Using scale and feather traits for module construction provides a functional approach to chicken epidermal development
- PMID: 28477104
- DOI: 10.1007/s10142-017-0561-0
Using scale and feather traits for module construction provides a functional approach to chicken epidermal development
Abstract
Gene co-expression network analysis has been a research method widely used in systematically exploring gene function and interaction. Using the Weighted Gene Co-expression Network Analysis (WGCNA) approach to construct a gene co-expression network using data from a customized 44K microarray transcriptome of chicken epidermal embryogenesis, we have identified two distinct modules that are highly correlated with scale or feather development traits. Signaling pathways related to feather development were enriched in the traditional KEGG pathway analysis and functional terms relating specifically to embryonic epidermal development were also enriched in the Gene Ontology analysis. Significant enrichment annotations were discovered from customized enrichment tools such as Modular Single-Set Enrichment Test (MSET) and Medical Subject Headings (MeSH). Hub genes in both trait-correlated modules showed strong specific functional enrichment toward epidermal development. Also, regulatory elements, such as transcription factors and miRNAs, were targeted in the significant enrichment result. This work highlights the advantage of this methodology for functional prediction of genes not previously associated with scale- and feather trait-related modules.
Keywords: Co-expression network; Enrichment analysis; Epidermal development; Microarray.
Similar articles
-
Expressed miRNAs target feather related mRNAs involved in cell signaling, cell adhesion and structure during chicken epidermal development.Gene. 2016 Oct 15;591(2):393-402. doi: 10.1016/j.gene.2016.06.027. Epub 2016 Jun 15. Gene. 2016. PMID: 27320726 Free PMC article.
-
Identification of key modules and hub genes involved in regulating the feather follicle development of Wannan chickens using WGCNA.Poult Sci. 2024 Aug;103(8):103903. doi: 10.1016/j.psj.2024.103903. Epub 2024 May 25. Poult Sci. 2024. PMID: 38908121 Free PMC article.
-
Regulatory Divergence among Beta-Keratin Genes during Bird Evolution.Mol Biol Evol. 2016 Nov;33(11):2769-2780. doi: 10.1093/molbev/msw165. Epub 2016 Aug 8. Mol Biol Evol. 2016. PMID: 27501942
-
Evolutionary origin of the feather epidermis.Dev Dyn. 2005 Feb;232(2):256-67. doi: 10.1002/dvdy.20291. Dev Dyn. 2005. PMID: 15637693 Review.
-
Avian skin development and the evolutionary origin of feathers.J Exp Zool B Mol Dev Evol. 2003 Aug 15;298(1):57-72. doi: 10.1002/jez.b.26. J Exp Zool B Mol Dev Evol. 2003. PMID: 12949769 Review.
Cited by
-
Comparison of gene co-networks reveals the molecular mechanisms of the rice (Oryza sativa L.) response to Rhizoctonia solani AG1 IA infection.Funct Integr Genomics. 2018 Sep;18(5):545-557. doi: 10.1007/s10142-018-0607-y. Epub 2018 May 5. Funct Integr Genomics. 2018. PMID: 29730773 Free PMC article.
References
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources