Development and Validation of a Genome-Wide Association Study Based Polygenic Risk Score for Prostate Cancer in an Asian Population

被引:0
作者
Geng, Jiun-Hung [1 ,2 ,3 ,4 ,5 ]
Yu, Chia -Cheng [6 ,7 ,8 ]
Huang, Chao -Yuan [9 ]
Lin, Victor C. [10 ,11 ]
Li, Chia -Yang [12 ]
Wu, Ming-Tsang [13 ]
Chen, Szu-Chia [5 ,14 ,15 ,16 ]
Bao, Bo-Ying [17 ]
Huang, Shu-Pin [1 ,13 ,18 ]
机构
[1] Kaohsiung Med Univ, Grad Inst Clin Med, Coll Med, Kaohsiung, Taiwan
[2] Kaohsiung Municipal Siaogang Hosp, Dept Urol, Kaohsiung, Taiwan
[3] Kaohsiung Med Univ, Dept Urol, Kaohsiung Med Univ Hosp, Kaohsiung, Taiwan
[4] Kaohsiung Med Univ, Coll Med, Fac Postbaccalaureate Med, Dept Urol, Kaohsiung, Taiwan
[5] Kaohsiung Med Univ, Res Ctr Environm Med, Kaohsiung, Taiwan
[6] Kaohsiung Vet Gen Hosp, Dept Surg, Div Urol, Kaohsiung, Taiwan
[7] Natl Yang Ming Chiao Tung Univ, Sch Med, Dept Urol, Taipei, Taiwan
[8] Tajen Univ, Dept Pharm, Pingtung, Taiwan
[9] Natl Taiwan Univ, Natl Taiwan Univ Hosp, Coll Med, Dept Urol, Taipei, Taiwan
[10] E Da Hosp, Dept Urol, Kaohsiung, Taiwan
[11] I Shou Univ, Sch Med Int Students, Kaohsiung, Taiwan
[12] Kaohsiung Med Univ, Grad Inst Med, Coll Med, Kaohsiung, Taiwan
[13] Kaohsiung Med Univ, Coll Med, Ph D Program Environm & Occupat Med, Kaohsiung, Taiwan
[14] Kaohsiung Med Univ, Kaohsiung Municipal Siaogang Hosp, Dept Internal Med, Kaohsiung, Taiwan
[15] Kaohsiung Med Univ, Kaohsiung Med Univ Hosp, Dept Internal Med, Div Nephrol, Kaohsiung, Taiwan
[16] Kaohsiung Med Univ, Coll Med, Fac Med, Kaohsiung, Taiwan
[17] China Med Univ, Dept Pharm, Taichung, Taiwan
[18] Natl Sun Yat Sen Univ, Inst Med Sci & Technol, Coll Med, Kaohsiung, Taiwan
关键词
Genetic risk score; Genome-wide association study; Polymorphism; single nucleotide; Prostatic neoplasms; SUSCEPTIBILITY LOCI; MEN;
D O I
10.5534/wjmh.250056
中图分类号
R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
摘要
Purpose: This study aimed to estimate genetic susceptibility to prostate cancer (PCa) by constructing a polygenic risk score (PRS) using single nucleotide polymorphisms (SNPs) identified from genome-wide association studies. Materials and Methods: The study included 1,015 PCa patients from our institutions and 1,015 age-matched controls from the Taiwan Biobank (TWB). An independent external validation cohort of 188 PCa patients and 188 TWB controls (excluding those from the primary cohort) was assembled. DNA was extracted from blood samples, with approximately 690,000 SNPs genotyped (minor allele frequency >= 0.05) and 15 million additional SNPs imputed using the 1000 Genomes Project. After quality control, 958 PCa patients and 999 controls were included in the analysis. The PRS was developed using PRSice2 by dividing samples into a base dataset and a model-testing set. Model performance was assessed using receiver operating characteristic analysis and cross-validation (CV). Results: Of the 87,092 SNPs initially considered, 24 were used to construct the PRS, located in intronic regions of genes such as KCNH7, HLA-DQA1, and PRNCR1. The PRS significantly improved PCa prediction, achieving an area under the curve (AUC) of 0.824 (p=1.23x10-50). Patients in the top 25th percentile of PRS had a 34-fold higher risk compared to those in the bottom 25th percentile (odds ratio=34.37, 95% confidence interval=22.93-51.68, p=1.96x10-52. The model showed stable performance with mean accuracies of 0.75 (3-fold CV) and 0.76 (10-fold CV) and achieved an AUC of 0.757 in the independent validation cohort. Conclusions: The developed PRS showed robust predictive ability for PCa in the Taiwanese population and may inform future risk stratification and personalized interventions.
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页数:11
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