Distinct co-expression networks using multi-omic data reveal novel interventional targets in HPV-positive and negative head-and-neck squamous cell cancer

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作者
Raquel L. Costa
Mariana Boroni
Marcelo A. Soares
机构
[1] Instituto Nacional de Câncer,Programa de Oncovirologia
[2] Instituto Nacional de Câncer,Bioinformatics and Computational Biology Lab
[3] Universidade Federal do Rio de Janeiro,Department of Genetics
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关键词
Head And Neck Squamous Cell Cancer (HNSCC); Weighted Correlation Network Analysis (WGCNA); The Cancer Genome Atlas (TCGA); Fibronectin Leucine-rich Transmembrane Protein (FLRT3); Synaptonemal Complex Protein (SYCP2);
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摘要
The human papillomavirus (HPV) is present in a significant fraction of head-and-neck squamous cell cancer (HNSCC). The main goal of this study was to identify distinct co-expression patterns between HPV+ and HPV− HNSCC and to provide insights into potential regulatory mechanisms/effects within the analyzed networks. We selected cases deposited in The Cancer Genome Atlas database comprising data of gene expression, methylation profiles and mutational patterns, in addition to clinical information. The intersection among differentially expressed and differentially methylated genes showed the negative correlations between the levels of methylation and expression, suggesting that these genes have their expression levels regulated by methylation alteration patterns in their promoter. Weighted correlation network analysis was used to identify co-expression modules and a systematic approach was applied to refine them and identify key regulatory elements integrating results from the other omics. Three distinct co-expression modules were associated with HPV status and molecular signatures. Validation using independent studies reporting biological experimental data converged for the most significant genes in all modules. This study provides insights into complex genetic and epigenetic particularities in the development and progression of HNSCC according to HPV status, and contribute to unveiling specific genes/pathways as novel therapeutic targets in HNSCC.
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