MRI T2w Radiomics-Based Machine Learning Models in Imaging Simulated Biopsy Add Diagnostic Value to PI-RADS in Predicting Prostate Cancer: A Retrospective Diagnostic Study

The machine learning model based on radiomics analysis of MRI T2w images, along with simulated biopsy, provides additional diagnostic value to the PI-RADS scoring system in predicting PCa.

Authors

Institutions

Publication Details

Journal
Cancers
Published
2024-08-23
DOI
https://doi.org/10.3390/cancers16172944
Citations
7
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
Field-Weighted Citation Impact
2.83

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

MRI T2w Radiomics-Based Machine Learning Models in Imaging Simulated Biopsy Add Diagnostic Value to PI-RADS in Predicting Prostate Cancer: A Retrospective Diagnostic Study

Rong Na, Xiaohao Ruan, Chun‐Ting Lai, Chi Yao et al.
7 citations
Cancers
Radiomics and Machine Learning in Medical Imaging
2.83
article

MRI T2w Radiomics-Based Machine Learning Models in Imaging Simulated Biopsy Add Diagnostic Value to PI-RADS in Predicting Prostate Cancer: A Retrospective Diagnostic Study

Rong Na, Xiaohao Ruan, Chun‐Ting Lai, Chi Yao, Hoi-Lung Wong, Jiacheng Liu, Danfeng Xu, Da Huang, Chiu‐Fung Tsang, T.Y. Ng, Tsun-Tsun Chun, Sze-Ho Ho
article en
7 citations

Abstract

The machine learning model based on radiomics analysis of MRI T2w images, along with simulated biopsy, provides additional diagnostic value to the PI-RADS scoring system in predicting PCa.

CancersVol. 16(17)
Chinese University of Hong Kong (HK), Shanghai Jiao Tong University (CN), Queen Mary Hospital (CN), Ruijin Hospital (CN), University of Hong Kong (HK)
National Natural Science Foundation of China, Science and Technology Commission of Shanghai Municipality
Good health and well-being
Openalex Percentile: Top 9%
Radiomics and Machine Learning in Medical Imaging
2.83
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.