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Prostate cancer risk stratification improvement across multiple ancestries with new polygenic hazard score
- Source :
- Prostate cancer and prostatic diseases, vol 25, iss 4
- Publication Year :
- 2022
- Publisher :
- eScholarship, University of California, 2022.
-
Abstract
- Funder: University of California (#C21CR2060), the Prostate Cancer Foundation<br />Funder: Research Council of Norway (#223273), KG Jebsen Stiftelsen, and South East Norway Health Authority<br />BACKGROUND: Prostate cancer risk stratification using single-nucleotide polymorphisms (SNPs) demonstrates considerable promise in men of European, Asian, and African genetic ancestries, but there is still need for increased accuracy. We evaluated whether including additional SNPs in a prostate cancer polygenic hazard score (PHS) would improve associations with clinically significant prostate cancer in multi-ancestry datasets. METHODS: In total, 299 SNPs previously associated with prostate cancer were evaluated for inclusion in a new PHS, using a LASSO-regularized Cox proportional hazards model in a training dataset of 72,181 men from the PRACTICAL Consortium. The PHS model was evaluated in four testing datasets: African ancestry, Asian ancestry, and two of European Ancestry-the Cohort of Swedish Men (COSM) and the ProtecT study. Hazard ratios (HRs) were estimated to compare men with high versus low PHS for association with clinically significant, with any, and with fatal prostate cancer. The impact of genetic risk stratification on the positive predictive value (PPV) of PSA testing for clinically significant prostate cancer was also measured. RESULTS: The final model (PHS290) had 290 SNPs with non-zero coefficients. Comparing, for example, the highest and lowest quintiles of PHS290, the hazard ratios (HRs) for clinically significant prostate cancer were 13.73 [95% CI: 12.43-15.16] in ProtecT, 7.07 [6.58-7.60] in African ancestry, 10.31 [9.58-11.11] in Asian ancestry, and 11.18 [10.34-12.09] in COSM. Similar results were seen for association with any and fatal prostate cancer. Without PHS stratification, the PPV of PSA testing for clinically significant prostate cancer in ProtecT was 0.12 (0.11-0.14). For the top 20% and top 5% of PHS290, the PPV of PSA testing was 0.19 (0.15-0.22) and 0.26 (0.19-0.33), respectively. CONCLUSIONS: We demonstrate better genetic risk stratification for clinically significant prostate cancer than prior versions of PHS in multi-ancestry datasets. This is promising for implementing precision-medicine approaches to prostate cancer screening decisions in diverse populations.
- Subjects :
- Male
Urologic Diseases
Aging
Oncology and Carcinogenesis
Polymorphism, Single Nucleotide
Risk Assessment
UKGPCS collaborators
Risk Factors
NC-LA PCaP Investigators
Genetics
PRACTICAL Consortium
Humans
Genetic Predisposition to Disease
Polymorphism
Early Detection of Cancer
Cancer
Canary PASS Investigators
IMPACT Study Steering Committee and Collaborators
Profile Study Steering Committee
Prevention
Prostate Cancer
APCB
Prostatic Neoplasms
Single Nucleotide
Prostate-Specific Antigen
Urology & Nephrology
Good Health and Well Being
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Prostate cancer and prostatic diseases, vol 25, iss 4
- Accession number :
- edsair.doi.dedup.....c5e45ca1a6a58ee0a8bd673a6a4c4fef