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Weinstock JS, Chaudhry SA, Ioannou M, Viskadourou M, Reventun P, Jakubek YA, Liggett LA, Laurie C, Broome JG, Khan A, Taylor KD, Guo X, Peyser PA, Boerwinkle E, Chami N, Kenny EE, Loos RJ, Psaty BM, Russell TP, Brody JA, Yun JH, Cho MH, Vasan RS, Kardia SL, Smith JA, Raffield LM, Bidulescu A, O’Brien E, de Andrade M, Rotter JI, Rich SS, Tracy RP, Chen YDI, Gu CC, Hsiung CA, Kooperberg C, Haring B, Nassir R, Mathias R, Reiner A, Sankaran V, Lowenstein CJ, Blackwell TW, Abecasis GR, Smith AV, Kang HM, Natarajan P, Jaiswal S, Bick A, Post WS, Scheet P, Auer P, Karantanos T, Battle A, Arvanitis M. The Genetic Determinants and Genomic Consequences of Non-Leukemogenic Somatic Point Mutations. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.08.22.24312319. [PMID: 39228737 PMCID: PMC11370504 DOI: 10.1101/2024.08.22.24312319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Clonal hematopoiesis (CH) is defined by the expansion of a lineage of genetically identical cells in blood. Genetic lesions that confer a fitness advantage, such as point mutations or mosaic chromosomal alterations (mCAs) in genes associated with hematologic malignancy, are frequent mediators of CH. However, recent analyses of both single cell-derived colonies of hematopoietic cells and population sequencing cohorts have revealed CH frequently occurs in the absence of known driver genetic lesions. To characterize CH without known driver genetic lesions, we used 51,399 deeply sequenced whole genomes from the NHLBI TOPMed sequencing initiative to perform simultaneous germline and somatic mutation analyses among individuals without leukemogenic point mutations (LPM), which we term CH-LPMneg. We quantified CH by estimating the total mutation burden. Because estimating somatic mutation burden without a paired-tissue sample is challenging, we developed a novel statistical method, the Genomic and Epigenomic informed Mutation (GEM) rate, that uses external genomic and epigenomic data sources to distinguish artifactual signals from true somatic mutations. We performed a genome-wide association study of GEM to discover the germline determinants of CH-LPMneg. After fine-mapping and variant-to-gene analyses, we identified seven genes associated with CH-LPMneg (TCL1A, TERT, SMC4, NRIP1, PRDM16, MSRA, SCARB1), and one locus associated with a sex-associated mutation pathway (SRGAP2C). We performed a secondary analysis excluding individuals with mCAs, finding that the genetic architecture was largely unaffected by their inclusion. Functional analyses of SMC4 and NRIP1 implicated altered HSC self-renewal and proliferation as the primary mediator of mutation burden in blood. We then performed comprehensive multi-tissue transcriptomic analyses, finding that the expression levels of 404 genes are associated with GEM. Finally, we performed phenotypic association meta-analyses across four cohorts, finding that GEM is associated with increased white blood cell count and increased risk for incident peripheral artery disease, but is not significantly associated with incident stroke or coronary disease events. Overall, we develop GEM for quantifying mutation burden from WGS without a paired-tissue sample and use GEM to discover the genetic, genomic, and phenotypic correlates of CH-LPMneg.
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Affiliation(s)
- Joshua S. Weinstock
- Department of Human Genetics, School of Medicine, Emory University, Atlanta, GA, USA
| | - Sharjeel A. Chaudhry
- Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, MD
- Department of Surgery, Division of Vascular and Endovascular Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Maria Ioannou
- Division of Hematological Malignancies, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine
| | - Maria Viskadourou
- Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, MD
| | - Paula Reventun
- Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, MD
| | | | - L. Alexander Liggett
- Division of Hematology/Oncology, Boston Childrens Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Cecelia Laurie
- Department of Biostatistics, University of Washington, Seattle, WA 98195, USA
| | - Jai G. Broome
- Division of Medical Genetics, Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Alyna Khan
- Department of Biostatistics, University of Washington, Seattle, WA 98195, 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
| | - 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
| | - Patricia A. Peyser
- Department of Epidemiology, School of Public Health, Boston University, Boxton, MA USA
| | - Eric Boerwinkle
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Nathalie Chami
- The Charles Bronfman Institute of Personalized Medicine
- The Mindich Child Health and Developlement Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Ruth J. Loos
- The Charles Bronfman Institute of Personalized Medicine
- The Mindich Child Health and Developlement Institute, 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
| | - Tracy P. Russell
- Department of Pathology & Laboratory Medicine and Biochemistry, Larner College of Medicine at the University of Vermont, Colchester, VT, USA
| | - Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Jeong H. Yun
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA USA
| | - Michael H. Cho
- 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
| | - Sharon L. Kardia
- Department of Epidemiology, University of Michigan, Ann Arbor, MI
| | - Jennifer A. Smith
- Department of Epidemiology, University of Michigan, Ann Arbor, MI
- Survey Research Center, Institute for Social Research, University of Michgian, Ann Arbor, MI
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina, Chapel Hill, NC, 27514
| | - Aurelian Bidulescu
- Department of Epidemiology and Biostatistics, Indiana University School of Public Health Bloomington, Bloomington, IN, USA
| | | | - Mariza de Andrade
- Mayo Clinic, Department of Health Sciences Research, Rochester, MN, 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
| | - Stephen S. Rich
- Department of Public Health Sciences, Center for Public Health Genomics, University of Virginia, Charlottesville, VA USA
| | - Russell P. Tracy
- Department of Pathology & Laboratory Medicine and Biochemistry, Larner College of Medicine at the University of Vermont, Colchester, VT, 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
| | - C. Charles. Gu
- Center for Biostatistics and Data Sciences, Washington University, St. Louis, MO USA
| | - Chao A. Hsiung
- Department of Medicine, Taipei Veterans General Hospital, Taipei Taiwan - 201 Shi-Pai Rd. Sec. 2, Taipei Taiwan
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Bernhard Haring
- Department of Medicine III, Saarland University Hospital, Homburg, Saarland, Germany - Department of Medicine I, University of Wrzburg, Wrzburg, Bavaria, Germany
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York, USA. Electronic address
| | - Rami Nassir
- University of California Davis, Davis, CA, USA
| | - Rasika Mathias
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Alex Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Vijay Sankaran
- Division of Hematology/Oncology, Boston Childrens Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, 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
| | - Pradeep Natarajan
- Center for Genomic Medicine and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA
- Program in Medical and Population Genetics, Broad Institute of Harvard & MIT, Cambridge, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | | | - Alexander Bick
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University, Nashville, TN, USA
| | - Wendy S. Post
- Department of Medicine, Cardiology Division, Johns Hopkins University
| | - Paul Scheet
- Department of Epidemiology, University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Paul Auer
- Department of Biostatistics, Medical College of WisconsinDivision of Biostatistics, Institute for Health and Equity, and Cancer Center, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Theodoros Karantanos
- Division of Hematological Malignancies, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine
| | - Alexis Battle
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
- Malone Center for Engineering in Healthcare, Johns Hopkins University, Baltimore, MD
- Department of Computer Science, Johns Hopkins University, Baltimore, MD
| | - Marios Arvanitis
- Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, MD
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
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