Impact of machine learning with multiparametric magnetic resonance imaging of the breast for early prediction of response to neoadjuvant chemotherapy and survival …
A Tahmassebi, GJ Wengert, TH Helbich… - Investigative …, 2019 - journals.lww.com
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 …
multiparametric magnetic resonance imaging (mpMRI) for the early prediction of …
Multivariate machine learning models for prediction of pathologic response to neoadjuvant therapy in breast cancer using MRI features: a study using an independent …
Purpose To determine whether a multivariate machine learning-based model using
computer-extracted features of pre-treatment dynamic contrast-enhanced magnetic …
computer-extracted features of pre-treatment dynamic contrast-enhanced magnetic …
Radiomic signatures derived from multiparametric MRI for the pretreatment prediction of response to neoadjuvant chemotherapy in breast cancer
T Bian, Z Wu, Q Lin, H Wang, Y Ge… - The British Journal of …, 2020 - academic.oup.com
Objectives: To investigate the ability of radiomic signatures based on MRI to evaluate the
response and efficiency of neoadjuvant chemotherapy (NAC) for treating breast cancers …
response and efficiency of neoadjuvant chemotherapy (NAC) for treating breast cancers …
Multiparametric magnetic resonance imaging for predicting pathological response after the first cycle of neoadjuvant chemotherapy in breast cancer
Objectives The purpose of this study was to determine whether multiparametric magnetic
resonance imaging (MRI) using dynamic contrast-enhanced MRI (DCE-MRI) and diffusion …
resonance imaging (MRI) using dynamic contrast-enhanced MRI (DCE-MRI) and diffusion …
Radiomics of multiparametric MRI for pretreatment prediction of pathologic complete response to neoadjuvant chemotherapy in breast cancer: a multicenter study
Purpose: We evaluated the performance of the newly proposed radiomics of multiparametric
MRI (RMM), developed and validated based on a multicenter dataset adopting a radiomic …
MRI (RMM), developed and validated based on a multicenter dataset adopting a radiomic …
Applying a new quantitative global breast MRI feature analysis scheme to assess tumor response to chemotherapy
Purpose To develop a new quantitative global kinetic breast magnetic resonance imaging
(MRI) features analysis scheme and assess its feasibility to assess tumor response to …
(MRI) features analysis scheme and assess its feasibility to assess tumor response to …
Machine learning with magnetic resonance imaging for prediction of response to neoadjuvant chemotherapy in breast cancer: A systematic review and meta-analysis
X Liang, X Yu, T Gao - European Journal of Radiology, 2022 - Elsevier
Purpose The aim of this meta-analysis was to determine the diagnostic accuracy of machine
learning (ML) models with MRI in predicting pathological response to neoadjuvant …
learning (ML) models with MRI in predicting pathological response to neoadjuvant …
Investigating the prediction value of multiparametric magnetic resonance imaging at 3 T in response to neoadjuvant chemotherapy in breast cancer
Objective To explore the predictive value of parameters derived from diffusion-weighted
imaging (DWI) and contrast-enhanced (CE)-MRI at different time-points during neoadjuvant …
imaging (DWI) and contrast-enhanced (CE)-MRI at different time-points during neoadjuvant …
[HTML][HTML] Machine learning with multiparametric magnetic resonance imaging of the breast for early prediction of response to neoadjuvant chemotherapy
In patients with locally advanced breast cancer undergoing neoadjuvant chemotherapy
(NAC), some patients achieve a complete pathologic response (pCR), some achieve a …
(NAC), some patients achieve a complete pathologic response (pCR), some achieve a …
Multiparametric MRI-based radiomics analysis for prediction of breast cancers insensitive to neoadjuvant chemotherapy
Purpose To evaluate the value of multiparametric magnetic resonance imaging (MRI) in
pretreatment prediction of breast cancers insensitive to neoadjuvant chemotherapy (NAC) …
pretreatment prediction of breast cancers insensitive to neoadjuvant chemotherapy (NAC) …
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