In-depth systems biological evaluation of bovine alveolar macrophages suggests novel insights into molecular mechanisms underlying Mycobacterium bovis infection

被引:2
|
作者
Hasankhani, Aliakbar [1 ]
Bahrami, Abolfazl [1 ,2 ]
Mackie, Shayan [3 ]
Maghsoodi, Sairan [4 ]
Alawamleh, Heba Saed Kariem [5 ]
Sheybani, Negin [6 ]
Safarpoor Dehkordi, Farhad [7 ,8 ]
Rajabi, Fatemeh [9 ]
Javanmard, Ghazaleh [1 ]
Khadem, Hosein [9 ]
Barkema, Herman W. [10 ]
De Donato, Marcos [11 ]
机构
[1] Univ Tehran, Coll Agr & Nat Resources, Dept Anim Sci, Karaj, Iran
[2] Ludwig Maximilians Univ Munchen, Biomed Ctr Syst Biol Sci Munich, Munich, Germany
[3] Univ British Columbia, Fac Sci, Earth Sci Bldg, Vancouver, BC, Canada
[4] Kurdistan Univ Med Sci, Fac Paramed Sci, Kurdistan, Iran
[5] Al Balqa Appl Univ, Al Huson Univ Coll, Dept Basic Sci Sci, Al Huson, Jordan
[6] Univ Tehran, Coll Aburaihan, Dept Anim & Poultry Sci, Tehran, Iran
[7] FDA, Halal Res Ctr IRI, Tehran, Iran
[8] Univ Tehran, Fac Vet Med, Dept Food Hyg & Qual Control, Tehran, Iran
[9] Univ Tehran, Coll Agr & Nat Resources, Dept Agron & Plant Breeding, Karaj, Iran
[10] Univ Calgary, Fac Vet Med, Dept Prod Anim Hlth, Calgary, AB, Canada
[11] Tecnol Monterrey, Reg Dept Bioengn, Monterrey, Mexico
关键词
bovine tuberculosis; hub-central gene; maximal clique centrality; Mycobacterium bovis; RNA-seq; systems biology; weighted gene co-expression network analysis; TOLL-LIKE RECEPTORS; T-CELL RESPONSES; MONOCYTE-DERIVED MACROPHAGES; GAMMA-INTERFERON PRODUCTION; NF-KAPPA-B; TUBERCULOSIS INFECTION; GENE-EXPRESSION; IMMUNE-RESPONSE; HISTORICAL PERSPECTIVES; DIAGNOSTIC BIOMARKERS;
D O I
10.3389/fmicb.2022.1041314
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Objective: Bovine tuberculosis (bTB) is a chronic respiratory infectious disease of domestic livestock caused by intracellular Mycobacterium bovis infection, which causes similar to$3 billion in annual losses to global agriculture. Providing novel toots for bTB managements requires a comprehensive understanding of the molecular regulatory mechanisms underlying the M. bovis infection. Nevertheless, a combination of different bioinformatics and systems biology methods was used in this study in order to clearly understand the molecular regulatory mechanisms of bTB, especially the immunomodulatory mechanisms of M. bovis infection. Methods: RNA-seq data were retrieved and processed from 78 (39 non-infected control vs. 39M. bovis-infected samples) bovine alveolar macrophages (bAMs). Next, weighted gene co-expression network analysis (WGCNA) was performed to identify the co-expression modules in non-infected control bAMs as reference set. The WGCNA module preservation approach was then used to identify non-preserved modules between non-infected controls and M. bovis-infected samples (test set). Additionally, functional enrichment analysis was used to investigate the biological behavior of the non-preserved modules and to identify bTB-specific non-preserved modules. Co-expressed hub genes were identified based on module membership (MM) criteria of WGCNA in the non-preserved modules and then integrated with protein-protein interaction (PPI) networks to identify co-expressed hub genes/transcription factors (TFs) with the highest maximal clique centrality (MCC) score (hub-central genes). Results: As result, WGCNA analysis led to the identification of 21 modules in the non-infected control bAMs (reference set), among which the topological properties of 14 modules were altered in the M. bovis-infected bAMs (test set). Interestingly, 7 of the 14 non-preserved modules were directly related to the molecular mechanisms underlying the host immune response, immunosuppressive mechanisms of M. bovis, and bTB development. Moreover, among the co-expressed hub genes and TFs of the bTB-specific non-preserved modules, 260 genes/TFs had double centrality in both co-expression and PPI networks and played a crucial role in bAMs-M. bovis interactions. Some of these hub-central genes/TFs, including PSMC4, SRC, BCL2L1, VPS11, MDM2, IRF1, CDKNIA, NLRP3, TLR2, MMP9, ZAP70, LCK, TNF, CCL4, MMP1, CTLA4, ITK, IL6, ILIA, 11.18, CCL20, CD3E, NFKB1, EDN1, STAT1, TIMP1, PTGS2, TNFAIP3, B1RC3, MAPK8, VEGFA, VPS18, ICAM1, TBK1, CTSS, IL10, ACAA1, VPS33B, and HIF1A, had potential targets for inducing immunomodulatory mechanisms by M. bovis to evade the host defense response. Conclusion: The present study provides an in-depth insight into the molecular regulatory mechanisms behind M. bovis infection through biological investigation of the candidate non-preserved modules directly related to bTB development. Furthermore, several hub-central genes/TFs were identified that were significant in determining the fate of M. bovis infection and could be promising targets for developing novel anti-bTB therapies and diagnosis strategies.
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页数:32
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