Title | Polygenic transcriptome risk scores for COPD and lung function improve cross-ethnic portability of prediction in the NHLBI TOPMed program. |
Publication Type | Journal Article |
Year of Publication | 2022 |
Authors | Hu, X, Qiao, D, Kim, W, Moll, M, Balte, PP, Lange, LA, Bartz, TM, Kumar, R, Li, X, Yu, B, Cade, BE, Laurie, CA, Sofer, T, Ruczinski, I, Nickerson, DA, Muzny, DM, Metcalf, GA, Doddapaneni, H, Gabriel, S, Gupta, N, Dugan-Perez, S, L Cupples, A, Loehr, LR, Jain, D, Rotter, JI, Wilson, JG, Psaty, BM, Fornage, M, Morrison, AC, Vasan, RS, Washko, G, Rich, SS, O'Connor, GT, Bleecker, E, Kaplan, RC, Kalhan, R, Redline, S, Gharib, SA, Meyers, D, Ortega, V, Dupuis, J, London, SJ, Lappalainen, T, Oelsner, EC, Silverman, EK, R Barr, G, Thornton, TA, Wheeler, HE, Cho, MH, Im, HKyung, Manichaikul, A |
Corporate Authors | TOPMed Lung Working Group |
Journal | Am J Hum Genet |
Volume | 109 |
Issue | 5 |
Pagination | 857-870 |
Date Published | 2022 May 05 |
ISSN | 1537-6605 |
Keywords | Humans, Lung, National Heart, Lung, and Blood Institute (U.S.), Pulmonary Disease, Chronic Obstructive, Risk Factors, Transcriptome, United States |
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 [FEV] and its ratio to forced vital capacity [FEV/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 (FEV and FEV/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 |
DOI | 10.1016/j.ajhg.2022.03.007 |
Alternate Journal | Am J Hum Genet |
PubMed ID | 35385699 |
PubMed Central ID | PMC9118106 |
Grant List | MC_PC_17228 / MRC_ / Medical Research Council / United Kingdom R01 HL105756 / HL / NHLBI NIH HHS / United States R15 HG009569 / HG / NHGRI NIH HHS / United States R01 HL137927 / HL / NHLBI NIH HHS / United States K01 HL129039 / HL / NHLBI NIH HHS / United States R03 HL154284 / HL / NHLBI NIH HHS / United States R01 HL131565 / HL / NHLBI NIH HHS / United States R01 HL122477 / HL / NHLBI NIH HHS / United States P30 DK020595 / DK / NIDDK NIH HHS / United States MC_QA137853 / MRC_ / Medical Research Council / United Kingdom R01 HL153248 / HL / NHLBI NIH HHS / United States R01 HL153805 / HL / NHLBI NIH HHS / United States R01 HL147148 / HL / NHLBI NIH HHS / United States R01 HL089856 / HL / NHLBI NIH HHS / United States R01 HL135142 / HL / NHLBI NIH HHS / United States R35 HL135818 / HL / NHLBI NIH HHS / United States |
Polygenic transcriptome risk scores for COPD and lung function improve cross-ethnic portability of prediction in the NHLBI TOPMed program.
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