Sherbrooke Research and Development Centre, Agriculture and Agri-Food Canada, Sherbrooke, Quebec, J1MOC8, Canada; Department of Animal Science, Laval University, Quebec City, Quebec, G1V 0A6, Canada.
Sherbrooke Research and Development Centre, Agriculture and Agri-Food Canada, Sherbrooke, Quebec, J1MOC8, Canada.
J Dairy Sci. 2023 Aug;106(8):5517-5536. doi: 10.3168/jds.2022-22757. Epub 2023 Jun 7.
Staphylococcus aureus is one of the most prevalent contagious bacterial pathogen of bovine mastitis. The subclinical mastitis it causes has long-term economic implications and it is difficult to control. To further understanding of the genetic basis of mammary gland defense against S. aureus infection, the transcriptomes of milk somatic cells from 15 cows with persistent natural S. aureus infection (S. aureus-positive, SAP) and 10 healthy control cows (HC) were studied by deep RNA-sequencing technology. Comparing the transcriptomes of SAP to HC group revealed 4,077 differentially expressed genes (DEG; 1,616 up- and 2,461 downregulated). Functional annotation indicated enrichment of DEG in 94 Gene Ontology (GO) and 47 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways. Terms related to the immune response and disease processes were mostly enriched for by upregulated DEG, whereas biological process terms related to cell adhesion, cell movement and localization, and tissue development were mostly enriched for by downregulated DEG. Weighted gene co-expression network analysis grouped DEG into 7 modules, the most important module (colored turquoise by software and here referred to as Turquoise module) was positively significantly correlated with S. aureus subclinical mastitis. The 1,546 genes in the Turquoise module were significantly enriched in 48 GO terms and 72 KEGG pathways, with 80% of them being disease- and immune-related terms [e.g., immune system process (GO:0002376), cytokine-cytokine receptor interaction (bta04060) and S. aureus infection (bta05150)]. Some DEG such as IFNG, IL18, IL1B, NFKB1, CXCL8, and IL12B were enriched in immune and disease pathways suggesting their possible involvement in the regulation of the host response to S. aureus infection. Four modules (Yellow, Brown, Blue, and Red) were negatively correlated (significantly) with S. aureus subclinical mastitis, and were enriched in functional annotations involved in the regulation of cell migration, cell communication, metabolic process, and blood circulatory system development, respectively. Application of sparse partial least squares discriminant analysis to genes of the Turquoise module identified 5 genes (NR2F6, PDLIM5, RAB11FIP5, ACOT4, and TMEM53) capable of explaining the majority of the differences in the expression patterns between SAP and HC cows. In conclusion, this study has furthered understanding of the genetic changes in the mammary gland and the molecular mechanisms underlying S. aureus mastitis, as well as revealed a list of candidate discriminant genes with potential regulatory roles in response to S. aureus infection.
金黄色葡萄球菌是牛乳腺炎最常见的传染性细菌性病原体之一。它引起的亚临床乳腺炎具有长期的经济意义,且难以控制。为了进一步了解乳腺防御金黄色葡萄球菌感染的遗传基础,本研究通过深度 RNA 测序技术研究了 15 头持续自然感染金黄色葡萄球菌的奶牛(金黄色葡萄球菌阳性,SAP)和 10 头健康对照奶牛(HC)的乳体细胞转录组。比较 SAP 组与 HC 组的转录组,发现了 4077 个差异表达基因(DEG;1616 个上调和 2461 个下调)。功能注释表明,DEG 在 94 个基因本体论(GO)和 47 个京都基因与基因组百科全书(KEGG)途径中富集。与免疫反应和疾病过程相关的术语主要由上调的 DEG 富集,而与细胞黏附、细胞运动和定位以及组织发育相关的生物学过程术语主要由下调的 DEG 富集。加权基因共表达网络分析将 DEG 分为 7 个模块,最重要的模块(软件标记为绿松石色,此处称为绿松石模块)与金黄色葡萄球菌亚临床乳腺炎呈正显著相关。绿松石模块中的 1546 个基因在 48 个 GO 术语和 72 个 KEGG 途径中显著富集,其中 80%为疾病和免疫相关术语[例如,免疫系统过程(GO:0002376)、细胞因子-细胞因子受体相互作用(bta04060)和金黄色葡萄球菌感染(bta05150)]。一些 DEG,如 IFNG、IL18、IL1B、NFKB1、CXCL8 和 IL12B,在免疫和疾病途径中富集,表明它们可能参与宿主对金黄色葡萄球菌感染的反应调节。四个模块(黄色、棕色、蓝色和红色)与金黄色葡萄球菌亚临床乳腺炎呈负相关(显著),分别富集于细胞迁移、细胞通讯、代谢过程和血液循环系统发育的调节功能注释中。稀疏偏最小二乘判别分析在绿松石模块基因上的应用鉴定了 5 个基因(NR2F6、PDLIM5、RAB11FIP5、ACOT4 和 TMEM53),它们能够解释 SAP 和 HC 奶牛之间表达模式差异的大部分原因。总之,本研究进一步了解了乳腺的遗传变化以及金黄色葡萄球菌乳腺炎的分子机制,并揭示了一组候选判别基因,它们可能在对金黄色葡萄球菌感染的反应中具有潜在的调节作用。