2023
Do Polygenic Risk Scores Add to Clinical Data in Predicting Pancreatic Cancer? A Scoping Review.
Wang L, Grimshaw A, Mezzacappa C, Rahimi Larki N, Yang Y, Justice A. Do Polygenic Risk Scores Add to Clinical Data in Predicting Pancreatic Cancer? A Scoping Review. Cancer Epidemiology Biomarkers & Prevention 2023, 32: 1490-1497. PMID: 37610426, PMCID: PMC10873036, DOI: 10.1158/1055-9965.epi-23-0468.Peer-Reviewed Original ResearchConceptsRoutine risk factorsPancreatic cancerRisk factorsPolygenic risk scoresClinical dataRisk scoreAddition of PRSClinical risk factorsRoutine clinical dataCancer risk predictionDatabase inceptionCancerClinical applicabilityRelevant exposuresGenetic riskRisk predictionCancer-specific polygenic risk scoresScoping ReviewRiskEuropean ancestryPopulation representativeScoresMost studiesAppropriate controlsFactors
2022
Survival analysis of localized prostate cancer with deep learning
Dai X, Park JH, Yoo S, D’Imperio N, McMahon BH, Rentsch CT, Tate JP, Justice AC. Survival analysis of localized prostate cancer with deep learning. Scientific Reports 2022, 12: 17821. PMID: 36280773, PMCID: PMC9592586, DOI: 10.1038/s41598-022-22118-y.Peer-Reviewed Original ResearchConceptsProstate cancer mortalityComposite outcomeCancer mortalityRisk predictionTime-dependent c-statisticsProstate-specific antigen (PSA) testLarge integrated healthcare systemLocalized prostate cancerElectronic health record dataClinical decision-making processProstate cancer patientsIntegrated healthcare systemProstate Cancer Risk PredictionHealth record dataLarge-scale electronic health record dataRisk prediction modelCancer risk predictionAntigen testC-statisticCancer patientsProstate cancerClinical decision systemSurvival analysisVeterans AffairsDeep learning