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
Diagnostic utility of prostate health index density prior to MRI-ultrasound fusion targeted biopsy
Press B, Lokeshwar S, Webb L, Khajir G, Smani S, Olawoyin O, Gardezi M, Rahman S, Leapman M, Sprenkle P. Diagnostic utility of prostate health index density prior to MRI-ultrasound fusion targeted biopsy. Exploration Of Targeted Anti-tumor Therapy 2024, 5: 1168-1176. PMID: 39465014, PMCID: PMC11502073, DOI: 10.37349/etat.2024.00269.Peer-Reviewed Original ResearchProstate Health IndexMRI-ultrasound fusion targeted biopsyClinically significant prostate cancerFusion targeted biopsyPI-RADS 1Gleason grade groupMagnetic resonance imagingPhi densityPI-RADSProstate specific-antigenProstate biopsyImproved detection of clinically significant prostate cancerDetection of clinically significant prostate cancerPHI testingProstate health index densityElevated prostate-specific antigenMRI-ultrasound fusionProstate Imaging ReportingSignificant prostate cancerProstate-specific antigenSelection of patientsDetection of PCaReceiver operating characteristic curveCombination of magnetic resonance imagingMultivariate logistic regression
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