Intra- and Peritumoral Radiomics Model Based on Early DCE-MRI for Preoperative Prediction of Molecular Subtypes in Invasive Ductal Breast Carcinoma: A Multitask Machine Learning Study

Intra- and Peritumoral Radiomics Model Based on Early DCE-MRI for Preoperative Prediction of Molecular Subtypes in Invasive Ductal Breast Carcinoma: A Multitask Machine Learning Study

PurposeThe aim of this study is to investigate radiomics features extracted from the optimal peritumoral region and the intratumoral area on the early phase of dynamic contrast-enhanced MRI (DCE-MRI) for predicting molecular subtypes of invasive ductal breast carcinoma (IDBC).MethodsA total of 422 I...

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Bibliographic Details
Main Authors: Shuhai Zhang, Xiaolei Wang, Zhao Yang, Yun Zhu, Nannan Zhao, Yang Li, Jie He, Haitao Sun, Zongyu Xie
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-06-01
Series:Frontiers in Oncology
Subjects:
breast cancer
magnetic resonance imaging
dynamic contrast-enhanced imaging
radiomics
molecular subtype
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2022.905551/full

Internet

https://www.frontiersin.org/articles/10.3389/fonc.2022.905551/full

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