Nature Communications (Mar 2021)
Predicting treatment response from longitudinal images using multi-task deep learning
Abstract
Radiographic imaging is routinely used to evaluate treatment response in solid tumors. Here, the authors present a multi-task deep learning approach that allows simultaneous tumor segmentation and response prediction from longitudinal images in a multi-center study on rectal cancer.