DM
Daniel Margolis
Prostatic NeoplasmsMagnetic Resonance ImagingProstate cancerMRIprostate cancerProstatemagnetic resonance imagingMagnetic resonance imagingprostatic neoplasmsMultiparametric Magnetic Resonance Imaging
On Valency
published · living versionsW_pqtvpzxp·v1 · currentpublished
Destructive augmentations for prostate lesion segmentation on heterogeneous biparametric MRI data
with Thibault Heintz, Rachit Saluja, Seungbin Park, Timothy McClure +2
1 version
W_xnm3qqcb·v1published
Preprints & journals
232 papers in the corpus · 1995–2026A Tale of Pulses and Phlebotomy: When PSA Still Comes Before MRI.42872853 · Margolis, Daniel J A2026 · 0 citationsAJR. American journal of roentgenology. 2026
Inter-reader variability for quality assessment of synthetically degraded prostate MR images aligned with PIQUAL version 2.42805874 · Lee, Kang-Lung, Budd, Jobie, Shen, Shu-Huei et al.2026 · 0 citationsDiagnostic and interventional imaging. 2026
Whole-Body MRI in Asymptomatic Individuals: Promise and Perils-AJR Expert Panel Review.42776581 · Petralia, Giuseppe, Akin, Oguz, Brookmeyer, Claire et al.2026 · 1 citationAJR. American journal of roentgenology. 2026
AI-based detection of temporal changes in MR-Linac images acquired during routine prostate radiotherapy.42834946 · Park, Seungbin, Wang, Peilin, Paik, Joshua et al.2026 · 0 citationsPhysics and imaging in radiation oncology. 2026;41:101081
Reproducibility of Apparent Diffusion Coefficient and Restriction Spectrum Imaging Restriction Score in the Prostate Across MRI Sessions, Vendors, and Acquisition Settings: a Prospective Study10.64898/2026.05.10.26352843v1 · song, y., Conlin, C. C., Lee, K.-L. et al.2026 · 1 citationmedRxiv
Evaluating Clinically Significant Prostate Cancer with Pathology-Registered Radiomics: A Multi-Reader Assessment Using Lesion Diameter-based Simplified Segmentations on MRI.42049617 · Esengur, Omer Tarik, Harmon, Stephanie A, Gelikman, David G et al.2026 · 0 citationsAcademic radiology. 2026;33(7):2958-2973
Systematic effects of patient factors and scanner/protocol factors on a Restriction Spectrum Imaging (RSI) quantitative MRI biomarker for prostate cancer.41992373 · Do, Deondre D, Domingo, Mariluz Rojo, Conlin, Christopher C et al.2026 · 1 citationCancer imaging : the official publication of the International Cancer Imaging Society. 2026;26(1)
A Step Closer to the Promise of Quantitative MRI for Prostate Cancer.41944720 · Margolis, Daniel J A, Gulani, Vikas2026 · 0 citationsRadiology. 2026;319(1):e260545
Post hoc estimation of a quantitative restriction spectrum imaging biomarker for prostate cancer detection using conventional MRI.41854856 · Do, Deondre D, Conlin, Christopher C, Bagrodia, Aditya et al.2026 · 1 citationJournal of applied clinical medical physics. 2026;27(3):e70543
Deep Learning Artificial Intelligence and Restriction Spectrum Imaging for Patient-level Detection of Clinically Significant Prostate Cancer on Biparametric Magnetic Resonance Imaging.41695400 · Song, Yuze, Domingo, Mariluz Rojo, Conlin, Christopher C et al.2026 · 3 citationsEuropean urology open science. 2026;85:49-59
PURE-MRI: An international study assessing physician accuracy in delineating the prostate and urethra on prostate MRI.41412436 · Nguyen, Lily, Song, Yuze, Dornisch, Anna et al.2026 · 10 citationsRadiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology. 2026;216:111333
Evaluating Artificial Intelligence-Assisted Prostate Biparametric MRI Interpretation: An International Multireader Study.40668633 · Gelikman, David G, Yilmaz, Enis C, Harmon, Stephanie A et al.2026 · 11 citationsAJR. American journal of roentgenology. 2025;225(6):e2432399
Urethra contours on MRI: Multidisciplinary consensus educational atlas and reference standard for artificial intelligence benchmarking.41429726 · Song, Yuze, Nguyen, Lily, Dornisch, Anna M et al.2025 · 4 citationsRadiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology. 2026;214:111231
Biparametric vs Multiparametric MRI for Prostate Cancer Diagnosis: The PRIME Diagnostic Clinical Trial.40928788 · Ng, Alexander B C D, Asif, Aqua, Agarwal, Ridhi et al.2025 · 82 citationsJAMA. 2025;334(13):1170-1179
Artificial intelligence-generated apparent diffusion coefficient (AI-ADC) maps for prostate gland assessment: a multi-reader study.40691514 · Ozyoruk, Kutsev Bengisu, Harmon, Stephanie A, Yilmaz, Enis C et al.2025 · 1 citationEuropean radiology. 2026;36(1):288-295
Restriction Spectrum Imaging as a Quantitative Biomarker for Prostate Cancer With Reliable Positive Predictive Value.40377262 · Rojo Domingo, Mariluz, Do, Deondre D, Conlin, Christopher C et al.2025 · 13 citationsThe Journal of urology. 2025;214(3):259-271
Variation in Prostate Magnetic Resonance Imaging Performance: Data from the Prostate Biopsy Collaborative Group.40318951 · Nalavenkata, Sunny B, Vertosick, Emily, Briganti, Alberto et al.2026 · 6 citationsEuropean urology oncology. 2026;9(1):156-163
Requirements for AI Development and Reporting for MRI Prostate Cancer Detection in Biopsy-Naive Men: PI-RADS Steering Committee, Version 1.0.40232134 · Turkbey, Baris, Huisman, Henkjan, Fedorov, Andriy et al.2025 · 23 citationsRadiology. 2025;315(1):e240140
Multidisciplinary Consensus Prostate Contours on Magnetic Resonance Imaging: Educational Atlas and Reference Standard for Artificial Intelligence Benchmarking.40154847 · Song, Yuze, Dornisch, Anna M, Dess, Robert T et al.2025 · 12 citationsInternational journal of radiation oncology, biology, physics. 2025;123(1):183-194
Editorial for "Evaluation of Occult Liver Metastases in Pancreatic Adenocarcinoma by Diffusion-Weighted Related Magnetic Resonance Imaging".40062718 · Margolis, Daniel J A, Kierans, Andrea Siobhan2025 · 0 citationsJournal of magnetic resonance imaging : JMRI. 2025;62(2):549-550
Advanced Restriction Imaging and Reconstruction Technology for Prostate Magnetic Resonance Imaging (ART-Pro): A Study Protocol for a Multicenter, Multinational Trial Evaluating Biparametric Magnetic Resonance Imaging and Advanced, Quantitative Diffusion Magnetic Resonance Imaging for the Detection of Prostate Cancer.39811103 · Baxter, Madison T, Conlin, Christopher C, Bagrodia, Aditya et al.2026 · 8 citationsEuropean urology open science. 2025;71:132-143
Beyond Do No Harm: Introduction to Green Radiology.39663662 · Hecht, Elizabeth M, Margolis, Daniel J A, Wehrli, Natasha E et al.2025 · 2 citationsJournal of computer assisted tomography. 2025;49(2):169-179
Deep learning AI and Restriction Spectrum Imaging for patient-level detection of clinically significant prostate cancer on MRI10.1101/2024.11.22.24317504v1 · Song, Y., Rojo Domingo, M., Conlin, C. C. et al.2024 · 2 citationsmedRxiv
Precise prostate contours: setting the bar and meticulously evaluating AI performance10.1101/2024.10.21.24315771v1 · Song, Y., Dornisch, A. M., Dess, R. T. et al.2024 · 7 citationsmedRxiv
Quantitative Prostate MRI, From the AJR Special Series on Quantitative Imaging.39356481 · Margolis, Daniel J A, Chatterjee, Aritrick, deSouza, Nandita M et al.2025 · 6 citationsAJR. American journal of roentgenology. 2025;225(2):e2431715
The QIBA Profile for Diffusion-Weighted MRI: Apparent Diffusion Coefficient as a Quantitative Imaging Biomarker.39377680 · Boss, Michael A, Malyarenko, Dariya, Partridge, Savannah et al.2024 · 61 citationsRadiology. 2024;313(1):e233055
Robustness of a Restriction Spectrum Imaging (RSI) quantitative MRI biomarker for prostate cancer: assessing for systematic bias due to age, race, ethnicity, prostate volume, medication use, or imaging acquisition parameters10.1101/2024.09.10.24313042v1 · Do, D. D., Rojo Domingo, M., Conlin, C. C. et al.2024 · 9 citationsmedRxiv
Advanced Restriction imaging and reconstruction Technology for Prostate MRI (ART-Pro): Study protocol for a multicenter, multinational trial evaluating biparametric MRI and advanced, quantitative diffusion MRI for detection of prostate cancer10.1101/2024.08.29.24311575v2 · Baxter, M. T., Conlin, C. C., Bagrodia, A. et al.2024 · 2 citationsmedRxiv
Clinical-imaging metrics for the diagnosis of prostate cancer in PI-RADS 3 lesions.38969546 · Kang, Zhen, Margolis, Daniel J, Tian, Ye et al.2024 · 5 citationsUrologic oncology. 2024;42(11):371.e1-371.e10
Corrigendum to "The role of AI in prostate MRI quality and interpretation: Opportunities and challenges" [Eur. J. Radiol. 165 (2023) 110887].38959558 · Kim, Heejong, Kang, Shin Won, Kim, Jae-Hun et al.2024 · 0 citationsEuropean journal of radiology. 2024;177:111585
Reasons for Discordance between 68Ga-PSMA-PET and Magnetic Resonance Imaging in Men with Metastatic Prostate Cancer.38893178 · Wang, Jade, O'Dwyer, Elisabeth, Martinez Zuloaga, Juana et al.2025 · 3 citationsCancers. 2024;16(11)
MRI-Ultrasound Fused Approach for Prostate Biopsy-How It Is Performed.38611102 · Lang, Jacob, McClure, Timothy Dale, Margolis, Daniel J A2024 · 5 citationsCancers. 2024;16(7)
PRECISE Version 2: Updated Recommendations for Reporting Prostate Magnetic Resonance Imaging in Patients on Active Surveillance for Prostate Cancer.38556436 · Englman, Cameron, Maffei, Davide, Allen, Clare et al.2024 · 80 citationsEuropean urology. 2024;86(3):240-255
DeepMartNet -- A Martingale Based Deep Neural Network Learning Method for Dirichlet BVPs and Eigenvalue Problems of Elliptic PDEs in R^d2311.09456v2 · Wei Cai, Andrew He, Daniel Margolis2023 · 0 citationsarXiv
Management Strategy for Prostate Imaging Reporting and Data System Category 3 Lesions.37936016 · Kang, Zhen, Margolis, Daniel J, Wang, Shaogang et al.2023 · 7 citationsCurrent urology reports. 2023;24(12):561-570
Cost-Effectiveness of Annual Prostate MRI and Potential MRI-Guided Biopsy After Prostate-Specific Antigen Test Results.38019516 · Yun, Hyunkyung, Kim, Jin, Gandhe, Aishwarya et al.2023 · 20 citationsJAMA network open. 2023;6(11):e2344856
Management of Patients With a Negative Multiparametric Prostate MRI Examination: AJR Expert Panel Narrative Review.37877601 · Tan, Nelly, Pollock, Jordan R, Margolis, Daniel J A et al.2024 · 14 citationsAJR. American journal of roentgenology. 2024;223(2):e2329969
Do Imaging Core Laboratories Better Predict Progression Over Clinical Interpretations?37540135 · Margolis, Daniel J A, Ruchalski, Kathleen L2023 · 1 citationRadiology. Imaging cancer. 2023;5(5):e230092
Interpretation of Prostate Magnetic Resonance Imaging Using Prostate Imaging and Data Reporting System Version 2.1: A Primer.37973241 · Spilseth, Benjamin, Margolis, Daniel J A, Gupta, Rajan T et al.2023 · 5 citationsRadiologic clinics of North America. 2024;62(1):17-36
The role of quantitative MRI-based prostate zonal parameters in predicting clinically significant prostate cancer A U.S. cohort.37068148 · Sze, Christina, Brant, Aaron, Johnson, Jeffery P et al.2023 · 0 citationsCanadian Urological Association journal = Journal de l'Association des urologues du Canada. 2023;17(7):E182-E188
The role of AI in prostate MRI quality and interpretation: Opportunities and challenges.37245342 · Kim, Heejong, Kang, Shin Won, Kim, Jae-Hun et al.2023 · 32 citationsEuropean journal of radiology. 2023;165:110887
Partial-gland Cryoablation Outcomes for Localized Prostate Cancer in Patients with Magnetic Resonance Imaging (MRI)-visible and MRI-invisible Lesions.37441341 · Zhu, Alec, Gereta, Sofia, Zhang, Tenny R et al.2024 · 5 citationsEuropean urology open science. 2023;53:38-45
Test-retest repeatability of ADC in prostate using the multi b-Value VERDICT acquisition.37004362 · Rogers, Harriet J, Singh, Saurabh, Barnes, Anna et al.2023 · 8 citationsEuropean journal of radiology. 2023;162:110782
Feasibility and preliminary clinical tolerability of low-field MRI-guided prostate biopsy.36808735 · Sze, Christina, Singh, Zorawar, Punyala, Ananth et al.2023 · 6 citationsThe Prostate. 2023;83(7):656-662
Editorial Comment: Posttreatment Prostate MRI Is Not "RAD"… It's "PIRRfect".36790115 · Margolis, Daniel J A2023 · 1 citationAJR. American journal of roentgenology. 2023;220(6):862
Next-Generation Diffusion Imaging of Osseous Metastases.36705560 · Margolis, Daniel2023 · 0 citationsRadiology. Imaging cancer. 2023;5(1):e220167
Pulse Sequence Dependence of a Simple and Interpretable Deep Learning Method for Detection of Clinically Significant Prostate Cancer Using Multiparametric MRI.36334976 · Kim, Heejong, Margolis, Daniel J A, Nagar, Himanshu et al.2023 · 7 citationsAcademic radiology. 2023;30(5):966-970
Variability of Prostate MRI Charges Among U.S. Hospital-Based Facilities.36069483 · Brant, Aaron, Wu, Xian, Prunty, Megan et al.2023 · 7 citationsAJR. American journal of roentgenology. 2023;220(3):441-442
Major hemorrhage and mortality in COVID-19 patients on therapeutic anticoagulation for venous thromboembolism.35689139 · Prince, Martin R, Dev, Hreedi, Lane, Elizabeth G et al.2022 · 10 citationsJournal of thrombosis and thrombolysis. 2022;54(3):431-437
Predictors of biliary intervention in patients hospitalized for COVID-19.35234995 · Chen, Christine, Riyahi, Sadjad, Prince, Martin et al.2022 · 1 citationAbdominal radiology (New York). 2022;47(5):1891-1898
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