# Integrated Analysis of Transcriptome Profiles and lncRNA–miRNA–mRNA Competing Endogenous RNA Regulatory Network to Identify Biological Functional Effects of Genes and Pathways Associated with Johne’s Disease in Dairy Cattle

**Authors:** Farzad Ghafouri, Vahid Dehghanian Reyhan, Mostafa Sadeghi, Seyed Reza Miraei-Ashtiani, John P. Kastelic, Herman W. Barkema, Masoud Shirali

PMC · DOI: 10.3390/ncrna10040038 · 2024-06-28

## TL;DR

This study identifies key genes and RNA networks involved in immune responses to Johne’s disease in dairy cattle, offering new insights into the disease’s molecular mechanisms.

## Contribution

The study introduces a novel integration of transcriptome data and ceRNA networks to uncover molecular regulation in Johne’s disease.

## Key findings

- Identified 21 hub genes and 28 lncRNAs, 42 miRNAs, and 370 mRNAs involved in MAP infection response.
- Detected eight subnets with regulatory RNAs and enriched immune-related pathways like NF-kappa B and T cell activation.
- Provided insights into phenotypic differences in JD pathogenicity through transcriptome and ceRNA analysis.

## Abstract

Paratuberculosis or Johne’s disease (JD), a chronic granulomatous gastroenteritis caused by Mycobacterium avium subsp. paratuberculosis (MAP), causes huge economic losses and reduces animal welfare in dairy cattle herds worldwide. At present, molecular mechanisms and biological functions involved in immune responses to MAP infection of dairy cattle are not clearly understood. Our purpose was to integrate transcriptomic profiles and competing endogenous RNA (ceRNA) network analyses to identify key messenger RNAs (mRNAs) and regulatory RNAs involved in molecular regulation of peripheral blood mononuclear cells (PBMCs) for MAP infection in dairy cattle. In total, 28 lncRNAs, 42 miRNAs, and 370 mRNAs were identified by integrating gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses. In this regard, we identified 21 hub genes (CCL20, CCL5, CD40, CSF2, CXCL8, EIF2AK2, FOS, IL10, IL17A, IL1A, IL1B, IRF1, MX2, NFKB1, NFKBIA, PTGS2, SOCS3, TLR4, TNF, TNFAIP3, and VCAM1) involved in MAP infection. Furthermore, eight candidate subnets with eight lncRNAs, 29 miRNAs, and 237 mRNAs were detected through clustering analyses, whereas GO enrichment analysis of identified RNAs revealed 510, 22, and 11 significantly enriched GO terms related to MAP infection in biological process, molecular function, and cellular component categories, respectively. The main metabolic-signaling pathways related to MAP infection that were enriched included the immune system process, defense response, response to cytokine, leukocyte migration, regulation of T cell activation, defense response to bacterium, NOD-like receptor, B cell receptor, TNF, NF-kappa B, IL-17, and T cell receptor signaling pathways. Contributions of transcriptome profiles from MAP-positive and MAP-negative sample groups plus a ceRNA regulatory network underlying phenotypic differences in the intensity of pathogenicity of JD provided novel insights into molecular mechanisms associated with immune system responses to MAP infection in dairy cattle.

## Linked entities

- **Genes:** CCL20 (C-C motif chemokine ligand 20) [NCBI Gene 6364], CCL5 (C-C motif chemokine ligand 5) [NCBI Gene 6352], CD40 (CD40 molecule) [NCBI Gene 958], CSF2 (colony stimulating factor 2) [NCBI Gene 1437], CXCL8 (C-X-C motif chemokine ligand 8) [NCBI Gene 3576], EIF2AK2 (eukaryotic translation initiation factor 2 alpha kinase 2) [NCBI Gene 5610], FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353], IL10 (interleukin 10) [NCBI Gene 3586], IL17A (interleukin 17A) [NCBI Gene 3605], IL1A (interleukin 1 alpha) [NCBI Gene 3552], IL1B (interleukin 1 beta) [NCBI Gene 3553], IRF1 (interferon regulatory factor 1) [NCBI Gene 3659], MX2 (MX dynamin like GTPase 2) [NCBI Gene 4600], NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790], NFKBIA (NFKB inhibitor alpha) [NCBI Gene 4792], PTGS2 (prostaglandin-endoperoxide synthase 2) [NCBI Gene 5743], SOCS3 (suppressor of cytokine signaling 3) [NCBI Gene 9021], TLR4 (toll like receptor 4) [NCBI Gene 7099], TNF (tumor necrosis factor) [NCBI Gene 7124], TNFAIP3 (TNF alpha induced protein 3) [NCBI Gene 7128], VCAM1 (vascular cell adhesion molecule 1) [NCBI Gene 7412]
- **Diseases:** Johne’s disease (MONDO:0025449), Paratuberculosis (MONDO:0025449)

## Full-text entities

- **Genes:** PTGS2 (prostaglandin-endoperoxide synthase 2) [NCBI Gene 282023], CD40 (CD40 molecule) [NCBI Gene 286849] {aka TNFRSF5}, TNFAIP3 (TNF alpha induced protein 3) [NCBI Gene 508105], VCAM1 (vascular cell adhesion molecule 1) [NCBI Gene 282118], CXCL8 (C-X-C motif chemokine ligand 8) [NCBI Gene 280828] {aka IL-8, IL8}, IL10 (interleukin 10) [NCBI Gene 281246] {aka IF2A}, SOCS3 (suppressor of cytokine signaling 3) [NCBI Gene 282081] {aka SSI-3}, MX2 (MX dynamin like GTPase 2) [NCBI Gene 280873], IL17A (interleukin 17A) [NCBI Gene 282863] {aka IL-17, IL17}, NFKBIA (NFKB inhibitor alpha) [NCBI Gene 282291], CSF2 (colony stimulating factor 2) [NCBI Gene 281095] {aka CSF, GM-CSF, GMCSF}, TNF (tumor necrosis factor) [NCBI Gene 280943] {aka TNF-a, TNF-alpha, TNFa}, CCL5 (C-C motif chemokine ligand 5) [NCBI Gene 327712] {aka RANTES}, EIF2AK2 (eukaryotic translation initiation factor 2 alpha kinase 2) [NCBI Gene 347700] {aka PKR, PRKR}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 616115], FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 280795], IRF1 (interferon regulatory factor 1) [NCBI Gene 789216] {aka IRF-1}, TLR4 (toll like receptor 4) [NCBI Gene 281536], IL1B (interleukin 1 beta) [NCBI Gene 281251], IL1A (interleukin 1 alpha) [NCBI Gene 281250], CCL20 (C-C motif chemokine ligand 20) [NCBI Gene 281666]
- **Diseases:** Dairy Cattle (MESH:D002418), granulomatous gastroenteritis (MESH:D005759), Johne's Disease (MESH:D010283), MAP infection (MESH:D015270)

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11270299/full.md

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Source: https://tomesphere.com/paper/PMC11270299