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Kriebel J, Herder C, Rathmann W, Wahl S, Kunze S, Molnos S, Volkova N, Schramm K, Carstensen-Kirberg M, Waldenberger M, Gieger C, Peters A, Illig T, Prokisch H, Roden M, Grallert H. Association between DNA Methylation in Whole Blood and Measures of Glucose Metabolism: KORA F4 Study. PLoS One 2016; 11:e0152314. [PMID: 27019061 PMCID: PMC4809492 DOI: 10.1371/journal.pone.0152314] [Citation(s) in RCA: 72] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2015] [Accepted: 03/11/2016] [Indexed: 12/22/2022] Open
Abstract
Epigenetic regulation has been postulated to affect glucose metabolism, insulin sensitivity and the risk of type 2 diabetes. Therefore, we performed an epigenome-wide association study for measures of glucose metabolism in whole blood samples of the population-based Cooperative Health Research in the Region of Augsburg F4 study using the Illumina HumanMethylation 450 BeadChip. We identified a total of 31 CpG sites where methylation level was associated with measures of glucose metabolism after adjustment for age, sex, smoking, and estimated white blood cell proportions and correction for multiple testing using the Benjamini-Hochberg (B-H) method (four for fasting glucose, seven for fasting insulin, 25 for homeostasis model assessment-insulin resistance [HOMA-IR]; B-H-adjusted p-values between 9.2x10(-5) and 0.047). In addition, DNA methylation at cg06500161 (annotated to ABCG1) was associated with all the aforementioned phenotypes and 2-hour glucose (B-H-adjusted p-values between 9.2x10(-5) and 3.0x10(-3)). Methylation status of additional three CpG sites showed an association with fasting insulin only after additional adjustment for body mass index (BMI) (B-H-adjusted p-values = 0.047). Overall, effect strengths were reduced by around 30% after additional adjustment for BMI, suggesting that this variable has an influence on the investigated phenotypes. Furthermore, we found significant associations between methylation status of 21 of the aforementioned CpG sites and 2-hour insulin in a subset of samples with seven significant associations persisting after additional adjustment for BMI. In a subset of 533 participants, methylation of the CpG site cg06500161 (ABCG1) was inversely associated with ABCG1 gene expression (B-H-adjusted p-value = 1.5x10(-9)). Additionally, we observed an enrichment of the top 1,000 CpG sites for diabetes-related canonical pathways using Ingenuity Pathway Analysis. In conclusion, our study indicates that DNA methylation and diabetes-related traits are associated and that these associations are partially BMI-dependent. Furthermore, the interaction of ABCG1 with glucose metabolism is modulated by epigenetic processes.
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Affiliation(s)
- Jennifer Kriebel
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
| | - Christian Herder
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Duesseldorf, Duesseldorf, Germany
| | - Wolfgang Rathmann
- Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Duesseldorf, Duesseldorf, Germany
| | - Simone Wahl
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
| | - Sonja Kunze
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
| | - Sophie Molnos
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
| | - Nadezda Volkova
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
| | - Katharina Schramm
- Institute of Human Genetics, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technische Universitaet Muenchen, Munich, Germany
| | - Maren Carstensen-Kirberg
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Duesseldorf, Duesseldorf, Germany
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
| | - Annette Peters
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
| | - Thomas Illig
- Hannover Unified Biobank, Hannover Medical School, Hanover, Germany
- Institute of Human Genetics, Hannover Medical School, Hanover, Germany
| | - Holger Prokisch
- Institute of Human Genetics, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Human Genetics, Technische Universitaet Muenchen, Munich, Germany
| | - Michael Roden
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Duesseldorf, Duesseldorf, Germany
- Department of Endocrinology and Diabetology, University Hospital Duesseldorf, Duesseldorf, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Muenchen-Neuherberg, Germany
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5
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Irvin MR, Zhi D, Joehanes R, Mendelson M, Aslibekyan S, Claas SA, Thibeault KS, Patel N, Day K, Jones LW, Liang L, Chen BH, Yao C, Tiwari HK, Ordovas JM, Levy D, Absher D, Arnett DK. Epigenome-wide association study of fasting blood lipids in the Genetics of Lipid-lowering Drugs and Diet Network study. Circulation 2014; 130:565-72. [PMID: 24920721 DOI: 10.1161/circulationaha.114.009158] [Citation(s) in RCA: 168] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
BACKGROUND Genetic research regarding blood lipids has largely focused on DNA sequence variation; few studies have explored epigenetic effects. Genome-wide surveys of DNA methylation may uncover epigenetic factors influencing lipid metabolism. METHODS AND RESULTS To identify whether differential methylation of cytosine-(phosphate)-guanine dinucleotides (CpGs) correlated with lipid phenotypes, we isolated DNA from CD4+ T cells and quantified the proportion of sample methylation at >450 000 CpGs by using the Illumina Infinium HumanMethylation450 Beadchip in 991 participants of the Genetics of Lipid Lowering Drugs and Diet Network. We modeled the percentage of methylation at individual CpGs as a function of fasting very-low-density lipoprotein cholesterol and triglycerides (TGs) by using mixed linear regression adjusted for age, sex, study site, cell purity, and family structure. Four CpGs (cg00574958, cg17058475, cg01082498, and cg09737197) in intron 1 of carnitine palmitoyltransferase 1A (CPT1A) were strongly associated with very-low low-density lipoprotein cholesterol (P=1.8×10(-21) to 1.6×10(-8)) and TG (P=1.6×10(-26) to 1.5×10(-9)). Array findings were validated by bisulfite sequencing. We performed quantitative polymerase chain reaction experiments demonstrating that methylation of the top CpG (cg00574958) was correlated with CPT1A expression. The association of cg00574958 with TG and CPT1A expression were replicated in the Framingham Heart Study (P=4.1×10(-14) and 3.1×10(-13), respectively). DNA methylation at CPT1A cg00574958 explained 11.6% and 5.5% of the variation in TG in the discovery and replication cohorts, respectively. CONCLUSIONS This genome-wide epigenomic study identified CPT1A methylation as strongly and robustly associated with fasting very-low low-density lipoprotein cholesterol and TG. Identifying novel epigenetic contributions to lipid traits may inform future efforts to identify new treatment targets and biomarkers of disease risk.
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Affiliation(s)
- Marguerite R Irvin
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.).
| | - Degui Zhi
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Roby Joehanes
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Michael Mendelson
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Stella Aslibekyan
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Steven A Claas
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Krista S Thibeault
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Nikita Patel
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Kenneth Day
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Lindsay Waite Jones
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Liming Liang
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Brian H Chen
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Chen Yao
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Hemant K Tiwari
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Jose M Ordovas
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Daniel Levy
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Devin Absher
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
| | - Donna K Arnett
- From the Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL (M.R.I., S.A., S.A.C., D.K.A.); Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, AL (D.Z., H.K.T.); Population Sciences Branch National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Framingham Heart Study, Framingham, MA (R.J., M.M., L.L., B.H.C., C.Y., D.L.); Department of Cardiology, Boston Children's Hospital, Boston, MA (M.M.); Hudson Alpha Institute for Biotechnology, Huntsville, AL (K.S.T, N.P., K.D., L.W.J., D.A.); Departments of Epidemiology and Biostatistics, School of Public Health, Harvard University, Boston, MA (L.L.); and Nutrition and Genomics Laboratory, Jean Mayer-USDA-Human Nutrition Research Center on Aging at Tufts University, Boston, MA (J.M.O.)
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