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Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population

BACKGROUND: A polygenic risk score (PRS) derived from 112 single-nucleotide polymorphisms (SNPs) for gastric cancer has been reported in Chinese populations (PRS-112). However, its performance in other populations is unknown. A functional PRS (fPRS) using functional SNPs (fSNPs) may improve the gene...

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Autores principales: Gu, Yuanliang, Yan, Caiwang, Wang, Tianpei, Hu, Beiping, Zhu, Meng, Jin, Guangfu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10344526/
https://www.ncbi.nlm.nih.gov/pubmed/37394533
http://dx.doi.org/10.1097/CM9.0000000000002716
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author Gu, Yuanliang
Yan, Caiwang
Wang, Tianpei
Hu, Beiping
Zhu, Meng
Jin, Guangfu
author_facet Gu, Yuanliang
Yan, Caiwang
Wang, Tianpei
Hu, Beiping
Zhu, Meng
Jin, Guangfu
author_sort Gu, Yuanliang
collection PubMed
description BACKGROUND: A polygenic risk score (PRS) derived from 112 single-nucleotide polymorphisms (SNPs) for gastric cancer has been reported in Chinese populations (PRS-112). However, its performance in other populations is unknown. A functional PRS (fPRS) using functional SNPs (fSNPs) may improve the generalizability of the PRS across populations with distinct ethnicities. METHODS: We performed functional annotations on SNPs in strong linkage disequilibrium (LD) with the 112 previously reported SNPs to identify fSNPs that affect protein-coding or transcriptional regulation. Subsequently, we constructed an fPRS based on the fSNPs by using the LDpred2-infinitesimal model and then analyzed the performance of the PRS-112 and fPRS in the risk prediction of gastric cancer in 457,521 European participants of the UK Biobank cohort. Finally, the performance of the fPRS in combination with lifestyle factors were evaluated in predicting the risk of gastric cancer. RESULTS: During 4,582,045 person-years of follow-up with a total of 623 incident gastric cancer cases, we found no significant association between the PRS-112 and gastric cancer risk in the European population (hazard ratio [HR] = 1.00 [95% confidence interval (CI) 0.93–1.09], P = 0.846). We identified 125 fSNPs, including seven deleterious protein-coding SNPs and 118 regulatory non-coding SNPs, and used them to construct the fPRS-125. Our result showed that the fPRS-125 was significantly associated with gastric cancer risk (HR = 1.11 [95% CI, 1.03–1.20], P = 0.009). Compared to participants with a low fPRS-125 (bottom quintile), those with a high fPRS-125 (top quintile) had a higher risk of incident gastric cancer (HR = 1.43 [95% CI, 1.12–1.84], P = 0.005). Moreover, we observed that participants with both an unfavorable lifestyle and a high genetic risk had the highest risk of incident gastric cancer (HR = 4.99 [95% CI, 1.55–16.10], P = 0.007) compared to those with both a favorable lifestyle and a low genetic risk. CONCLUSION: These results indicate that the fPRS-125 derived from fSNPs may act as an indicator to measure the genetic risk of gastric cancer in the European population.
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spelling pubmed-103445262023-07-20 Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population Gu, Yuanliang Yan, Caiwang Wang, Tianpei Hu, Beiping Zhu, Meng Jin, Guangfu Chin Med J (Engl) Original Article BACKGROUND: A polygenic risk score (PRS) derived from 112 single-nucleotide polymorphisms (SNPs) for gastric cancer has been reported in Chinese populations (PRS-112). However, its performance in other populations is unknown. A functional PRS (fPRS) using functional SNPs (fSNPs) may improve the generalizability of the PRS across populations with distinct ethnicities. METHODS: We performed functional annotations on SNPs in strong linkage disequilibrium (LD) with the 112 previously reported SNPs to identify fSNPs that affect protein-coding or transcriptional regulation. Subsequently, we constructed an fPRS based on the fSNPs by using the LDpred2-infinitesimal model and then analyzed the performance of the PRS-112 and fPRS in the risk prediction of gastric cancer in 457,521 European participants of the UK Biobank cohort. Finally, the performance of the fPRS in combination with lifestyle factors were evaluated in predicting the risk of gastric cancer. RESULTS: During 4,582,045 person-years of follow-up with a total of 623 incident gastric cancer cases, we found no significant association between the PRS-112 and gastric cancer risk in the European population (hazard ratio [HR] = 1.00 [95% confidence interval (CI) 0.93–1.09], P = 0.846). We identified 125 fSNPs, including seven deleterious protein-coding SNPs and 118 regulatory non-coding SNPs, and used them to construct the fPRS-125. Our result showed that the fPRS-125 was significantly associated with gastric cancer risk (HR = 1.11 [95% CI, 1.03–1.20], P = 0.009). Compared to participants with a low fPRS-125 (bottom quintile), those with a high fPRS-125 (top quintile) had a higher risk of incident gastric cancer (HR = 1.43 [95% CI, 1.12–1.84], P = 0.005). Moreover, we observed that participants with both an unfavorable lifestyle and a high genetic risk had the highest risk of incident gastric cancer (HR = 4.99 [95% CI, 1.55–16.10], P = 0.007) compared to those with both a favorable lifestyle and a low genetic risk. CONCLUSION: These results indicate that the fPRS-125 derived from fSNPs may act as an indicator to measure the genetic risk of gastric cancer in the European population. Lippincott Williams & Wilkins 2023-06-30 2023-07-20 /pmc/articles/PMC10344526/ /pubmed/37394533 http://dx.doi.org/10.1097/CM9.0000000000002716 Text en Copyright © 2023 The Chinese Medical Association, produced by Wolters Kluwer, Inc. under the CC-BY-NC-ND license. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND), where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal. http://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/)
spellingShingle Original Article
Gu, Yuanliang
Yan, Caiwang
Wang, Tianpei
Hu, Beiping
Zhu, Meng
Jin, Guangfu
Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population
title Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population
title_full Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population
title_fullStr Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population
title_full_unstemmed Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population
title_short Construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the European population
title_sort construction and evaluation of the functional polygenic risk score for gastric cancer in a prospective cohort of the european population
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10344526/
https://www.ncbi.nlm.nih.gov/pubmed/37394533
http://dx.doi.org/10.1097/CM9.0000000000002716
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