Evaluating sex-specific prediction models for colorectal cancer risk using a genome-wide polygenic risk score and lifestyle factors in a Japanese population.
1/5 보강
[BACKGROUND] The predictive performance of a colorectal cancer (CRC) risk prediction model incorporating genome-wide polygenic risk scores (PRSs) and lifestyle factors remains unclear in Asian populat
APA
Nakano S, Yamaji T, et al. (2025). Evaluating sex-specific prediction models for colorectal cancer risk using a genome-wide polygenic risk score and lifestyle factors in a Japanese population.. Cancer epidemiology, 98, 102878. https://doi.org/10.1016/j.canep.2025.102878
MLA
Nakano S, et al.. "Evaluating sex-specific prediction models for colorectal cancer risk using a genome-wide polygenic risk score and lifestyle factors in a Japanese population.." Cancer epidemiology, vol. 98, 2025, pp. 102878.
PMID
40675087 ↗
Abstract 한글 요약
[BACKGROUND] The predictive performance of a colorectal cancer (CRC) risk prediction model incorporating genome-wide polygenic risk scores (PRSs) and lifestyle factors remains unclear in Asian populations. This study aimed to develop and evaluate the Asian-specific models using a Japanese population-based prospective study.
[METHODS] We derived 31 genome-wide PRSs using a genome-wide association study of CRC from the Biobank Japan and selected the best-performing PRS with the highest C-index in development case-cohort, including 200 incident cases. In evaluation case-cohort, including 693 incident cases, we assessed the discrimination accuracy (C-index, integrated discrimination improvement (IDI), and net reclassification improvement (NRI)) of lifestyle, PRS, and combined models using 5-fold cross-validation methods and estimated 10-year absolute risk.
[RESULTS] Of the 31 derived PRSs, the PRS aggregating 104,677 variant risks performed best in the development case-cohort. The men and women in the highest quintiles of the PRS had an approximately three-fold and two-fold higher risk of CRC, respectively, than those in the lowest in the evaluation case-cohort. Meanwhile, the association of lifestyle factors with CRC risk was observed only in men. Incorporating the PRS into a lifestyle model improved the C-index from 0.64 to 0.66 for men and from 0.61 to 0.63 for women. The IDI and NRI values supported this improvement. The 10-year absolute risk was 3.3 % and 1.6 % for high-risk men and women, respectively, and 0.5 % for both low-risk men and women.
[CONCLUSIONS] This study suggests that the CRC risk prediction model utilizing genome-wide PRS for Asians is valuable; however, further improvement is needed before clinical implementation.
[METHODS] We derived 31 genome-wide PRSs using a genome-wide association study of CRC from the Biobank Japan and selected the best-performing PRS with the highest C-index in development case-cohort, including 200 incident cases. In evaluation case-cohort, including 693 incident cases, we assessed the discrimination accuracy (C-index, integrated discrimination improvement (IDI), and net reclassification improvement (NRI)) of lifestyle, PRS, and combined models using 5-fold cross-validation methods and estimated 10-year absolute risk.
[RESULTS] Of the 31 derived PRSs, the PRS aggregating 104,677 variant risks performed best in the development case-cohort. The men and women in the highest quintiles of the PRS had an approximately three-fold and two-fold higher risk of CRC, respectively, than those in the lowest in the evaluation case-cohort. Meanwhile, the association of lifestyle factors with CRC risk was observed only in men. Incorporating the PRS into a lifestyle model improved the C-index from 0.64 to 0.66 for men and from 0.61 to 0.63 for women. The IDI and NRI values supported this improvement. The 10-year absolute risk was 3.3 % and 1.6 % for high-risk men and women, respectively, and 0.5 % for both low-risk men and women.
[CONCLUSIONS] This study suggests that the CRC risk prediction model utilizing genome-wide PRS for Asians is valuable; however, further improvement is needed before clinical implementation.
🏷️ 키워드 / MeSH 📖 같은 키워드 OA만
- Aged
- Female
- Humans
- Male
- Middle Aged
- Case-Control Studies
- Colorectal Neoplasms
- Genetic Predisposition to Disease
- Genetic Risk Score
- Genome-Wide Association Study
- Japan
- Life Style
- Multifactorial Inheritance
- Prospective Studies
- Risk Assessment
- Risk Factors
- Sex Factors
- East Asian People
- Asian
- Colorectal cancer
- Lifestyle factors
- Polygenic risk score
- Prediction model
같은 제1저자의 인용 많은 논문 (2)
🏷️ 같은 키워드 · 무료전문 — 이 논문 MeSH/keyword 기반
- A Phase I Study of Hydroxychloroquine and Suba-Itraconazole in Men with Biochemical Relapse of Prostate Cancer (HITMAN-PC): Dose Escalation Results.
- Self-management of male urinary symptoms: qualitative findings from a primary care trial.
- Clinical and Liquid Biomarkers of 20-Year Prostate Cancer Risk in Men Aged 45 to 70 Years.
- Diagnostic accuracy of Ga-PSMA PET/CT versus multiparametric MRI for preoperative pelvic invasion in the patients with prostate cancer.
- Comprehensive analysis of androgen receptor splice variant target gene expression in prostate cancer.
- Clinical Presentation and Outcomes of Patients Undergoing Surgery for Thyroid Cancer.