Screening of mRNA markers in early bovine tuberculosis blood samples

被引:0
作者
Jiang, Dongfeng [1 ]
Song, Xiaoyi [1 ]
Yang, Liyu [1 ]
Zheng, Li [1 ]
Niu, Kaifeng [1 ]
Niu, Hui [1 ,2 ]
机构
[1] Henan Univ Anim Husb & Econ, Coll Anim Sci & Technol, Zhengzhou, Peoples R China
[2] Henan Prov Anim Reprod Control Engn Technol Res Ct, Zhengzhou, Peoples R China
关键词
bovine tuberculosis; RNA-Seq; weighted gene co-expression network; immune regulation; disease diagnostic model; MYCOBACTERIUM-BOVIS; GENE-EXPRESSION; IDENTIFICATION; ACTIVATION; INFECTION; DISEASE; VACCINE; MODELS; CELLS; CD19;
D O I
10.3389/fvets.2024.1330693
中图分类号
S85 [动物医学(兽医学)];
学科分类号
0906 ;
摘要
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.
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页数:12
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