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Plasma metabolomic profiles associated with cardiovascular disease in type 2 diabetes from the Trans-Omics for Precision Medicine (TOPMed) program.

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Title: Plasma metabolomic profiles associated with cardiovascular disease in type 2 diabetes from the Trans-Omics for Precision Medicine (TOPMed) program.
Authors: Zhang Y; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA. Electronic address: zhangyix@bu.edu., Nguyen NQH; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA., Hanson PA; Clinical and Translational Epidemiology Unit, Mongan Institute, Massachusetts General Hospital, Boston, MA, USA., Sevilla-Gonzalez M; Clinical and Translational Epidemiology Unit, Mongan Institute, Massachusetts General Hospital, Boston, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA; Programs in Metabolism and Medical & Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA., Haessler J; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA., Sarnowski C; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA., Yao J; 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., Yu B; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA., Jamshidi A; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, QC, Canada., Boerwinkle E; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA., Brown MR; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA., Chen ZZ; Division of Endocrinology and Division of Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA., Ida Chen YD; 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., Clish C; The Broad Institute of MIT and Harvard, Cambridge, MA, USA., DiCorpo D; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA., Durda P; Laboratory for Clinical Biochemistry Research, Larner College of Medicine, University of Vermont, Colchester, VT, USA., Gerszten R; The Broad Institute of MIT and Harvard, Cambridge, MA, USA., Goodarzi MO; Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Guo X; 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., Heard-Costa NL; Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA., Johnson WC; Department of Biostatistics, University of Washington, Seattle, WA, USA., Kooperberg C; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA., Pankow JS; Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA., Post WS; Division of Cardiology, Johns Hopkins Medicine, Baltimore, MD, USA., Reiner AP; Department of Epidemiology, University of Washington, Seattle, WA, USA., Rich SS; Department of Genome Sciences, University of Virginia School of Medicine, Charlottesville, VA, USA., Rotter JI; 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., de Vries PS; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA., Wood AC; USDA/ARS Children's Nutrition Research Center, Baylor College of Medicine, Houston, TX, USA., Taylor KD; 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., Manning AK; Clinical and Translational Epidemiology Unit, Mongan Institute, Massachusetts General Hospital, Boston, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA; Programs in Metabolism and Medical & Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA., Dupuis J; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, QC, Canada., Meigs JB; Department of Medicine, Harvard Medical School, Boston, MA, USA; Program in Population and Medical Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA; Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA., Liu CT; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA; Center for Health Data Science, Boston University, MA, USA. Electronic address: ctliu@bu.edu.
Source: Atherosclerosis [Atherosclerosis] 2026 Jun; Vol. 417, pp. 120758. Date of Electronic Publication: 2026 Apr 26.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Ireland NLM ID: 0242543 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-1484 (Electronic) Linking ISSN: 00219150 NLM ISO Abbreviation: Atherosclerosis Subsets: MEDLINE
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  Data: Plasma metabolomic profiles associated with cardiovascular disease in type 2 diabetes from the Trans-Omics for Precision Medicine (TOPMed) program.
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  Data: <searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA. Electronic address: zhangyix@bu.edu.<br /><searchLink fieldCode="AU" term="%22Nguyen+NQH%22">Nguyen NQH</searchLink>; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Hanson+PA%22">Hanson PA</searchLink>; Clinical and Translational Epidemiology Unit, Mongan Institute, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Sevilla-Gonzalez+M%22">Sevilla-Gonzalez M</searchLink>; Clinical and Translational Epidemiology Unit, Mongan Institute, Massachusetts General Hospital, Boston, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA; Programs in Metabolism and Medical & Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22Haessler+J%22">Haessler J</searchLink>; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Sarnowski+C%22">Sarnowski C</searchLink>; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Yao+J%22">Yao J</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Yu+B%22">Yu B</searchLink>; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Jamshidi+A%22">Jamshidi A</searchLink>; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Boerwinkle+E%22">Boerwinkle E</searchLink>; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Brown+MR%22">Brown MR</searchLink>; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Chen+ZZ%22">Chen ZZ</searchLink>; Division of Endocrinology and Division of Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Ida+Chen+YD%22">Ida Chen YD</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Clish+C%22">Clish C</searchLink>; The Broad Institute of MIT and Harvard, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22DiCorpo+D%22">DiCorpo D</searchLink>; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Durda+P%22">Durda P</searchLink>; Laboratory for Clinical Biochemistry Research, Larner College of Medicine, University of Vermont, Colchester, VT, USA.<br /><searchLink fieldCode="AU" term="%22Gerszten+R%22">Gerszten R</searchLink>; The Broad Institute of MIT and Harvard, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22Goodarzi+MO%22">Goodarzi MO</searchLink>; Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Guo+X%22">Guo X</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Heard-Costa+NL%22">Heard-Costa NL</searchLink>; Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Johnson+WC%22">Johnson WC</searchLink>; Department of Biostatistics, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Kooperberg+C%22">Kooperberg C</searchLink>; Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Pankow+JS%22">Pankow JS</searchLink>; Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA.<br /><searchLink fieldCode="AU" term="%22Post+WS%22">Post WS</searchLink>; Division of Cardiology, Johns Hopkins Medicine, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Reiner+AP%22">Reiner AP</searchLink>; Department of Epidemiology, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Rich+SS%22">Rich SS</searchLink>; Department of Genome Sciences, University of Virginia School of Medicine, Charlottesville, VA, USA.<br /><searchLink fieldCode="AU" term="%22Rotter+JI%22">Rotter JI</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22de+Vries+PS%22">de Vries PS</searchLink>; Human Genetics Center, Department of Epidemiology, University of Texas Health Science Center School of Public Health, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Wood+AC%22">Wood AC</searchLink>; USDA/ARS Children's Nutrition Research Center, Baylor College of Medicine, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Taylor+KD%22">Taylor KD</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Manning+AK%22">Manning AK</searchLink>; Clinical and Translational Epidemiology Unit, Mongan Institute, Massachusetts General Hospital, Boston, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA; Programs in Metabolism and Medical & Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22Dupuis+J%22">Dupuis J</searchLink>; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Meigs+JB%22">Meigs JB</searchLink>; Department of Medicine, Harvard Medical School, Boston, MA, USA; Program in Population and Medical Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA; Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Liu+CT%22">Liu CT</searchLink>; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA; Center for Health Data Science, Boston University, MA, USA. Electronic address: ctliu@bu.edu.
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  Data: <searchLink fieldCode="JN" term="%220242543%22">Atherosclerosis</searchLink> [Atherosclerosis] 2026 Jun; Vol. 417, pp. 120758. <i>Date of Electronic Publication: </i>2026 Apr 26.
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