Multiparametric MRI and Machine Learning Based Radiomic Models for Preoperative Prediction of Multiple Biological Characteristics in Prostate Cancer

Multiparametric MRI and Machine Learning Based Radiomic Models for Preoperative Prediction of Multiple Biological Characteristics in Prostate Cancer

ObjectivesThis study aims to develop and evaluate multiparametric MRI (MP-MRI)-based radiomic models as a noninvasive diagnostic method to predict several biological characteristics of prostate cancer.MethodsA total of 252 patients were retrospectively included who underwent radical prostatectomy an...

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Bibliographic Details
Main Authors: Xuhui Fan, Ni Xie, Jingwen Chen, Tiewen Li, Rong Cao, Hongwei Yu, Meijuan He, Zilin Wang, Yihui Wang, Hao Liu, Han Wang, Xiaorui Yin
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-02-01
Series:Frontiers in Oncology
Subjects:
radiomics
prostate cancer
magnetic resonance imaging
biological characteristics
risk stratification
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2022.839621/full

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https://www.frontiersin.org/articles/10.3389/fonc.2022.839621/full

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