Systems biology approach highlights mechanistic differences between Crohn’s disease and ulcerative colitis
Open Access
- 1 June 2021
- journal article
- research article
- Published by Springer Nature in Scientific Reports
- Vol. 11 (1) , 1-14
Abstract
The molecular mechanisms of IBD have been the subject of intensive exploration. We, therefore, assembled the available information into a suite of causal biological network models, which offer comprehensive visualization of the processes underlying IBD. Scientific text was curated by using Biological Expression Language (BEL) and compiled with OpenBEL 3.0.0. Network properties were analysed by Cytoscape. Network perturbation amplitudes were computed to score the network models with transcriptomic data from public data repositories. The IBD network model suite consists of three independent models that represent signalling pathways that contribute to IBD. In the “intestinal permeability” model, programmed cell death factors were downregulated in CD and upregulated in UC. In the “inflammation” model, PPARG, IL6, and IFN-associated pathways were prominent regulatory factors in both diseases. In the “wound healing” model, factors promoting wound healing were upregulated in CD and downregulated in UC. Scoring of publicly available transcriptomic datasets onto these network models demonstrated that the IBD models capture the perturbation in each dataset accurately. The IBD network model suite can provide better mechanistic insights of the transcriptional changes in IBD and constitutes a valuable tool in personalized medicine to further understand individual drug responses in IBD.Keywords
This publication has 86 references indexed in Scilit:
- NLRP3 inflammasome plays a key role in the regulation of intestinal homeostasisInflammatory Bowel Diseases, 2011
- Caveolin-1–dependent occludin endocytosis is required for TNF-induced tight junction regulation in vivoJournal of Cell Biology, 2010
- The NLRP3 Inflammasome Protects against Loss of Epithelial Integrity and Mortality during Experimental ColitisImmunity, 2010
- Raf Protects Against Colitis by Promoting Mouse Colon Epithelial Cell Survival Through NF-κBGastroenterology, 2008
- TGF-β-induced Foxp3 inhibits TH17 cell differentiation by antagonizing RORγt functionNature, 2008
- NF-κB Is a Negative Regulator of IL-1β Secretion as Revealed by Genetic and Pharmacological Inhibition of IKKβCell, 2007
- Unravelling the pathogenesis of inflammatory bowel diseaseNature, 2007
- PPARγ as a new therapeutic target in inflammatory bowel diseasesGut, 2006
- Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction NetworksGenome Research, 2003
- Alternative activation of macrophagesNature Reviews Immunology, 2003