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
2014
Adjudicated Morbidity and Mortality Outcomes by Age among Individuals with HIV Infection on Suppressive Antiretroviral Therapy
Miller CJ, Baker JV, Bormann AM, Erlandson KM, Huppler Hullsiek K, Justice AC, Neuhaus J, Paredes R, Petoumenos K, Wentworth D, Winston A, Wolfson J, Neaton JD, . Adjudicated Morbidity and Mortality Outcomes by Age among Individuals with HIV Infection on Suppressive Antiretroviral Therapy. PLOS ONE 2014, 9: e95061. PMID: 24728071, PMCID: PMC3984283, DOI: 10.1371/journal.pone.0095061.Peer-Reviewed Original ResearchConceptsSerious non-AIDS eventsNon-AIDS eventsComposite outcomeAntiretroviral therapyCardiovascular diseaseSuppressive combination antiretroviral therapyEnd-stage renal diseaseEndpoint review committeeFive-year KaplanNon-AIDS cancerCombination antiretroviral therapyHIV RNA levelsSerious adverse eventsSuppressive antiretroviral therapyCause of morbidityLarge international trialCause of deathStudies of interventionsPre-specified criteriaCause mortalityAdverse eventsAIDS eventsEffect of ageMeier estimatesBaseline factors