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 ResearchMeSH KeywordsCross-Sectional StudiesDeep LearningHumansMaleProstate-Specific AntigenProstatic NeoplasmsSurvival AnalysisUnited StatesConceptsProstate 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
2021
Ethnic differences in SARS-CoV-2 infection and COVID-19-related hospitalisation, intensive care unit admission, and death in 17 million adults in England: an observational cohort study using the OpenSAFELY platform
Mathur R, Rentsch C, Morton C, Hulme W, Schultze A, MacKenna B, Eggo R, Bhaskaran K, Wong A, Williamson E, Forbes H, Wing K, McDonald H, Bates C, Bacon S, Walker A, Evans D, Inglesby P, Mehrkar A, Curtis H, DeVito N, Croker R, Drysdale H, Cockburn J, Parry J, Hester F, Harper S, Douglas I, Tomlinson L, Evans S, Grieve R, Harrison D, Rowan K, Khunti K, Chaturvedi N, Smeeth L, Goldacre B, Collaborative O. Ethnic differences in SARS-CoV-2 infection and COVID-19-related hospitalisation, intensive care unit admission, and death in 17 million adults in England: an observational cohort study using the OpenSAFELY platform. The Lancet 2021, 397: 1711-1724. PMID: 33939953, PMCID: PMC8087292, DOI: 10.1016/s0140-6736(21)00634-6.Peer-Reviewed Original ResearchConceptsSARS-CoV-2 infectionIntensive care unit admissionCOVID-19-related hospitalisationCare unit admissionObservational cohort studyCOVID-19 outcomesOutcomes of interestSouth Asian groupsOpenSAFELY platformICU admissionUnit admissionCohort studyEthnicity groupsMixed ethnicity groupCOVID-19-related hospital admissionsCOVID-19-related ICU admissionEthnic differencesAdverse COVID-19 outcomesMinority ethnic populationsSARS-CoV-2 testingMultivariable Cox regressionRisk of hospitalisationWhite groupPrimary care recordsPrimary care data