Impact of Machine Learning With Multiparametric Magnetic Resonance Imaging of the Breast for Early Prediction of Response to Neoadjuvant Chemotherapy and Survival Outcomes in Breast Cancer Patients.
Journal:
Investigative radiology
Published Date:
Feb 1, 2019
Abstract
PURPOSE: The aim of this study was to assess the potential of machine learning with multiparametric magnetic resonance imaging (mpMRI) for the early prediction of pathological complete response (pCR) to neoadjuvant chemotherapy (NAC) and of survival outcomes in breast cancer patients.
Authors
Keywords
Adult
Aged
Breast
Breast Neoplasms
Chemotherapy, Adjuvant
Diffusion Magnetic Resonance Imaging
Female
Humans
Machine Learning
Magnetic Resonance Imaging
Middle Aged
Neoadjuvant Therapy
Predictive Value of Tests
Prospective Studies
Reproducibility of Results
ROC Curve
Survival Analysis
Treatment Outcome