Algebraic topology-based machine learning using MRI predicts outcomes in primary sclerosing cholangitis.

Yashbir SinghWilliam A JonsJohn E EatonMette VesterhusTom KarlsenIda BjoerkAndreas AbildgaardKristin Kaasen JorgensenTrine FolseraasDerek LittleAliya F GulamhuseinKosta PetrovicAnne NegardGian Marco ConteJoseph D SobekJaidip JagtapSudhakar K VenkateshGregory J GoresNicholas F LaRussoKonstantinos N LazaridisBradley J Erickson

Published in: European radiology experimental (2022)

Algebraic topology-based ML is a methodological approach that can predict outcomes in patients with PSC and has the potential for application in other chronic liver diseases.

Keyphrases

machine learning
magnetic resonance imaging
type diabetes
risk assessment
big data
human health
magnetic resonance
diffusion weighted imaging