Image-based consensus molecular subtype (imCMS) classification of colorectal cancer using deep learning.

Korsuk SirinukunwattanaEnric DomingoSusan D RichmanKeara L RedmondAndrew BlakeClare VerrillSimon J LeedhamAikaterini ChatzipliClaire HardyCelina M WhalleyChieh-Hsi WuAndrew D BeggsUltan McDermottPhilip D DunneAngela MeadeSteven M WalkerGraeme I MurrayLeslie SamuelMatthew SeymourIan P M TomlinsonPhil QuirkeTimothy S Maughan Jens Rittscher Viktor Hendrik Koelzernull null

Published in: Gut (2020)

This study shows that a prediction of RNA expression classifiers can be made from H&E images, opening the door to simple, cheap and reliable biological stratification within routine workflows.

Keyphrases

deep learning
convolutional neural network
artificial intelligence
machine learning
clinical practice
poor prognosis
optical coherence tomography
long non coding rna
nucleic acid