2025
Comparative Performance of Machine Learning Models in Reducing Unnecessary Targeted Prostate Biopsies
Chen F, Esmaili R, Khajir G, Zeevi T, Gross M, Leapman M, Sprenkle P, Justice A, Arora S, Weinreb J, Spektor M, Huber S, Humphrey P, Levi A, Staib L, Venkataraman R, Martin D, Onofrey J. Comparative Performance of Machine Learning Models in Reducing Unnecessary Targeted Prostate Biopsies. European Urology Oncology 2025 PMID: 39924390, DOI: 10.1016/j.euo.2025.01.005.Peer-Reviewed Original ResearchProstate cancerPrediction of clinically significant prostate cancerClinical dataProstate-specific antigen levelClinically significant prostate cancerProstate magnetic resonance imagingSeverity of prostate cancerCombination of clinical featuresPrediction of csPCaSignificant prostate cancerProstate Imaging-ReportingCore needle biopsyRetrospective analysis of dataDecision curve analysisReducing unnecessary biopsiesProstate cancer diagnosisReceiver operating characteristic curveArea under the receiver operating characteristic curveFalse-negative rateMagnetic resonance imagingPersonalized risk assessmentAntigen levelsNeedle biopsyPatient ageUnnecessary biopsies
2024
Risk factors for Gleason score upgrade from prostate biopsy to radical prostatectomy
Smani S, Sundaresan V, Lokeshwar S, Choksi A, Carbonella J, Brito J, Renzulli J, Sprenkle P, Leapman M. Risk factors for Gleason score upgrade from prostate biopsy to radical prostatectomy. Exploration Of Targeted Anti-tumor Therapy 2024, 5: 981-996. PMID: 39280242, PMCID: PMC11390291, DOI: 10.37349/etat.2024.00259.Peer-Reviewed Original ResearchGleason score upgradingProstate-specific antigenRisk factorsMagnetic resonance imagingRadical prostatectomyScore upgradingAssociated with Gleason score upgradingBiopsy to radical prostatectomyHigher-risk prostate cancerPatients treated with surgeryProstate magnetic resonance imagingClinically localized diseaseGleason grade groupLow-risk diseaseRecognition of risk factorsBody mass indexGleason upgradingFinal pathologyProstate volumeProstate biopsySource of diagnostic uncertaintyBiopsy coresLocalized diseaseProstate cancerInitial managementAssociations Between Prostate Magnetic Resonance Imaging, Genomic Testing, and Treatment for Localized Prostate Cancer
Sundaresan V, Wang R, Long J, Sprenkle P, Seibert T, Loeb S, Cooperberg M, Catalona W, Ma X, Gross C, Leapman M. Associations Between Prostate Magnetic Resonance Imaging, Genomic Testing, and Treatment for Localized Prostate Cancer. Urology Practice 2024, 11: 965-973. PMID: 39196719, DOI: 10.1097/upj.0000000000000679.Peer-Reviewed Original ResearchLocalized prostate cancerClinically localized prostate cancerHigh-risk diseaseProstate MRIProstate cancerTreatment intensificationIntensified treatmentGenomic testingTreated patientsProstate magnetic resonance imagingEnd Results databaseLong-term patient outcomesProstate cancer prognosisRetrospective cohort studyAssociated with decreased oddsRisk stratification toolPrimary study outcomeAssociated with increased oddsMagnetic resonance imagingResults databaseStratification toolTreatment patientsCohort studyRisk strataCancer prognosis
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