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Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease

Background: Crohn’s disease (CD) is a multifactorial inflammatory bowel disease characterized by complex aberrant autoimmune disorders. Currently, the involvement of the circadian rhythm in the pathogenesis of CD is unknown. Methods: Bulk and single-cell RNA-seq data and associated clinical data fro...

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Autores principales: Liu, Dan, Chen, Yin-Yun, Li, Qing-qing, Xu, Ming, Liao, Jiang-Tao, Wang, Ben
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9511471/
https://www.ncbi.nlm.nih.gov/pubmed/36172047
http://dx.doi.org/10.3389/fmolb.2022.961481
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author Liu, Dan
Chen, Yin-Yun
Li, Qing-qing
Xu, Ming
Liao, Jiang-Tao
Wang, Ben
author_facet Liu, Dan
Chen, Yin-Yun
Li, Qing-qing
Xu, Ming
Liao, Jiang-Tao
Wang, Ben
author_sort Liu, Dan
collection PubMed
description Background: Crohn’s disease (CD) is a multifactorial inflammatory bowel disease characterized by complex aberrant autoimmune disorders. Currently, the involvement of the circadian rhythm in the pathogenesis of CD is unknown. Methods: Bulk and single-cell RNA-seq data and associated clinical data from patients with CD were downloaded from the Gene Expression Omnibus (GEO). Single-sample gene set enrichment analysis was performed to calculate the enrichment score (ES) of circadian rhythm-related genes. Differential expression analysis was used to identify differentially expressed genes. Functional enrichment analysis was used to explore potential disease mechanisms. CIBERSORT was used to estimate immune cell abundance. Single-cell RNA-seq data were analyzed using the R package “Seurat.” Results: The ES of circadian rhythm-related genes was lower in the CD tissue than in the normal tissue. Ubiquitin-specific protease 2 (USP2), a circadian rhythm-related gene, was identified as a potential modulator of CD pathogenesis. USP2 expression was reduced in CD and was associated with disease severity. Moreover, the analysis of bulk RNA-seq and single-cell RNA-seq data showed that monocyte and neutrophil abundance was elevated in CD and was negatively correlated with USP2 expression. It should be noted that USP2 expression in acinar cells was negatively correlated with monocyte and neutrophil abundance. Functional enrichment analysis revealed several canonical pathways to be enriched in CD, including the interleukin-17 signaling pathway, tumor necrosis factor signaling pathway, cytokine–cytokine receptor interaction, toll-like receptor signaling pathway, and nod-like receptor signaling pathway. Conclusion: Aberrant expression of circadian rhythm-related genes is correlated with CD pathogenesis. USP2 might be related to crosstalk among the different cell types in CD. These findings provide insights into future chronotherapy for CD.
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spelling pubmed-95114712022-09-27 Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease Liu, Dan Chen, Yin-Yun Li, Qing-qing Xu, Ming Liao, Jiang-Tao Wang, Ben Front Mol Biosci Molecular Biosciences Background: Crohn’s disease (CD) is a multifactorial inflammatory bowel disease characterized by complex aberrant autoimmune disorders. Currently, the involvement of the circadian rhythm in the pathogenesis of CD is unknown. Methods: Bulk and single-cell RNA-seq data and associated clinical data from patients with CD were downloaded from the Gene Expression Omnibus (GEO). Single-sample gene set enrichment analysis was performed to calculate the enrichment score (ES) of circadian rhythm-related genes. Differential expression analysis was used to identify differentially expressed genes. Functional enrichment analysis was used to explore potential disease mechanisms. CIBERSORT was used to estimate immune cell abundance. Single-cell RNA-seq data were analyzed using the R package “Seurat.” Results: The ES of circadian rhythm-related genes was lower in the CD tissue than in the normal tissue. Ubiquitin-specific protease 2 (USP2), a circadian rhythm-related gene, was identified as a potential modulator of CD pathogenesis. USP2 expression was reduced in CD and was associated with disease severity. Moreover, the analysis of bulk RNA-seq and single-cell RNA-seq data showed that monocyte and neutrophil abundance was elevated in CD and was negatively correlated with USP2 expression. It should be noted that USP2 expression in acinar cells was negatively correlated with monocyte and neutrophil abundance. Functional enrichment analysis revealed several canonical pathways to be enriched in CD, including the interleukin-17 signaling pathway, tumor necrosis factor signaling pathway, cytokine–cytokine receptor interaction, toll-like receptor signaling pathway, and nod-like receptor signaling pathway. Conclusion: Aberrant expression of circadian rhythm-related genes is correlated with CD pathogenesis. USP2 might be related to crosstalk among the different cell types in CD. These findings provide insights into future chronotherapy for CD. Frontiers Media S.A. 2022-09-07 /pmc/articles/PMC9511471/ /pubmed/36172047 http://dx.doi.org/10.3389/fmolb.2022.961481 Text en Copyright © 2022 Liu, Chen, Li, Xu, Liao and Wang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Molecular Biosciences
Liu, Dan
Chen, Yin-Yun
Li, Qing-qing
Xu, Ming
Liao, Jiang-Tao
Wang, Ben
Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease
title Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease
title_full Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease
title_fullStr Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease
title_full_unstemmed Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease
title_short Integrative bioinformatics analysis to identify the effects of circadian rhythm on Crohn’s disease
title_sort integrative bioinformatics analysis to identify the effects of circadian rhythm on crohn’s disease
topic Molecular Biosciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9511471/
https://www.ncbi.nlm.nih.gov/pubmed/36172047
http://dx.doi.org/10.3389/fmolb.2022.961481
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