Standardized algorithm for developing MRI-based radiomics models for detecting Grade Group ≥ 1 and ≥ 3 prostate cancer: recommendations from a systematic review, meta-analysis, and methodological quality assessment (RQS/METRICS)

O. V. Kryuchkova; E. V. Schepkina; A. I. Kuznetsov; E. V. Zarya; S. V. Epifanova; N. A. Rubtsova; B. Ya. Alekseev; A. E. Talyshinskii

Research and Practical Medicine Journal
Issledovaniâ i praktika v medicine.

ISSN 2410-1893 (Online)

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Kryuchkova O.V., Schepkina E.V., Kuznetsov A.I., Zarya E.V., Epifanova S.V., Rubtsova N.A., Alekseev B.Ya., Talyshinskii A.E. Standardized algorithm for developing MRI-based radiomics models for detecting Grade Group ≥ 1 and ≥ 3 prostate cancer: recommendations from a systematic review, meta-analysis, and methodological quality assessment (RQS/METRICS). Research and Practical Medicine Journal. 2026;13(2):104-120. (In Russ.) https://doi.org/10.17709/2410-1893-2026-13-2-8. EDN: EHSYGT

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ISSN 2410-1893 (Online)

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About the Authors

O. V. Kryuchkova
https://www.cchp.ru
Central Clinical Hospital, Moscow, Russian Federation Central State Medical Academy, Moscow, Russian Federation

Oksana V. Kryuchkova – Cand. Sci. (Medicine), Radiologist, Head of the Department of Radiology and Computed Tomography, Central Clinical Hospital, Moscow, Russian Federation; Associate Professor, Department of Diagnostic Radiology and Radiation Therapy., Central State Medical Academy, Moscow, Russian Federation

ORCID: https://orcid.org/0000-0001-6483-2074, eLibrary SPIN: 2445-3370, AuthorID: 1230036, Scopus Author ID: 57217874860

E. V. Schepkina
https://www.ranepa.ru
Russian Presidential Academy of National Economy and Public Administration, Moscow, Russian Federation Research and Practical Clinical Center for Diagnostics and Telemedical Technologies, Moscow, Russian Federation

Elena V. Schepkina – Cand. Sci. (Sociology), Chief Specialist, Deputy Head of the Department for Consolidated Personnel Registry and Statistics, Russian Presidential Academy of National Economy and Public Administration, Moscow, Russian Federation; Analyst, Research and Practical Clinical Center for Diagnostics and Telemedical Technologies, Moscow, Russian Federation

ORCID: https://orcid.org/0000-0002-2079-1482, eLibrary SPIN: 2347-9436, AuthorID: 959277, Scopus Author ID: 57211515165, WoS ResearcherID: IAR-4060-2023

A. I. Kuznetsov
https://mai.ru
Moscow Aviation Institute (National Research University) Moscow, Russian Federation

Anton I. Kuznetsov – Programmer, TechDepartment Company, Moscow, Russian Federation

ORCID: https://orcid.org/0000-0003-2182-5792, eLibrary SPIN: 8824-9080, AuthorID: 1198516, Scopus Author ID: 57222512467

E. V. Zarya
https://www.cchp.ru
Central Clinical Hospital Moscow, Russian Federation

Elena V. Zarya – Radiologist, Department of Radiology and Computed Tomography, Central Clinical Hospital, Moscow, Russian Federation

ORCID: https://orcid.org/0009-0001-4444-8881, eLibrary SPIN: 9800-8219, AuthorID: 1222625, Scopus Author ID: 59469698700

S. V. Epifanova
https://www.cchp.ru
Central Clinical Hospital, Moscow, Russian Federation Research and Practical Clinical Center for Diagnostics and Telemedical Technologies, Moscow, Russian Federation

Svetlana V. Epifanova – Cand. Sci. (Medicine), Radiologist, Central Clinical Hospital, Moscow, Russian Federation

ORCID: https://orcid.org/0000-0002-7591-5120, eLibrary SPIN: 9067-5033, AuthorID: 701641, Scopus Author ID: 37123630700

N. A. Rubtsova
https://new.nmicr.ru/mnioi/
P. Hertsen Moscow Oncology Research Institute – Branch of the National Medical Research Radiological Centre Moscow, Russian Federation

Natalia A. Rubtsova – Dr. Sci. (Medicine), Head of the Department of Radiology, P. Hertsen Moscow Oncology Research Institute – Branch of the National Medical Research Radiological Centre, Moscow, Russian Federation

ORCID: https://orcid.org/0000-0001-8378-4338, eLibrary SPIN: 9712-9091, AuthorID: 700892, Scopus Author ID: 15844343600

B. Ya. Alekseev
https://new.nmicr.ru
National Medical Research Radiological Centre Obninsk, Russian Federation

Boris Ya. Alekseev – Dr. Sci. (Medicine), Professor, Deputy Director General for Research, National Medical Research Radiological Centre, Obninsk, Russian Federation

ORCID: https://orcid.org/0000-0002-3398-4128, eLibrary SPIN: 4692-5705, AuthorID: 651796, Scopus Author ID: 16023947400, WoS ResearcherID: O-1008-2017

A. E. Talyshinskii
https://spbu.ru
Saint Petersburg State University Saint Petersburg, Russian Federation

Ali E. Talyshinskii – Dr. Sci. (Medicine), Urologist-Andrologist, Ultrasound Specialist, Saint Petersburg State University, Saint Petersburg, Russian Federation

ORCID: https://orcid.org/0000-0002-3521-8937, eLibrary SPIN: 7747-0117, AuthorID: 1097817, Scopus Author ID: 57216868363, WoS ResearcherID: AFQ-8161-2022

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