TY - JOUR
T1 - Specific Antibiotics Increase the Risk of Flare-Ups in Patients with Inflammatory Bowel Disease
T2 - Results from a Danish Nationwide Population-Based Nested Case-Control Study
AU - Lo, Bobby
AU - Biederman, Luc
AU - Rogler, Gerhard
AU - Dora, Barbara
AU - Kreienbühl, Andrea
AU - Vind, Ida
AU - Bendtsen, Flemming
AU - Burisch, Johan
N1 - © The Author(s) 2024. Published by Oxford University Press on behalf of European Crohn’s and Colitis Organisation. All rights reserved. For permissions, please email: [email protected].
PY - 2024/8/14
Y1 - 2024/8/14
N2 - INTRODUCTION: Inflammatory bowel disease [IBD] patients have a relapsing-remitting disease course, and amongst environmental factors that aggravate the disease course, common drugs aside from non-steroidal anti-inflammatory drugs have not been studied in detail. While the microbiome is considered to play a significant role on the disease course, the impact of antibiotics is poorly understood. This study investigated the potential impact of different classes of antibiotics on the course of disease in IBD using the Danish National Patient Registry.METHODS: Danish IBD patients were studied using two nested case-control cohorts exploring associations between antibiotic types and IBD flare-ups, defined as IBD-related hospitalizations and/or high-dose systemic steroid exposure. Multivariate logistic regression and eXtreme Gradient Boosted decision tree [GBDT] machine learning methods evaluated antibiotic risks.RESULTS: Two cohorts with 15 636 and 5178 patients were analysed for risk of hospitalization and course of steroids, respectively. The risk of a flare-up was significantly increased with antecedent exposure to quinolones (ATC:J01M; odds ratio [OR]: 3.04-3.82), antimycotics [ATC:J02A; OR: 1.50-2.30], agents against amoebiasis and protozoal infections [ATC:P01A; OR: 1.95-3.18], intestinal anti-infectives [ATC:A07A; OR: 2.09-2.32], and beta-lactam antibiotics [ATC:J01C; OR: 1.36]. The GBDT models achieved an area under the curve of 0.71-0.85 for predicting flare-ups, with the same above-mentioned antibiotics being in the ten most important variables.CONCLUSION: We found distinctive antibiotics to be significantly associated with an increased risk of IBD flare-ups. Our findings are corroborated by our GBDT machine learning models. Healthcare providers should be aware of the deleterious potential of specific antibiotic groups in patients with IBD only using these agents in a restrictive manner or preferentially consider alternative antibiotic groups.
AB - INTRODUCTION: Inflammatory bowel disease [IBD] patients have a relapsing-remitting disease course, and amongst environmental factors that aggravate the disease course, common drugs aside from non-steroidal anti-inflammatory drugs have not been studied in detail. While the microbiome is considered to play a significant role on the disease course, the impact of antibiotics is poorly understood. This study investigated the potential impact of different classes of antibiotics on the course of disease in IBD using the Danish National Patient Registry.METHODS: Danish IBD patients were studied using two nested case-control cohorts exploring associations between antibiotic types and IBD flare-ups, defined as IBD-related hospitalizations and/or high-dose systemic steroid exposure. Multivariate logistic regression and eXtreme Gradient Boosted decision tree [GBDT] machine learning methods evaluated antibiotic risks.RESULTS: Two cohorts with 15 636 and 5178 patients were analysed for risk of hospitalization and course of steroids, respectively. The risk of a flare-up was significantly increased with antecedent exposure to quinolones (ATC:J01M; odds ratio [OR]: 3.04-3.82), antimycotics [ATC:J02A; OR: 1.50-2.30], agents against amoebiasis and protozoal infections [ATC:P01A; OR: 1.95-3.18], intestinal anti-infectives [ATC:A07A; OR: 2.09-2.32], and beta-lactam antibiotics [ATC:J01C; OR: 1.36]. The GBDT models achieved an area under the curve of 0.71-0.85 for predicting flare-ups, with the same above-mentioned antibiotics being in the ten most important variables.CONCLUSION: We found distinctive antibiotics to be significantly associated with an increased risk of IBD flare-ups. Our findings are corroborated by our GBDT machine learning models. Healthcare providers should be aware of the deleterious potential of specific antibiotic groups in patients with IBD only using these agents in a restrictive manner or preferentially consider alternative antibiotic groups.
KW - Adult
KW - Aged
KW - Anti-Bacterial Agents/adverse effects
KW - Case-Control Studies
KW - Decision Trees
KW - Denmark/epidemiology
KW - Female
KW - Hospitalization/statistics & numerical data
KW - Humans
KW - Inflammatory Bowel Diseases/drug therapy
KW - Machine Learning
KW - Male
KW - Middle Aged
KW - Quinolones/adverse effects
KW - Registries
KW - Risk Factors
KW - Symptom Flare Up
KW - Young Adult
UR - http://www.scopus.com/inward/record.url?scp=85195388610&partnerID=8YFLogxK
U2 - 10.1093/ecco-jcc/jjae027
DO - 10.1093/ecco-jcc/jjae027
M3 - Journal article
C2 - 38367201
SN - 1873-9946
VL - 18
SP - 1232
EP - 1240
JO - Journal of Crohn's & colitis
JF - Journal of Crohn's & colitis
IS - 8
ER -