Integrative Bioinformatics Analysis of mRNA Expression Profiles of Mice to Explore the Key Genes Involved in Crim1 Mutation-Induced Congenital Cataracts

Biochem Genet. 2023 Aug;61(4):1334-1350. doi: 10.1007/s10528-022-10323-3. Epub 2022 Dec 31.

Abstract

Crim1 has been implicated in cataracts in mice and is of great importance in the development of the eye in both humans and mice. Therefore, we aimed to clarify how Crim1 mutations affect lens development and the molecular mechanism of cataracts in mice through comprehensive bioinformatics analysis. The microarray chip was downloaded from the GEO database to obtain the gene expression profile data set. Differentially expressed genes (DEGs) were screened using the limma package. GO and KEGG analyses of DEGs were performed using the DAVID database. Then, we established the protein-protein interaction (PPI) network in Cytoscape. Next, we used MCODE to analyze the data. We obtained 750 DEGs in total, including 407 upregulated DEGs and 343 downregulated DEGs. GO analysis showed that the DEGs were mainly related to biological processes, such as apoptosis, cell translation and the immune system. KEGG analysis showed that the enriched functions and pathways were related to the processing and presentation of ribosomes, lysosomes, and antigens. We identified 18 HUB genes, among which four core genes, C1qa, C1qb, C1qc, and Cd74, were closely related to congenital cataracts induced by Crim1 mutation. This study reveals the molecular pathogenesis of congenital cataracts induced by Crim1, and this information is expected to facilitate clinical genetic testing, molecular diagnosis, prognosis, and individualized chemotherapy for congenital cataracts (CC).

Keywords: Bioinformatic analysis; Congenital cataract; Crim1; Differentially expressed genes.

MeSH terms

  • Animals
  • Bone Morphogenetic Protein Receptors / genetics
  • Cataract* / genetics
  • Computational Biology
  • Gene Expression Profiling*
  • Gene Expression Regulation, Neoplastic
  • Humans
  • Mice
  • Mutation
  • RNA, Messenger

Substances

  • RNA, Messenger
  • Crim1 protein, mouse
  • Bone Morphogenetic Protein Receptors