Gene co-expression in response to Staphylococcus aureus infection reveals networks of genes with specific functions during bovine subclinical mastitis

被引:5
作者
Wang, Mengqi [1 ,2 ]
Bissonnette, Nathalie [1 ]
Laterriere, Mario
Dudemaine, Pier-Luc [1 ]
Gagne, David [3 ]
Roy, Jean-Philippe [4 ]
Sirard, Marc -Andre [2 ]
Ibeagha-Awemu, Eveline M. [1 ]
机构
[1] Agr & Agrifood Canada, Sherbrooke Res & Dev Ctr, Sherbrooke, PQ J1M OC8, Canada
[2] Laval Univ, Dept Anim Sci, Quebec City, PQ G1V 0A6, Canada
[3] Agr & Agrifood Canada, Quebec Res & Dev Ctr, Quebec City, PQ G1V 2J3, Canada
[4] Univ Montreal, Fac Vet Med, Dept Clin Sci, St Hyacinthe, PQ H3T 1J4, Canada
关键词
bovine Staphylococcus aureus subclinical mastitis; RNA sequencing of milk somatic cells; gene networks; immune response; SOMATIC-CELLS; RESISTANCE; MILK; RECEPTORS; HOLSTEIN; INNATE; FUTURE; COWS; LIPOPOLYSACCHARIDE; MECHANISMS;
D O I
10.3168/jds.2022-22757
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
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 transcrip-tomes of SAP to HC group revealed 4,077 differentially expressed genes (DEG; 1,616 up-and 2,461 downregu-lated). Functional annotation indicated enrichment of DEG in 94 Gene Ontology (GO) and 47 Kyoto Encyclo-pedia 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 cor-related with S. aureus subclinical mastitis. The 1,546 genes in the Turquoise module were significantly en-riched 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.
引用
收藏
页码:5517 / 5536
页数:20
相关论文
共 80 条
  • [1] Antimicrobial Resistance of Staphylococcus aureus Isolates from Dairy Cows and Genetic Diversity of Resistant Isolates
    Abdi, Reta Duguma
    Gillespie, Barbara Erin
    Vaughn, Jacqueline
    Merrill, Caitlin
    Headrick, Susan Ivory
    Ensermu, Desta Beyene
    D'Souza, Doris Helen
    Agga, Getahun Ejeta
    Almeida, Raul Antonio
    Oliver, Stephen Paul
    Dego, Oudessa Kerro
    [J]. FOODBORNE PATHOGENS AND DISEASE, 2018, 15 (07) : 449 - 458
  • [2] Toll-like receptors: critical proteins linking innate and acquired immunity
    Akira, S
    Takeda, K
    Kaisho, T
    [J]. NATURE IMMUNOLOGY, 2001, 2 (08) : 675 - 680
  • [3] Exploring the Regulatory Potential of Long Non-Coding RNA in Feed Efficiency of Indicine Cattle
    Alexandre, Pamela A.
    Reverter, Antonio
    Berezin, Roberta B.
    Porto-Neto, Laercio R.
    Ribeiro, Gabriela
    Santana, Miguel H. A.
    Ferraz, Jose Bento S.
    Fukumasu, Heidge
    [J]. GENES, 2020, 11 (09) : 1 - 22
  • [4] Systems Biology Reveals NR2F6 and TGFB1 as Key Regulators of Feed Efficiency in Beef Cattle
    Alexandre, Pamela A.
    Naval-Sanchez, Marina
    Porto-Neto, Laercio R.
    Ferraz, Jose Bento S.
    Reverter, Antonio
    Fukumasu, Heidge
    [J]. FRONTIERS IN GENETICS, 2019, 10
  • [5] Milk somatic cells, factors influencing their release, future prospects, and practical utility in dairy animals: An overview
    Alhussien, Mohanned Naif
    Dang, Ajay Kumar
    [J]. VETERINARY WORLD, 2018, 11 (05) : 562 - 577
  • [6] Asfaw M., 2017, Adv. Biol. Res., V11, P126, DOI DOI 10.5829/IDOSI.ABR.2017.126.131
  • [7] Invited review:: The role of cow, pathogen, and treatment regimen in the therapeutic success of bovine Staphylococcus aureus mastitis
    Barkema, H. W.
    Schukken, Y. H.
    Zadoks, R. N.
    [J]. JOURNAL OF DAIRY SCIENCE, 2006, 89 (06) : 1877 - 1895
  • [8] Benic M, 2012, VET ARHIV, V82, P411
  • [9] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [10] Transcriptomic analysis of milk somatic cells in mastitis resistant and susceptible sheep upon challenge with Staphylococcus epidermidis and Staphylococcus aureus
    Bonnefont, Cecile M. D.
    Toufeer, Mehdi
    Caubet, Cecile
    Foulon, Eliane
    Tasca, Christian
    Aurel, Marie-Rose
    Bergonier, Dominique
    Boullier, Severine
    Robert-Granie, Christele
    Foucras, Gilles
    Rupp, Rachel
    [J]. BMC GENOMICS, 2011, 12