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Screening of mRNA markers in early bovine tuberculosis blood samples

Authors :
Dongfeng Jiang
Xiaoyi Song
Liyu Yang
Li Zheng
Kaifeng Niu
Hui Niu
Source :
Frontiers in Veterinary Science, Vol 11 (2024)
Publication Year :
2024
Publisher :
Frontiers Media S.A., 2024.

Abstract

Bovine tuberculosis (bTB) is a chronic zoonotic disease caused by Mycobacterium bovis. A large number of cattle are infected with bTB every year, resulting in huge economic losses. How to control bTB is an important issue in the current global livestock economy. In this study, the original transcriptome sequences related to this study were obtained from the dataset GSE192537 by searching the Gene Expression Omnibus (GEO) database. Our differential gene analysis showed that there were obvious biological activities related to immune activation and immune regulation in the early stage of bTB. Immune-related biological processes were more active in the early stage of bTB than in the late. There were obvious immune activation and immune cell recruitment in the early stage of bTB. Regulations in immune receptors are associated with pathophysiological processes of the early stage of bTB. A gene module consisting of 236 genes significantly related to the early stage of bTB was obtained by weighted gene co-expression network analysis, and 18 hub genes were further identified as potential biomarkers or therapeutic targets. Finally, by random forest algorithm and logistic regression modeling, FCRL1 was identified as a representative mRNA marker in early bTB blood. FCRL1 has the potential to be a diagnostic biomarker in early bTB.

Details

Language :
English
ISSN :
22971769
Volume :
11
Database :
Directory of Open Access Journals
Journal :
Frontiers in Veterinary Science
Publication Type :
Academic Journal
Accession number :
edsdoj.5df1c45ad090491b935d749e39b8b84c
Document Type :
article
Full Text :
https://doi.org/10.3389/fvets.2024.1330693