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Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study
BACKGROUND: To evaluate the utility of polygenic risk scores (PRSs) in identifying high-risk individuals, different publicly available PRSs for breast (n=85), prostate (n=37), colorectal (n=22), and lung cancers (n=11) were examined in a prospective study of 21,694 Chinese adults. METHODS: We constr...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159619/ https://www.ncbi.nlm.nih.gov/pubmed/36971353 http://dx.doi.org/10.7554/eLife.82608 |
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author | Ho, Peh Joo Tan, Iain BeeHuat Chong, Dawn Qingqing Khor, Chiea Chuen Yuan, Jian-Min Koh, Woon-Puay Dorajoo, Rajkumar Li, Jingmei |
author_facet | Ho, Peh Joo Tan, Iain BeeHuat Chong, Dawn Qingqing Khor, Chiea Chuen Yuan, Jian-Min Koh, Woon-Puay Dorajoo, Rajkumar Li, Jingmei |
author_sort | Ho, Peh Joo |
collection | PubMed |
description | BACKGROUND: To evaluate the utility of polygenic risk scores (PRSs) in identifying high-risk individuals, different publicly available PRSs for breast (n=85), prostate (n=37), colorectal (n=22), and lung cancers (n=11) were examined in a prospective study of 21,694 Chinese adults. METHODS: We constructed PRS using weights curated in the online PGS Catalog. PRS performance was evaluated by distribution, discrimination, predictive ability, and calibration. Hazard ratios (HR) and corresponding confidence intervals (CI) of the common cancers after 20 years of follow-up were estimated using Cox proportional hazard models for different levels of PRS. RESULTS: A total of 495 breast, 308 prostate, 332 female-colorectal, 409 male-colorectal, 181 female-lung, and 381 male-lung incident cancers were identified. The area under receiver operating characteristic curve for the best-performing site-specific PRS were 0.61 (PGS000873, breast), 0.70 (PGS00662, prostate), 0.65 (PGS000055, female-colorectal), 0.60 (PGS000734, male-colorectal), 0.56 (PGS000721, female-lung), and 0.58 (PGS000070, male-lung), respectively. Compared to the middle quintile, individuals in the highest cancer-specific PRS quintile were 64% more likely to develop cancers of the breast, prostate, and colorectal. For lung cancer, the lowest cancer-specific PRS quintile was associated with 28–34% decreased risk compared to the middle quintile. In contrast, the HR observed for quintiles 4 (female-lung: 0.95 [0.61–1.47]; male-lung: 1.14 [0.82–1.57]) and 5 (female-lung: 0.95 [0.61–1.47]) were not significantly different from that for the middle quintile. CONCLUSIONS: Site-specific PRSs can stratify the risk of developing breast, prostate, and colorectal cancers in this East Asian population. Appropriate correction factors may be required to improve calibration. FUNDING: This work is supported by the National Research Foundation Singapore (NRF-NRFF2017-02), PRECISION Health Research, Singapore (PRECISE) and the Agency for Science, Technology and Research (A*STAR). WP Koh was supported by National Medical Research Council, Singapore (NMRC/CSA/0055/2013). CC Khor was supported by National Research Foundation Singapore (NRF-NRFI2018-01). Rajkumar Dorajoo received a grant from the Agency for Science, Technology and Research Career Development Award (A*STAR CDA - 202D8090), and from Ministry of Health Healthy Longevity Catalyst Award (HLCA20Jan-0022). The Singapore Chinese Health Study was supported by grants from the National Medical Research Council, Singapore (NMRC/CIRG/1456/2016) and the U.S. National Institutes of Health (NIH) (R01 CA144034 and UM1 CA182876). |
format | Online Article Text |
id | pubmed-10159619 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-101596192023-05-05 Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study Ho, Peh Joo Tan, Iain BeeHuat Chong, Dawn Qingqing Khor, Chiea Chuen Yuan, Jian-Min Koh, Woon-Puay Dorajoo, Rajkumar Li, Jingmei eLife Epidemiology and Global Health BACKGROUND: To evaluate the utility of polygenic risk scores (PRSs) in identifying high-risk individuals, different publicly available PRSs for breast (n=85), prostate (n=37), colorectal (n=22), and lung cancers (n=11) were examined in a prospective study of 21,694 Chinese adults. METHODS: We constructed PRS using weights curated in the online PGS Catalog. PRS performance was evaluated by distribution, discrimination, predictive ability, and calibration. Hazard ratios (HR) and corresponding confidence intervals (CI) of the common cancers after 20 years of follow-up were estimated using Cox proportional hazard models for different levels of PRS. RESULTS: A total of 495 breast, 308 prostate, 332 female-colorectal, 409 male-colorectal, 181 female-lung, and 381 male-lung incident cancers were identified. The area under receiver operating characteristic curve for the best-performing site-specific PRS were 0.61 (PGS000873, breast), 0.70 (PGS00662, prostate), 0.65 (PGS000055, female-colorectal), 0.60 (PGS000734, male-colorectal), 0.56 (PGS000721, female-lung), and 0.58 (PGS000070, male-lung), respectively. Compared to the middle quintile, individuals in the highest cancer-specific PRS quintile were 64% more likely to develop cancers of the breast, prostate, and colorectal. For lung cancer, the lowest cancer-specific PRS quintile was associated with 28–34% decreased risk compared to the middle quintile. In contrast, the HR observed for quintiles 4 (female-lung: 0.95 [0.61–1.47]; male-lung: 1.14 [0.82–1.57]) and 5 (female-lung: 0.95 [0.61–1.47]) were not significantly different from that for the middle quintile. CONCLUSIONS: Site-specific PRSs can stratify the risk of developing breast, prostate, and colorectal cancers in this East Asian population. Appropriate correction factors may be required to improve calibration. FUNDING: This work is supported by the National Research Foundation Singapore (NRF-NRFF2017-02), PRECISION Health Research, Singapore (PRECISE) and the Agency for Science, Technology and Research (A*STAR). WP Koh was supported by National Medical Research Council, Singapore (NMRC/CSA/0055/2013). CC Khor was supported by National Research Foundation Singapore (NRF-NRFI2018-01). Rajkumar Dorajoo received a grant from the Agency for Science, Technology and Research Career Development Award (A*STAR CDA - 202D8090), and from Ministry of Health Healthy Longevity Catalyst Award (HLCA20Jan-0022). The Singapore Chinese Health Study was supported by grants from the National Medical Research Council, Singapore (NMRC/CIRG/1456/2016) and the U.S. National Institutes of Health (NIH) (R01 CA144034 and UM1 CA182876). eLife Sciences Publications, Ltd 2023-03-27 /pmc/articles/PMC10159619/ /pubmed/36971353 http://dx.doi.org/10.7554/eLife.82608 Text en © 2023, Ho et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Epidemiology and Global Health Ho, Peh Joo Tan, Iain BeeHuat Chong, Dawn Qingqing Khor, Chiea Chuen Yuan, Jian-Min Koh, Woon-Puay Dorajoo, Rajkumar Li, Jingmei Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study |
title | Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study |
title_full | Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study |
title_fullStr | Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study |
title_full_unstemmed | Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study |
title_short | Polygenic risk scores for the prediction of common cancers in East Asians: A population-based prospective cohort study |
title_sort | polygenic risk scores for the prediction of common cancers in east asians: a population-based prospective cohort study |
topic | Epidemiology and Global Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159619/ https://www.ncbi.nlm.nih.gov/pubmed/36971353 http://dx.doi.org/10.7554/eLife.82608 |
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