LightCUD: a program for diagnosing IBD based on human gut microbiome data

LightCUD: a program for diagnosing IBD based on human gut microbiome data

Background: The diagnosis of inflammatory bowel disease (IBD) and discrimination between the types of IBD are clinically important. IBD is associated with marked changes in the intestinal microbiota. Advances in next-generation sequencing (NGS) technology and the improved hospital bioinformatics ana...

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Bibliographic Details
Main Authors: Li, M. (Author), Xie, Z. (Author), Xu, C. (Author), Zhou, M. (Author), Zhu, H. (Author), Zhu, X. (Author)
Format: Article
Language:English
Published: BioMed Central Ltd 2021
Subjects:
Article
bacterial strain
Biomarker
computer assisted diagnosis
controlled study
Crohn disease
data base
diagnostic accuracy
diagnostic test accuracy study
differential diagnosis
feature selection
human
Human gut microbiome
IBD
intestine flora
LightCUD algorithm
LightGBM algorithm
machine learning
Machine learning algorithm
major clinical study
microbial community
nonhuman
priority journal
receiver operating characteristic
RNA 16S
RNA sequencing
ulcerative colitis
whole genome sequencing
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