Gut microbiome-based supervised machine learning for clinical diagnosis of inflammatory bowel diseases
Ishan Manandhar, Ahmad Alimadadi, Sachin Aryal, Patricia B. Munroe, Bina Joe, Xi Cheng
2021American Journal of Physiology-Gastrointestinal and Liver Physiology92 citationsDOIOpen Access PDF
Abstract
Our study demonstrates the promising potential of artificial intelligence via supervised machine learning modeling for predictive diagnostics of different types of inflammatory bowel diseases using fecal gut microbiome data.
Topics & Concepts
Linear discriminant analysisMicrobiomeInflammatory bowel diseaseDysbiosisReceiver operating characteristicUlcerative colitisRandom forestArtificial intelligenceMachine learningBiologyDiseaseMedicineInternal medicineComputer scienceBioinformaticsGut microbiota and healthHelicobacter pylori-related gastroenterology studiesColorectal Cancer Screening and Detection