R Code and Data for Figures for: "Treatment-Specific Composition of Gut Microbiota Is Associated with Disease Remission in a Pediatric Crohn's Disease Cohort"

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Abstract/Contents

Abstract

Background: The beneficial effects of antibiotics in Crohn's disease (CD) depends in part on the gut microbiota but are inadequately understood. We investigated the impact of metronidazole (MET) and metronidazole plus azithromycin (MET+AZ) on the microbiota in pediatric CD, and the use of microbiota features as classifiers or predictors of disease remission.

Methods: 16S rRNA-based microbiota profiling was performed on stool samples from 67 patients in a multinational, randomized, controlled, longitudinal, 12-week trial of MET vs. MET+AZ in children with mild to moderate CD. Profiles were analyzed together with disease activity and then used to construct Random Forest models to classify remission or predict treatment response.

Results: Both MET and MET+AZ significantly decreased diversity of the microbiota and caused large treatment-specific shifts in microbiota structure at week 4. Disease remission was associated with a treatment-specific microbiota configuration. Random Forest models constructed from microbiota profiles pre- and during antibiotic treatment with metronidazole accurately classified disease remission in this treatment group (AUC of 0.879, 95% CI 0.683, 0.9877; sensitivity 0.7778; specificity 1.000, P < 0.001). A Random Forest model trained on pre-antibiotic microbiota profiles predicted disease remission at week 4 with modest accuracy (AUC of 0.8, P = 0.24).

Conclusions: MET and MET+AZ antibiotic regimens in pediatric CD lead to distinct gut microbiota structures at remission. It may be possible to classify and predict remission based in part on microbiota profiles, but larger cohorts will be needed to realize this goal.

Description

Type of resource software, multimedia
Date created August 2018 - March 2019

Creators/Contributors

Author Sprockett, Daniel
Author Fischer, Natalie
Contributing author Boneh, Rotem Sigall
Contributing author Turner, Dan
Contributing author Kierkus, Jarek
Contributing author Sladek, Malgorzata
Contributing author Escher, Johanna C.
Contributing author Wine, Eytan
Contributing author Yerushalmi, Baruch
Contributing author Dias, Jorge Amil
Contributing author Shaoul, Ron
Contributing author Kori, Michal
Contributing author Snapper, Scott B.
Contributing author Holmes, Susan
Contributing author Bousvaros, Athos
Contributing author Levine, Arie
Contributing author Relman, David

Subjects

Subject pediatric Crohn's disease
Subject microbiota
Subject antibiotics
Subject disease remission
Subject Random Forest model
Genre Dataset

Bibliographic information

Related Publication Levine A, Kori M, Kierkus J, et al Azithromycin and metronidazole versus metronidazole-based therapy for the induction of remission in mild to moderate paediatric Crohn’s disease : a randomised controlled trial Gut 2019;68:239-247. https://doi.org/10.1136/gutjnl-2017-315199
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Location https://purl.stanford.edu/mp935wb0227

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Preferred Citation
Sprockett D, Fischer N, Boneh RS, Turner D, Snapper S, Kierkus J, Sladek M, Escher JC, Wine E, Yerushalmi B, Dias JA, Shaoul R, Kori M, Holmes S, Bousvaros A, Levine A, and Relman DA. Treatment-Specific Composition of Gut Microbiota Is Associated with Disease Remission in a Pediatric Crohn's Disease Cohort. Stanford Digital Repository. Available at: https://purl.stanford.edu/mp935wb0227

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