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miRNA and mRNA Integration Network Construction Reveals Novel Key Regulators in Left-Sided and Right-Sided Colon Adenocarcinoma
- Source :
- BioMed Research International, BioMed Research International, Vol 2019 (2019)
- Publication Year :
- 2019
- Publisher :
- Hindawi Limited, 2019.
-
Abstract
- Background. The distinction between right-sided and left-sided colon adenocarcinoma has recently received considerable. This study aims to identify key MicroRNA (miRNA) and mRNAs in right-sided colon adenocarcinoma (RSCOAD) and left-sided colon adenocarcinoma (LSCOAD) by TCGA integration analysis.Methods. The miRNA and mRNA expression profiles of a large group of patients with RSCOAD and LSCOAD were obtained from TCGA. The differentially expressed miRNAs (DEmiRNAs) and mRNAs (DEmRNAs) were identified by TCGA integration analysis. The optimal diagnostic miRNA biomarkers for RSCOAD and LSCOAD were identified by Boruta algorithm. We established classification models to distinguish RSCOAD and LSCOAD. Protein-protein interaction (PPI) network analysis, DEmiRNA-DEmRNA interaction analysis, and functional annotation were performed. The expression of selected DEmiRNAs and DEmRNAs was validated by qRT-PCR.Results. A total of 2534 DEmRNAs (940 downregulated and 1594 upregulated mRNAs) and 54 DEmiRNAs (22 downregulated and 32 upregulated miRNAs) between RSCOAD and LSCOAD were identified. The feature selection procedure was to obtain 22 optimal diagnostic miRNAs biomarkers in RSCOAD compared to LSCOAD. The AUC of the random forests model was 0.869 and the specificity and sensitivity of this model were 79% and 84.6%, respectively. Three DEmiRNAs (hsa-miR-224-5p, hsa-miR-155-5p, and hsa-miR-31-5p) and five DEmRNAs (CXCR4, SMAD4, KRAS, FITM2, and PLAGL2) were identified key DEmiRNAs and DEmRNAs in RSCOAD compared to LSCOAD. The qRT-PCR results of CXCR4, FITM2, TFAP2A, ULBP2, hsa-miR-224-5p, and hsa-miR-155-5p were consistent with our integrated analysis.Conclusion. A total of three DEmiRNAs (hsa-miR-224-5p, hsa-miR-155-5p, and hsa-miR-31-5p) and five DEmRNAs (CXCR4, SMAD4, KRAS, FITM2, and PLAGL2) may be involved in the pathogenesis of RSCOAD and LSCOAD which may make a contribution for understanding mechanisms and developing therapeutic strategies for RSCOAD and LSCOAD.
- Subjects :
- 0301 basic medicine
Article Subject
lcsh:Medicine
Computational biology
Adenocarcinoma
Biology
medicine.disease_cause
CXCR4
General Biochemistry, Genetics and Molecular Biology
TFAP2A
03 medical and health sciences
0302 clinical medicine
microRNA
Biomarkers, Tumor
medicine
Humans
Gene Regulatory Networks
Protein Interaction Maps
RNA, Messenger
Regulation of gene expression
Messenger RNA
General Immunology and Microbiology
lcsh:R
Computational Biology
Molecular Sequence Annotation
General Medicine
Neoplasm Proteins
Gene Expression Regulation, Neoplastic
MicroRNAs
030104 developmental biology
ULBP2
030220 oncology & carcinogenesis
Colonic Neoplasms
Colon adenocarcinoma
KRAS
Research Article
Signal Transduction
Subjects
Details
- ISSN :
- 23146141 and 23146133
- Volume :
- 2019
- Database :
- OpenAIRE
- Journal :
- BioMed Research International
- Accession number :
- edsair.doi.dedup.....1f7d68bdc074b75af6b4e8d17ea9f349
- Full Text :
- https://doi.org/10.1155/2019/7149296