wu P, Xia S, Xiao H, Xiao X, Xie Y, Xu C, Xu Y, Xue H, Yahaya H, Yalamanchili H, Yamada A, Yamada N, Yamagata K, Yamaguchi M, Yamaji Y, Yamamoto A, Yamamoto S, Yamamoto S, Yamamoto T, Yamanaka A, Yamano T, Yamanouchi Y, Yamasaki N, Yamasaki Y, Yamasaki Y, Yamashita C, Yamauchi T, Yan Q, Yanagisawa E, Yang F, Yang L, Yano S, Yao S, Yao Y, Yarlagadda S, Yasuda Y, Yiu V, Yokoyama T, Yoshida S, Yoshidome E, Yoshikawa H, Young A, Young T, Yousif V, Yu H, Yu Y, Yuasa K, Yusof N, Zalunardo N, Zander B, Zani R, Zappulo F, Zayed M, Zemann B, Zettergren P, Zhang H, Zhang L, Zhang L, Zhang N, Zhang X, Zhao J, Zhao L, Zhao S, Zhao Z, Zhong H, Zhou N, Zhou S, Zhu D, Zhu L, Zhu S, Zietz M, Zippo M, Zirino F, Zulkipli FH. Impact of primary kidney disease on the effects of empagliflozin in patients with chronic kidney disease: secondary analyses of the EMPA-KIDNEY trial. Lancet Diabetes Endocrinol 2024; 12:51-60. [PMID: 38061372 DOI: 10.1016/s2213-8587(23)00322-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 10/24/2023] [Accepted: 10/25/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND The EMPA-KIDNEY trial showed that empagliflozin reduced the risk of the primary composite outcome of kidney disease progression or cardiovascular death in patients with chronic kidney disease mainly through slowing progression. We aimed to assess how effects of empagliflozin might differ by primary kidney disease across its broad population. METHODS EMPA-KIDNEY, a randomised, controlled, phase 3 trial, was conducted at 241 centres in eight countries (Canada, China, Germany, Italy, Japan, Malaysia, the UK, and the USA). Patients were eligible if their estimated glomerular filtration rate (eGFR) was 20 to less than 45 mL/min per 1·73 m2, or 45 to less than 90 mL/min per 1·73 m2 with a urinary albumin-to-creatinine ratio (uACR) of 200 mg/g or higher at screening. They were randomly assigned (1:1) to 10 mg oral empagliflozin once daily or matching placebo. Effects on kidney disease progression (defined as a sustained ≥40% eGFR decline from randomisation, end-stage kidney disease, a sustained eGFR below 10 mL/min per 1·73 m2, or death from kidney failure) were assessed using prespecified Cox models, and eGFR slope analyses used shared parameter models. Subgroup comparisons were performed by including relevant interaction terms in models. EMPA-KIDNEY is registered with ClinicalTrials.gov, NCT03594110. FINDINGS Between May 15, 2019, and April 16, 2021, 6609 participants were randomly assigned and followed up for a median of 2·0 years (IQR 1·5-2·4). Prespecified subgroupings by primary kidney disease included 2057 (31·1%) participants with diabetic kidney disease, 1669 (25·3%) with glomerular disease, 1445 (21·9%) with hypertensive or renovascular disease, and 1438 (21·8%) with other or unknown causes. Kidney disease progression occurred in 384 (11·6%) of 3304 patients in the empagliflozin group and 504 (15·2%) of 3305 patients in the placebo group (hazard ratio 0·71 [95% CI 0·62-0·81]), with no evidence that the relative effect size varied significantly by primary kidney disease (pheterogeneity=0·62). The between-group difference in chronic eGFR slopes (ie, from 2 months to final follow-up) was 1·37 mL/min per 1·73 m2 per year (95% CI 1·16-1·59), representing a 50% (42-58) reduction in the rate of chronic eGFR decline. This relative effect of empagliflozin on chronic eGFR slope was similar in analyses by different primary kidney diseases, including in explorations by type of glomerular disease and diabetes (p values for heterogeneity all >0·1). INTERPRETATION In a broad range of patients with chronic kidney disease at risk of progression, including a wide range of non-diabetic causes of chronic kidney disease, empagliflozin reduced risk of kidney disease progression. Relative effect sizes were broadly similar irrespective of the cause of primary kidney disease, suggesting that SGLT2 inhibitors should be part of a standard of care to minimise risk of kidney failure in chronic kidney disease. FUNDING Boehringer Ingelheim, Eli Lilly, and UK Medical Research Council.
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Jain P, Binder A, Chen B, Parada H, Gallo L, Alcaraz J, Horvath S, Bhatti P, Whitsel E, Jordahl K, Baccarelli A, Hou L, Stewart J, Li Y, LaMonte M, Manson J, LaCroix A. The Association of Epigenetic Age Acceleration and Multimorbidity at Age 90 in the Women's Health Initiative. J Gerontol A Biol Sci Med Sci 2023; 78:2274-2281. [PMID: 36107798 PMCID: PMC10692424 DOI: 10.1093/gerona/glac190] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 02/03/2022] [Indexed: 12/03/2023] Open
Abstract
BACKGROUND Epigenetic age acceleration (EAA), a measure of accelerated biological aging, has been associated with an increased risk of several age-related chronic conditions. This is the first study to prospectively examine the relationship between EAA and both multimorbidity count and a weighted multimorbidity score among long-lived postmenopausal women. METHODS We included 1 951 women from the Women's Health Initiative who could have survived to age 90. EAA was estimated using the Horvath pan-tissue, Hannum, PhenoAge, and GrimAge "clocks." Twelve chronic conditions were included in the multimorbidity count. The multimorbidity score was weighted for each morbidity's relationship with mortality in the study population. Using mixed-effects Poisson and linear regression models that included baseline covariates associated with both EAA and multimorbidity, we estimated relative risks (RRs) and 95% confidence intervals (CIs) for the relationships between each EAA measure at the study baseline with both multimorbidity count and weighted multimorbidity score at age 90, respectively. RESULTS For every one standard deviation increase in AgeAccelPheno, the rate of multimorbidity accumulation increased 6% (RR = 1.06; 95% CI = 1.01-1.12; p = .025) and the multimorbidity score by 7% (RR = 1.07; 95% CI = 1.01-1.13; p = .014) for women who survived to age 90. The results for a one standard deviation increase in AgeAccelHorvath, AgeAccelHannum, and AgeAccelGrim with multimorbidity accumulation and score were weaker compared to AgeAccelPheno, and the latter 2 did not reach statistical significance. CONCLUSION AgeAccelPheno and AgeAccelHannum may predict multimorbidity count and score at age 90 in older women and, thus, may be useful as a biomarker predictor of multimorbidity burden in the last decades of life.
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Affiliation(s)
- Purva Jain
- The Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, California, USA
| | - Alexandra Binder
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA
- Department of Epidemiology, Fielding School of Public Health, University of California, Los Angeles, California,USA
| | - Brian Chen
- The Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, California, USA
| | - Humberto Parada
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, San Diego, California, USA
- San Diego Moores Cancer Center, University of California, San Diego, California, La Jolla, California, USA
| | - Linda C Gallo
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, San Diego, California, USA
| | - John Alcaraz
- San Diego Moores Cancer Center, University of California, San Diego, California, La Jolla, California, USA
| | - Steve Horvath
- Department of Human Genetics, David Geffen School of Medicine, UCLA, Los Angeles, California,USA
- Department of Biostatistics, School of Public Health, University of California, Los Angeles, California,USA
| | - Parveen Bhatti
- Cancer Control Research, BC Cancer, Vancouver, British Columbia, Canada
| | - Eric A Whitsel
- Department of Epidemiology, Gillings School of Public Health and Department of Medicine, School of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Kristina Jordahl
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, Washington, USA
| | - Andrea A Baccarelli
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University Irving Medical Center, New York, New York, USA
| | - Lifang Hou
- Institute for Public Health and Medicine, Northwestern University, Chicago, Illinois,USA
| | - James D Stewart
- Department of Epidemiology, Gillings School of Public Health and Department of Medicine, School of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Yun Li
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA
- Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina, USA
- Department of Computer Science, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Michael J LaMonte
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo―SUNY, Buffalo, New York, USA
| | - JoAnn E Manson
- Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Andrea Z LaCroix
- The Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, California, USA
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Li X, Chen H, Selvaraj MS, Van Buren E, Zhou H, Wang Y, Sun R, McCaw ZR, Yu Z, Arnett DK, Bis JC, Blangero J, Boerwinkle E, Bowden DW, Brody JA, Cade BE, Carson AP, Carlson JC, Chami N, Chen YDI, Curran JE, de Vries PS, Fornage M, Franceschini N, Freedman BI, Gu C, Heard-Costa NL, He J, Hou L, Hung YJ, Irvin MR, Kaplan RC, Kardia SL, Kelly T, Konigsberg I, Kooperberg C, Kral BG, Li C, Loos RJ, Mahaney MC, Martin LW, Mathias RA, Minster RL, Mitchell BD, Montasser ME, Morrison AC, Palmer ND, Peyser PA, Psaty BM, Raffield LM, Redline S, Reiner AP, Rich SS, Sitlani CM, Smith JA, Taylor KD, Tiwari H, Vasan RS, Wang Z, Yanek LR, Yu B, Rice KM, Rotter JI, Peloso GM, Natarajan P, Li Z, Liu Z, Lin X. A statistical framework for powerful multi-trait rare variant analysis in large-scale whole-genome sequencing studies. bioRxiv 2023:2023.10.30.564764. [PMID: 37961350 PMCID: PMC10634938 DOI: 10.1101/2023.10.30.564764] [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] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Large-scale whole-genome sequencing (WGS) studies have improved our understanding of the contributions of coding and noncoding rare variants to complex human traits. Leveraging association effect sizes across multiple traits in WGS rare variant association analysis can improve statistical power over single-trait analysis, and also detect pleiotropic genes and regions. Existing multi-trait methods have limited ability to perform rare variant analysis of large-scale WGS data. We propose MultiSTAAR, a statistical framework and computationally-scalable analytical pipeline for functionally-informed multi-trait rare variant analysis in large-scale WGS studies. MultiSTAAR accounts for relatedness, population structure and correlation among phenotypes by jointly analyzing multiple traits, and further empowers rare variant association analysis by incorporating multiple functional annotations. We applied MultiSTAAR to jointly analyze three lipid traits (low-density lipoprotein cholesterol, high-density lipoprotein cholesterol and triglycerides) in 61,861 multi-ethnic samples from the Trans-Omics for Precision Medicine (TOPMed) Program. We discovered new associations with lipid traits missed by single-trait analysis, including rare variants within an enhancer of NIPSNAP3A and an intergenic region on chromosome 1.
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Affiliation(s)
- Xihao Li
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Han Chen
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Margaret Sunitha Selvaraj
- Center for Genomic Medicine and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Eric Van Buren
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Hufeng Zhou
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Yuxuan Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Ryan Sun
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zachary R. McCaw
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Zhi Yu
- Center for Genomic Medicine and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Donna K. Arnett
- Provost Office, University of South Carolina, Columbia, SC, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - John Blangero
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, The University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Donald W. Bowden
- Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Brian E. Cade
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, USA
- Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA
| | - April P. Carson
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Jenna C. Carlson
- Department of Human Genetics and Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Nathalie Chami
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yii-Der Ida Chen
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Joanne E. Curran
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, The University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Paul S. de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Myriam Fornage
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, the University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Barry I. Freedman
- Department of Internal Medicine, Nephrology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Charles Gu
- Division of Biology & Biomedical Sciences, Washington University School of Medicine, St. Louis, MO, USA
| | - Nancy L. Heard-Costa
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Jiang He
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA
- Tulane University Translational Science Institute, New Orleans, LA, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University, Chicago, IL, USA
| | - Yi-Jen Hung
- Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan
| | - Marguerite R. Irvin
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Robert C. Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Sharon L.R. Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Tanika Kelly
- Department of Medicine, Division of Nephrology, University of Illinois Chicago, Chicago, IL, USA
| | - Iain Konigsberg
- Department of Biomedical Informatics, University of Colorado, Aurora, CO, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Brian G. Kral
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Changwei Li
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA
- Tulane University Translational Science Institute, New Orleans, LA, 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
| | - Michael C. Mahaney
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, The University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Lisa W. Martin
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Rasika A. Mathias
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ryan L. Minster
- Department of Human Genetics and Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Braxton D. Mitchell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - May E. Montasser
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Alanna C. Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Nicholette D. Palmer
- Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Patricia A. Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Departments of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Susan Redline
- Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, USA
- Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA
| | - Alexander P. Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Departments of Epidemiology, University of Washington, Seattle, WA, USA
| | - Stephen S. Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Colleen M. Sitlani
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Jennifer A. Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Kent D. Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Hemant Tiwari
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Ramachandran S. Vasan
- Framingham Heart Study, Framingham, MA, USA
- Department of Quantitative and Qualitative Health Sciences, UT Health San Antonio School of Public Health, San Antonia, TX, USA
| | - Zhe Wang
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lisa R. Yanek
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Bing Yu
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | | | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Gina M. Peloso
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Pradeep Natarajan
- Center for Genomic Medicine and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Zilin Li
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Zhonghua Liu
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Xihong Lin
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Statistics, Harvard University, Cambridge, MA, USA
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Ba DM, Risher KA, Ssentongo P, Zhang Y, Dai Q, Liu G, Maiga M, Zhang X, Diakite B, Coulibaly SDP, Hou L, Leslie DL, Chinchilli VM. Human Immunodeficiency Virus (HIV) Treatment With Antiretroviral Therapy Mitigates the High Risk of Mental Health Disorders Associated With HIV Infection in the US Population. Open Forum Infect Dis 2023; 10:ofad555. [PMID: 38033986 PMCID: PMC10686352 DOI: 10.1093/ofid/ofad555] [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] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 11/03/2023] [Indexed: 12/02/2023] Open
Abstract
Background Whether treatment of human immunodeficiency virus (HIV) with antiretroviral therapy (ART) is associated with lower risk of mental health disorders (MHDs) among people with HIV (PWH) remains unknown. We aim to determine the association between HIV and MHDs and whether ART alters the risk of MHDs among PWH in the US adult population. Methods We conducted a real-world study using the Merative MarketScan claims database (2016-2020), identifying individuals with HIV (diagnosed using International Classification of Diseases, Tenth Revision, Clinical Modification codes) and those without HIV. A multivariable stratified Cox proportional hazard regression model was conducted to examine the association of HIV treatment status with MHDs, adjusting for potential confounders. Additionally, we sought to determine the effect modification of ART on the relationship between living with HIV and MHDs. Results A total of 313 539 individuals, with a mean age of 44.2 (standard deviation, 11.4) years, predominantly males (81.2%), residing in the South region of the US (50.9%) were included in the present analysis. During 671 880 person-years of follow-up, 46 235 incident MHD cases occurred. In the multivariable Cox proportional hazard model, living with HIV was associated with higher risk of incident MHDs. Relative to those without HIV, the adjusted hazard ratio was 1.85 (95% confidence interval [CI], 1.79-1.92; P < .001) for those with HIV on treatment, and 2.70 (95% CI, 2.59-2.82; P < .001) for those with HIV without any treatment. Stronger associations between HIV and MHDs were observed in men relative to women, among those aged 18-34 years relative to those aged 55-63 years, and among those with no overweight/obesity relative to obese individuals (Pinteraction < .001 for all). Conclusions HIV was associated with an increased risk of developing MHDs. However, HIV treatment mitigated the risk.
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Affiliation(s)
- Djibril M Ba
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Kathryn A Risher
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Paddy Ssentongo
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Department of Medicine, Penn State Milton S. Hershey Medical Center, Hershey, Pennsylvania, USA
| | - Yue Zhang
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Qi Dai
- Department of Medicine, Vanderbilt University, Nashville, Tennessee, USA
| | - Guodong Liu
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Mamoudou Maiga
- Preventive Medicine Department, Northwestern University, Chicago, Illinois, USA
| | - Xuehong Zhang
- Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Brehima Diakite
- Faculty of Medicine and Odontostomatology, University of Sciences, Techniques, and Technologies of Bamako, Bamako, Mali
| | - Souleymane dit Papa Coulibaly
- Faculty of Medicine and Odontostomatology, University of Sciences, Techniques, and Technologies of Bamako, Bamako, Mali
| | - Lifang Hou
- Preventive Medicine Department, Northwestern University, Chicago, Illinois, USA
| | - Douglas L Leslie
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Vernon M Chinchilli
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
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17
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Musa J, Kocherginsky M, Magaji FA, Maryam AJ, Asufi J, Nenrot D, Burdett K, Katam N, Christian EN, Palanisamy N, Odukoya O, Silas OA, Abdulkareem F, Akpa P, Badmos K, Imade GE, Akanmu AS, Gursel DB, Zheng Y, Joyce BT, Achenbach CJ, Sagay AS, Anorlu R, Wei JJ, Ogunsola F, Murphy RL, Hou L, Simon MA. Epidemiology and survival outcomes of HIV-associated cervical cancer in Nigeria. Infect Agent Cancer 2023; 18:68. [PMID: 37915091 PMCID: PMC10619301 DOI: 10.1186/s13027-023-00550-7] [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] [Subscribe] [Scholar Register] [Received: 08/20/2023] [Accepted: 10/25/2023] [Indexed: 11/03/2023] Open
Abstract
INTRODUCTION Invasive cervical cancer (ICC) is an HIV-associated cancer that is preventable and precancerous stages including early ICC stages could be detected through screening offering opportunities for treatment and cure. The high incidence in women living with HIV and late presentation often at advanced stages of ICC with limited treatment facilities often result in early mortality. We sought to compare the epidemiologic characteristics and survival differences in HIV status of ICC patients in Nigeria. METHODS We conducted a cohort study at two federal academic hospital-based research sites in Jos University Teaching Hospital, and Lagos University Teaching Hospital Nigeria, between March 2018 and September 2022. We enrolled women with histologically confirmed ICC with known HIV status, and FIGO staging as part of the United States of America's National Institutes of Health/National Cancer Institute funded project titled 'Epigenomic Biomarkers of HIV-Associated Cancers in Nigeria'. The primary outcome was all-cause mortality with assessment of overall survival (OS) and time to death after ICC diagnosis. OS distribution was estimated using the method of Kaplan-Meier and compared between groups using the log-rank test. RESULTS A total of 239 women with confirmed ICC were enrolled and included in this analysis, of whom 192 (80.3%) were HIV-negative (HIV-/ICC +), and 47 (19.7%) were HIV-positive (HIV +/ICC +). The HIV +/ICC + patients were younger with median age 46 (IQR: 40-51) years compared to 57 (IQR: 45-66) among HIV-/ICC + (P < 0.001). Squamous cell carcinoma was the commonest histopathologic variant in 80.4% of ICC diagnosis, moderately differentiated tumor grade in 68.1% in both groups. HIV +/ICC + diagnosis was at FIGO advanced stages in 64.9% compared to 47.9% in HIV-/ICC +. The HIV-/ICC + women had better OS compared to HIV +/ICC + participants (p = 0.018), with 12-month OS 84.1% (95%CI 75-90%) and 67.6% (95%CI 42-84%) respectively. CONCLUSION ICC is diagnosed at a relatively young age in women living with HIV, with a significantly lower overall survival probability compared to women without HIV. The trend of presentation and diagnosis at advanced stages in women living with HIV could partly explain the differences in overall survival.
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Affiliation(s)
- Jonah Musa
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria.
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA.
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, USA.
| | - Masha Kocherginsky
- Division of Biostatistics, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Francis A Magaji
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Ali J Maryam
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Joyce Asufi
- Department of Nursing, Oncology Unit and Nursing Education, Jos University Teaching Hospital, Jos, Nigeria
| | - Danjuma Nenrot
- Information Technology and Data Management Unit, Adult HIV Clinic, Jos University Teaching Hospital, Jos, Nigeria
| | - Kirsten Burdett
- Division of Biostatistics, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Neelima Katam
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Elizabeth N Christian
- Robert J. Havey MD Institute for Global Health, Northwestern University, Chicago, IL, USA
| | - Nisha Palanisamy
- Robert J. Havey MD Institute for Global Health, Northwestern University, Chicago, IL, USA
| | - Olukemi Odukoya
- Department of Community Medicine, College of Medicine, University of Lagos, Lagos, Nigeria
| | - Olugbenga A Silas
- Department of Anatomic and Forensic Pathology, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Fatimah Abdulkareem
- Department of Anatomic and Forensic Pathology, College of Medicine, University of Lagos, Lagos, Nigeria
| | - Philip Akpa
- Department of Anatomic and Forensic Pathology, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Kabir Badmos
- Department of Anatomic and Forensic Pathology, College of Medicine, University of Lagos, Lagos, Nigeria
| | - Godwin E Imade
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
- Genomics and Postgraduate Core Facility, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Alani S Akanmu
- Department of Haematology and Blood Transfusion, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Demirkan B Gursel
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Brian T Joyce
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Chad J Achenbach
- Robert J. Havey MD Institute for Global Health, Northwestern University, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Atiene S Sagay
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Rose Anorlu
- Department of Obstetrics and Gynecology, College of Medicine, University of Lagos, Lagos, Nigeria
| | - Jian-Jun Wei
- Department of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Folasade Ogunsola
- Department of Medical Microbiology, College of Medicine, University of Lagos, Lagos, Nigeria
| | - Robert L Murphy
- Robert J. Havey MD Institute for Global Health, Northwestern University, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Lifang Hou
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Melissa A Simon
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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Wang M, Li Y, Lai M, Nannini DR, Hou L, Joehanes R, Huan T, Levy D, Ma J, Liu C. Alcohol consumption and epigenetic age acceleration across human adulthood. Aging (Albany NY) 2023; 15:10938-10971. [PMID: 37889500 PMCID: PMC10637803 DOI: 10.18632/aging.205153] [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: 05/21/2023] [Accepted: 10/04/2023] [Indexed: 10/28/2023]
Abstract
The alcohol-associated biological aging remains to be studied across adulthood. We conducted linear regression analyses to investigate the associations between alcohol consumption and two DNA methylation-based biological age acceleration metrics in 3823 Framingham Heart Study participants (24-92 years and 53.8% women) adjusting for covariates. We also investigated whether the two epigenetic aging metrics mediated the association of alcohol consumption with hypertension. We found that higher long-term average alcohol consumption was significantly associated with biological age acceleration assessed by GrimAge acceleration (GAA) and PhenoAge acceleration (PAA) in middle-aged (45-64 years, n = 1866) and older (65-92 years, n = 1267) participants while not in young participants (24-44 years, n = 690). For example, one additional standard drink of alcohol (~14 grams of ethanol per day) was associated with a 0.71 ± 0.15-year (p = 2.1e-6) and 0.60 ± 0.18-year (p = 7.5e-4) increase in PAA in middle-aged and older participants, respectively, but the association was not significant in young participants (p = 0.23). One additional standard serving of liquor (~14 grams of ethanol) was associated with a greater increase in GAA (0.82-year, p = 4.8e-4) and PAA (1.45-year, p = 7.4e-5) than beer (GAA: 0.45-year, p = 5.2e-4; PAA: 0.48-year, p = 0.02) and wine (GAA: 0.51-year, p = 0.02; PAA: 0.91-year, p = 0.008) in middle-aged participant group. We observed that up to 28% of the association between alcohol consumption and hypertension was mediated by GAA or PAA in the pooled sample. Our findings suggest that alcohol consumption is associated with greater biological aging quantified by epigenetic aging metrics, which may mediate the association of alcohol consumption with quantitative traits, such as hypertension.
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Affiliation(s)
- Mengyao Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Yi Li
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Meng Lai
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Drew R. Nannini
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Roby Joehanes
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Tianxiao Huan
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Daniel Levy
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
- Framingham Heart Study, Framingham, MA 01702, USA
| | - Jiantao Ma
- Nutrition Epidemiology and Data Science, Friedman School of Nutrition Science and Policy, Tufts University, Boston, MA 02111, USA
| | - Chunyu Liu
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
- Framingham Heart Study, Framingham, MA 01702, USA
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19
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Liu X, Sun X, Zhang Y, Jiang W, Lai M, Wiggins KL, Raffield LM, Bielak LF, Zhao W, Pitsillides A, Haessler J, Zheng Y, Blackwell TW, Yao J, Guo X, Qian Y, Thyagarajan B, Pankratz N, Rich SS, Taylor KD, Peyser PA, Heckbert SR, Seshadri S, Boerwinkle E, Grove ML, Larson NB, Smith JA, Vasan RS, Fitzpatrick AL, Fornage M, Ding J, Carson AP, Abecasis G, Dupuis J, Reiner A, Kooperberg C, Hou L, Psaty BM, Wilson JG, Levy D, Rotter JI, Bis JC, Satizabal CL, Arking DE, Liu C. Association Between Whole Blood-Derived Mitochondrial DNA Copy Number, Low-Density Lipoprotein Cholesterol, and Cardiovascular Disease Risk. J Am Heart Assoc 2023; 12:e029090. [PMID: 37804200 PMCID: PMC10757530 DOI: 10.1161/jaha.122.029090] [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: 04/09/2023] [Accepted: 09/08/2023] [Indexed: 10/09/2023]
Abstract
Background The relationship between mitochondrial DNA copy number (mtDNA CN) and cardiovascular disease remains elusive. Methods and Results We performed cross-sectional and prospective association analyses of blood-derived mtDNA CN and cardiovascular disease outcomes in 27 316 participants in 8 cohorts of multiple racial and ethnic groups with whole-genome sequencing. We also performed Mendelian randomization to explore causal relationships of mtDNA CN with coronary heart disease (CHD) and cardiometabolic risk factors (obesity, diabetes, hypertension, and hyperlipidemia). P<0.01 was used for significance. We validated most of the previously reported associations between mtDNA CN and cardiovascular disease outcomes. For example, 1-SD unit lower level of mtDNA CN was associated with 1.08 (95% CI, 1.04-1.12; P<0.001) times the hazard for developing incident CHD, adjusting for covariates. Mendelian randomization analyses showed no causal effect from a lower level of mtDNA CN to a higher CHD risk (β=0.091; P=0.11) or in the reverse direction (β=-0.012; P=0.076). Additional bidirectional Mendelian randomization analyses revealed that low-density lipoprotein cholesterol had a causal effect on mtDNA CN (β=-0.084; P<0.001), but the reverse direction was not significant (P=0.059). No causal associations were observed between mtDNA CN and obesity, diabetes, and hypertension, in either direction. Multivariable Mendelian randomization analyses showed no causal effect of CHD on mtDNA CN, controlling for low-density lipoprotein cholesterol level (P=0.52), whereas there was a strong direct causal effect of higher low-density lipoprotein cholesterol on lower mtDNA CN, adjusting for CHD status (β=-0.092; P<0.001). Conclusions Our findings indicate that high low-density lipoprotein cholesterol may underlie the complex relationships between mtDNA CN and vascular atherosclerosis.
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Affiliation(s)
- Xue Liu
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Xianbang Sun
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Yuankai Zhang
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Wenqing Jiang
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Meng Lai
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
| | - Kerri L. Wiggins
- Cardiovascular Health Research Unit, Department of MedicineUniversity of WashingtonSeattleWAUSA
| | - Laura M. Raffield
- Department of GeneticsUniversity of North Carolina at Chapel HillChapel HillNCUSA
| | - Lawrence F. Bielak
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
| | - Wei Zhao
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
- Survey Research Center, Institute for Social ResearchUniversity of MichiganAnn ArborMIUSA
| | | | - Jeffrey Haessler
- Fred Hutchinson Cancer Center, Division of Public Health ScienceSeattleWAUSA
| | - Yinan Zheng
- Feinberg School of MedicineNorthwestern UniversityChicagoILUSA
| | | | - Jie Yao
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Yong Qian
- Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, National Institutes of HealthBaltimoreMDUSA
| | - Bharat Thyagarajan
- Department of Laboratory Medicine and PathologyUniversity of MinnesotaMinneapolisMNUSA
| | - Nathan Pankratz
- Department of Computational PathologyUniversity of MinnesotaMinneapolisMNUSA
| | - Stephen S. Rich
- Center for Public Health GenomicsUniversity of VirginiaCharlottesvilleVAUSA
| | - Kent D. Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Patricia A. Peyser
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
| | - Susan R. Heckbert
- Cardiovascular Health Research Unit and Department of EpidemiologyUniversity of WashingtonSeattleWAUSA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative DiseasesUniversity of Texas Health Science Center at San AntonioSan AntonioTXUSA
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Department of NeurologyBoston University School of MedicineBostonMAUSA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental SciencesThe University of Texas Health Science Center at HoustonHoustonTXUSA
- Human Genome Sequencing Center, Baylor College of MedicineHoustonTXUSA
| | - Megan L. Grove
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental SciencesThe University of Texas Health Science Center at HoustonHoustonTXUSA
| | - Nicholas B. Larson
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic College of Medicine and ScienceRochesterMNUSA
| | - Jennifer A. Smith
- Department of Epidemiology, School of Public HealthUniversity of MichiganAnn ArborMIUSA
- Survey Research Center, Institute for Social ResearchUniversity of MichiganAnn ArborMIUSA
| | - Ramachandran S. Vasan
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Sections of Preventive Medicine and Epidemiology, and Cardiovascular MedicineBoston University School of MedicineBostonMAUSA
| | - Annette L. Fitzpatrick
- Departments of Family Medicine, Epidemiology, and Global HealthUniversity of WashingtonSeattleWAUSA
| | - Myriam Fornage
- Center for Human GeneticsUniversity of Texas Health Science Center at HoustonHoustonTXUSA
| | - Jun Ding
- Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, National Institutes of HealthBaltimoreMDUSA
| | - April P. Carson
- Department of MedicineUniversity of Mississippi Medical CenterJacksonMSUSA
| | - Goncalo Abecasis
- TOPMed Informatics Research CenterUniversity of MichiganAnn ArborMIUSA
| | - Josée Dupuis
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
- Department of Epidemiology, Biostatistics and Occupational Health, School of Population and Global HealthMcGill University Faculty of Medicine and Health SciencesMontréalQuebecCanada
| | - Alexander Reiner
- Fred Hutchinson Cancer Center, Division of Public Health ScienceSeattleWAUSA
| | - Charles Kooperberg
- Fred Hutchinson Cancer Center, Division of Public Health ScienceSeattleWAUSA
| | - Lifang Hou
- Feinberg School of MedicineNorthwestern UniversityChicagoILUSA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of MedicineUniversity of WashingtonSeattleWAUSA
- Departments of Epidemiology, and Health Systems and Population HealthUniversity of WashingtonSeattleWAUSA
| | - James G. Wilson
- Division of Cardiovascular Medicine, Beth Israel Deaconess Medical CenterBostonMAUSA
| | - Daniel Levy
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Population Sciences BranchNational Heart, Lung, and Blood Institute, National Institutes of HealthMDBethesdaUSA
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical CenterTorranceCAUSA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of MedicineUniversity of WashingtonSeattleWAUSA
| | | | - Claudia L. Satizabal
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative DiseasesUniversity of Texas Health Science Center at San AntonioSan AntonioTXUSA
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
- Department of NeurologyBoston University School of MedicineBostonMAUSA
| | - Dan E. Arking
- McKusick‐Nathans InstituteDepartment of Genetic MedicineJohns Hopkins University School of MedicineMDBaltimoreUSA
| | - Chunyu Liu
- Department of Biostatistics, School of Public HealthBoston UniversityBostonMAUSA
- Framingham Heart Study, National Heart, Lung, and Blood InstituteFraminghamMAUSA
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20
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Wang Y, Selvaraj MS, Li X, Li Z, Holdcraft JA, Arnett DK, Bis JC, Blangero J, Boerwinkle E, Bowden DW, Cade BE, Carlson JC, Carson AP, Chen YDI, Curran JE, de Vries PS, Dutcher SK, Ellinor PT, Floyd JS, Fornage M, Freedman BI, Gabriel S, Germer S, Gibbs RA, Guo X, He J, Heard-Costa N, Hildalgo B, Hou L, Irvin MR, Joehanes R, Kaplan RC, Kardia SL, Kelly TN, Kim R, Kooperberg C, Kral BG, Levy D, Li C, Liu C, Lloyd-Jone D, Loos RJ, Mahaney MC, Martin LW, Mathias RA, Minster RL, Mitchell BD, Montasser ME, Morrison AC, Murabito JM, Naseri T, O'Connell JR, Palmer ND, Preuss MH, Psaty BM, Raffield LM, Rao DC, Redline S, Reiner AP, Rich SS, Ruepena MS, Sheu WHH, Smith JA, Smith A, Tiwari HK, Tsai MY, Viaud-Martinez KA, Wang Z, Yanek LR, Zhao W, Rotter JI, Lin X, Natarajan P, Peloso GM. Rare variants in long non-coding RNAs are associated with blood lipid levels in the TOPMed whole-genome sequencing study. Am J Hum Genet 2023; 110:1704-1717. [PMID: 37802043 PMCID: PMC10577076 DOI: 10.1016/j.ajhg.2023.09.003] [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: 06/22/2023] [Revised: 09/01/2023] [Accepted: 09/01/2023] [Indexed: 10/08/2023] Open
Abstract
Long non-coding RNAs (lncRNAs) are known to perform important regulatory functions in lipid metabolism. Large-scale whole-genome sequencing (WGS) studies and new statistical methods for variant set tests now provide an opportunity to assess more associations between rare variants in lncRNA genes and complex traits across the genome. In this study, we used high-coverage WGS from 66,329 participants of diverse ancestries with measurement of blood lipids and lipoproteins (LDL-C, HDL-C, TC, and TG) in the National Heart, Lung, and Blood Institute (NHLBI) Trans-Omics for Precision Medicine (TOPMed) program to investigate the role of lncRNAs in lipid variability. We aggregated rare variants for 165,375 lncRNA genes based on their genomic locations and conducted rare-variant aggregate association tests using the STAAR (variant-set test for association using annotation information) framework. We performed STAAR conditional analysis adjusting for common variants in known lipid GWAS loci and rare-coding variants in nearby protein-coding genes. Our analyses revealed 83 rare lncRNA variant sets significantly associated with blood lipid levels, all of which were located in known lipid GWAS loci (in a ±500-kb window of a Global Lipids Genetics Consortium index variant). Notably, 61 out of 83 signals (73%) were conditionally independent of common regulatory variation and rare protein-coding variation at the same loci. We replicated 34 out of 61 (56%) conditionally independent associations using the independent UK Biobank WGS data. Our results expand the genetic architecture of blood lipids to rare variants in lncRNAs.
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Affiliation(s)
- Yuxuan Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Margaret Sunitha Selvaraj
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA; Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Xihao Li
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Zilin Li
- School of Mathematics and Statistics, Northeast Normal University, Changchun, Jilin, China; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jacob A Holdcraft
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Donna K Arnett
- Provost Office, University of South Carolina, Columbia, SC, USA; Department of Epidemiology and Biostatistics, University of South Carolina Arnold School of Public Health, Columbia, SC, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - John Blangero
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Donald W Bowden
- Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Brian E Cade
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA; Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA
| | - Jenna C Carlson
- Department of Human Genetics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA; Department of Biostatistics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - April P Carson
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Yii-Der Ida Chen
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Joanne E Curran
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Susan K Dutcher
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA
| | - Patrick T Ellinor
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA; Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - James S Floyd
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA; Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Myriam Fornage
- Center for Human Genetics, University of Texas Health at Houston, Houston, TX, USA
| | - Barry I Freedman
- Department of Internal Medicine, Nephrology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | | | | | - Richard A Gibbs
- Baylor College of Medicine Human Genome Sequencing Center, Houston, TX, USA
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Jiang He
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA; Tulane University Translational Science Institute, New Orleans, LA, USA
| | - Nancy Heard-Costa
- Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Bertha Hildalgo
- Department of Epidemiology, University of Alabama at Birmingham School of Public Health, Birmingham, AL, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University, Chicago, IL, USA
| | - Marguerite R Irvin
- Department of Epidemiology, University of Alabama at Birmingham School of Public Health, Birmingham, AL, USA
| | - Roby Joehanes
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Robert C Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Sharon Lr Kardia
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Tanika N Kelly
- Department of Medicine, Division of Nephrology, University of Illinois Chicago, Chicago, IL, USA
| | - Ryan Kim
- Psomagen, Inc. (formerly Macrogen USA), Rockville, MD, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Brian G Kral
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Daniel Levy
- Framingham Heart Study, Framingham, MA, USA; Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Changwei Li
- Tulane University Translational Science Institute, New Orleans, LA, USA; Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA
| | - Chunyu Liu
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA; Framingham Heart Study, Framingham, MA, USA
| | - Don Lloyd-Jone
- Department of Preventive Medicine, Northwestern University, Chicago, IL, USA
| | - Ruth Jf Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA; NNF Center for Basic Metabolic Research, University of Copenhagen, Cophenhagen, Denmark
| | - Michael C Mahaney
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Lisa W Martin
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Rasika A Mathias
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ryan L Minster
- Department of Human Genetics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Braxton D Mitchell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - May E Montasser
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Joanne M Murabito
- Framingham Heart Study, Framingham, MA, USA; Department of Medicine, Boston Medical Center, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Take Naseri
- Naseri & Associates Public Health Consultancy Firm and Family Health Clinic, Apia, Samoa; International Health Institute, School of Public Health, Brown University, Providence, RI, USA
| | - Jeffrey R O'Connell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Nicholette D Palmer
- Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Michael H Preuss
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, 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
| | - Laura M Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Dabeeru C Rao
- Division of Biostatistics, Washington University School of Medicine, St. Louis, MO, USA
| | - Susan Redline
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | | | - Wayne H-H Sheu
- Institute of Molecular and Genomic Medicine, National Health Research Institute (NHRI), Miaoli County, Taiwan
| | - Jennifer A Smith
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Albert Smith
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Hemant K Tiwari
- Department of Biostatistics, University of Alabama, Birmingham, AL, USA
| | - Michael Y Tsai
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | | | - Zhe Wang
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lisa R Yanek
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Wei Zhao
- Department of Epidemiology, 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 at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Xihong Lin
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Statistics, Harvard University, Cambridge, MA, USA
| | - Pradeep Natarajan
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA; Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Gina M Peloso
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.
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21
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Akanbi MO, Bilaver LA, Achenbach C, Hirschhorn LR, Rivera AS, Adekolujo OS, Adekola KUA, Silas OA, Agaba PA, Agbaji O, Shehu NY, Sagay SA, Hou L, Murphy RL. Incident Kaposi sarcoma during the expansion of antiretroviral therapy eligibility in Nigeria: a retrospective cohort study. BMC Cancer 2023; 23:890. [PMID: 37735371 PMCID: PMC10512500 DOI: 10.1186/s12885-023-11402-3] [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: 01/26/2023] [Accepted: 09/13/2023] [Indexed: 09/23/2023] Open
Abstract
INTRODUCTION The expansion of antiretroviral therapy (ART) eligibility could lead to earlier initiation of Human Immunodeficiency Virus (HIV) treatment and consequently reduce the risk of HIV-associated Kaposi Sarcoma (KS). We investigated the impact of changes in the Nigerian HIV treatment guidelines on KS incidence among adults enrolled in HIV care in Nigeria. METHODS We analyzed data of adults who enrolled for HIV care from January 2006 to December 2016 at one of Nigeria's largest HIV treatment centers. Based on changes in HIV treatment guidelines, we classified 2006-2009 as the pre-expansion period and 2010-2016 as the post-expansion period. We used Kaplan Meier curves to compare the incidence of KS in the pre-expansion to the post-expansion period. We used Cox regression models to assess the hazard for incident KS between the two periods after adjusting for potential confounders. RESULTS Among 14,479 patients with HIV, the overall KS incidence was 2.35; 95% CI 2.01-2.74/1,000 person-years. The incidence of KS decreased from 2.53 to 1.58 per 1,000 person-years from 2006 to 2009 to 2010-2016. In models adjusting for age, sex, CD4-T cell count, and ART use, the risk for KS remained lower in 2010-2016 compared to 2006-2009. In analyses restricted to time on ART, there was no significant difference in KS incidence between HIV patients who enrolled in 2006-2009 and 2010-2016 after adjusting for age, sex, and CD4 T-cell count. CONCLUSION The expansion of ART eligibility was associated with a reduced incidence of HIV-associated KS among adults initiating HIV care in Jos, Nigeria. The reduction was likely driven by earlier enrollment for HIV care and ART initiation.
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Affiliation(s)
- Maxwell O Akanbi
- Department of Hematology & Clinical Oncology, Michigan State University/ McLaren Greater Lansing, 2900 Collins Road, Michigan, 48910, USA.
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
- Department of Medicine, McLaren Hospital, Flint, MI, USA.
- College of Medicine, University of Jos, Jos, Plateau State, Nigeria.
| | - Lucy A Bilaver
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Chad Achenbach
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Lisa R Hirschhorn
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Adovich S Rivera
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | | | | | | | - Patricia A Agaba
- College of Medicine, University of Jos, Jos, Plateau State, Nigeria
| | - Oche Agbaji
- College of Medicine, University of Jos, Jos, Plateau State, Nigeria
| | - Nathan Y Shehu
- College of Medicine, University of Jos, Jos, Plateau State, Nigeria
| | - Solomon A Sagay
- College of Medicine, University of Jos, Jos, Plateau State, Nigeria
| | - Lifang Hou
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Robert L Murphy
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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22
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Xu XS, Ding H, Zhang X, Liao Y, Li H, Liu QY, Liu JZ, Zhang L, Huang J, Gong YP, Ma HB, Xiang B, Dai Y, Hou L, Shuai X, Niu T, Wu Y. [Clinical characteristics and prognosis of patients with therapy-related myelodysplastic syndrome and acute myeloid leukemia arising from malignant tumors]. Zhonghua Xue Ye Xue Za Zhi 2023; 44:742-748. [PMID: 38049318 PMCID: PMC10630571 DOI: 10.3760/cma.j.issn.0253-2727.2023.09.007] [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] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Indexed: 12/06/2023]
Abstract
Objective: To investigate the clinical characteristics, cytogenetics, molecular biology, treatment, and prognosis of patients with therapy-related myelodysplastic syndrome and acute myeloid leukemia (t-MDS/AML) secondary to malignancies. Methods: The clinical data of 86 patients with t-MDS/AML in West China Hospital of Sichuan University between January 2010 and April 2023 were retrospectively analyzed. The clinical characteristics, primary tumor types, and tumor-related therapies were analyzed. Results: The study enrolled a total of 86 patients with t-MDS/AML, including 67 patients with t-AML, including 1 patient with M(0), 6 with M(1), 27 with M(2), 9 with M(3), 12 with M(4), 10 with M(5), 1 with M(6), and 1 with M(7). Sixty-two patients could be genetically stratified, with a median overall survival (OS) of 36 (95% CI 22-52) months for 20 (29.9%) patients in the low-risk group and 6 (95% CI 3-9) months for 10 (14.9%) in the intermediate-risk group. The median OS time was 8 (95% CI 1-15) months in 32 (47.8%) patients in the high-risk group. For patients with non-acute promyelocytic leukemia (APL) and AML, the median OS of the low-risk group was 27 (95% CI 18-36) months, which was significantly longer than that of the non-low-risk group (χ(2)=5.534, P=0.019). All 9 APL cases were treated according to the initial treatment, and the median OS was not reached, and the 1-, 2-, and 3-year OS rates were 100.0%, (75.0±6.2) %, and (75.0±6.2) % respectively. Of the 58 patients with non-APL t-AML (89.7%), 52 received chemotherapy, and 16 achieved complete remission (30.8%) after the first induction chemotherapy. The 1-, 2-, and 3-year OS rates of the non-APL t-AML group were (42.0 ± 6.6) %, (22.9±5.7) %, and (13.4±4.7) %, respectively. The median OS of patients who achieved remission was 24 (95% CI 18-30) months, and the median OS of those who did not achieve remission was 6 (95% CI 3-9) months (χ(2)=10.170, P=0.001). Bone marrow CR was achieved in 7 (53.8%) of 13 patients treated with vineclar-containing chemotherapy, with a median OS of 12 (95% CI 9-15) months, which was not significantly different from that of vineclar-containing chemotherapy (χ(2)=0.600, P=0.437). In 19 patients with t-MDS, the 1-, 2-, and 3-year OS rates were (46.8±11.6) %, (17.5±9.1) %, and (11.7±9.1) % with a median OS of 12 (95% CI 7-17) months, which was not significantly different from that in t-AML (χ(2)=0.232, P=0.630) . Conclusions: Breast cancer, bowel cancer, and other primary tumors are common in patients with t-MDS/AML, which have a higher risk of adverse genetics. Patients with APL had a high induction remission rate and a good long-term prognosis, whereas patients without APL had a low remission rate and a poor long-term prognosis.
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Affiliation(s)
- X S Xu
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China Department of Hematology, Jiujiang First People's Hospital, Jiujiang 332000, China
| | - H Ding
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - X Zhang
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Y Liao
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - H Li
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Q Y Liu
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - J Z Liu
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - L Zhang
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - J Huang
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Y P Gong
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - H B Ma
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - B Xiang
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Y Dai
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - L Hou
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - X Shuai
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - T Niu
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Y Wu
- Department of Hematology, West China Hospital, Sichuan University, Chengdu 610041, China
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23
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Jiang MZ, Gaynor SM, Li X, Van Buren E, Stilp A, Buth E, Wang FF, Manansala R, Gogarten SM, Li Z, Polfus LM, Salimi S, Bis JC, Pankratz N, Yanek LR, Durda P, Tracy RP, Rich SS, Rotter JI, Mitchell BD, Lewis JP, Psaty BM, Pratte KA, Silverman EK, Kaplan RC, Avery C, North K, Mathias RA, Faraday N, Lin H, Wang B, Carson AP, Norwood AF, Gibbs RA, Kooperberg C, Lundin J, Peters U, Dupuis J, Hou L, Fornage M, Benjamin EJ, Reiner AP, Bowler RP, Lin X, Auer PL, Raffield LM. Whole Genome Sequencing Based Analysis of Inflammation Biomarkers in the Trans-Omics for Precision Medicine (TOPMed) Consortium. bioRxiv 2023:2023.09.10.555215. [PMID: 37745480 PMCID: PMC10515765 DOI: 10.1101/2023.09.10.555215] [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] [Subscribe] [Scholar Register] [Indexed: 09/26/2023]
Abstract
Inflammation biomarkers can provide valuable insight into the role of inflammatory processes in many diseases and conditions. Sequencing based analyses of such biomarkers can also serve as an exemplar of the genetic architecture of quantitative traits. To evaluate the biological insight, which can be provided by a multi-ancestry, whole-genome based association study, we performed a comprehensive analysis of 21 inflammation biomarkers from up to 38,465 individuals with whole-genome sequencing from the Trans-Omics for Precision Medicine (TOPMed) program. We identified 22 distinct single-variant associations across 6 traits - E-selectin, intercellular adhesion molecule 1, interleukin-6, lipoprotein-associated phospholipase A2 activity and mass, and P-selectin - that remained significant after conditioning on previously identified associations for these inflammatory biomarkers. We further expanded upon known biomarker associations by pairing the single-variant analysis with a rare variant set-based analysis that further identified 19 significant rare variant set-based associations with 5 traits. These signals were distinct from both significant single variant association signals within TOPMed and genetic signals observed in prior studies, demonstrating the complementary value of performing both single and rare variant analyses when analyzing quantitative traits. We also confirm several previously reported signals from semi-quantitative proteomics platforms. Many of these signals demonstrate the extensive allelic heterogeneity and ancestry-differentiated variant-trait associations common for inflammation biomarkers, a characteristic we hypothesize will be increasingly observed with well-powered, large-scale analyses of complex traits.
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Affiliation(s)
- Min-Zhi Jiang
- Department of Genetics, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, NC, 27599, USA
| | - Sheila M. Gaynor
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Boston, MA, 02115, USA
- Regeneron Genetics Center, Tarrytown, NY, 10591, USA
| | - Xihao Li
- Department of Genetics, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, NC, 27599, USA
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Eric Van Buren
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Boston, MA, 02115, USA
| | - Adrienne Stilp
- Department of Biostatistics, University of Washington, Seattle, WA, 98105, USA
| | - Erin Buth
- Department of Biostatistics, University of Washington, Seattle, WA, 98105, USA
| | - Fei Fei Wang
- Department of Biostatistics, University of Washington, Seattle, WA, 98105, USA
| | - Regina Manansala
- Centre for Health Economics Research & Modelling Infectious Diseases (CHERMID), Vaccine & Infectious Disease Institute (VAXINFECTIO) WHO Collaborating Centre, University of Antwerp, Antwerp, BE
| | | | - Zilin Li
- School of Mathematics and Statistics, Northeast Normal University, Changchun, Jilin, 130024, China
| | - Linda M. Polfus
- Department of Preventive Medicine, Center for Genetic Epidemiology, University of Southern California, Los Angeles, CA, 90033, USA
| | - Shabnam Salimi
- Department of Epidemiology and Public Health, Division of Gerontology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, 4333 Brooklyn Ave NE, Box 359458, Seattle, WA, 98195, USA
| | - Nathan Pankratz
- Department of Laboratory Medicine and Pathology, University of Minnesota Medical School, Minneapolis, MN, 55455, USA
| | - Lisa R. Yanek
- Department of Medicine, General Internal Medicine, Johns Hopkins University School of Medicine, 1830 E Monument St Rm 8024, Baltimore, MD, 21287, USA
| | - Peter Durda
- Department of Pathology & Laboratory Medicine, University of Vermont Larner College of Medicine, 360 South Park Drive, Colchester, VT, 05446, USA
| | - Russell P. Tracy
- Department of Pathology & Laboratory Medicine, University of Vermont Larner College of Medicine, 360 South Park Drive, Colchester, VT, 05446, USA
| | - Stephen S. Rich
- Center for Public Health Genomics, University of Virginia School of Medicine, 200 Jeanette Lancaster Way, Charlottesville, VA, 22903, USA
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA, 90502, USA
| | - Braxton D. Mitchell
- Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, University of Maryland School of Medicine, 670 W. Baltimore St., Baltimore, MD, 21201, USA
| | - Joshua P. Lewis
- Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, University of Maryland School of Medicine, 670 W. Baltimore St., Baltimore, MD, 21201, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, 4333 Brooklyn Ave NE, Box 359458, Seattle, WA, 98195, USA
- Departments of Epidemiology and Health Systems and Population Health, University of Washington, 4333 Brooklyn Ave NE, Seattle, WA, 98101, USA
| | - Katherine A. Pratte
- Department of Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, National Jewish Health, Denver, CO, 80206, USA
| | - Edwin K. Silverman
- Department of Medicine, Channing Division of Network Medicine, Brigham and Women’s Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA
| | - Robert C. Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Christy Avery
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Kari North
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Rasika A. Mathias
- Department of Medicine, Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, 5501 Hopkins Bayview Cir JHAAC Room 3B53, Baltimore, MD, 21287, USA
| | - Nauder Faraday
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, 600 N Wolfe St, Baltimore, MD, 21287, USA
| | - Honghuang Lin
- Department of Medicine, University of Massachusetts Chan Medical School, 55 Lake Ave North, Worcester, MA, 01655, USA
| | - Biqi Wang
- Department of Medicine, University of Massachusetts Chan Medical School, 55 Lake Ave North, Worcester, MA, 01655, USA
| | - April P. Carson
- Department of Medicine, University of Mississippi Medical Center, 350 W. Woodrow Wilson Avenue, Suite 701, Jackson, MS, 39213, USA
| | - Arnita F. Norwood
- Department of Medicine, University of Mississippi Medical Center, 350 W. Woodrow Wilson Avenue, Suite 701, Jackson, MS, 39213, USA
| | - Richard A. Gibbs
- Department of Molecular and Human Genetics, Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, 98109, USA
| | - Jessica Lundin
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, 98109, USA
| | - Ulrike Peters
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, 98109, USA
| | - Josée Dupuis
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Québec, H3A 1G1, Canada
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, 02118, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Emelia J. Benjamin
- Department of Medicine, Cardiovascular Medicine, Boston Medical Center, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, 02118, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, 02118, USA
- Boston University and National Heart, Lung, and Blood Institute’s Framingham Heart Study, Framingham, MA, 01702, USA
| | - Alexander P. Reiner
- Department of Epidemiology, University of Washington, Seattle, WA, 98105, USA
| | - Russell P. Bowler
- Department of Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, National Jewish Health, Denver, CO, 80206, USA
| | - Xihong Lin
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Boston, MA, 02115, USA
| | - Paul L. Auer
- Division of Biostatistics, Institute for Health and Equity, and Cancer Center, Medical College of Wisconsin, Milwaukee, WI, 53226, USA
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, NC, 27599, USA
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Zhang X, Brody JA, Graff M, Highland HM, Chami N, Xu H, Wang Z, Ferrier K, Chittoor G, Josyula NS, Li X, Li Z, Allison MA, Becker DM, Bielak LF, Bis JC, Boorgula MP, Bowden DW, Broome JG, Buth EJ, Carlson CS, Chang KM, Chavan S, Chiu YF, Chuang LM, Conomos MP, DeMeo DL, Du M, Duggirala R, Eng C, Fohner AE, Freedman BI, Garrett ME, Guo X, Haiman C, Heavner BD, Hidalgo B, Hixson JE, Ho YL, Hobbs BD, Hu D, Hui Q, Hwu CM, Jackson RD, Jain D, Kalyani RR, Kardia SL, Kelly TN, Lange EM, LeNoir M, Li C, Marchand LL, McDonald MLN, McHugh CP, Morrison AC, Naseri T, O’Connell J, O’Donnell CJ, Palmer ND, Pankow JS, Perry JA, Peters U, Preuss MH, Rao D, Regan EA, Reupena SM, Roden DM, Rodriguez-Santana J, Sitlani CM, Smith JA, Tiwari HK, Vasan RS, Wang Z, Weeks DE, Wessel J, Wiggins KL, Wilkens LR, Wilson PW, Yanek LR, Yoneda ZT, Zhao W, Zöllner S, Arnett DK, Ashley-Koch AE, Barnes KC, Blangero J, Boerwinkle E, Burchard EG, Carson AP, Chasman DI, Chen YDI, Curran JE, Fornage M, Gordeuk VR, He J, Heckbert SR, Hou L, Irvin MR, Kooperberg C, Minster RL, Mitchell BD, Nouraie M, Psaty BM, Raffield LM, Reiner AP, Rich SS, Rotter JI, Shoemaker MB, Smith NL, Taylor KD, Telen MJ, Weiss ST, Zhang Y, Heard-Costa N, Sun YV, Lin X, Adrienne Cupples L, Lange LA, Liu CT, Loos RJ, North KE, Justice AE. WHOLE GENOME SEQUENCING ANALYSIS OF BODY MASS INDEX IDENTIFIES NOVEL AFRICAN ANCESTRY-SPECIFIC RISK ALLELE. medRxiv 2023:2023.08.21.23293271. [PMID: 37662265 PMCID: PMC10473809 DOI: 10.1101/2023.08.21.23293271] [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] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
Obesity is a major public health crisis associated with high mortality rates. Previous genome-wide association studies (GWAS) investigating body mass index (BMI) have largely relied on imputed data from European individuals. This study leveraged whole-genome sequencing (WGS) data from 88,873 participants from the Trans-Omics for Precision Medicine (TOPMed) Program, of which 51% were of non-European population groups. We discovered 18 BMI-associated signals (P < 5 × 10-9). Notably, we identified and replicated a novel low frequency single nucleotide polymorphism (SNP) in MTMR3 that was common in individuals of African descent. Using a diverse study population, we further identified two novel secondary signals in known BMI loci and pinpointed two likely causal variants in the POC5 and DMD loci. Our work demonstrates the benefits of combining WGS and diverse cohorts in expanding current catalog of variants and genes confer risk for obesity, bringing us one step closer to personalized medicine.
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Affiliation(s)
- Xinruo Zhang
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Mariaelisa Graff
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Heather M. Highland
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Nathalie Chami
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Hanfei Xu
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
| | - Zhe Wang
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kendra Ferrier
- Division of Biomedical Informatics and Personalized Medicine, School of Medicine University of Colorado, Anschutz Medical Campus, Aurora, CO, USA
| | | | | | - Xihao Li
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Zilin Li
- Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Matthew A. Allison
- Department of Family Medicine, Division of Preventive Medicine, The University of California San Diego, La Jolla, CA, USA
| | - Diane M. Becker
- Department of Medicine, General Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Lawrence F. Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | | | - Donald W. Bowden
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Jai G. Broome
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Erin J. Buth
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Christopher S. Carlson
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Kyong-Mi Chang
- The Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Sameer Chavan
- Department of Medicine, School of Medicine, University of Colorado, Aurora, CO, USA
| | - Yen-Feng Chiu
- Institute of Population Health Sciences, National Health Research Institutes, Taipei, Taiwan
| | - Lee-Ming Chuang
- Department of Internal Medicine, Division of Metabolism/Endocrinology, National Taiwan University Hospital, Taipei, Taiwan
| | - Matthew P. Conomos
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Dawn L. DeMeo
- Department of Medicine, Channing Division of Network Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Margaret Du
- Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ravindranath Duggirala
- Life Sciences, College of Arts and Sciences, Texas A&M University-San Antonio, San Antonio, TX, USA
| | - Celeste Eng
- Department of Medicine, Lung Biology Center, University of California, San Francisco, San Francisco, CA, USA
| | - Alison E. Fohner
- Epidemiology, Institute of Public Health Genetics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Barry I. Freedman
- Internal Medicine, Section on Nephrology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Melanie E. Garrett
- Department of Medicine, Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Xiuqing Guo
- Department of Pediatrics, Genomic Outcomes, The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Chris Haiman
- Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Benjamin D. Heavner
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Bertha Hidalgo
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham School of Public Health, Birmingham, AL, USA
| | - James E. Hixson
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Yuk-Lam Ho
- Veterans Affairs Boston Healthcare System, Boston, MA, USA
| | - Brian D. Hobbs
- Department of Medicine, Channing Division of Network Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Donglei Hu
- Department of Medicine, Lung Biology Center, University of California, San Francisco, San Francisco, CA, USA
| | - Qin Hui
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA
- Atlanta VA Health Care System, Decatur, GA, USA
| | - Chii-Min Hwu
- Department of Medicine, Division of Endocrinology and Metabolism, Taipei Veterans General Hospital, Taipei, Taiwan, Taiwan
| | | | - Deepti Jain
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Rita R. Kalyani
- Department of Medicine, Endocrinology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sharon L.R. Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Tanika N. Kelly
- Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA
| | - Ethan M. Lange
- Division of Biomedical Informatics and Personalized Medicine, School of Medicine University of Colorado, Anschutz Medical Campus, Aurora, CO, USA
| | - Michael LeNoir
- Department of Pediatrics, Bay Area Pediatrics, Oakland, CA, USA
| | - Changwei Li
- Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA
| | - Loic Le. Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Merry-Lynn N. McDonald
- Department of Medicine, Pulmonary, Allergy and Critical Care, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Caitlin P. McHugh
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Alanna C. Morrison
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Take Naseri
- Ministry of Health, Government of Samoa, Apia, Samoa
| | | | - Jeffrey O’Connell
- Department of Medicine, Program for Personalized and Genomic Medicine, University of Maryland, Baltimore, MD, USA
| | - Christopher J. O’Donnell
- Veterans Affairs Boston Healthcare System, Boston, MA, USA
- Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Nicholette D. Palmer
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - James S. Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - James A. Perry
- Department of Medicine, School of Medicine, University of Maryland, Baltimore, MD, USA
| | - Ulrike Peters
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Michael H. Preuss
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - D.C. Rao
- Division of Biostatistics, Washington University in St. Louis, St. Louis, MO, USA
| | - Elizabeth A. Regan
- Department of Medicine, Rheumatology, National Jewish Health, Denver, CO, USA
| | | | - Dan M. Roden
- Medicine, Pharmacology, and Biomedical Informatics, Clinical Pharmacology and Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Colleen M. Sitlani
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 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
| | - Hemant K. Tiwari
- Department of Biostatistics, University of Alabama at Birmingham School of Public Health, Birmingham, AL, USA
| | | | - Zeyuan Wang
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Daniel E. Weeks
- Department of Human Genetics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jennifer Wessel
- Department of Epidemiology, Indiana University, Indianapolis, IN, USA
- Department of Medicine, Indiana University, Indianapolis, IN, USA
- Diabaetes Translational Research Center, Indiana University, Indianapolis, IN, USA
| | - Kerri L. Wiggins
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Lynne R. Wilkens
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Peter W.F. Wilson
- Atlanta VA Health Care System, Decatur, GA, USA
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Lisa R. Yanek
- Department of Medicine, General Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Zachary T. Yoneda
- Department of Medicine, Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Wei Zhao
- 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
| | - Sebastian Zöllner
- Department of Biostatistics, Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Donna K. Arnett
- Department of Epidemiology, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Allison E. Ashley-Koch
- Department of Medicine, Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC, USA
| | - Kathleen C. Barnes
- Department of Medicine, School of Medicine, University of Colorado, Aurora, CO, USA
| | - John Blangero
- Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Eric Boerwinkle
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Esteban G. Burchard
- Bioengineering and Therapeutic Sciences and Medicine, Lung Biology Center, University of California, San Francisco, San Francisco, CA, USA
| | - April P. Carson
- Department of Medicine, University of Mississippi, Jackson, MI, USA
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Yii-Der Ida Chen
- Department of Medical Genetics, Genomic Outcomes, Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Joanne E. Curran
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Myriam Fornage
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Victor R. Gordeuk
- Department of Medicine, School of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Jiang He
- Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA
| | - Susan R. Heckbert
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Lifang Hou
- Northwestern University, Chicago, IL, USA
| | - Marguerite R. Irvin
- Department of Epidemiology, University of Alabama at Birmingham School of Public Health, Birmingham, AL, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Ryan L. Minster
- Department of Human Genetics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Braxton D. Mitchell
- Department of Medicine, Division of Endocrinology, Diabetes and Nutrition, University of Maryland, Baltimore, MD, USA
| | - Mehdi Nouraie
- Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, 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
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Stephen S. Rich
- Public Health Science, Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Jerome I. Rotter
- Department of Pediatrics, Genomic Outcomes, The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - M. Benjamin Shoemaker
- Department of Medicine, Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Nicholas L. Smith
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
- Seattle Epidemiologic Research and Information Center, Office of Research and Development, Department of Veterans Affairs, Seattle, WA, USA
| | - Kent D. Taylor
- Department of Pediatrics, Genomic Outcomes, The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Marilyn J. Telen
- Department of Medicine, Hematology, Duke University Medical Center, Durham, NC, USA
| | - Scott T. Weiss
- Department of Medicine, Channing Division of Network Medicine, Harvard Medical School, Boston, MA, USA
| | - Yingze Zhang
- Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Nancy Heard-Costa
- Framingham Heart Study, School of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Yan V. Sun
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA, USA
- Atlanta VA Health Care System, Decatur, GA, USA
| | - Xihong Lin
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Statistics, Harvard University, Boston, MA, USA
| | - L. Adrienne Cupples
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
| | - Leslie A. Lange
- Division of Biomedical Informatics and Personalized Medicine, School of Medicine University of Colorado, Anschutz Medical Campus, Aurora, CO, USA
| | - Ching-Ti Liu
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, 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 Science, University of Copenhagen, Copenhagen, Denmark
| | - Kari E. North
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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Musa J, Kocherginsky M, Magaji FA, Maryam AJ, Asufi J, Nenrot D, Burdett K, Katam N, Christian EN, Palanisamy N, Odukoya O, Silas OA, Abdulkareem F, Akpa P, Badmos K, Imade GE, Akanmu AS, Gursel DB, Zheng Y, Joyce BT, Achenbach CJ, Sagay AS, Anorlu R, Wei JJ, Ogunsola F, Murphy RL, Hou L, Simon MA. Epidemiology and Survival outcomes of HIV-associated cervical cancer in Nigeria. medRxiv 2023:2023.08.08.23293820. [PMID: 37609183 PMCID: PMC10441483 DOI: 10.1101/2023.08.08.23293820] [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] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
Introduction Invasive cervical cancer (ICC) is an HIV-associated cancer that is preventable and precancerous stages including early ICC stages could be detected through screening offering opportunities for treatment and cure. The high incidence in women living with HIV and late presentation often at advanced stages of ICC with limited treatment facilities often result in early mortality. We sought to compare the epidemiologic characteristics and survival differences in HIV status of ICC patients in Nigeria. Methods We conducted a cohort study at two federal academic hospital-based research sites in Jos University Teaching Hospital, and Lagos University Teaching Hospital Nigeria, between March 2018 and September 2022. We enrolled women with histologically confirmed ICC with known HIV status, and FIGO staging as part of the United States of America's National Institutes of Health/National Cancer Institute funded project titled 'Epigenomic Biomarkers of HIV-Associated Cancers in Nigeria'. The primary outcome was all-cause mortality with assessment of overall survival (OS) and time to death after ICC diagnosis. OS distribution was estimated using the method of Kaplan-Meier and compared between groups using the log-rank test. Results A total of 239 women with confirmed ICC were enrolled and included in this analysis, of whom 192 (80.3%) were HIV-negative (HIV-/ICC+), and 47 (19.7%) were HIV-positive (HIV+/ICC+). The HIV+/ICC) patients were younger with median age 46 (IQR: 40-51) years compared to 57 (IQR: 45-66) among HIV-/ICC+) (P<0.001. Squamous cell carcinoma was the commonest histopathologic variant in 80.4% of ICC diagnosis, moderately differentiated tumor grade in 68.1% in both groups. HIV+/ICC+ diagnosis was at FIGO advanced stages in 64.9% compared to 47.9% in HIV-/ICC+. The HIV-/ICC+ women had better OS compared to HIV+/ICC+ participants (p=0.018), with 12-month OS 84.1% (95%CI: 75% - 90%) and 67.6% (95%CI: 42%-84%) respectively. Conclusion ICC is diagnosed at a relatively young age in women living with HIV, with a significantly lower overall survival probability compared to women without HIV. The trend of presentation and diagnosis at advanced stages in women living with HIV could partly explain the differences in overall survival.
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Affiliation(s)
- Jonah Musa
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Plateau State, Nigeria
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, USA
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Masha Kocherginsky
- Division of Biostatistics, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University
| | - Francis A. Magaji
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Plateau State, Nigeria
| | - Ali J. Maryam
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Plateau State, Nigeria
| | - Joyce Asufi
- Department of Nursing, Oncology Unit and Nursing Education, Jos University Teaching Hospital, Jos, Nigeria
| | - Danjuma Nenrot
- Information Technology and Data Management Unit, Adult HIV clinic, Jos University Teaching Hospital, Jos, Nigeria
| | - Kristen Burdett
- Division of Biostatistics, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University
| | - Neelima Katam
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Elizabeth N. Christian
- Robert J. Havey MD, Institute for Global Health, Northwestern University, Chicago, IL, USA
| | - Nisha Palanisamy
- Robert J. Havey MD, Institute for Global Health, Northwestern University, Chicago, IL, USA
| | - Olukemi Odukoya
- Department of Community Medicine, College of Medicine, University of Lagos, Nigeria
| | - Olugbenga A. Silas
- Department of Anatomic and Forensic Pathology, College of Health Sciences, University of Jos, Nigeria
| | - Fatimah Abdulkareem
- Department of Anatomic and Forensic Pathology, College of Medicine, University of Lagos, Nigeria
| | - Philip Akpa
- Department of Anatomic and Forensic Pathology, College of Health Sciences, University of Jos, Nigeria
| | - Kabir Badmos
- Department of Anatomic and Forensic Pathology, College of Medicine, University of Lagos, Nigeria
| | - Godwin E. Imade
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Plateau State, Nigeria
- Genomics and Postgraduate Core Facility, College of Health Sciences, University of Jos, Nigeria
| | - Alani S. Akanmu
- Department of Haematology and Blood Transfusion, College of Health Sciences, University of Jos, Nigeria
| | - Demirkan B. Gursel
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, USA
| | - Brian T. Joyce
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, USA
| | - Chad J. Achenbach
- Robert J. Havey MD, Institute for Global Health, Northwestern University, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Atiene S. Sagay
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Plateau State, Nigeria
| | - Rose Anorlu
- Department of Obstetrics and Gynecology, College of Medicine, University of Lagos, Nigeria
| | - Jian-Jun Wei
- Department of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Folasade Ogunsola
- Department of Medical Microbiology, College of Medicine, University of Lagos, Nigeria
| | - Robert L. Murphy
- Robert J. Havey MD, Institute for Global Health, Northwestern University, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Lifang Hou
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, USA
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Melissa A. Simon
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
- Department of Obstetrics and Gynecology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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26
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Diallo D, Sun S, Somboro AM, Baya B, Kone A, Diarra B, Nantoume M, Koloma I, Diakite M, Holl J, Maiga AI, Seydi M, Theron G, Hou L, Fodor A, Maiga M. Metabolic and Immune Consequences of Antibiotic Related Microbiome Alterations during first-line Tuberculosis Treatment in Bamako, Mali. Res Sq 2023:rs.3.rs-3232670. [PMID: 37609282 PMCID: PMC10441471 DOI: 10.21203/rs.3.rs-3232670/v1] [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] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
Background Tuberculosis (TB) infection is known to lead to the unbalance of the gut microbiota and act synergistically on the decline of the host immune response, when untreated. Moreover, previous work has found a correlation between dysbiosis in the gut microbiota composition and the use of antibiotics. However, there is a need for an in-depth understanding of the metabolic and immune consequences of antibiotic-related microbiome alterations during first-line TB treatment. Methods In a longitudinal cohort study, which included TB-infected cohorts and healthy individuals (control group), we studied the anti-TB-related changes in the gut microbiota composition and related functional consequences. Sputum, whole blood and stool samples were collected from participants at four time-points including before (Month-0), during (Month-2), at the end of drug treatment (Month-6) and 9 months after treatment (Month-15). Controls were sampled at inclusion and Month-6. We analyzed the microbiota composition and microbial functional pathways with shotgun metagenomics, analyzed the blood metabolomics using high-performance liquid chromatography (HPLC), and measured the levels of metabolites and cytokines with cytometric bead array. Results We found that the gut microbiota of patients infected with TB was different from that of the healthy controls. The gut microbiota became similar to healthy controls after treatment but was still significantly different after 6 months treatment and at the follow up 9 months after treatment. Our data also showed disturbance in the plasma metabolites such as tryptophan and tricarboxylic acids components of patients during TB treatment. Levels of IL-4, IL-6, IL-10, and IFN-γ decreased during treatment and levels were maintained after treatment completion, while IL-17A known to have a strong link with the gut microbiota was highly expressed during treatment period and longer than the 9-month post treatment completion. We found that some fatty acids were negatively correlated with the abundance of taxa. For example, Roseburia, Megasphaera, and alpha proteobacterium HIMB5 species were negatively correlated (rho = -0.6) with the quinolinate production. Conclusion Changes in the composition and function of gut microbiota was observed in TB patients before and after treatment compared to healthy controls. The differences persisted at nine months after treatment completion. Alterations in some bacterial taxa were correlated to the changes in metabolite levels in peripheral blood, thus the altered microbial community might lead to changes in immune status that influence the disease outcome and future resistance to infections.
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Affiliation(s)
- Dramane Diallo
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Shan Sun
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, North Carolina
| | - Anou Moise Somboro
- School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Bocar Baya
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Amadou Kone
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Bassirou Diarra
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Mohamed Nantoume
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Isaac Koloma
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Mahamadou Diakite
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Jane Holl
- Department of Neurology and Center for Healthcare Delivery Science and Innovation, University of Chicago, Chicago, IL
| | - Almoustapha Issiaka Maiga
- University Clinical Research Center (UCRC) of the University of Sciences, Technics and Technologies of Bamako (USTTB)
| | - Moussa Seydi
- Service des Maladies Infectieuses et Tropicales, Fann University Hospital Center, Dakar
| | - Grant Theron
- Centre of Excellence for Biomedical Tuberculosis Research; South African Medical Research Council Centre for Tuberculosis, Stellenbosch University, Cape Town, Saint Kitts and Nevis
| | - Lifang Hou
- Institute for Global Health, Northwestern University, Chicago, IL
| | - Anthony Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, North Carolina
| | - Mamoudou Maiga
- Institute for Global Health, Northwestern University, Chicago, IL
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Wang C, Amini H, Xu Z, Peralta AA, Yazdi MD, Qiu X, Wei Y, Just A, Heiss J, Hou L, Zheng Y, Coull BA, Kosheleva A, Baccarelli AA, Schwartz JD. Long-term exposure to ambient fine particulate components and leukocyte epigenome-wide DNA Methylation in older men: the Normative Aging Study. Environ Health 2023; 22:54. [PMID: 37550674 PMCID: PMC10405403 DOI: 10.1186/s12940-023-01007-5] [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: 02/08/2023] [Accepted: 07/26/2023] [Indexed: 08/09/2023]
Abstract
BACKGROUND Epigenome-wide association studies of ambient fine particulate matter (PM2.5) have been reported. However, few have examined PM2.5 components (PMCs) and sources or included repeated measures. The lack of high-resolution exposure measurements is the key limitation. We hypothesized that significant changes in DNA methylation might vary by PMCs and the sources. METHODS We predicted the annual average of 14 PMCs using novel high-resolution exposure models across the contiguous U.S., between 2000-2018. The resolution was 50 m × 50 m in the Greater Boston Area. We also identified PM2.5 sources using positive matrix factorization. We repeatedly collected blood samples and measured leukocyte DNAm with the Illumina HumanMethylation450K BeadChip in the Normative Aging Study. We then used median regression with subject-specific intercepts to estimate the associations between long-term (one-year) exposure to PMCs / PM2.5 sources and DNA methylation at individual cytosine-phosphate-guanine CpG sites. Significant probes were identified by the number of independent degrees of freedom approach, using the number of principal components explaining > 95% of the variation of the DNA methylation data. We also performed regional and pathway analyses to identify significant regions and pathways. RESULTS We included 669 men with 1,178 visits between 2000-2013. The subjects had a mean age of 75 years. The identified probes, regions, and pathways varied by PMCs and their sources. For example, iron was associated with 6 probes and 6 regions, whereas nitrate was associated with 15 probes and 3 regions. The identified pathways from biomass burning, coal burning, and heavy fuel oil combustion sources were associated with cancer, inflammation, and cardiovascular diseases, whereas there were no pathways associated with all traffic. CONCLUSIONS Our findings showed that the effects of PM2.5 on DNAm varied by its PMCs and sources.
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Affiliation(s)
- Cuicui Wang
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA.
| | - Heresh Amini
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
- Department of Public Health, Faculty of Health and Medical Sciences, Section of Environmental Health, University of Copenhagen, Copenhagen, Denmark
| | - Zongli Xu
- Biostatistics & Computational Biology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, Durham, NC, USA
| | - Adjani A Peralta
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Mahdieh Danesh Yazdi
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
- Program in Public Health, Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA
| | - Xinye Qiu
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Yaguang Wei
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Allan Just
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Jonathan Heiss
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA
| | - Brent A Coull
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Anna Kosheleva
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Andrea A Baccarelli
- Department of Environmental Health Sciences, Columbia Mailman School of Public Health, New York, NY, 10032, USA
| | - Joel D Schwartz
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
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28
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Musa J, Maiga M, Green SJ, Magaji FA, Maryam AJ, Okolo M, Nyam CJ, Cosmas NT, Silas OA, Imade GE, Zheng Y, Joyce BT, Diakite B, Morhason-Bello I, Achenbach CJ, Sagay AS, Ujah IAO, Murphy RL, Hou L, Mehta SD. Vaginal microbiome community state types and high-risk human papillomaviruses in cervical precancer and cancer in North-central Nigeria. BMC Cancer 2023; 23:683. [PMID: 37474918 PMCID: PMC10360349 DOI: 10.1186/s12885-023-11187-5] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 07/17/2023] [Indexed: 07/22/2023] Open
Abstract
BACKGROUND High risk human papillomaviruses (HR-HPV) have a causal role in cervical oncogenesis, and HIV-mediated immune suppression allows HR-HPV to persist. We studied whether vaginal microbiome community state types (CSTs) are associated with high-grade precancer and/or invasive cervical cancer (HSIL/ICC). METHODS This was a cross-sectional study of adult women with cervical cancer screening (CCS) at the Jos University Teaching Hospital (JUTH) in Jos, Nigeria, between January 2020 and February 2022. Cervical swabs underwent HPV genotyping (Anyplex™ II HPV28). Cervico-vaginal lavage (CVL) sample was collected for 16 S rRNA gene amplicon sequencing. We used multivariable logistic regression modelling to assess associations between CSTs and other factors associated with HSIL/ICC. RESULTS We enrolled 155 eligible participants, 151 with microbiome data for this analysis. Women were median age 52 (IQR:43-58), 47.7% HIV positive, and 58.1% with HSIL/ICC. Of the 138 with HPV data, 40.6% were negative for HPV, 10.1% had low-risk HPV, 26.8% had single HR-HPV, and 22.5% had multiple HR-HPV types. The overall prevalence of any HR-HPV type (single and multiple) was 49.3%, with a higher proportion in women with HSIL/ICC (NILM 31.6%, LSIL 46.5%, HSIL 40.8%, and 81.5% ICC; p = 0.007). Women with HIV were more likely to have HSIL/ICC (70.3% vs. 29.7% among women without HIV). In crude and multivariable analysis CST was not associated with cervical pathology (CST-III aOR = 1.13, CST-IV aOR = 1.31). However, in the presence of HR-HPV CST-III (aOR = 6.7) and CST-IV (aOR = 3.6) showed positive association with HSIL/ICC. CONCLUSION Vaginal microbiome CSTs were not significantly associated with HSIL/ICC. Our findings suggest however, that CST could be helpful in identifying women with HSIL/ICC and particularly those with HR-HPV. Characterization of CSTs using point-of-care molecular testing in women with HR-HPV should be studied as an approach to improve early detection and cervical cancer prevention. Future longitudinal research will improve our understanding of the temporal effect of non-optimal CST, HR-HPV, and other factors in cervical cancer development, prevention, and control.
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Affiliation(s)
- Jonah Musa
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria.
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA.
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, USA.
| | - Mamoudou Maiga
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Center for innovations in Healthcare Technologies, McCormick's School of Biomedical Engineering, Northwestern University, Chicago, IL, USA
| | - Stefan J Green
- Genomics and Microbiome Core Facility, Rush University, Chicago, IL, USA
| | - Francis A Magaji
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Ali J Maryam
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Mark Okolo
- Department of Medical Microbiology, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Chuwang J Nyam
- Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL, USA
- Genomics and Postgraduate Core Facility, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Nanma T Cosmas
- Department of Medical Microbiology, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Olugbenga A Silas
- Department of Anatomic Pathology and Forensic Medicine, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Godwin E Imade
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
- Genomics and Postgraduate Core Facility, College of Health Sciences, University of Jos, Jos, Nigeria
| | - Yinan Zheng
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Brian T Joyce
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Brehima Diakite
- University of Sciences, Technique and Technologies of Bamako, Bamako, Mali
| | - Imran Morhason-Bello
- Department of Obstetrics and Gynecology, College of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Chad J Achenbach
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Robert J. Havey MD, Institute for Global Health, Northwestern University, Chicago, IL, USA
| | - Atiene S Sagay
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Innocent A O Ujah
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
- Federal University of Health Sciences, Otukpo, Benue State, Nigeria
| | - Robert L Murphy
- Department of Obstetrics and Gynecology, College of Medicine, University of Ibadan, Ibadan, Nigeria
- Robert J. Havey MD, Institute for Global Health, Northwestern University, Chicago, IL, USA
| | - Lifang Hou
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, USA
- Robert H. Lurie Comprehensive Cancer Center, Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Supriya Dinesh Mehta
- Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, IL, USA
- Department of Epidemiology and Biostatistics, Rush University, Chicago, IL, USA
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Reynolds KM, Horimoto ARVR, Lin BM, Zhang Y, Kurniansyah N, Yu B, Boerwinkle E, Qi Q, Kaplan R, Daviglus M, Hou L, Zhou LY, Cai J, Shaikh SR, Sofer T, Browning SR, Franceschini N. Ancestry-driven metabolite variation provides insights into disease states in admixed populations. Genome Med 2023; 15:52. [PMID: 37461045 PMCID: PMC10351197 DOI: 10.1186/s13073-023-01209-z] [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: 11/22/2022] [Accepted: 07/10/2023] [Indexed: 07/20/2023] Open
Abstract
BACKGROUND Metabolic pathways are related to physiological functions and disease states and are influenced by genetic variation and environmental factors. Hispanics/Latino individuals have ancestry-derived genomic regions (local ancestry) from their recent admixture that have been less characterized for associations with metabolite abundance and disease risk. METHODS We performed admixture mapping of 640 circulating metabolites in 3887 Hispanic/Latino individuals from the Hispanic Community Health Study/Study of Latinos (HCHS/SOL). Metabolites were quantified in fasting serum through non-targeted mass spectrometry (MS) analysis using ultra-performance liquid chromatography-MS/MS. Replication was performed in 1856 nonoverlapping HCHS/SOL participants with metabolomic data. RESULTS By leveraging local ancestry, this study identified significant ancestry-enriched associations for 78 circulating metabolites at 484 independent regions, including 116 novel metabolite-genomic region associations that replicated in an independent sample. Among the main findings, we identified Native American enriched genomic regions at chromosomes 11 and 15, mapping to FADS1/FADS2 and LIPC, respectively, associated with reduced long-chain polyunsaturated fatty acid metabolites implicated in metabolic and inflammatory pathways. An African-derived genomic region at chromosome 2 was associated with N-acetylated amino acid metabolites. This region, mapped to ALMS1, is associated with chronic kidney disease, a disease that disproportionately burdens individuals of African descent. CONCLUSIONS Our findings provide important insights into differences in metabolite quantities related to ancestry in admixed populations including metabolites related to regulation of lipid polyunsaturated fatty acids and N-acetylated amino acids, which may have implications for common diseases in populations.
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Affiliation(s)
- Kaylia M Reynolds
- Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA
- Department of Epidemiology, University of North Carolina, 123 W Franklin St, Suite 401, NC, NC 27516, Chapel Hill, USA
| | | | - Bridget M Lin
- Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA
| | - Ying Zhang
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
| | - Nuzulul Kurniansyah
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
| | - Bing Yu
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Eric Boerwinkle
- Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Qibin Qi
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Robert Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Martha Daviglus
- Institute for Minority Health Research, University of Illinois at Chicago, Chicago, IL, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Laura Y Zhou
- Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA
| | - Jianwen Cai
- Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA
| | - Saame Raza Shaikh
- Department of Nutrition, University of North Carolina, Chapel Hill, NC, USA
| | - Tamar Sofer
- Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA
- Departments of Medicine and Biostatistics, Harvard University, Boston, MA, USA
| | - Sharon R Browning
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina, 123 W Franklin St, Suite 401, NC, NC 27516, Chapel Hill, USA.
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30
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Pool LR, Petito LC, Yang X, Krefman AE, Perak AM, Davis MM, Greenland P, Rosenman M, Zmora R, Wang Y, Hou L, Marino BS, Van Horn L, Wakschlag LS, Labarthe D, Lloyd-Jones DM, Allen NB. Cardiovascular health trajectories from age 2-12: a pediatric electronic health record study. Ann Epidemiol 2023; 83:40-46.e4. [PMID: 37084989 DOI: 10.1016/j.annepidem.2023.04.007] [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: 02/03/2023] [Revised: 04/13/2023] [Accepted: 04/17/2023] [Indexed: 04/23/2023]
Abstract
PURPOSE Many children have non-ideal cardiovascular health (CVH), but little is known about the course of CVH in early childhood. We identified CVH trajectories in children and assess the generalizability of these trajectories in an external sample. METHODS We used data spanning 2010-2018 from children aged 2-12 years within the Chicago Area Patient-Centered Outcomes Research Network-an electronic health record network. Four clinical systems comprised the derivation sample and a fifth the validation sample. Body mass index, blood pressure, cholesterol, and blood glucose were categorized as ideal, intermediate, and poor using clinical measurements, laboratory readings, and International Classification of Diseases diagnosis codes and summed for an overall CVH score. Group-based trajectory modeling was used to create CVH score trajectories which were assessed for classification accuracy in the validation sample. RESULTS Using data from 122,363 children (47% female, 47% non-Hispanic White) three trajectories were identified: 59.5% maintained high levels of clinical CVH, 23.4% had high levels of CVH that declined, and 17.1% had intermediate levels of CVH that further declined with age. A similar classification emerged when the trajectories were fitted in the validation sample. CONCLUSIONS Stratification of CVH was present by age 2, implicating the need for early life and preconception prevention strategies.
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Affiliation(s)
- Lindsay R Pool
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Lucia C Petito
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Xiaoyun Yang
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Amy E Krefman
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Amanda M Perak
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL; Division of Cardiology, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | - Matthew M Davis
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL; Stanley Manne Children's Research Institute, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Division of Academic General Pediatrics, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Philip Greenland
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Marc Rosenman
- Stanley Manne Children's Research Institute, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Mary Ann & J. Milburn Smith Child Health Outcomes, Research and Evaluation Center, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | - Rachel Zmora
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL.
| | - Yaojie Wang
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Bradley S Marino
- Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL; Stanley Manne Children's Research Institute, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Division of Academic General Pediatrics, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Linda Van Horn
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Lauren S Wakschlag
- Division of Academic General Pediatrics, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL; Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Darwin Labarthe
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Donald M Lloyd-Jones
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Norrina B Allen
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
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31
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Joyce BT, Chen X, Gao T, Zheng Y, Nannini DR, Liu L, Henkle BE, Kalhan R, Washko G, Kunisaki KM, Thyagarajan B, Vaughan DE, Gross M, Jacobs DR, Lloyd-Jones D, Hou L. Associations between GrimAge acceleration and pulmonary function in the Coronary Artery Risk Development in Young Adults (CARDIA) study. Epigenomics 2023; 15:693-703. [PMID: 37694401 PMCID: PMC10503465 DOI: 10.2217/epi-2023-0164] [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: 05/09/2023] [Accepted: 08/08/2023] [Indexed: 09/12/2023] Open
Abstract
Background: The objective of this research was to determine whether pulmonary function is associated with epigenetic aging (GrimAge) and whether GrimAge predicts emphysema. Methods: This prospective study examined 1042 participants enrolled as part of a community-based longitudinal cohort. The cross-sectional associations between pulmonary function and GrimAge, measured at study year (Y) 20 (participant ages 40-45 years), and prospective associations with emphysema at Y25 were examined. Results: At Y20, forced expiratory volume in 1 s (FEV1) and FEV1/forced vital capacity (FVC) were negatively associated with GrimAge; for Y0-Y10 cumulative measures, only the FEV1/FVC ratio was associated with GrimAge at Y15 and Y20. Emphysema at Y25 was associated with GrimAge at Y15 and Y20. Conclusion: Pulmonary function was associated with GrimAge during early and mid-life; GrimAge partially mediated the association between pulmonary function and emphysema.
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Affiliation(s)
- Brian T Joyce
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Xuefen Chen
- Department of Epidemiology of Health Statistics, School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, 201318, China
| | - Tao Gao
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Drew R Nannini
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Lei Liu
- Division of Biostatistics, Washington University, St. Louis, MO 63110, USA
| | - Benjamin E Henkle
- Minneapolis VA Health Care System, Minneapolis, MN 55417, USA
- University of Minnesota, Minneapolis, MN 55455, USA
| | - Ravi Kalhan
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - George Washko
- Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Ken M Kunisaki
- Minneapolis VA Health Care System, Minneapolis, MN 55417, USA
- University of Minnesota, Minneapolis, MN 55455, USA
| | | | - Douglas E Vaughan
- Potocsnak Longevity Institute, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Myron Gross
- University of Minnesota, Minneapolis, MN 55455, USA
| | | | - Donald Lloyd-Jones
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
- Potocsnak Longevity Institute, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
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32
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Wang Y, Selvaraj MS, Li X, Li Z, Holdcraft JA, Arnett DK, Bis JC, Blangero J, Boerwinkle E, Bowden DW, Cade BE, Carlson JC, Carson AP, Chen YDI, Curran JE, de Vries PS, Dutcher SK, Ellinor PT, Floyd JS, Fornage M, Freedman BI, Gabriel S, Germer S, Gibbs RA, Guo X, He J, Heard-Costa N, Hildalgo B, Hou L, Irvin MR, Joehanes R, Kaplan RC, Kardia SLR, Kelly TN, Kim R, Kooperberg C, Kral BG, Levy D, Li C, Liu C, Lloyd-Jone D, Loos RJF, Mahaney MC, Martin LW, Mathias RA, Minster RL, Mitchell BD, Montasser ME, Morrison AC, Murabito JM, Naseri T, O’Connell JR, Palmer ND, Preuss MH, Psaty BM, Raffield LM, Rao DC, Redline S, Reiner AP, Rich SS, Ruepena MS, Sheu WHH, Smith JA, Smith A, Tiwari HK, Tsai MY, Viaud-Martinez KA, Wang Z, Yanek LR, Zhao W, Rotter JI, Lin X, Natarajan P, Peloso GM. Rare variants in long non-coding RNAs are associated with blood lipid levels in the TOPMed Whole Genome Sequencing Study. medRxiv 2023:2023.06.28.23291966. [PMID: 37425772 PMCID: PMC10327287 DOI: 10.1101/2023.06.28.23291966] [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] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
Long non-coding RNAs (lncRNAs) are known to perform important regulatory functions. Large-scale whole genome sequencing (WGS) studies and new statistical methods for variant set tests now provide an opportunity to assess the associations between rare variants in lncRNA genes and complex traits across the genome. In this study, we used high-coverage WGS from 66,329 participants of diverse ancestries with blood lipid levels (LDL-C, HDL-C, TC, and TG) in the National Heart, Lung, and Blood Institute (NHLBI) Trans-Omics for Precision Medicine (TOPMed) program to investigate the role of lncRNAs in lipid variability. We aggregated rare variants for 165,375 lncRNA genes based on their genomic locations and conducted rare variant aggregate association tests using the STAAR (variant-Set Test for Association using Annotation infoRmation) framework. We performed STAAR conditional analysis adjusting for common variants in known lipid GWAS loci and rare coding variants in nearby protein coding genes. Our analyses revealed 83 rare lncRNA variant sets significantly associated with blood lipid levels, all of which were located in known lipid GWAS loci (in a ±500 kb window of a Global Lipids Genetics Consortium index variant). Notably, 61 out of 83 signals (73%) were conditionally independent of common regulatory variations and rare protein coding variations at the same loci. We replicated 34 out of 61 (56%) conditionally independent associations using the independent UK Biobank WGS data. Our results expand the genetic architecture of blood lipids to rare variants in lncRNA, implicating new therapeutic opportunities.
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Affiliation(s)
- Yuxuan Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Margaret Sunitha Selvaraj
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Xihao Li
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Zilin Li
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Biostatistics and Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA
- Center for Computational Biology & Bioinformatics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Jacob A. Holdcraft
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Donna K. Arnett
- Provost Office, University of South Carolina, Columbia, SC, USA
- Department of Epidemiology and Biostatistics, University of South Carolina Arnold School of Public Health, Columbia, SC, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - John Blangero
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Donald W. Bowden
- Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Brian E. Cade
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
- Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA
| | - Jenna C. Carlson
- Department of Human Genetics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Biostatistics, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - April P. Carson
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Yii-Der Ida Chen
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Joanne E. Curran
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Paul S. de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Susan K. Dutcher
- The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA
| | - Patrick T. Ellinor
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - James S. Floyd
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Myriam Fornage
- Center for Human Genetics, University of Texas Health at Houston, Houston, TX, USA
| | - Barry I. Freedman
- Department of Internal Medicine, Nephrology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | | | | | - Richard A. Gibbs
- Baylor College of Medicine Human Genome Sequencing Center, Houston, TX, USA
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Jiang He
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA
- Tulane University Translational Science Institute, New Orleans, LA, USA
| | - Nancy Heard-Costa
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Bertha Hildalgo
- Department of Epidemiology, University of Alabama at Birmingham School of Public Health, Birmingham, AL, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University, Chicago, IL, USA
| | - Marguerite R. Irvin
- Department of Epidemiology, University of Alabama at Birmingham School of Public Health, Birmingham, AL, USA
| | - Roby Joehanes
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Robert C. Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Sharon LR. Kardia
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Tanika N. Kelly
- Department of Medicine, Division of Nephrology, University of Illinois Chicago, Chicago, IL, USA
| | - Ryan Kim
- Psomagen, Inc. (formerly Macrogen USA), Rockville, MD, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Brian G. Kral
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Daniel Levy
- Framingham Heart Study, Framingham, MA, USA
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Changwei Li
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA
- Tulane University Translational Science Institute, New Orleans, LA, USA
| | - Chunyu Liu
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Don Lloyd-Jone
- Department of Preventive Medicine, Northwestern University, Chicago, IL, USA
| | - Ruth JF. Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- NNF Center for Basic Metabolic Research, University of Copenhagen, Cophenhagen, Denmark
| | - Michael C. Mahaney
- Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Lisa W. Martin
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Rasika A. Mathias
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ryan L. Minster
- Department of Human Genetics and Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Braxton D. Mitchell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - May E. Montasser
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Alanna C. Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Joanne M. Murabito
- Framingham Heart Study, Framingham, MA, USA
- Department of Medicine, Boston Medical Center, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | | | - Jeffrey R. O’Connell
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Nicholette D. Palmer
- Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Michael H. Preuss
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, 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
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Dabeeru C. Rao
- Division of Biostatistics, Washington University School of Medicine, St. Louis, MO, USA
| | - Susan Redline
- Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Stephen S. Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | | | | | - Jennifer A. Smith
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Albert Smith
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Hemant K. Tiwari
- Department of Biostatistics, University of Alabama, Birmingham, AL, USA
| | - Michael Y. Tsai
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | | | - Zhe Wang
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lisa R. Yanek
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Wei Zhao
- Department of Epidemiology, 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 at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Xihong Lin
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Statistics, Harvard University, Cambridge, MA, USA
| | - Pradeep Natarajan
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Gina M. Peloso
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
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Kim K, Joyce BT, Nannini DR, Zheng Y, Gordon-Larsen P, Shikany JM, Lloyd-Jones DM, Hu M, Nieuwenhuijsen MJ, Vaughan DE, Zhang K, Hou L. Inequalities in urban greenness and epigenetic aging: Different associations by race and neighborhood socioeconomic status. Sci Adv 2023; 9:eadf8140. [PMID: 37379393 PMCID: PMC10306284 DOI: 10.1126/sciadv.adf8140] [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] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 05/24/2023] [Indexed: 06/30/2023]
Abstract
Slower epigenetic aging is associated with exposure to green space (greenness); however, the longitudinal relationship has not been well studied, particularly in minority groups. We investigated the association between 20-year exposure to greenness [Normalized Difference Vegetation Index (NDVI)] and epigenetic aging in a large, biracial (Black/white), U.S. urban cohort. Using generalized estimating equations adjusted for individual and neighborhood socioeconomic characteristics, greater greenness was associated with slower epigenetic aging. Black participants had less surrounding greenness and an attenuated association between greenness and epigenetic aging [βNDVI5km: -0.80, 95% confidence interval (CI): -4.75, 3.13 versus βNDVI5km: -3.03, 95% CI: -5.63, -0.43 in white participants]. Participants in disadvantaged neighborhoods showed a stronger association between greenness and epigenetic aging (βNDVI5km: -3.36, 95% CI: -6.65, -0.08 versus βNDVI5km: -1.57, 95% CI: -4.12, 0.96 in less disadvantaged). In conclusion, we found a relationship between greenness and slower epigenetic aging, and different associations by social determinants of health such as race and neighborhood socioeconomic status.
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Affiliation(s)
- Kyeezu Kim
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Brian T. Joyce
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Drew R. Nannini
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Penny Gordon-Larsen
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - James M. Shikany
- Division of Preventive Medicine, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Donald M. Lloyd-Jones
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Ming Hu
- School of Architecture, University of Notre Dame, Notre Dame, IN, USA
| | - Mark J. Nieuwenhuijsen
- Institute for Global Health (ISGlobal), Barcelona, Spain
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Douglas E. Vaughan
- Department of Medicine, Northwestern Feinberg School of Medicine, Chicago, IL, USA
- Potocsnak Longevity Institute, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Kai Zhang
- Department of Environmental Health Sciences, University of Albany, State University of New York, Rensselaer, NY, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Potocsnak Longevity Institute, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Wang YM, Hou L. [Application and implication of Utstein-style registry for out-of-hospital cardiac arrest: what to do in China?]. Zhonghua Xin Xue Guan Bing Za Zhi 2023; 51:684-690. [PMID: 37312490 DOI: 10.3760/cma.j.cn112148-20230407-00201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Affiliation(s)
- Y M Wang
- Public Health School, Baotou Medical College, Baotou 014040, China National Center for Chronic and Noncommunicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 100050, China
| | - L Hou
- National Center for Chronic and Noncommunicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 100050, China
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35
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Nwanaji-Enwerem JC, Cardenas A, Gao X, Wang C, Vokonas P, Spiro A, Osborne AD, Kosheleva A, Hou L, Baccarelli AA, Schwartz J. Psychological Stress and Epigenetic Aging in Older Men: The VA Normative Aging Study. Transl Med Aging 2023; 7:66-74. [PMID: 37576443 PMCID: PMC10416788 DOI: 10.1016/j.tma.2023.06.003] [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] [Subscribe] [Scholar Register] [Indexed: 08/15/2023] Open
Abstract
Psychological stress remains an important risk factor for morbidity and mortality throughout the life course. However, there have been counterintuitive findings reported in previous studies of older persons that examine the relationships of perceived psychological stress with DNA methylation-based markers of aging, which also serve as predictors of morbidity and mortality (epigenetic age/clocks). We aimed to replicate and expand findings from existing work by examining relationships of self-reported stress with nine epigenetic clocks: Hannum, Horvath, Intrinsic, Extrinsic, SkinBloodClock, PhenoAge, GrimAge, DNAm Telomere Length, and Pace of Aging. We analyzed data from 607 male participants (mean age 73.2 years) of the VA Normative Aging Study with one to two study visits from 1999 to 2007 (observations = 956). Stress was assessed via the 14-item Perceived Stress Scale (PSS). Epigenetic age was calculated from DNA methylation measured in leukocytes with the HumanMethylation450 BeadChip. In linear mixed effects models adjusted for demographic/lifestyle/health factors, a standard deviation (sd) increase in PSS was associated with Horvath (β = -0.35-years, 95%CI: -0.61, -0.09, P=0.008) and Intrinsic (β = -0.40-years, 95%CI: -0.67, -0.13, P=0.004) epigenetic age deceleration. However, in models limited to participants with the highest levels of stress (≥ 75th-percentile), Horvath (β = 2.29-years, 95%CI: 0.16, 4.41, P=0.04) and Intrinsic (β = 2.06-years, 95%CI: -0.17, 4.28, P=0.07) age acceleration associations were observed. Our results reinforce the complexity of psychological stress and epigenetic aging relationships and lay a foundation for future studies that explore longitudinal relationships with other adult stress metrics and factors that can influence stress such as resilience measures.
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Affiliation(s)
- Jamaji C. Nwanaji-Enwerem
- Gangarosa Department of Environmental Health, Emory Rollins School of Public Health, Atlanta, GA, USA
- Department of Emergency Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Andres Cardenas
- Department of Epidemiology and Population Health, Stanford School of Medicine, Stanford, CA, USA
| | - Xu Gao
- Department of Occupational and Environmental Health Sciences, Peking University, Beijing, China
| | - Cuicui Wang
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, and MD/PhD Program, Harvard Medical School, Boston, MA, USA
| | - Pantel Vokonas
- VA Normative Aging Study, Veterans Affairs Boston Healthcare System and the Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Avron Spiro
- Massachusetts Veterans Epidemiology and Research Information Center, VA Boston Healthcare System, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Anwar D. Osborne
- Department of Emergency Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Anna Kosheleva
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, and MD/PhD Program, Harvard Medical School, Boston, MA, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Andrea A. Baccarelli
- Department of Environmental Health Sciences, Columbia Mailman School of Public Health, New York, NY, USA
| | - Joel Schwartz
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, and MD/PhD Program, Harvard Medical School, Boston, MA, USA
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Huffman JE, Nicolas J, Hahn J, Heath AS, Raffield LM, Yanek LR, Brody JA, Thibord F, Almasy L, Bartz TM, Bielak LF, Bowler RP, Carrasquilla GD, Chasman DI, Chen MH, Emmert DB, Ghanbari M, Haessle J, Hottenga JJ, Kleber ME, Le NQ, Lee J, Lewis JP, Li-Gao R, Luan J, Malmberg A, Mangino M, Marioni RE, Martinez-Perez A, Pankratz N, Polasek O, Richmond A, Rodriguez BA, Rotter JI, Steri M, Suchon P, Trompet S, Weiss S, Zare M, Auer P, Cho MH, Christofidou P, Davies G, de Geus E, Deleuze JF, Delgado GE, Ekunwe L, Faraday N, Gögele M, Greinacher A, He G, Howard T, Joshi PK, Kilpeläinen TO, Lahti J, Linneberg A, Naitza S, Noordam R, Paüls-Vergés F, Rich SS, Rosendaal FR, Rudan I, Ryan KA, Souto JC, van Rooij FJ, Wang H, Zhao W, Becker LC, Beswick A, Brown MR, Cade BE, Campbell H, Cho K, Crapo JD, Curran JE, de Maat MP, Doyle M, Elliott P, Floyd JS, Fuchsberger C, Grarup N, Guo X, Harris SE, Hou L, Kolcic I, Kooperberg C, Menni C, Nauck M, O'Connell JR, Orrù V, Psaty BM, Räikkönen K, Smith JA, Soria JM, Stott DJ, van Hylckama Vlieg A, Watkins H, Willemsen G, Wilson P, Ben-Shlomo Y, Blangero J, Boomsma D, Cox SR, Dehghan A, Eriksson JG, Fiorillo E, Fornage M, Hansen T, Hayward C, Ikram MA, Jukema JW, Kardia SL, Lange LA, März W, Mathias RA, Mitchell BD, Mook-Kanamori DO, Morange PE, Pedersen O, Pramstaller PP, Redline S, Reiner A, Ridker PM, Silverman EK, Spector TD, Völker U, Wareham N, Wilson JF, Yao J, Trégouët DA, Johnson AD, Wolberg AS, de Vries PS, Sabater-Lleal M, Morrison AC, Smith NL. Whole genome analysis of plasma fibrinogen reveals population-differentiated genetic regulators with putative liver roles. medRxiv 2023:2023.06.07.23291095. [PMID: 37398003 PMCID: PMC10312878 DOI: 10.1101/2023.06.07.23291095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Genetic studies have identified numerous regions associated with plasma fibrinogen levels in Europeans, yet missing heritability and limited inclusion of non-Europeans necessitates further studies with improved power and sensitivity. Compared with array-based genotyping, whole genome sequencing (WGS) data provides better coverage of the genome and better representation of non-European variants. To better understand the genetic landscape regulating plasma fibrinogen levels, we meta-analyzed WGS data from the NHLBI's Trans-Omics for Precision Medicine (TOPMed) program (n=32,572), with array-based genotype data from the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium (n=131,340) imputed to the TOPMed or Haplotype Reference Consortium panel. We identified 18 loci that have not been identified in prior genetic studies of fibrinogen. Of these, four are driven by common variants of small effect with reported MAF at least 10% higher in African populations. Three ( SERPINA1, ZFP36L2 , and TLR10) signals contain predicted deleterious missense variants. Two loci, SOCS3 and HPN , each harbor two conditionally distinct, non-coding variants. The gene region encoding the protein chain subunits ( FGG;FGB;FGA ), contains 7 distinct signals, including one novel signal driven by rs28577061, a variant common (MAF=0.180) in African reference panels but extremely rare (MAF=0.008) in Europeans. Through phenome-wide association studies in the VA Million Veteran Program, we found associations between fibrinogen polygenic risk scores and thrombotic and inflammatory disease phenotypes, including an association with gout. Our findings demonstrate the utility of WGS to augment genetic discovery in diverse populations and offer new insights for putative mechanisms of fibrinogen regulation. Key Points Largest and most diverse genetic study of plasma fibrinogen identifies 54 regions (18 novel), housing 69 conditionally distinct variants (20 novel).Sufficient power achieved to identify signal driven by African population variant.Links to (1) liver enzyme, blood cell and lipid genetic signals, (2) liver regulatory elements, and (3) thrombotic and inflammatory disease.
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37
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Nannini DR, Zheng Y, Joyce BT, Kim K, Gao T, Wang J, Jacobs DR, Schreiner PJ, Yaffe K, Greenland P, Lloyd-Jones DM, Hou L. Genome-wide DNA methylation association study of recent and cumulative marijuana use in middle aged adults. Mol Psychiatry 2023; 28:2572-2582. [PMID: 37258616 PMCID: PMC10611566 DOI: 10.1038/s41380-023-02106-y] [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: 11/03/2022] [Revised: 04/24/2023] [Accepted: 05/03/2023] [Indexed: 06/02/2023]
Abstract
Marijuana is a widely used psychoactive substance in the US and medical and recreational legalization has risen over the past decade. Despite the growing number of individuals using marijuana, studies investigating the association between epigenetic factors and recent and cumulative marijuana use remain limited. We therefore investigated the association between recent and cumulative marijuana use and DNA methylation levels. Participants from the Coronary Artery Risk Development in Young Adults Study with whole blood collected at examination years (Y) 15 and Y20 were randomly selected to undergo DNA methylation profiling at both timepoints using the Illumina MethylationEPIC BeadChip. Recent use of marijuana was queried at each examination and used to estimate cumulative marijuana use from Y0 to Y15 and Y20. At Y15 (n = 1023), we observed 22 and 31 methylation markers associated (FDR P ≤ 0.05) with recent and cumulative marijuana use and 132 and 16 methylation markers at Y20 (n = 883), respectively. We replicated 8 previously reported methylation markers associated with marijuana use. We further identified 640 cis-meQTLs and 198 DMRs associated with recent and cumulative use at Y15 and Y20. Differentially methylated genes were statistically overrepresented in pathways relating to cellular proliferation, hormone signaling, and infections as well as schizophrenia, bipolar disorder, and substance-related disorders. We identified numerous methylation markers, pathways, and diseases associated with recent and cumulative marijuana use in middle-aged adults, providing additional insight into the association between marijuana use and the epigenome. These results provide novel insights into the role marijuana has on the epigenome and related health conditions.
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Affiliation(s)
- Drew R Nannini
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Brian T Joyce
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Kyeezu Kim
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Tao Gao
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jun Wang
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - David R Jacobs
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Pamela J Schreiner
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Kristine Yaffe
- University of California at San Francisco School of Medicine, San Francisco, CA, USA
| | - Philip Greenland
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Donald M Lloyd-Jones
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Nelson RA, Soto-Perez-de-Celis E, Chlebowski RT, Schonberg M, Mortimer J, Pan K, Hou L, Neuhouser ML, Reding KW, Saquib N, Wactawski-Wende J, Wolfson E, Sedrak MS, Kruper L. Predicting All-Cause Mortality in Women With and Without Breast Cancer Using the Schonberg Index: A Women's Health Initiative Study. J Natl Compr Canc Netw 2023; 21:636-644.e13. [PMID: 37308127 DOI: 10.6004/jnccn.2023.7015] [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: 10/10/2022] [Accepted: 03/01/2023] [Indexed: 06/14/2023]
Abstract
BACKGROUND When treating older women with breast cancer, life expectancy is an important consideration. ASCO recommends calculating 10-year mortality probabilities to inform treatment decisions. One useful tool is the Schonberg index, which predicts risk-based all-cause 10-year mortality. We investigated the use of this index in women aged ≥65 years with breast cancer in the Women's Health Initiative (WHI). METHODS We calculated 10-year mortality risk scores for 2,549 WHI participants with breast cancer ("cases") and 2,549 age-matched breast cancer-free participants ("controls") using Schonberg index risk scoring. Risk scores were grouped into quintiles for comparisons. Risk-stratified observed mortality rates and 95% confidence intervals were compared across cases and controls. Observed 10-year mortality rates in cases and controls were also compared with Schonberg index-based predicted 10-year mortality rates. RESULTS Compared with controls, cases were more often white (P=.005), had higher income and education levels (P<.001 for both), more often lived with their husband/partner (P<.001), scored higher on subjective health/happiness (P<.001), and needed less assistance in activities of daily living (P<.001). Participants with breast cancer had similar risk-stratified 10-year mortality rates compared with controls (34% vs 33%, respectively). Stratified results showed that cases had slightly higher mortality rates than controls in the lowest risk quintile and lower mortality rates in the 2 highest risk quintiles. Observed mortality rates in cases and controls were similar to Schonberg index-predicted mortality, with model c-indexes of 0.71 and 0.76, respectively. CONCLUSIONS Among women aged ≥65 years with incident breast cancer, the Schonberg index-based risk-stratified 10-year mortality rates were similar to those in women without breast cancer, demonstrating a similar performance of the index among both populations. Along with other health measures, prognostic indexes can help predict survival among older women with breast cancer and support geriatric oncology guidelines that promote using life expectancy calculation tools for shared decision-making.
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Affiliation(s)
| | - Enrique Soto-Perez-de-Celis
- Department of Geriatrics, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Mexico City, Mexico
| | | | - Mara Schonberg
- Beth Israel Deaconess Medical Cancer, Harvard Medical School, Boston, Massachusetts
| | | | - Kathy Pan
- Kaiser Permanente, Bellflower, California
| | - Lifang Hou
- Northwestern University Feinberg School of Medicine, Evanston, Illinois
| | | | | | - Nazmus Saquib
- Sulaiman Al Rajhi College of Medicine, Al Bukairiyah, Saudi Arabia
| | | | - Emily Wolfson
- Beth Israel Deaconess Medical Cancer, Harvard Medical School, Boston, Massachusetts
| | - Mina S Sedrak
- City of Hope National Medical Center, Duarte, California
| | - Laura Kruper
- City of Hope National Medical Center, Duarte, California
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Kim K, Yaffe K, Rehkopf DH, Zheng Y, Nannini DR, Perak AM, Nagata JM, Miller GE, Zhang K, Lloyd-Jones DM, Joyce BT, Hou L. Association of Adverse Childhood Experiences With Accelerated Epigenetic Aging in Midlife. JAMA Netw Open 2023; 6:e2317987. [PMID: 37306997 PMCID: PMC10261996 DOI: 10.1001/jamanetworkopen.2023.17987] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 04/05/2023] [Indexed: 06/13/2023] Open
Abstract
Importance Adverse childhood experiences (ACEs) are associated with the risk of poorer health, and identifying molecular mechanisms may lay the foundation for health promotion in people with ACEs. Objective To investigate the associations of ACEs with changes in epigenetic age acceleration (EAA), a biomarker associated with various health outcomes in middle-aged adults, in a population with balanced race and sex demographics. Design, Setting, and Participants Data for this cohort study were from the Coronary Artery Risk Development in Young Adults (CARDIA) study. Participants in CARDIA underwent 8 follow-up exams from baseline (year 0 [Y0]; 1985-1986) to Y30 (2015-2016), and participant blood DNA methylation information was obtained at Y15 (2000-2001) and Y20 (2005-2006). Individuals from Y15 and Y20 with available DNA methylation data and complete variables for ACEs and covariates were included. Data were analyzed from September 2021 to August 2022. Exposures Participant ACEs (general negligence, emotional negligence, physical violence, physical negligence, household substance abuse, verbal and emotional abuse, and household dysfunction) were obtained at Y15. Main Outcomes and Measures The primary outcome consisted of results from 5 DNA methylation-based EAA measurements known to be associated with biological aging and long-term health: intrinsic EAA (IEAA), extrinsic EAA (EEAA), PhenoAge acceleration (PhenoAA), GrimAge acceleration (GrimAA), and Dunedin Pace of Aging Calculated From the Epigenome (DunedinPACE), measured at Y15 and Y20. Linear regression and generalized estimating equations were used to assess associations of the burden of ACEs (≥4 vs <4 ACEs) with EAA adjusting for demographics, health-related behaviors, and early life and adult socioeconomic status. Results A total of 895 participants for Y15 (mean [SD] age, 40.4 [3.5] years; 450 males [50.3%] and 445 females [49.7%]; 319 Black [35.6%] and 576 White [64.4%]) and 867 participants for Y20 (mean [SD] age, 45.4 [3.5] years; 432 males [49.8%] and 435 females [50.2%]; 306 Black [35.3%] and 561 White [64.7%]) were included after excluding participants with missing data. There were 185 participants with (20.7%) vs 710 participants without (79.3%) 4 or more ACEs at Y15 and 179 participants with (20.6%) vs 688 participants without (79.4%) 4 or more ACEs at Y20. Having 4 or more ACEs was positively associated with EAA in years at Y15 (EEAA: β = 0.60 years; 95% CI, 0.18-1.02 years; PhenoAA: β = 0.62 years; 95% CI = 0.13-1.11 years; GrimAA: β = 0.71 years; 95% CI, 0.42-1.00 years; DunedinPACE: β = 0.01; 95% CI, 0.01-0.02) and Y20 (IEAA: β = 0.41 years; 95% CI, 0.05-0.77 years; EEAA: β = 1.05 years; 95% CI, 0.66-1.44 years; PhenoAA: β = 0.57 years; 95% CI, 0.08-1.05 years; GrimAA: β = 0.57 years; 95% CI, 0.28-0.87 years; DunedinPACE: β = 0.01; 95% CI, 0.01-0.02) after adjusting for demographics, health-related behaviors, and socioeconomic status. Conclusions and Relevance In this cohort study, ACEs were associated with EAA among middle-aged adults after controlling for demographics, behavior, and socioeconomic status. These findings of the associations between early life experience and the biological aging process in midlife may contribute to health promotion in a life course perspective.
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Affiliation(s)
- Kyeezu Kim
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Kristine Yaffe
- Department of Epidemiology and Biostatistics, University of California, San Francisco
| | - David H. Rehkopf
- Department of Epidemiology and Population Health, Stanford University, Palo Alto, California
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Drew R. Nannini
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Amanda M. Perak
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Ann and Robert H. Lurie Children’s Hospital of Chicago, Chicago, Illinois
| | - Jason M. Nagata
- Department of Pediatrics, University of California, San Francisco
| | - Greg E. Miller
- Department of Psychology, Northwestern University, Evanston, Illinois
| | - Kai Zhang
- Department of Environmental Health Sciences, School of Public Health, University at Albany, State University of New York, Rensselaer
| | - Donald M. Lloyd-Jones
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Potocsnak Longevity Institute, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Brian T. Joyce
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Potocsnak Longevity Institute, Northwestern University Feinberg School of Medicine, Chicago, Illinois
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Westra J, Annevelink C, Orchard T, Hou L, Harris WS, O'Connell TD, Shearer G, Tintle N. Genome-wide association study of Red Blood Cell fatty acids in the Women's Health Initiative Memory Study. Prostaglandins Leukot Essent Fatty Acids 2023; 194:102577. [PMID: 37285607 DOI: 10.1016/j.plefa.2023.102577] [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: 04/01/2023] [Revised: 05/25/2023] [Accepted: 05/31/2023] [Indexed: 06/09/2023]
Abstract
Despite their widespread associations with a wide variety of disease phenotypes, the genetics of red blood cell fatty acids remains understudied. We present one of the first genome-wide association studies of red blood cell fatty acid levels, using the Women's Health Initiative Memory study - a prospective cohort of N = 7,479 women aged 65-79. Approximately 9 million SNPs were measured directly or imputed and, in separate linear models adjusted for age and genetic principal components of ethnicity, SNPs were used to predict 28 different fatty acids. SNPs were considered genome-wide significant using a standard genome-wide significance level of p < 1 × 10-8. Twelve separate loci were identified, seven of which replicated results of a prior RBC-FA GWAS. Of the five novel loci, two have functional annotations directly related to fatty acids (ELOVL6 and ACSL6). While overall explained variation is low, the twelve loci identified provide strong evidence of direct relationships between these genes and fatty acid levels. Further studies are needed to establish and confirm the biological mechanisms by which these genes may directly contribute to fatty acid levels.
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Affiliation(s)
- Jason Westra
- Fatty Acid Research Institute, Sioux Falls, SD, United States of America
| | - Carmen Annevelink
- Department of Nutrition, Penn State University, State College, PA, United States of America
| | - Tonya Orchard
- Human Nutrition Program, Department of Human Sciences, Ohio State University, Columbus, OH, United States of America
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States of America
| | - William S Harris
- Fatty Acid Research Institute, Sioux Falls, SD, United States of America; Sanford School of Medicine, University of South Dakota, Sioux Falls, SD, United States of America
| | - Timothy D O'Connell
- Department of Integrative Biology and Physiology, University of Minnesota, Minneapolis, MN, United States of America
| | - Gregory Shearer
- Department of Nutrition, Penn State University, State College, PA, United States of America
| | - Nathan Tintle
- Fatty Acid Research Institute, Sioux Falls, SD, United States of America; Department of Population Health Nursing Science, College of Nursing, University of Illinois - Chicago, Chicago, IL, United States of America.
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Ahmed HS, Wang N, Carr JJ, Ding J, Terry JG, VanWagner LB, Hou L, Huo Y, Palmisano J, Zheng Y, Benjamin EJ, Long MT. The association between hepatic steatosis and incident cardiovascular disease, cancer, and all-cause mortality in a US multicohort study. Hepatology 2023; 77:2063-2072. [PMID: 36651168 DOI: 10.1097/hep.0000000000000286] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [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: 05/17/2022] [Accepted: 11/18/2022] [Indexed: 01/19/2023]
Abstract
BACKGROUND AND AIMS NAFLD strongly associates with cardiovascular disease (CVD) risk factors; however, the association between NAFLD and incident CVD, CVD-related mortality, incident cancer, and all-cause mortality is unclear. APPROACH AND RESULTS We included 10,040 participants from the Framingham Heart Study, the Coronary Artery Risk Development in Young Adults Study, and the Multi-ethnic Study of Atherosclerosis to assess the longitudinal association between liver fat (defined on CT) and incident CVD, CVD-related mortality, incident cancer, and all-cause mortality. We performed multivariable-adjusted Cox regression models including age, sex, diabetes, systolic blood pressure, alcohol use, smoking, HDL, triglycerides, and body mass index at baseline or time-varying covariates. The average age was 51.3±3.3 years and 50.6% were women. Hepatic steatosis was associated with all-cause mortality after 12.7 years of mean follow-up when adjusting for baseline CVD risk factors, including body mass index (HR: 1.21, 1.04-1.40); however, the results were attenuated when utilizing time-varying covariates. The association between hepatic steatosis and incident CVD was not statistically significant after we accounted for body mass index in models considering baseline covariates or time-varying covariates. We observed no association between hepatic steatosis and CVD-related mortality or incident cancer. CONCLUSIONS In this large, multicohort study of participants with CT-defined hepatic steatosis, accounting for change in CVD risk factors over time attenuated associations between liver fat and overall mortality or incident CVD. Our work highlights the need to consider concurrent cardiometabolic disease when determining associations between NAFLD and CVD and mortality outcomes.
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Affiliation(s)
- Heidi S Ahmed
- Section of Gastroenterology, Boston Medical Center, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Na Wang
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts, USA
| | - J Jeffrey Carr
- Department of Radiology and Radiological Services, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Jingzhong Ding
- Section of Gerontology and Geriatric Medicine, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA
| | - James G Terry
- Department of Radiology and Radiological Services, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Lisa B VanWagner
- Division of Gastroenterology and Hepatology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Yuankai Huo
- Department of Computer Science, Vanderbilt University School of Engineering, Nashville, Tennessee, USA
| | - Joseph Palmisano
- Biostatistics and Epidemiology Data Analytics Center, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Emelia J Benjamin
- Section of Cardiology, Department of Medicine, Boston Medical Center/Boston University School of Medicine, and Epidemiology, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Michelle T Long
- Section of Gastroenterology, Boston Medical Center, Boston University School of Medicine, Boston, Massachusetts, USA
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Zhang Y, Dron J, Bellows BK, Khera AV, Liu J, Balte PP, Oelsner EC, Amr SS, Lebo MS, Nagy A, Peloso GM, Natarajan P, Rotter JI, Willer C, Boerwinkle E, Ballantyne CM, Lutsey PL, Fornage M, Lloyd-Jones DM, Hou L, Psaty BM, Bis JC, Floyd JS, Vasan RS, Heard-Costa NL, Carson AP, Hall ME, Rich SS, Guo X, Kazi DS, de Ferranti SD, Moran AE. Association of Severe Hypercholesterolemia and Familial Hypercholesterolemia Genotype With Risk of Coronary Heart Disease. Circulation 2023; 147:1556-1559. [PMID: 37186683 PMCID: PMC10188204 DOI: 10.1161/circulationaha.123.064168] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Affiliation(s)
- Yiyi Zhang
- Division of General Medicine, Columbia University, New York, NY
| | - Jacqueline Dron
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA
| | | | - Amit V. Khera
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Junxiu Liu
- Department of Population Health Science and Policy, Icahn School of Medicine, Mount Sinai, New York, NY
| | | | | | - Sami Samir Amr
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
- Laboratory for Molecular Medicine, Personalized Medicine, Mass General Brigham, Cambridge, MA
| | - Matthew S. Lebo
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
- Laboratory for Molecular Medicine, Personalized Medicine, Mass General Brigham, Cambridge, MA
| | - Anna Nagy
- Laboratory for Molecular Medicine, Personalized Medicine, Mass General Brigham, Cambridge, MA
| | - Gina M. Peloso
- Department of Biostatistics, Boston University School of Public Health, Boston, MA
| | - Pradeep Natarajan
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA
- Department of Medicine, Harvard Medical School, Boston, MA
- Cardiology Division and Department of Medicine, Massachusetts General Hospital, Boston, MA
| | - Jerome I. Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA
| | - Cristen Willer
- Department of Internal Medicine, Department of Human Genetics, Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, Texas
| | | | - Pamela L. Lutsey
- Division of Epidemiology & Community Health, School of Public Health, University of Minnesota, Minneapolis, MN
| | - Myriam Fornage
- The Brown Foundation Institute of Molecular Medicine, University of Texas Health Science Center at Houston, Houston, TX
| | | | | | - Bruce M. Psaty
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA
| | - James S. Floyd
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA
| | - Ramachandran S Vasan
- The Framingham Heart Study, Framingham, MA
- Sections of Preventive Medicine and Epidemiology, and Cardiology, Department of Medicine, Department of Epidemiology, Boston University Schools of Medicine and Public Health, and the Center for Computing and Data Sciences, Boston University, Boston, MA
| | | | - April P. Carson
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS
| | - Michael E. Hall
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA
| | - Xiuqing Guo
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA
| | - Dhruv S. Kazi
- Department of Medicine, Harvard Medical School, Boston, MA
- Richard A. and Susan F. Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Boston, MA
| | - Sarah D. de Ferranti
- Department of Cardiology, Boston Children’s Hospital, Boston, MA
- Department of Pediatrics, Harvard Medical School, Boston, MA
| | - Andrew E Moran
- Division of General Medicine, Columbia University, New York, NY
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43
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Yarmolinsky J, Robinson JW, Mariosa D, Karhunen V, Huang J, Dimou N, Murphy N, Burrows K, Bouras E, Smith-Byrne K, Lewis SJ, Galesloot TE, Kiemeney LA, Vermeulen S, Martin P, Albanes D, Hou L, Newcomb PA, White E, Wolk A, Wu AH, Marchand LL, Phipps AI, Buchanan DD, Zhao SS, Gill D, Chanock SJ, Purdue MP, Smith GD, Brennan P, Herzig KH, Jarvelin MR, Dehghan A, Johansson M, Gunter MJ, Tsilidis KK, Martin RM. Association between circulating inflammatory markers and adult cancer risk: a Mendelian randomization analysis. medRxiv 2023:2023.05.04.23289196. [PMID: 37205426 PMCID: PMC10187459 DOI: 10.1101/2023.05.04.23289196] [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] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Background Tumour-promoting inflammation is a "hallmark" of cancer and conventional epidemiological studies have reported links between various inflammatory markers and cancer risk. The causal nature of these relationships and, thus, the suitability of these markers as intervention targets for cancer prevention is unclear. Methods We meta-analysed 6 genome-wide association studies of circulating inflammatory markers comprising 59,969 participants of European ancestry. We then used combined cis-Mendelian randomization and colocalisation analysis to evaluate the causal role of 66 circulating inflammatory markers in risk of 30 adult cancers in 338,162 cancer cases and up to 824,556 controls. Genetic instruments for inflammatory markers were constructed using genome-wide significant (P < 5.0 x 10-8) cis-acting SNPs (i.e. in or ±250 kb from the gene encoding the relevant protein) in weak linkage disequilibrium (LD, r2 < 0.10). Effect estimates were generated using inverse-variance weighted random-effects models and standard errors were inflated to account for weak LD between variants with reference to the 1000 Genomes Phase 3 CEU panel. A false discovery rate (FDR)-corrected P-value ("q-value") < 0.05 was used as a threshold to define "strong evidence" to support associations and 0.05 ≤ q-value < 0.20 to define "suggestive evidence". A colocalisation posterior probability (PPH4) > 70% was employed to indicate support for shared causal variants across inflammatory markers and cancer outcomes. Results We found strong evidence to support an association of genetically-proxied circulating pro-adrenomedullin concentrations with increased breast cancer risk (OR 1.19, 95% CI 1.10-1.29, q-value=0.033, PPH4=84.3%) and suggestive evidence to support associations of interleukin-23 receptor concentrations with increased pancreatic cancer risk (OR 1.42, 95% CI 1.20-1.69, q-value=0.055, PPH4=73.9%), prothrombin concentrations with decreased basal cell carcinoma risk (OR 0.66, 95% CI 0.53-0.81, q-value=0.067, PPH4=81.8%), macrophage migration inhibitory factor concentrations with increased bladder cancer risk (OR 1.14, 95% CI 1.05-1.23, q-value=0.072, PPH4=76.1%), and interleukin-1 receptor-like 1 concentrations with decreased triple-negative breast cancer risk (OR 0.92, 95% CI 0.88-0.97, q-value=0.15), PPH4=85.6%). For 22 of 30 cancer outcomes examined, there was little evidence (q-value ≥ 0.20) that any of the 66 circulating inflammatory markers examined were associated with cancer risk. Conclusion Our comprehensive joint Mendelian randomization and colocalisation analysis of the role of circulating inflammatory markers in cancer risk identified potential roles for 5 circulating inflammatory markers in risk of 5 site-specific cancers. Contrary to reports from some prior conventional epidemiological studies, we found little evidence of association of circulating inflammatory markers with the majority of site-specific cancers evaluated.
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Affiliation(s)
- James Yarmolinsky
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Jamie W Robinson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Daniela Mariosa
- Genomic Epidemiology Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Ville Karhunen
- Research Unit of Population Health, Faculty of Medicine, University of Oulu, Oulu, Finland
- Research Unit of Mathematical Sciences, University of Oulu, Oulu, Finland
| | - Jian Huang
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary’s Campus, London
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Niki Dimou
- Nutrition and Metabolism Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Neil Murphy
- Nutrition and Metabolism Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Kimberley Burrows
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Emmanouil Bouras
- Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Ioannina, Greece
| | - Karl Smith-Byrne
- The Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, United Kingdom
| | - Sarah J Lewis
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | | | | | - Sita Vermeulen
- Department for Health Evidence, Radboudumc, Nijmegen, The Netherlands
| | - Paul Martin
- School of Biochemistry, Biomedical Sciences Building, University of Bristol, University Walk, Bristol, UK
| | - Demetrius Albanes
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Polly A Newcomb
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- School of Public Health, University of Washington, Seattle, Washington, USA
| | - Emily White
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- Department of Epidemiology, University of Washington School of Public Health, Seattle, Washington, USA
| | - Alicja Wolk
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Anna H Wu
- University of Southern California, Preventative Medicine, Los Angeles, California, USA
| | - Loïc Le Marchand
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, HI 96813, USA 22
| | - Amanda I Phipps
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- Department of Epidemiology, University of Washington School of Public Health, Seattle, Washington, USA
| | - Daniel D Buchanan
- Colorectal Oncogenomic Group, Department of Clinical Pathology, University of Melbourne, Parkville, Victoria, Australia
- Victorian Comprehensive Cancer Centre, University of Melbourne Centre for Cancer Research, Parkville, Victoria, Australia
- Genetic Medicine and Family Clinic, The Royal Melbourne Hospital, Parkville, Victoria, Australia
| | | | - Sizheng Steven Zhao
- Centre for Epidemiology Versus Arthritis, Faculty of Biological Medicine and Health, University of Manchester, Manchester, UK
| | - Dipender Gill
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary’s Campus, London
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, MD, USA
| | - Mark P Purdue
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, MD, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Paul Brennan
- Genomic Epidemiology Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Karl-Heinz Herzig
- Institute of Biomedicine, Medical Research Center and Oulu University Hospital, University of Oulu, Finland
- Department of Pediatric Gastroenterology and Metabolic Diseases, Poznan University of Medical Sciences, Poznan, Poland
| | - Marjo-Riitta Jarvelin
- Research Unit of Population Health, Faculty of Medicine, University of Oulu, Oulu, Finland
- MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
- Unit of Primary Health Care, Oulu University Hospital, OYS, Oulu, Finland
- Department of Life Sciences, College of Health and Life Sciences, Brunel University London, London, United Kingdom
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary’s Campus, London
- Department of Pediatric Gastroenterology and Metabolic Diseases, Poznan University of Medical Sciences, Poznan, Poland
- Dementia Research Institute, Imperial College London, London, UK
| | - Mattias Johansson
- Genomic Epidemiology Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Marc J Gunter
- Nutrition and Metabolism Branch, International Agency for Research on Cancer (IARC/WHO), Lyon, France
| | - Kostas K Tsilidis
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, St Mary’s Campus, London
- Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Ioannina, Greece
| | - Richard M Martin
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- University Hospitals Bristol and Weston NHS Foundation Trust, National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol, Bristol, UK
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Zhang Y, Liu X, Wiggins KL, Kurniansyah N, Guo X, Rodrigue AL, Zhao W, Yanek LR, Ratliff SM, Pitsillides A, Aguirre Patiño JS, Sofer T, Arking DE, Austin TR, Beiser AS, Blangero J, Boerwinkle E, Bressler J, Curran JE, Hou L, Hughes TM, Kardia SLR, Launer LJ, Levy D, Mosley TH, Nasrallah IM, Rich SS, Rotter JI, Seshadri S, Tarraf W, González KA, Ramachandran V, Yaffe K, Nyquist PA, Psaty BM, DeCarli CS, Smith JA, Glahn DC, González HM, Bis JC, Fornage M, Heckbert SR, Fitzpatrick AL, Liu C, Satizabal CL. Association of Mitochondrial DNA Copy Number With Brain MRI Markers and Cognitive Function: A Meta-analysis of Community-Based Cohorts. Neurology 2023; 100:e1930-e1943. [PMID: 36927883 PMCID: PMC10159770 DOI: 10.1212/wnl.0000000000207157] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 01/20/2023] [Indexed: 03/18/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Previous studies suggest that lower mitochondrial DNA (mtDNA) copy number (CN) is associated with neurodegenerative diseases. However, whether mtDNA CN in whole blood is related to endophenotypes of Alzheimer disease (AD) and AD-related dementia (AD/ADRD) needs further investigation. We assessed the association of mtDNA CN with cognitive function and MRI measures in community-based samples of middle-aged to older adults. METHODS We included dementia-free participants from 9 diverse community-based cohorts with whole-genome sequencing in the Trans-Omics for Precision Medicine (TOPMed) program. Circulating mtDNA CN was estimated as twice the ratio of the average coverage of mtDNA to nuclear DNA. Brain MRI markers included total brain, hippocampal, and white matter hyperintensity volumes. General cognitive function was derived from distinct cognitive domains. We performed cohort-specific association analyses of mtDNA CN with AD/ADRD endophenotypes assessed within ±5 years (i.e., cross-sectional analyses) or 5-20 years after blood draw (i.e., prospective analyses) adjusting for potential confounders. We further explored associations stratified by sex and age (<60 vs ≥60 years). Fixed-effects or sample size-weighted meta-analyses were performed to combine results. Finally, we performed mendelian randomization (MR) analyses to assess causality. RESULTS We included up to 19,152 participants (mean age 59 years, 57% women). Higher mtDNA CN was cross-sectionally associated with better general cognitive function (β = 0.04; 95% CI 0.02-0.06) independent of age, sex, batch effects, race/ethnicity, time between blood draw and cognitive evaluation, cohort-specific variables, and education. Additional adjustment for blood cell counts or cardiometabolic traits led to slightly attenuated results. We observed similar significant associations with cognition in prospective analyses, although of reduced magnitude. We found no significant associations between mtDNA CN and brain MRI measures in meta-analyses. MR analyses did not reveal a causal relation between mtDNA CN in blood and cognition. DISCUSSION Higher mtDNA CN in blood is associated with better current and future general cognitive function in large and diverse communities across the United States. Although MR analyses did not support a causal role, additional research is needed to assess causality. Circulating mtDNA CN could serve nevertheless as a biomarker of current and future cognitive function in the community.
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Affiliation(s)
- Yuankai Zhang
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Xue Liu
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Kerri L Wiggins
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Nuzulul Kurniansyah
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Xiuqing Guo
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Amanda L Rodrigue
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Wei Zhao
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Lisa R Yanek
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Scott M Ratliff
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Achilleas Pitsillides
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Juan Sebastian Aguirre Patiño
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Tamar Sofer
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Dan E Arking
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Thomas R Austin
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Alexa S Beiser
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - John Blangero
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Eric Boerwinkle
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Jan Bressler
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Joanne E Curran
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Lifang Hou
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Timothy M Hughes
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Sharon L R Kardia
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Lenore J Launer
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Daniel Levy
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Thomas H Mosley
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Ilya M Nasrallah
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Stephen S Rich
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Jerome I Rotter
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Sudha Seshadri
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Wassim Tarraf
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Kevin A González
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Vasan Ramachandran
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Kristine Yaffe
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Paul A Nyquist
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Bruce M Psaty
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Charles S DeCarli
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Jennifer A Smith
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - David C Glahn
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Hector M González
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Joshua C Bis
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Myriam Fornage
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Susan R Heckbert
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Annette L Fitzpatrick
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Chunyu Liu
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle
| | - Claudia L Satizabal
- From the Department of Biostatistics (Y.Z., X.L., A.P., A.S.B., C.L.), School of Public Health, Boston University, MA; Cardiovascular Health Research Unit (K.L.W., J.C.B.), Department of Medicine, University of Washington, Seattle; Brigham and Women's Hospital (N.K., T.S.), Boston, MA; The Institute for Translational Genomics and Population Sciences (X.G., J.I.R.), Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance; Department of Psychiatry and Behavioral Sciences (A.L.R., D.C.G.), Boston Children's Hospital, MA; Department of Psychiatry (A.L.R., D.C.G.), Harvard Medical School, Boston Children's Hospital, MA; Department of Epidemiology (W.Z., S.M.R., S.L.R.K., J.A.S.), School of Public Health, University of Michigan, Ann Arbor; GeneSTAR Research Program (L.R.Y.), Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; School of Medicine (J.S.A.P.), Universidad de Los Andes, Bogotá, Colombia; Harvard Medical School (T.S.), Boston, MA; McKusick-Nathans Institute (D.E.A.), Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD; Department of Epidemiology (T.R.A.), University of Washington, Seattle; Department of Neurology (A.S.B.), School of Medicine, Boston University, MA; Framingham Heart Study (A.S.B., D.L., S.S., V.R., C.L., C.L.S.), Framingham, MA; Department of Human Genetics and South Texas Diabetes and Obesity Institute (J. Blangero, J.E.C.), University of Texas Rio Grande, Brownsville; Human Genetics Center (E.B., J. Bressler), School of Public Health, The University of Texas Health Science Center at Houston; Human Genome Sequencing Center (E.B.), Baylor College of Medicine, Houston, TX; Department of Preventive Medicine (L.H.), Northwestern University Feinberg School of Medicine, Chicago, IL; Department of Internal Medicine (T.M.H.), Section on Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC; National Institute on Aging (L.J.L.), and Population Sciences Branch National Heart, Lung, and Blood Institute (D.L.), NIH, Bethesda, MD; Memory Impairment and Neurodegenerative Dementia (MIND) Center (T.H.M.), School of Medicine, University of Mississippi Medical Center, Jackson; Center for Biomedical Image Computing and Analytics (I.M.N.), Department of Radiology, University of Pennsylvania, Philadelphia; Center for Public Health Genomics (S.S.R.), University of Virginia School of Medicine, Charlottesville; Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases (S.S., C.L.S.), University of Texas Health Science Center at San Antonio; Institute of Gerontology & Department of Healthcare Sciences (W.T.), Wayne State University, Detroit, MI; Department of Neurosciences (K.A.G.) and Shiley-Marcos Alzheimer's Disease Center (H.M.G.), University of California, San Diego, La Jolla; Department of Medicine (V.R.), School of Medicine, and Department of Epidemiology, Boston University, MA; University of California, San Francisco (K.Y.); Department of Neurology (P.A.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Cardiovascular Health Research Unit (B.M.P.), Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle; Department of Neurology (C.S.D.), UC Davis, CA; Institute of Molecular Medicine (M.F.), McGovern Medical School; and Human Genetics Center (M.F.), School of Public Health, University of Texas Health Science Center at Houston; and Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.), and Departments of Family Medicine, Epidemiology, and Global Health (A.L.F.), University of Washington, Seattle.
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Musa J, Magaji FA, Ali MJ, Okolo M, Silas OA, Imade GE, Green SJ, Mehta SD, Hou L, Murphy RL. Sustaining the momentum for global cancer research and career development in the COVID-19 era: Lessons and challenges. J Glob Health 2023; 13:03010. [PMID: 37052209 PMCID: PMC10099405 DOI: 10.7189/jogh.13.03010] [Citation(s) in RCA: 0] [Impact Index Per Article: 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] [Indexed: 04/14/2023] Open
Affiliation(s)
- Jonah Musa
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Francis A Magaji
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Maryam J Ali
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Mark Okolo
- Department of Medical Microbiology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Olugbenga A Silas
- Department of Anatomic Pathology and Forensic Medicine, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Godwin E Imade
- Department of Obstetrics and Gynecology, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
- Genomics and Postgraduate Core Facility, College of Health Sciences, University of Jos, Jos, Plateau State, Nigeria
| | - Stefan J Green
- Genomics and Microbiome Core Facility, Rush University, Chicago, Illinois, USA
| | - Supriya D Mehta
- Division of Epidemiology and Biostatistics, School of Public Health, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Epidemiology and Biostatistics, RUSH University, Chicago, Illinois, USA
| | - Lifang Hou
- Department of Preventive Medicine, Division of Cancer Epidemiology and Prevention, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Center for Global Oncology, Institute for Global Health, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Robert L Murphy
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Robert J. Havey MD, Institute for Global Health, Northwestern University, Chicago, Illinois, USA
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Zheng Y, Silas O, Musa J, Qu Y, Gao T, Kim K, Joyce B, Wang J, Gursel D, Fatimah A, Imade G, Akanmu A, Wei JJ, Kocherginsky M, Kim KY, Wehbe F, Achenbach C, Anorlu R, Simon M, Sagay A, Ogunsola F, Murphy R, Hou L. Abstract 3021: Epigenetic signatures of virus-associated cervical cancer in women living with HIV. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-3021] [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: 04/07/2023]
Abstract
Abstract
Background: Low- and middle-income countries are facing a high health burden of cervical cancer (CC). The situation is worsened by a high prevalence of human immunodeficiency virus (HIV). We aim to identify epigenetic signatures to help understand the virus-associated pathways underlying CC development, which is fundamental to developing effective CC screening tools or therapeutic approaches for women living with HIV.
Methods: We recruited a total of 365 Nigerian women with mean age of 52 (239 HIV+ and 126 HIV-; 98 without CC, 106 with cervical lesions, and 161 with CC). DNA methylation profiling in cervical tissue samples was performed using Illumina EPIC array covering over 860K methylation sites. The epigenetic signatures were identified among HIV+ women through epigenome-wide association study comparing CC vs. CC-free (Bonferroni adjusted p <0.05), which were further validated by comparing: 1) pairs of tumor and adjacent normal samples; and 2) pairs of cervical lesions and adjacent normal samples. The comparisons were adjusted for age, BMI, education, employment, parity, study site, and technical batch variables. We then compared the identified signatures between HIV+ and HIV- among CC women to delineate the role of HIV. We constructed a methylation risk score (MRS) using the signatures, and we performed receiver operating characteristic (ROC) analysis to evaluate the performance of distinguishing across cancer statuses (CC, cervical lesions, CC-free).
Results: We identified 46 differentially methylated markers (p-value ranging from 5.7e-8 to 2.4e-19) in HIV+ CC women. The effect sizes among the 46 markers in the paired tumor-normal analysis and the paired lesion-normal analysis were highly correlated with the CC vs. CC-free analysis (r=0.99 and r=0.95, respectively) with smaller magnitudes (1.8 and 4.3 times smaller, respectively). Gene ontology and Reactome pathway enrichment analysis revealed that these 46 markers were enriched in genes involving activation of PI3K/AKT/mTOR signaling network (e.g., RPTOR, HDAC3, MAPKAP1), which plays a crucial role in virus/host crosstalk and virus-induced carcinogenesis. The PI3K/AKT/mTOR signaling cascade suppressors, including gene PRDM8, were silenced by promoter hypermethylation among HIV+ CC women (p=4.3e-12). These epigenetic changes, however, were not observed in CC women without HIV. In an independent dataset, MRS was the lowest in women without CC (2.3±2.1), followed by women with cervical lesions (4.9±1.1), and the highest in CC women (9.6±3.9) (p-trend < 2e-16). The MRS achieved areas under the ROC curve = 0.93 and 0.88 in distinguishing CC and cervical lesions from CC-free among HIV+ women, respectively.
Conclusion: HIV may communicate with cervical cells and promote CC through epigenetic activation of PI3K/AKT/mTOR signaling pathway. Our epigenetic signatures may serve as novel biomarkers for CC early detection and treatment for women living with HIV.
Citation Format: Yinan Zheng, Olugbenga Silas, Jonah Musa, Yishu Qu, Tao Gao, Kyeezu Kim, Brian Joyce, Jun Wang, Demirkan Gursel, Abdulkareem Fatimah, Godwin Imade, Alani Akanmu, Jian-Jun Wei, Masha Kocherginsky, Kwang-Youn Kim, Firas Wehbe, Chad Achenbach, Rose Anorlu, Melissa Simon, Atiene Sagay, Folasade Ogunsola, Robert Murphy, Lifang Hou. Epigenetic signatures of virus-associated cervical cancer in women living with HIV [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 3021.
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Affiliation(s)
- Yinan Zheng
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | | | | | - Yishu Qu
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Tao Gao
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Kyeezu Kim
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Brian Joyce
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Jun Wang
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Demirkan Gursel
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | | | | | | | - Jian-Jun Wei
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | | | - Kwang-Youn Kim
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Firas Wehbe
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Chad Achenbach
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | | | - Melissa Simon
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | | | | | - Robert Murphy
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
| | - Lifang Hou
- 1Northwestern Univ. Feinberg School of Medicine, Chicago, IL
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Kim K, Zheng Y, Hawkins C, Okeke E, Lesi O, Qu Y, Roberts LR, Gursel D, Abdulkareem FB, Akanmu A, Imade G, Wei JJ, Kocherginsky M, Kim KY, Adeyemo WL, Wehbe F, Achenbach CJ, Sagay A, Ogunsola FT, Murphy RL, Hou L. Abstract 6013: DNA methylation-based inflammation score is associated with hepatocellular carcinoma among people living with HIV. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-6013] [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: 04/07/2023]
Abstract
Abstract
Background: Hepatocellular carcinoma (HCC) is the second leading cause of cancer-related deaths worldwide. In countries with high human immunodeficiency virus (HIV) prevalence, such as Nigeria, HIV-associated HCC causes a great health burden due to its early onset, late diagnosis, and poorer prognosis. HIV infection is involved in inflammation of the liver, which may determine an increased risk of hepatocyte neoplastic transformation. Inflammation-related DNA methylation signatures obtained in liquid biopsy, such as circulating cell-free DNA (ccfDNA) extracted from serum/plasma are promising minimally-invasive biomarkers that may inform HCC among people living with HIV.
Methods: A total of 289 Nigerian participants with information on ccfDNA and other covariates were included. Participants were classified into three groups by their HCC/HIV status: 1) HCC+/HIV+ (n=28); 2) HCC-/HIV+ (n=185); and 3) HCC+/HIV- (n=76). We constructed ccfDNA methylation inflammation scores using 49 CpGs previously linked to circulating C-reactive protein (CRP) concentrations, and higher scores represented elevated CRP concentrations with lower methylation levels. To compare the ccfDNA methylation inflammation score across the groups, we performed multivariable logistic regression analyses adjusting for age, sex, alcohol consumption, smoking status, body mass index, study sites, and technical variables.
Results: Participants with HCC+/HIV+ presented the highest ccfDNA methylation inflammation scores (mean=-0.03, standard deviation [SD] =0.01). Participants with HCC-/HIV+ presented the lowest scores (mean=-0.05, SD=0.01). In the multivariable logistic regressions, one SD increase of inflammation score was associated with 2.5 times higher odds of having HCC among HIV-infected participants (HCC+/HIV+ vs. HCC+/HIV-; OR=2.56, 95% CI=1.39-4.73, P=0.002). No evidence was found for the association between the inflammation score and HIV status among HCC patients (HCC+/HIV+ vs. HCC+/HIV-; OR=1.00, 95% CI=0.59-1.70, P=0.991). In the secondary analysis comparing HCC+ vs. HCC- adjusting for HIV status, one SD increase of inflammation score was associated with 3.2 times higher odds of having HCC (OR=3.22, 95% CI=1.39-7.46, P=0.006).
Conclusions: We observed that ccfDNA methylation inflammation score is associated with HCC status among people with HIV. Our findings suggest that ccfDNA methylation-based inflammatory profiles may serve as a potential biomarker for early detection and risk stratification of HCC in resource-constrained countries with a high prevalence of HIV.
Citation Format: Kyeezu Kim, Yinan Zheng, Claudia Hawkins, Edith Okeke, Olufunmilayo Lesi, Yishu Qu, Lewis R. Roberts, Demirkan Gursel, Fatimah B. Abdulkareem, Alani Akanmu, Godwin Imade, Jian-Jun Wei, Masha Kocherginsky, Kwang-Youn Kim, Wasiu L. Adeyemo, Firas Wehbe, Chad J. Achenbach, Atiene Sagay, Folasade T. Ogunsola, Robert L. Murphy, Lifang Hou. DNA methylation-based inflammation score is associated with hepatocellular carcinoma among people living with HIV. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 6013.
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Affiliation(s)
| | | | | | | | | | - Yishu Qu
- 1Northwest University, Chicago, IL
| | | | | | | | - Alani Akanmu
- 5Lagos University Teaching Hospital and College of Medicine, Lagos, Nigeria
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Weinstock JS, Gopakumar J, Burugula BB, Uddin MM, Jahn N, Belk JA, Bouzid H, Daniel B, Miao Z, Ly N, Mack TM, Luna SE, Prothro KP, Mitchell SR, Laurie CA, Broome JG, Taylor KD, Guo X, Sinner MF, von Falkenhausen AS, Kääb S, Shuldiner AR, O'Connell JR, Lewis JP, Boerwinkle E, Barnes KC, Chami N, Kenny EE, Loos RJF, Fornage M, Hou L, Lloyd-Jones DM, Redline S, Cade BE, Psaty BM, Bis JC, Brody JA, Silverman EK, Yun JH, Qiao D, Palmer ND, Freedman BI, Bowden DW, Cho MH, DeMeo DL, Vasan RS, Yanek LR, Becker LC, Kardia SLR, Peyser PA, He J, Rienstra M, Van der Harst P, Kaplan R, Heckbert SR, Smith NL, Wiggins KL, Arnett DK, Irvin MR, Tiwari H, Cutler MJ, Knight S, Muhlestein JB, Correa A, Raffield LM, Gao Y, de Andrade M, Rotter JI, Rich SS, Tracy RP, Konkle BA, Johnsen JM, Wheeler MM, Smith JG, Melander O, Nilsson PM, Custer BS, Duggirala R, Curran JE, Blangero J, McGarvey S, Williams LK, Xiao S, Yang M, Gu CC, Chen YDI, Lee WJ, Marcus GM, Kane JP, Pullinger CR, Shoemaker MB, Darbar D, Roden DM, Albert C, Kooperberg C, Zhou Y, Manson JE, Desai P, Johnson AD, Mathias RA, Blackwell TW, Abecasis GR, Smith AV, Kang HM, Satpathy AT, Natarajan P, Kitzman JO, Whitsel EA, Reiner AP, Bick AG, Jaiswal S. Aberrant activation of TCL1A promotes stem cell expansion in clonal haematopoiesis. Nature 2023; 616:755-763. [PMID: 37046083 PMCID: PMC10360040 DOI: 10.1038/s41586-023-05806-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [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: 09/03/2021] [Accepted: 02/08/2023] [Indexed: 04/14/2023]
Abstract
Mutations in a diverse set of driver genes increase the fitness of haematopoietic stem cells (HSCs), leading to clonal haematopoiesis1. These lesions are precursors for blood cancers2-6, but the basis of their fitness advantage remains largely unknown, partly owing to a paucity of large cohorts in which the clonal expansion rate has been assessed by longitudinal sampling. Here, to circumvent this limitation, we developed a method to infer the expansion rate from data from a single time point. We applied this method to 5,071 people with clonal haematopoiesis. A genome-wide association study revealed that a common inherited polymorphism in the TCL1A promoter was associated with a slower expansion rate in clonal haematopoiesis overall, but the effect varied by driver gene. Those carrying this protective allele exhibited markedly reduced growth rates or prevalence of clones with driver mutations in TET2, ASXL1, SF3B1 and SRSF2, but this effect was not seen in clones with driver mutations in DNMT3A. TCL1A was not expressed in normal or DNMT3A-mutated HSCs, but the introduction of mutations in TET2 or ASXL1 led to the expression of TCL1A protein and the expansion of HSCs in vitro. The protective allele restricted TCL1A expression and expansion of mutant HSCs, as did experimental knockdown of TCL1A expression. Forced expression of TCL1A promoted the expansion of human HSCs in vitro and mouse HSCs in vivo. Our results indicate that the fitness advantage of several commonly mutated driver genes in clonal haematopoiesis may be mediated by TCL1A activation.
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Affiliation(s)
- Joshua S Weinstock
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | | | | | - Md Mesbah Uddin
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Nikolaus Jahn
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Julia A Belk
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Hind Bouzid
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Bence Daniel
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Zhuang Miao
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Nghi Ly
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Taralynn M Mack
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University, Nashville, TN, USA
| | - Sofia E Luna
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Katherine P Prothro
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA
| | - Shaneice R Mitchell
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Cecelia A Laurie
- Department of Biostatistics, University of Washington, Seattle, WA, USA
- University of Washington, Seattle, WA, USA
| | - Jai G Broome
- Department of Biostatistics, University of Washington, Seattle, WA, USA
- University of Washington, Seattle, WA, USA
- Division of Medical Genetics, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Kent D Taylor
- Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
- Institute for Translational Genomics and Populations Sciences, Lundquist Institute, Torrance, CA, USA
| | - Xiuqing Guo
- Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
- Lundquist Institute, Torrance, CA, USA
| | - Moritz F Sinner
- Department of Medicine I, University Hospital, LMU Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), partner site: Munich Heart Alliance, Munich, Germany
| | - Aenne S von Falkenhausen
- Department of Medicine I, University Hospital, LMU Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), partner site: Munich Heart Alliance, Munich, Germany
| | - Stefan Kääb
- Department of Medicine I, University Hospital, LMU Munich, Munich, Germany
- German Centre for Cardiovascular Research (DZHK), partner site: Munich Heart Alliance, Munich, Germany
| | - Alan R Shuldiner
- Department of Medicine, University of Maryland, Baltimore, Baltimore, MD, USA
| | - Jeffrey R O'Connell
- Department of Medicine, University of Maryland, Baltimore, Baltimore, MD, USA
| | - Joshua P Lewis
- Department of Medicine, University of Maryland, Baltimore, Baltimore, MD, USA
- University of Maryland, Baltimore, MD, USA
| | - Eric Boerwinkle
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
- University of Texas Health at Houston, Houston, TX, USA
| | - Kathleen C Barnes
- Division of Biomedical Informatics and Personalized Medicine, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Nathalie Chami
- The Charles Bronfman Institute of Personalized Medicine, New York, NY, USA
- The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Eimear E Kenny
- Institute for Genomic Health, New York, NY, USA
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ruth J F Loos
- The Charles Bronfman Institute of Personalized Medicine, New York, NY, USA
- The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Myriam Fornage
- University of Texas Health at Houston, Houston, TX, USA
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northeastern University, Chicago, IL, USA
| | | | - Susan Redline
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Brian E Cade
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Boston, MA, USA
| | - Bruce M Psaty
- University of Washington, Seattle, WA, USA
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Jennifer A Brody
- University of Washington, Seattle, WA, USA
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Edwin K Silverman
- Brigham and Women's Hospital, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Jeong H Yun
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Dandi Qiao
- Brigham and Women's Hospital, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Nicholette D Palmer
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest Baptist Health, Winston-Salem, NC, USA
| | - Barry I Freedman
- Department of Internal Medicine, Section on Nephrology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Donald W Bowden
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
- Department of Biochemistry, Wake Forest Baptist Health, Winston-Salem, NC, USA
| | - Michael H Cho
- Brigham and Women's Hospital, Boston, MA, USA
- Channing Division of Network Medicine and Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Dawn L DeMeo
- Brigham and Women's Hospital, Boston, MA, USA
- Channing Division of Network Medicine and Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Ramachandran S Vasan
- National Heart Lung and Blood Institute's, Boston University's Framingham Heart Study, Framingham, MA, USA
| | - Lisa R Yanek
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Johns Hopkins University, Baltimore, MD, USA
| | - Lewis C Becker
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Johns Hopkins University, Baltimore, MD, USA
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
- University of Michigan, Ann Arbor, MI, USA
| | - Patricia A Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
- University of Michigan, Ann Arbor, MI, USA
| | - Jiang He
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA
- Tulane University, New Orleans, LA, USA
| | - Michiel Rienstra
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Pim Van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Robert Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Albert Einstein College of Medicine, New York, NY, USA
| | - Susan R Heckbert
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, USA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, Seattle, WA, USA
- Broad Institute, Cambridge, MA, USA
| | - Kerri L Wiggins
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Donna K Arnett
- College of Public Health, University of Kentucky, Lexington, KY, USA
- University of Kentucky, Lexington, KY, USA
| | | | - Hemant Tiwari
- Department of Biostatistics, University of Alabama, Birmingham, AL, USA
| | - Michael J Cutler
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT, USA
| | - Stacey Knight
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT, USA
| | - J Brent Muhlestein
- Intermountain Heart Institute, Intermountain Medical Center, Salt Lake City, UT, USA
| | - Adolfo Correa
- Department of Medicine, Jackson Heart Study, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Population Health Science, University of Mississippi, Jackson, MS, USA
| | - Laura M Raffield
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Yan Gao
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
- University of Mississippi, Jackson, MS, USA
| | - Mariza de Andrade
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Jerome I Rotter
- Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
- Department of Pediatrics, Lundquist Institute, Torrance, CA, USA
| | - Stephen S Rich
- Department of Public Health Sciences, Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
- University of Virginia, Charlottesville, VA, USA
| | - Russell P Tracy
- Department of Pathology and Laboratory Medicine and Biochemistry, Larner College of Medicine at the University of Vermont, Colchester, VT, USA
- Department of Pathology and Laboratory Medicine, University of Vermont, Burlington, VT, USA
| | - Barbara A Konkle
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden
- Blood Works Northwest, Seattle, WA, USA
| | - Jill M Johnsen
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden
- Research Institute, Bloodworks Northwest, Seattle, WA, USA
| | | | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden
- The Wallenberg Laboratory, Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University, Gothenburg, Sweden
- Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, Sweden
- Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Olle Melander
- Department of Internal Medicine, Clinical Sciences, Lund University and Skane University Hospital, Malmo, Sweden
| | - Peter M Nilsson
- Department of Internal Medicine, Clinical Sciences, Lund University and Skane University Hospital, Malmo, Sweden
| | | | - Ravindranath Duggirala
- Department of Human Genetics, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Joanne E Curran
- Department of Human Genetics, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
- University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - John Blangero
- Department of Human Genetics, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
- South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX, USA
| | - Stephen McGarvey
- Department of Epidemiology and International Health Institute, Brown University School of Public Health, Providence, RI, USA
- Department of Epidemiology, Brown University, Providence, RI, USA
| | - L Keoki Williams
- Center for Individualized and Genomic Medicine Research (CIGMA), Department of Internal Medicine, Henry Ford Health System, Detroit, MI, USA
- Henry Ford Health System, Detroit, MI, USA
| | - Shujie Xiao
- Center for Individualized and Genomic Medicine Research (CIGMA), Department of Internal Medicine, Henry Ford Health System, Detroit, MI, USA
| | - Mao Yang
- Center for Individualized and Genomic Medicine Research (CIGMA), Department of Internal Medicine, Henry Ford Health System, Detroit, MI, USA
| | - C Charles Gu
- Division of Biostatistics, Washington University School of Medicine, St Louis, MO, USA
- Washington University in St Louis, St Louis, MO, USA
| | - Yii-Der Ida Chen
- Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
- Lundquist Institute, Torrance, CA, USA
| | - Wen-Jane Lee
- Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan
- Taichung Veterans General Hospital Taiwan, Taichung City, Taiwan
| | - Gregory M Marcus
- Division of Cardiology, University of California, San Francisco, San Francisco, CA, USA
| | - John P Kane
- Department of Medicine, Cardiovascular Research Institute, University of California, San Francisco, San Francisco, CA, USA
| | - Clive R Pullinger
- Cardiovascular Research Institute, University of California, San Francisco, USA
| | - M Benjamin Shoemaker
- Division of Cardiology, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Medicine and Cardiology, Vanderbilt University, Nashville, TN, USA
| | - Dawood Darbar
- Division of Cardiology, University of Illinois at Chicago, Chicago, IL, USA
- University of Illinois at Chicago, Chicago, IL, USA
| | - Dan M Roden
- Departments of Medicine, Pharmacology and Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Christine Albert
- Department of Cardiology, Cedars-Sinai, Los Angeles, CA, USA
- Cedars-Sinai, Boston, MA, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Ying Zhou
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - JoAnn E Manson
- Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Pinkal Desai
- Division of Hematology and Oncology, Weill Cornell Medicine, New York, NY, USA
- Englander Institute of Precision Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Andrew D Johnson
- National Heart, Lung and Blood Institute, Population Sciences Branch, Framingham, MA, USA
- Population Sciences Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
- National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Rasika A Mathias
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Johns Hopkins University, Baltimore, MD, USA
| | - Thomas W Blackwell
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Goncalo R Abecasis
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
- Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | - Albert V Smith
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Hyun M Kang
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Ansuman T Satpathy
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Pradeep Natarajan
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Broad Institute, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Jacob O Kitzman
- Department of Human Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Eric A Whitsel
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Alexander P Reiner
- Broad Institute, Cambridge, MA, USA
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Fred Hutchinson Cancer Research Center, University of Washington, Seattle, WA, USA
| | - Alexander G Bick
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University, Nashville, TN, USA.
| | - Siddhartha Jaiswal
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA, USA.
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49
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Sable C, Li JS, Tristani-Firouzi M, Fagerlin A, Silver RM, Yandel M, Yost HJ, Beaton A, Dale J, Engel M, Watkins D, Spurney C, Skinner AC, Armstrong SC, Shah SH, Allen N, Davis M, Hou L, Van Horn L, Labarthe D, Lloyd-Jones D, Marino B. American Heart Association's Children's Strategically Focused Research Network Experience. J Am Heart Assoc 2023; 12:e028356. [PMID: 36974754 PMCID: PMC10122897 DOI: 10.1161/jaha.122.028356] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
Abstract
The American Heart Association's Strategically Focused Children's Research Network started in July 2017 with 4 unique programs at Children's National Hospital in Washington, DC; Duke University in Durham, North Carolina; University of Utah in Salt Lake City, Utah; and Lurie Children's Hospital/Northwestern University in Chicago, Illinois. The overarching goal of the Children's National center was to develop evidence-based strategies to strengthen the health system response to rheumatic heart disease through synergistic basic, clinical, and population science research. The overall goals of the Duke center were to determine risk factors for obesity and response to treatment including those that might work on a larger scale in communities across the country. The integrating theme of the Utah center focused on leveraging big data-science approaches to improve the quality of care and outcomes for children with congenital heart defects, within the context of the patient and their family. The overarching hypothesis of the Northwestern center is that the early course of change in cardiovascular health, from birth onward, reflects factors that result in either subsequent development of cardiovascular risk or preservation of lifetime favorable cardiovascular health. All 4 centers exceeded the original goals of research productivity, fellow training, and collaboration. This article describes details of these accomplishments and highlights challenges, especially around the COVID-19 pandemic.
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Affiliation(s)
- Craig Sable
- Children's National Hospital Washington DC USA
| | | | | | | | | | | | | | | | | | - Marc Engel
- University of Cape Town Cape Town South Africa
| | | | | | | | | | | | - Norrina Allen
- Northwestern University Feinberg School of Medicine Chicago IL USA
| | - Matthew Davis
- Northwestern University Feinberg School of Medicine Chicago IL USA
| | - Lifang Hou
- Northwestern University Feinberg School of Medicine Chicago IL USA
| | - Linda Van Horn
- Northwestern University Feinberg School of Medicine Chicago IL USA
| | - Darwin Labarthe
- Northwestern University Feinberg School of Medicine Chicago IL USA
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50
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Sun F, Yao J, Du S, Qian F, Appleton AA, Tao C, Xu H, Liu L, Dai Q, Joyce BT, Nannini DR, Hou L, Zhang K. Social Determinants, Cardiovascular Disease, and Health Care Cost: A Nationwide Study in the United States Using Machine Learning. J Am Heart Assoc 2023; 12:e027919. [PMID: 36802713 PMCID: PMC10111459 DOI: 10.1161/jaha.122.027919] [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: 02/23/2023]
Abstract
Background Existing studies on cardiovascular diseases (CVDs) often focus on individual-level behavioral risk factors, but research examining social determinants is limited. This study applies a novel machine learning approach to identify the key predictors of county-level care costs and prevalence of CVDs (including atrial fibrillation, acute myocardial infarction, congestive heart failure, and ischemic heart disease). Methods and Results We applied the extreme gradient boosting machine learning approach to a total of 3137 counties. Data are from the Interactive Atlas of Heart Disease and Stroke and a variety of national data sets. We found that although demographic composition (eg, percentages of Black people and older adults) and risk factors (eg, smoking and physical inactivity) are among the most important predictors for inpatient care costs and CVD prevalence, contextual factors such as social vulnerability and racial and ethnic segregation are particularly important for the total and outpatient care costs. Poverty and income inequality are the major contributors to the total care costs for counties that are in nonmetro areas or have high segregation or social vulnerability levels. Racial and ethnic segregation is particularly important in shaping the total care costs for counties with low poverty rates or social vulnerability level. Demographic composition, education, and social vulnerability are consistently important across different scenarios. Conclusions The findings highlight the differences in predictors for different types of CVD cost outcomes and the importance of social determinants. Interventions directed toward areas that have been economically and socially marginalized may aid in reducing the impact of CVDs.
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Affiliation(s)
- Feinuo Sun
- Global Aging and Community Initiative Mount Saint Vincent University Halifax Nova Scotia Canada
| | - Jie Yao
- Department of Epidemiology and Biostatistics, School of Public Health University at Albany, State University of New York Albany NY
| | - Shichao Du
- Department of Sociology University at Albany, State University of New York Albany NY
| | - Feng Qian
- Department of Health Policy, Management and Behavior, School of Public Health University at Albany, State University of New York Albany NY
| | - Allison A Appleton
- Department of Epidemiology and Biostatistics, School of Public Health University at Albany, State University of New York Albany NY
| | - Cui Tao
- School of Biomedical Informatics The University of Texas Health Science Center at Houston Houston TX
| | - Hua Xu
- School of Biomedical Informatics The University of Texas Health Science Center at Houston Houston TX
| | - Lei Liu
- Division of Biostatistics Washington University in St. Louis St. Louis MO
| | - Qi Dai
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, School of Medicine Vanderbilt University, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center Nashville TN
| | - Brian T Joyce
- Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago IL
| | - Drew R Nannini
- Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago IL
| | - Lifang Hou
- Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago IL
| | - Kai Zhang
- Department of Environmental Health Sciences, School of Public Health University at Albany, State University of New York Albany NY
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