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
2018
Is PI-RADS 3/total lesion ratio associated with clinically-significant prostate cancer in patients with equivocal-risk lesions on multi-parametric MRI?
Ghabili K, Swallow M, Suarez-Sarmiento A, Syed J, Leapman M, Weinreb J, Sprenkle P. Is PI-RADS 3/total lesion ratio associated with clinically-significant prostate cancer in patients with equivocal-risk lesions on multi-parametric MRI? Journal Of Clinical Oncology 2018, 36: 149-149. DOI: 10.1200/jco.2018.36.6_suppl.149.Peer-Reviewed Original ResearchSmaller prostate volumeMulti-parametric MRISignificant prostate cancerProstate volumeProstate cancerROI ratioPSA densityGrade groupPrediction of csPCaRisk of csPCaData System (BI-RADS) category 3Prostate Imaging ReportingMpMRI findingsBiopsy databasePrior diagnosisTargeted biopsiesFusion biopsyPositive coresCsPCaUnnecessary biopsiesBiopsyMultivariate analysisPatientsImaging ReportingLesions
This site is protected by hCaptcha and its Privacy Policy and Terms of Service apply