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Polygenic transcriptome risk scores for COPD and lung function improve cross-ethnic portability of prediction in the NHLBI TOPMed program.
Hu, Xiaowei; Qiao, Dandi; Kim, Wonji; Moll, Matthew; Balte, Pallavi P; Lange, Leslie A; Bartz, Traci M; Kumar, Rajesh; Li, Xingnan; Yu, Bing; Cade, Brian E; Laurie, Cecelia A; Sofer, Tamar; Ruczinski, Ingo; Nickerson, Deborah A; Muzny, Donna M; Metcalf, Ginger A; Doddapaneni, Harshavardhan; Gabriel, Stacy; Gupta, Namrata; Dugan-Perez, Shannon; Cupples, L Adrienne; Loehr, Laura R; Jain, Deepti; Rotter, Jerome I; Wilson, James G; Psaty, Bruce M; Fornage, Myriam; Morrison, Alanna C; Vasan, Ramachandran S; Washko, George; Rich, Stephen S; O'Connor, George T; Bleecker, Eugene; Kaplan, Robert C; Kalhan, Ravi; Redline, Susan; Gharib, Sina A; Meyers, Deborah; Ortega, Victor; Dupuis, Josée; London, Stephanie J; Lappalainen, Tuuli; Oelsner, Elizabeth C; Silverman, Edwin K; Barr, R Graham; Thornton, Timothy A; Wheeler, Heather E; Cho, Michael H; Im, Hae Kyung.
Affiliation
  • Hu X; Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA.
  • Qiao D; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA.
  • Kim W; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA.
  • Moll M; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.
  • Balte PP; Departments of Medicine and Epidemiology, Columbia University Medical Center, New York, NY 10032, USA.
  • Lange LA; Division of Biomedical Informatics and Personalized Medicine, Department of Medicine, University of Colorado School of Medicine Anschutz Medical Campus, Aurora, CO 80045, USA.
  • Bartz TM; Department of Biostatistics, University of Washington, Seattle, WA 98195, USA; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA.
  • Kumar R; Division of Allergy and Clinical Immunology, Ann and Robert H. Lurie Children's Hospital, Chicago, IL 60611, USA; Department of Pediatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA.
  • Li X; Department of Medicine, University of Arizona, Tucson, AZ 85724, USA.
  • Yu B; 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 77030, USA.
  • Cade BE; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA 02115, USA.
  • Laurie CA; Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.
  • Sofer T; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA 02115, USA.
  • Ruczinski I; Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA.
  • Nickerson DA; Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA.
  • Muzny DM; The Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Metcalf GA; The Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Doddapaneni H; The Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Gabriel S; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
  • Gupta N; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
  • Dugan-Perez S; The Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Cupples LA; Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA.
  • Loehr LR; Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA.
  • Jain D; Department of Biostatistics, University of Washington, Seattle, WA 98195, 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 90502, USA.
  • Wilson JG; Division of Cardiovascular Medicine, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, MA 02115, USA.
  • Psaty BM; Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Systems and Population Health, University of Washington, Seattle, WA 98101, USA.
  • Fornage M; 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 77030, USA; Brown Foundation Institute of Molecular Medicine, McGovern Medical School, The University of Texas
  • Morrison AC; 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 77030, USA.
  • Vasan RS; Boston University and the National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA; Department of Preventive Medicine and Epidemiology, School of Medicine and Public Health, Boston University, Boston, MA 02118, USA.
  • Washko G; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.
  • Rich SS; Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA.
  • O'Connor GT; Pulmonary Center, Boston University, School of Medicine, Boston, MA 02118, USA.
  • Bleecker E; Department of Medicine, University of Arizona, Tucson, AZ 85724, USA.
  • Kaplan RC; Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY 10461, USA; Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA.
  • Kalhan R; Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA.
  • Redline S; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA 02115, USA.
  • Gharib SA; Division of Pulmonary, Critical Care and Sleep Medicine, University of Washington, Seattle, WA 98109, USA.
  • Meyers D; Department of Medicine, University of Arizona, Tucson, AZ 85724, USA.
  • Ortega V; Pulmonary and Critical Care, School of Medicine, Wake Forest University, Winston-Salem, NC 27157, USA.
  • Dupuis J; Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA.
  • London SJ; Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Durham, NC 27709, USA.
  • Lappalainen T; New York Genome Center, New York, NY 10013, USA; Department of Systems Biology, Columbia University, New York, NY 10032, USA.
  • Oelsner EC; Departments of Medicine and Epidemiology, Columbia University Medical Center, New York, NY 10032, USA.
  • Silverman EK; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.
  • Barr RG; Departments of Medicine and Epidemiology, Columbia University Medical Center, New York, NY 10032, USA.
  • Thornton TA; Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.
  • Wheeler HE; Department of Biology, Loyola University Chicago, Chicago, IL 60660, USA.
  • Cho MH; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.
  • Im HK; Section of Genetic Medicine, The University of Chicago, Chicago, IL 60637, USA.
Am J Hum Genet ; 109(5): 857-870, 2022 05 05.
Article in En | MEDLINE | ID: mdl-35385699
ABSTRACT
While polygenic risk scores (PRSs) enable early identification of genetic risk for chronic obstructive pulmonary disease (COPD), predictive performance is limited when the discovery and target populations are not well matched. Hypothesizing that the biological mechanisms of disease are shared across ancestry groups, we introduce a PrediXcan-derived polygenic transcriptome risk score (PTRS) to improve cross-ethnic portability of risk prediction. We constructed the PTRS using summary statistics from application of PrediXcan on large-scale GWASs of lung function (forced expiratory volume in 1 s [FEV1] and its ratio to forced vital capacity [FEV1/FVC]) in the UK Biobank. We examined prediction performance and cross-ethnic portability of PTRS through smoking-stratified analyses both on 29,381 multi-ethnic participants from TOPMed population/family-based cohorts and on 11,771 multi-ethnic participants from TOPMed COPD-enriched studies. Analyses were carried out for two dichotomous COPD traits (moderate-to-severe and severe COPD) and two quantitative lung function traits (FEV1 and FEV1/FVC). While the proposed PTRS showed weaker associations with disease than PRS for European ancestry, the PTRS showed stronger association with COPD than PRS for African Americans (e.g., odds ratio [OR] = 1.24 [95% confidence interval [CI] 1.08-1.43] for PTRS versus 1.10 [0.96-1.26] for PRS among heavy smokers with ≥ 40 pack-years of smoking) for moderate-to-severe COPD. Cross-ethnic portability of the PTRS was significantly higher than the PRS (paired t test p < 2.2 × 10-16 with portability gains ranging from 5% to 28%) for both dichotomous COPD traits and across all smoking strata. Our study demonstrates the value of PTRS for improved cross-ethnic portability compared to PRS in predicting COPD risk.
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pulmonary Disease, Chronic Obstructive / Transcriptome Type of study: Etiology_studies / Prognostic_studies / Risk_factors_studies Limits: Humans Country/Region as subject: America do norte Language: En Journal: Am J Hum Genet Year: 2022 Document type: Article Affiliation country: Estados Unidos

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pulmonary Disease, Chronic Obstructive / Transcriptome Type of study: Etiology_studies / Prognostic_studies / Risk_factors_studies Limits: Humans Country/Region as subject: America do norte Language: En Journal: Am J Hum Genet Year: 2022 Document type: Article Affiliation country: Estados Unidos
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