Radiomics and Machine Learning Application in Prostate Cancer: A Review

Authors: Onyemaechi, Promise, Adebiyi, Marion O.

Source: 2024 International Conference on Science, Engineering and Business for Driving Sustainable Development Goals (SEB4SDG) Science, Engineering and Business for Driving Sustainable Development Goals (SEB4SDG), 2024 International Conference on. :1-10 Apr, 2024

Relation: 2024 International Conference on Science, Engineering and Business for Driving Sustainable Development Goals (SEB4SDG)

Impact of Prebiopsy Multiparametric Magnetic Resonance Imaging on Prostate Cancer Detection in Switzerland

Authors: Thomas Paul Scherer, Dominik Menges, Uwe Bieri, Lea Wildisen, Katharina Staehelin, Daniel Eberli, Sabine Rohrmann, Cédric Poyet

Source: European Urology Open Science, Vol 73, Iss , Pp 1-7 (2025)

Subject Terms: Multiparametric magnetic resonance imaging, Prostate cancer, Biopsy, International Society of Urological Pathology grade group, Diseases of the genitourinary system. Urology, RC870-923, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282

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Relation: http://www.sciencedirect.com/science/article/pii/S266616832500045X; https://doaj.org/toc/2666-1683

Access URL: https://doaj.org/article/c486422fe9144ae686dab78cac48adab

Radiomics model building from multiparametric MRI to predict Ki-67 expression in patients with primary central nervous system lymphomas: a multicenter study

Authors: Yelong Shen, Siyu Wu, Yanan Wu, Chao Cui, Haiou Li, Shuang Yang, Xuejun Liu, Xingzhi Chen, Chencui Huang, Ximing Wang

Source: BMC Medical Imaging, Vol 25, Iss 1, Pp 1-12 (2025)

Subject Terms: Primary central nervous system lymphoma, Ki-67, Multiparametric magnetic resonance imaging, Radiomics, Medical technology, R855-855.5

File Description: electronic resource

Relation: https://doaj.org/toc/1471-2342

Access URL: https://doaj.org/article/71d44939571743a68f2c1c85edd5da5c

Confirmatory Biopsy Outcomes in Patients with Grade Group 2 Prostate Cancer: Implications for Early Management

Authors: Riccardo Leni, Emily A. Vertosick, Nicole Liso, Oguz Akin, Sigrid V. Carlsson, Francesco Montorsi, Alberto Briganti, James A. Eastham, Samson W. Fine, Andrew J. Vickers, Behfar Ehdaie

Source: European Urology Open Science, Vol 72, Iss , Pp 46-53 (2025)

Subject Terms: Prostate cancer, Intermediate risk, Multiparametric magnetic resonance imaging, Confirmatory biopsy, Diseases of the genitourinary system. Urology, RC870-923, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282

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Relation: http://www.sciencedirect.com/science/article/pii/S2666168325000527; https://doaj.org/toc/2666-1683

Access URL: https://doaj.org/article/6ef56cdeffbe4e06ad2cadc5f465ec2c

Clinical study on mpMRI/TRUS software fusion-guided transperineal prostate biopsy

Authors: Chen Ying, Yongbo Wang, Jianping Wang, Minghuang Rao, Chao Li, Yongchao Wang, Yujian Huang

Source: Journal of Men's Health, Vol 21, Iss 1, Pp 81-86 (2025)

Subject Terms: multiparametric magnetic resonance imaging, transrectal ultrasound, transperineal prostate biopsy, prostate cancer, Medicine (General), R5-920

File Description: electronic resource

Relation: https://oss.jomh.org/files/article/20250124-466/pdf/JOMH2024081401.pdf; https://doaj.org/toc/1875-6867; https://doaj.org/toc/1875-6859

Access URL: https://doaj.org/article/772666beebbb45e1a3220bfa52653039

Evaluating the feasibility of AI-predicted bpMRI image features for predicting prostate cancer aggressiveness: a multi-center study

Authors: Kexin Wang, Ning Luo, Zhaonan Sun, Xiangpeng Zhao, Lilan She, Zhangli Xing, Yuntian Chen, Chunlei He, Pengsheng Wu, Xiangpeng Wang, ZiXuan Kong

Source: Insights into Imaging, Vol 16, Iss 1, Pp 1-18 (2025)

Subject Terms: Gleason score, Prostate cancer, Multiparametric magnetic resonance imaging, Deep learning, Radiomics, Medical physics. Medical radiology. Nuclear medicine, R895-920

File Description: electronic resource

Relation: https://doaj.org/toc/1869-4101

Access URL: https://doaj.org/article/88511c844acf486899623a5e596bcfb0

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

Authors: Madison T. Baxter, Christopher C. Conlin, Aditya Bagrodia, Tristan Barrett, Hauke Bartsch, Anja Brau, Matthew Cooperberg, Anders M. Dale, Arnaud Guidon, Michael E. Hahn, Mukesh G. Harisinghani, Juan F. Javier-DesLoges, Sophia C. Kamran, Christopher J. Kane, Joshua M. Kuperman, Daniel J.A. Margolis, Paul M. Murphy, Nabih Nakrour, Michael A. Ohliger, Rebecca Rakow-Penner, Ahmed Shabaik, Jeffry P. Simko, Clare M. Tempany, Natasha Wehrli, Sean A. Woolen, Jingjing Zou, Tyler M. Seibert

Source: European Urology Open Science, Vol 71, Iss , Pp 132-143 (2025)

Subject Terms: Biparametric magnetic resonance imaging, Clinical trial, Multiparametric magnetic resonance imaging, Prostate cancer, Restriction Spectrum Imaging, Restriction Spectrum Imaging restriction score, Diseases of the genitourinary system. Urology, RC870-923, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282

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Relation: http://www.sciencedirect.com/science/article/pii/S2666168324014344; https://doaj.org/toc/2666-1683

Access URL: https://doaj.org/article/4d83ed1c3d234d46864d870ea6653c6a

Multiparametric MRI and artificial intelligence in predicting and monitoring treatment response in bladder cancer

Authors: Yuki Arita, Thomas C. Kwee, Oguz Akin, Keisuke Shigeta, Ramesh Paudyal, Christian Roest, Ryo Ueda, Alfonso Lema-Dopico, Sunny Nalavenkata, Lisa Ruby, Noam Nissan, Hiromi Edo, Soichiro Yoshida, Amita Shukla-Dave, Lawrence H. Schwartz

Source: Insights into Imaging, Vol 16, Iss 1, Pp 1-21 (2025)

Subject Terms: Artificial intelligence, Biomarker, Multiparametric magnetic resonance imaging, Treatment response, Urinary bladder neoplasm, Medical physics. Medical radiology. Nuclear medicine, R895-920

File Description: electronic resource

Relation: https://doaj.org/toc/1869-4101

Access URL: https://doaj.org/article/22fc633e71434220bc2a197145fe7078

A new parameter to increase the predictive value of multiparametric prostate magnetic resonance imaging for clinically significant prostate cancer in targeted biopsies: lesion density

Authors: Bahadır Şahin, Serdar Çelik, Sinan Sözen, Levent Türkeri, Güven Aslan, Sertaç Yazıcı, Serhat Çetin

Source: Prostate International, Vol 12, Iss 3, Pp 145-150 (2024)

Subject Terms: Multiparametric magnetic resonance imaging, Prostatic neoplasms, Prostate-specific antigen, Diseases of the genitourinary system. Urology, RC870-923

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Relation: http://www.sciencedirect.com/science/article/pii/S2287888224000321; https://doaj.org/toc/2287-8882

Access URL: https://doaj.org/article/b35b9885e46549c0bc1df4c169173672

Multiparametric magnetic resonance imaging and magnetic resonance imaging fusion-guided biopsy for the diagnosis of prostate cancer: current status

Authors: Valentina Testini, Laura Eusebi, Francesco Saverio Guerra, Willy Giannubilo, Manuel Di Biase, Annunziata Russo, Giuseppe Guglielmi

Source: Digital Diagnostics, Vol 5, Iss 2, Pp 283-302 (2024)

Subject Terms: multiparametric magnetic resonance imaging, prostate cancer, fusion biopsy, targeted biopsy, Computer applications to medicine. Medical informatics, R858-859.7

File Description: electronic resource

Relation: https://jdigitaldiagnostics.com/DD/article/viewFile/623183/pdf; https://doaj.org/toc/2712-8490; https://doaj.org/toc/2712-8962

Access URL: https://doaj.org/article/f242b25e2a614f29a6fe82d770af701d

Conventional and innovative imaging modalities in bladder cancer: Techniques and applications

Authors: Federica Masino, Laura Eusebi, Gianmichele Muscatella, Manuela Montatore, Giuseppe Sortino, Willy Giannubilo, Giuseppe Guglielmi

Source: Digital Diagnostics, Vol 5, Iss 2, Pp 318-333 (2024)

Subject Terms: urinary bladder neoplasms, ultrasonography, multiparametric magnetic resonance imaging, diagnostic imaging, Computer applications to medicine. Medical informatics, R858-859.7

File Description: electronic resource

Relation: https://jdigitaldiagnostics.com/DD/article/viewFile/623889/pdf; https://doaj.org/toc/2712-8490; https://doaj.org/toc/2712-8962

Access URL: https://doaj.org/article/928f78ae8dec4870995151c7b0de88ab

DCE-MRI to distinguish all monoclonal plasma cell disease stages and correlation with diffusion-weighted MRI/PET-based biomarkers in a hybrid simultaneous whole body-2-[18F]FDG-PET/MRI imaging approach

Authors: Bastien Jamet, Hatem Necib, Thomas Carlier, Eric Frampas, Juliette Bazin, Paul-Henri Desfontis, Aurélien Monnet, Caroline Bodet-Milin, Philippe Moreau, Cyrille Touzeau, Francoise Kraeber-Bodere

Source: Cancer Imaging, Vol 24, Iss 1, Pp 1-10 (2024)

Subject Terms: Multiple myeloma, Plasma cell dyscrasias, Multiparametric magnetic resonance imaging, Positron-emission tomography imaging, Medical physics. Medical radiology. Nuclear medicine, R895-920, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282

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Relation: https://doaj.org/toc/1470-7330

Access URL: https://doaj.org/article/467a4f1fa54a45e8b8d0ed0ebd26dc4e

Role of region-of-interest magnetic resonance imaging fusion biopsy in mitigating overtreatment of localized prostate cancer – A retrospective cohort study

Authors: Carrie Wang, Purvish Trivedi, Esther Katende, Varun Awasthi, Riley Smith, Ryan Putney, Yahya Bondokji, Jong Y. Park, Jasreman Dhillon, Kosj Yamoah

Source: European Journal of Radiology Open, Vol 14, Iss , Pp 100642- (2025)

Subject Terms: Prostate cancer, Multiparametric magnetic resonance imaging, Active surveillance, Region of interest, Medical physics. Medical radiology. Nuclear medicine, R895-920

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Relation: http://www.sciencedirect.com/science/article/pii/S2352047725000097; https://doaj.org/toc/2352-0477

Access URL: https://doaj.org/article/a7776e386c6a4a6d98f4602f0f0db706

Predictive factors for non-mass enhancement occult in conventional breast imaging: The “PAMAS” study

Authors: Gargiulo, M. ^{a, ⁎}, Dien, E. ^b, Gal, J. ^c, Schiappa, R. ^c, Elkind, L. ^b, Lamarque, M. ^b

Source: In European Journal of Radiology March 2025 184

Evaluating Biparametric Versus Multiparametric Magnetic Resonance Imaging for Diagnosing Clinically Significant Prostate Cancer: An International, Paired, Noninferiority, Confirmatory Observer Study

Authors: Twilt, Jasper J. ^ac, Saha, Anindo ^ac, Bosma, Joeran S. ^ac, van Ginneken, Bram ^ac, Noordman, Constant R. ^ac, Slootweg, Ivan ^ac, Roest, Christian ^ad, Fransen, Stefan J. ^ad, Sunoqrot, Mohammed R.S. ^{ae, af}, Bathen, Tone F. ^{ae, af}, Rouw, Dennis ^ag, Geerdink, Jeroen ^ah, van Run, Chris ^ac, Groeneveld, Miriam ^ac, Meakin, James ^ac, Immerzeel, Jos J.F.M. ^ai, Yakar, Derya ^{ad, aj}, Elschot, Mattijs ^{ae, af}, Veltman, Jeroen ^ah, Fütterer, Jurgen J. ^ac, de Rooij, Maarten ^ac, Huisman, Henkjan ^{ac, ae}, Bjartell, Anders ^ak, Padhani, Anwar R. ^al, Bonekamp, David ^am, Villeirs, Geert ^an, Salomon, Georg ^ao, Giannarini, Gianluca ^ap, Kalpathy-Cramer, Jayashree ^aq, Barentsz, Jelle ^ai, Maier-Hein, Klaus H. ^{am, ar}, Rusu, Mirabela ^as, Obuchowski, Nancy A. ^at, Rouviere, Olivier ^au, van den Bergh, Roderick ^av, Panebianco, Valeria ^aw, Kasivisvanathan, Veeru ^{ax, ay}, Malakoti-Fard, Afsoun ^az, Mačiūnien, Agnė ^ba, Kawashima, Akira ^bb, Gaivão, Ana M. ^bc, Moreira, Ana S.L. ^bd, Ponsiglione, Andrea ^be, Rappaport, Annelies ^bf, Stanzione, Arnaldo ^be, Ciuvasovas, Arturas ^ba, Turkbey, Baris ^bg, Keyzer, Bart De ^bf, Pedersen, Bodil G. ^bh, Eijlers, Bram ^av, Chen, Christine ^bi, Riccardo, Ciabattoni ^bj, Alis, Deniz ^bk, Courrech Staal, Ewout F.W. ^bl, Thimansson, Erik ^bm, Jäderling, Fredrik ^bn, Langkilde, Fredrik ^bo, Aringhieri, Giacomo ^bp, Brembilla, Giorgio ^bq, Son, Hannah ^br, van der Lelij, Hans ^bl, Raat, Henricus P.J. ^bs, Pikūnienė, Ingrida ^bt, Macova, Iva ^bu, Schoots, Ivo ^{av, aj}, Caglic, Iztok ^bv, Zawaideh, Jeries P. ^bw, Wallström, Jonas ^bo, Bittencourt, Leonardo K. ^bx, Khurram, Misbah ^by, Choi, Moon Hyung ^bz, Takahashi, Naoki ^ca, Tan, Nelly ^bb, Franco, Paolo N. ^cb, Gutierrez, Patricia A. ^cc, Hanus, Petr ^bu, Puech, Philippe ^cc, Rau, Philipp R. ^cd, de Visschere, Pieter ^an, Guillaume, Ramette ^ce, Cuocolo, Renato ^cf, Falcão, Ricardo O. ^cg, van Stiphout, Rogier S.A. ^bs, Girometti, Rossano ^{ch, ci}, Briediene, Ruta ^cj, Grigienė, Rūta ^cj, Gitau, Samuel ^ck, Withey, Samuel ^cl, Ghai, Sangeet ^cm, Penzkofer, Tobias ^cn, Barrett, Tristan ^bv, Tammisetti, Varaha Sai ^co, Løgager, Vibeke B. ^az, Černý, Vladimír ^bu, Venderink, Wulphert ^ac, Law, Yan Mee ^cp, Lee, Young Joon ^cq, Rouvière, Olivier ^{o, p}

Source: In European Urology February 2025 87(2):240-250

Evaluation of the value of dynamic contrast-enhanced MRI for the diagnosis and follow-up of central cartilage tumors

Authors: Lejoly, Maryse ^{a, ⁎}, Den Berghe, Thomas Van ^a, Delbare, Felix ^a, Huysse, Wouter C.J. ^a, Creytens, David ^b, Sys, Gwen ^c, Verstraete, Koenraad L. ^a

Source: In European Journal of Radiology February 2025 183

Diagnostic Performance of Multiparametric MRI for the Detection of suspected Prostate Cancer in Biopsy-Naive Patients: A Systematic Review and Meta-analysis

Authors: Yang, Lei ^{a, b}, Zhang, Taijuan ^c, Liu, Shunli ^a, Ding, Hui ^a, Li, Zhiming ^a, Zhang, Zaixian ^{a, ⁎}

Source: In Academic Radiology January 2025 32(1):260-274

Effectiveness of cognitive fusion transrectal ultrasound prostate biopsy when compared with final prostatectomy histology

Authors: Ana Sofia Araújo, Joao Serra, Sara Anacleto, Ricardo Rodrigues, Catarina Tinoco, Andreia Cardoso, Mariana Capinha, Vera Marques, Paulo Mota

Source: Archivio Italiano di Urologia e Andrologia, Vol 96, Iss 4 (2024)

Subject Terms: Cognitive fusion biopsy, diagnostic accuracy, image fusion prostate cancer, multiparametric magnetic resonance imaging, radical prostatectomy, Diseases of the genitourinary system. Urology, RC870-923

File Description: electronic resource

Relation: https://www.pagepressjournals.org/aiua/article/view/13194; https://doaj.org/toc/1124-3562; https://doaj.org/toc/2282-4197

Access URL: https://doaj.org/article/7cac4962c96d4d629d3fe478757a3d8f

Use of deep learning-accelerated T2 TSE for prostate MRI: Comparison with and without hyoscine butylbromide admission

Authors: Boschheidgen, M. ^a, Drewes, L. ^a, Valentin, B. ^a, Ullrich, T. ^a, Trappe, S. ^a, Al-Monajjed, R. ^b, Radtke, J.P. ^b, Albers, P. ^b, Wittsack, H.J. ^a, Antoch, G. ^{a, c}, Schimmöller, L. ^{a, d, ⁎}

Source: In Magnetic Resonance Imaging May 2025 118

The Impact of Prostate Volume on Prostate Cancer Detection: Comparing Magnetic Resonance Imaging with Transrectal Ultrasound in Biopsy-naïve Men

Authors: Jianjun Ye, Chichen Zhang, Lei Zheng, Qihao Wang, Qiyou Wu, Xiang Tu, Yige Bao, Qiang Wei

Source: European Urology Open Science, Vol 64, Iss , Pp 1-8 (2024)

Subject Terms: Prostate volume, Prostate‐specific antigen density, Multiparametric magnetic resonance imaging, Transrectal ultrasound, Prostate cancer, Diseases of the genitourinary system. Urology, RC870-923, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282

File Description: electronic resource

Relation: http://www.sciencedirect.com/science/article/pii/S2666168324003628; https://doaj.org/toc/2666-1683

Access URL: https://doaj.org/article/c60ee8d6ef5f4ccf9e4d255d6bede466