Radiomics signature on magnetic resonance imaging: association with disease-free survival in patients with invasive breast cancer

H Park, Y Lim, ES Ko, H Cho, JE Lee, BK Han… - Clinical Cancer …, 2018 - AACR
Purpose: To develop a radiomics signature based on preoperative MRI to estimate disease-
free survival (DFS) in patients with invasive breast cancer and to establish a radiomics …

Ultrasound-based radiomics analysis for predicting disease-free survival of invasive breast cancer

L Xiong, H Chen, X Tang, B Chen, X Jiang, L Liu… - Frontiers in …, 2021 - frontiersin.org
Background Accurate prediction of recurrence is crucial for personalized treatment in breast
cancer, and whether the radiomics features of ultrasound (US) could be used to predict …

Development and validation of a preoperative magnetic resonance imaging radiomics–based signature to predict axillary lymph node metastasis and disease-free …

Y Yu, Y Tan, C Xie, Q Hu, J Ouyang, Y Chen… - JAMA network …, 2020 - jamanetwork.com
Importance Axillary lymph node metastasis (ALNM) status, typically estimated using an
invasive procedure with a high false-negative rate, strongly affects the prognosis of …

An MRI-based radiomics classifier for preoperative prediction of Ki-67 status in breast cancer

C Liang, Z Cheng, Y Huang, L He, X Chen, Z Ma… - Academic radiology, 2018 - Elsevier
Rationale and Objectives This study aims to investigate the value of a magnetic resonance
imaging–based radiomics classifier for preoperatively predicting the Ki-67 status in patients …

Radiomics predicts the prognosis of patients with locally advanced breast cancer by reflecting the heterogeneity of tumor cells and the tumor microenvironment

X Wang, T Xie, J Luo, Z Zhou, X Yu, X Guo - Breast Cancer Research, 2022 - Springer
Background This study investigated the efficacy of radiomics to predict survival outcome for
locally advanced breast cancer (LABC) patients and the association of radiomics with tumor …

Multiparametric MRI-based radiomics analysis for prediction of breast cancers insensitive to neoadjuvant chemotherapy

Q Xiong, X Zhou, Z Liu, C Lei, C Yang, M Yang… - Clinical and …, 2020 - Springer
Purpose To evaluate the value of multiparametric magnetic resonance imaging (MRI) in
pretreatment prediction of breast cancers insensitive to neoadjuvant chemotherapy (NAC) …

Preoperative prediction of axillary sentinel lymph node burden with multiparametric MRI-based radiomics nomogram in early-stage breast cancer

X Zhang, Z Yang, W Cui, C Zheng, H Li, Y Li, L Lu… - European …, 2021 - Springer
Objectives To develop and validate a multiparametric MRI-based radiomics nomogram for
pretreatment predicting the axillary sentinel lymph node (SLN) burden in early-stage breast …

Most-enhancing tumor volume by MRI radiomics predicts recurrence-free survival “early on” in neoadjuvant treatment of breast cancer

K Drukker, H Li, N Antropova, A Edwards… - Cancer imaging, 2018 - Springer
Background The hypothesis of this study was that MRI-based radiomics has the ability to
predict recurrence-free survival “early on” in breast cancer neoadjuvant chemotherapy …

MRI radiomics for assessment of molecular subtype, pathological complete response, and residual cancer burden in breast cancer patients treated with neoadjuvant …

S Choudhery, D Gomez-Cardona, CP Favazza… - Academic radiology, 2022 - Elsevier
Rationale and Objectives There are limited data on pretreatment imaging features that can
predict response to neoadjuvant chemotherapy (NAC). To extract volumetric pretreatment …

A rapid volume of interest-based approach of radiomics analysis of breast MRI for tumor decoding and phenotyping of breast cancer

A Demircioglu, J Grueneisen, M Ingenwerth… - PloS one, 2020 - journals.plos.org
Background Recently, radiomics has emerged as a non-invasive, imaging-based tissue
characterization method in multiple cancer types. One limitation for robust and reproducible …