Transcriptional networks reconstruction: identification of genes involved on cattle response to tick Rhipicephalus (Boophilus) microplus infestation.
GIACHETTO, P. F.
INTERNATIONAL CONFERENCE OF THE BRAZILIAN ASSOCIATION FOR BIOINFORMATICS AND COMPUTATIONAL BIOLOGY
DATA DE PUBLICAÇÃO
In tropical countries, losses caused by tick infestation in cattle lead to a great impact on animal production systems. Weight and feed conversion reduction, together with diseases transmitted by the parasite are some of the problems that lead to economic losses of billion dollars a year. In a general way, Bos taurus indicus cattle are less susceptible to infestation with Rhipicephalus (Boophilus) microplus than Bos taurus taurus cattle but the immunological basis of this difference is not understood. Since we are interested in ?nding genes that may be involved in mechanism of bovine response to tick for use in animal breeding, we investigated transcriptional networks in the response of these different genotypes of cattle to tick infestation. Recent studies show that co-expression networks can be used to identify a set of candidate genes underlying speci?c phenotypes and some gene co-expression network methods have been successfully applied in a variety of studies. In this study, Weighted Gene Co-expression Network Analysis (WGCNA) was applied, using microarray expression data. This systems biology analysis method starts out by identi?cation of modules of genes based on patterns of gene co-expression, de?ned as sets of highly correlated (connected) genes, which may represent molecular networks involved in a common biological pathway. Genes highly connected within these modules are thought to drive the group, and are considered to be hub genes . Skin samples were collected from bovines of different genotypes before (BI) and after (AI) arti?cial tick infestation and mRNA used for GeneChip Bovine Genome Array hybridization. Microarray data were processed using affy /Bioconductor software package. We follow a general framework for constructing gene co-expression networks and used the WGCNA R package. The power adjacency function was applied to the co-expression measurement, the absolute Pearson correlation coef?cient, to derive the adjacency matrix; we used a soft thresholding approach by raising each correlation to a ?xed power (?=6). Modules were de?ned using the dynamic hybrid tree cutting algorithm of the dynamicTreeCut R package. Our analysis identi?ed 8 modules. Each of the modules was labeled with a unique color as an identi?er and characterized for enrichment of functionally-related genes. Interesting modules were de?ned as those enriched with genes involved in immune response and containing differentialy expressed genes (DEG), wigh were identi?ed separately in each module. The blue module (n=220 genes) was enriched for genes belonging to Chemokine signaling pathway , Focal adhesion and Cell adhesion molecules pathways, and had the greatest number of DEG. These DEG, together with the hub genes inside the blue module are candidate genes elected for further studies aiming the understanding of mechanisms involved in tick tolerance by cattle. Supported by: Embrapa, CNPq.
ACESSO AO ARTIGOhttp://www.alice.cnptia.embrapa.br/handle/doc/868527
- Identification of antigens from the cattle tick, Rhipicephalus (Boophilus) microplus, by sera from genetically resistant and susceptible bovines.
- Detecção do vírus da diarreia viral bovina em carrapatos Rhipicephalus (Boophilus) microplus alimentados em bovino persistentemente infectado= Detection of bovine viral diarrhea virus in Rhipicephalus (Boophilus) microplus ticks fed on persistently infected cattle
- Evaluation in vitro of Nomuraea rileyi to control Rhipicephalus (Boophilus) microplus tick.
- Infestation of beef cattle females by Rhipicephalus (Boophilus) microplus, Haematobia irritans e Dermoatobia hominis.
- Síntese em fase sólida e em solução de anéis pirrolizidínicos e avaliação da atividade carrapaticida contra rhipicephalus (boophilus) microplus