Preoperative prediction of perineural invasion and KRAS mutation in colon cancer using machine learning.

Yu LiAydin EresenJunjie ShangguanJia YangAl B BensonVahid YaghmaiZhuoli Zhang

Published in: Journal of cancer research and clinical oncology (2020)

Machine learning models developed using preoperative CT data can predict PNI and KRAS mutation in colon cancer patients with satisfactory performance. Individual-stage models better-characterized the relationship between CT features and PNI or KRAS mutation than multi-stage models and demonstrated good prediction scores.

Keyphrases

machine learning
wild type
image quality
computed tomography
patients undergoing
dual energy
contrast enhanced
big data
electronic health record
magnetic resonance imaging
artificial intelligence
deep learning