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Non-invasive Imaging of Disseminated Candidiasis in Zebrafish Larvae
Published on: July 30, 2012
Coexpression network analysis of human candida infection reveals key modules and hub genes responsible for
Surabhi Naik1, Akram Mohammed2
1Department of Surgery, James D. Eason Transplant Institute, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, United States.
Abstract:
Invasive fungal infections are a significant reason for morbidity and mortality among organ transplant recipients. Therefore, it is critical to investigate the host and candida niches to understand the epidemiology of fungal infections in transplantation. Candida albicans is an opportunistic fungal pathogen that causes fatal invasive mucosal infections, particularly in solid organ transplant patients. Therefore, identifying and characterizing these genes would play a vital role in understanding the complex regulation of host-pathogen interactions. Using 32 RNA-sequencing samples of human cells infected with C. albicans, we developed WGCNA coexpression networks and performed DESeq2 differential gene expression analysis to identify the genes that positively correlate with human candida infection. Using hierarchical clustering, we identified 5 distinct modules. We studied the inter- and intramodular gene network properties in the context of sample status traits and identified the highly enriched genes in the correlated modules. We identified 52 genes that were common in the most significant WGCNA turquoise module and differentially expressed genes in human endothelial cells (HUVEC) infection vs. control samples. As a validation step, we identified the differentially expressed genes from the independent Candida-infected human oral keratinocytes (OKF6) samples and validated 30 of the 52 common genes. We then performed the functional enrichment analysis using KEGG and GO. Finally, we performed protein-protein interaction (PPI) analysis using STRING and CytoHubba from 30 validated genes. We identified 8 hub genes (JUN, ATF3, VEGFA, SLC2A1, HK2, PTGS2, PFKFB3, and KLF6) that were enriched in response to hypoxia, angiogenesis, vasculogenesis, hypoxia-induced signaling, cancer, diabetes, and transplant-related disease pathways. The discovery of genes and functional pathways related to the immune system and gene coexpression and differential gene expression analyses may serve as novel diagnostic markers and potential therapeutic targets.
Insights
Researchers identified key genes and pathways involved in Candida albicans infections in organ transplant patients. These findings could lead to new diagnostic markers and therapeutic targets for invasive fungal infections.
Area of Science:
- * Medical Mycology
- * Molecular Biology
- * Immunology
Background:
- * Invasive fungal infections, particularly from *Candida albicans*, pose significant morbidity and mortality risks in organ transplant recipients.
- * Understanding host-pathogen interactions is crucial for managing these infections.
- * Identifying specific host genes involved in *Candida* infection is vital for developing targeted therapies.
Purpose of the Study:
- * To identify and characterize host genes that positively correlate with *Candida albicans* infection in transplant patients.
- * To explore the functional pathways and molecular mechanisms underlying host-pathogen interactions.
- * To discover potential diagnostic markers and therapeutic targets for invasive candidiasis.
Main Methods:
- * Weighted Gene Co-expression Network Analysis (WGCNA) on 32 RNA-sequencing samples of human cells infected with *C. albicans*.
- * Differential gene expression analysis (DESeq2) to identify key genes in human endothelial cells (HUVEC) and oral keratinocytes (OKF6).
- * Functional enrichment analysis (KEGG, GO) and Protein-Protein Interaction (PPI) analysis (STRING, CytoHubba) to identify hub genes and pathways.
Main Results:
- * Identified 5 distinct coexpression modules and 52 candidate genes common to WGCNA and differential expression analysis in HUVEC.
- * Validated 30 of these genes in independent *Candida*-infected oral keratinocyte (OKF6) samples.
- * Discovered 8 hub genes (JUN, ATF3, VEGFA, SLC2A1, HK2, PTGS2, PFKFB3, KLF6) enriched in pathways related to hypoxia, angiogenesis, cancer, diabetes, and transplant diseases.
Conclusions:
- * The identified hub genes and enriched pathways offer insights into the host response to *Candida albicans* infection.
- * These findings suggest potential novel diagnostic markers and therapeutic targets for invasive fungal infections in organ transplant recipients.
- * Further research into these genes and pathways could improve patient outcomes and management strategies.
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