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
2019
Improved discrimination of mortality with Veterans Aging Cohort Study (VACS) Index 2.0 in HIV-positive individuals
Tate JP, Sterne JAC, Justice AC. Improved discrimination of mortality with Veterans Aging Cohort Study (VACS) Index 2.0 in HIV-positive individuals. AIDS 2019, Publish Ahead of Print: &na;. PMID: 30649058, PMCID: PMC6749990, DOI: 10.1097/qad.0000000000002140.Peer-Reviewed Original ResearchConceptsWhite blood countC-statisticBlood countVeterans Aging Cohort Study (VACS) IndexAntiretroviral Therapy Cohort CollaborationDiscrimination of mortalityVACS Index 2.0Antiretroviral therapy initiationCD4 cell countHIV-positive populationHarrell's C-statisticHIV-1 RNAHIV-positive individualsKaplan-Meier plotsCohort CollaborationNadir CD4VAC patientsAntiretroviral therapyCause mortalityCD8 ratioTherapy initiationViral suppressionGeneral healthExcess mortalityLaboratory values