2024
Adaption and National Validation of a Tool for Predicting Mortality from Other Causes Among Men with Nonmetastatic Prostate Cancer
Justice A, Tate J, Howland F, Gaziano J, Kelley M, McMahon B, Haiman C, Wadia R, Madduri R, Danciu I, Leppert J, Leapman M, Thurtle D, Gnanapragasam V. Adaption and National Validation of a Tool for Predicting Mortality from Other Causes Among Men with Nonmetastatic Prostate Cancer. European Urology Oncology 2024, 7: 923-932. PMID: 38171965, DOI: 10.1016/j.euo.2023.11.023.Peer-Reviewed Original ResearchVeterans Health AdministrationCharlson Comorbidity IndexNon-prostate cancer mortalityProstate cancer mortalityNonmetastatic prostate cancerComorbidity indexCancer mortalityProvider estimationProstate cancerHealth AdministrationUS Veterans Health AdministrationElectronic health record-based toolsYear of diagnosisRisk of deathObservational cohortMedian ageNonmetastatic cancerPredicting MortalityC-statisticHispanic ethnicityTreatment groupsMortalityCancerNational validationAge
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
2020
Model selection applied to 750 outpatient ICD-9 codes identifies hazards important for all-cause cancer mortality in 2 million veterans with 14 years of follow-up.
McMahon B, Dhaubhadel S, Hengartner N, Danciu I, Janet T, Justice A. Model selection applied to 750 outpatient ICD-9 codes identifies hazards important for all-cause cancer mortality in 2 million veterans with 14 years of follow-up. Journal Of Clinical Oncology 2020, 38: 2053-2053. DOI: 10.1200/jco.2020.38.15_suppl.2053.Peer-Reviewed Original ResearchMedical recordsCause cancer mortalityVeterans' medical recordsChronic airway obstructionCongestive heart failureColon cancer screeningTobacco use disorderPrevalent codesAirway obstructionHeart failureCancer mortalityC-statisticCancer screeningCommon cancerICD9 codesUse disordersSubsequent mortalityClinical practiceColon cancerICD codesMortalityCancer treatmentVeterans AdministrationCancerAdministrationPredicting prostate cancer death among 98,994 veterans: Differences by race/ethnicity.
Janet T, Danciu I, Justice A, Leapman M, McMahon B, Wadia R. Predicting prostate cancer death among 98,994 veterans: Differences by race/ethnicity. Journal Of Clinical Oncology 2020, 38: e17609-e17609. DOI: 10.1200/jco.2020.38.15_suppl.e17609.Peer-Reviewed Original ResearchProstate cancer deathNon-Hispanic blacksNon-Hispanic whitesVeterans Affairs Healthcare SystemRace/ethnicityHazard ratioGleason scoreCancer deathProstate cancerU.S. Veterans Affairs healthcare systemProstate cancer disease progressionDistant metastatic diseaseProstate cancer mortalityCancer disease progressionLocalized diseasePSA levelsMedian ageMetastatic diseaseLymph nodesPrognostic indexCancer mortalityTumor stageDisease progressionCox modelAge strata
2014
Findings in asymptomatic HIV-infected patients undergoing chest computed tomography testing
Sigel K, Wisnivesky J, Shahrir S, Brown ST, Justice A, Kim J, Rodriguez-Barradas MC, Akgün KM, Rimland D, Hoo GW, Crothers K. Findings in asymptomatic HIV-infected patients undergoing chest computed tomography testing. AIDS 2014, 28: 1007-1014. PMID: 24401647, PMCID: PMC4018450, DOI: 10.1097/qad.0000000000000189.Peer-Reviewed Original ResearchConceptsNational Lung Screening TrialNLST criteriaCT findingsLung cancerCT scanHIV-Associated Lung Emphysema (EXHALE) studyAbnormal CT scansCD4 cell countChest CT findingsHigh-risk smokersAbnormal CT findingsLung cancer mortalityBalance of benefitsUninfected participantsUninfected veteransAsymptomatic HIVCD4 cellsAbnormal findingsTomography screeningUnadjusted riskHIV statusMultivariable analysisCancer mortalityChest CTClinical evaluation