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A novel approach to select differential pathways associated with hypertrophic cardiomyopathy based on gene co-expression analysis
- Source :
- Molecular Medicine Reports
- Publication Year :
- 2017
- Publisher :
- Spandidos Publications, 2017.
-
Abstract
- The present study was designed to develop a novel method for identifying significant pathways associated with human hypertrophic cardiomyopathy (HCM), based on gene co-expression analysis. The microarray dataset associated with HCM (E-GEOD-36961) was obtained from the European Molecular Biology Laboratory-European Bioinformatics Institute database. Informative pathways were selected based on the Reactome pathway database and screening treatments. An empirical Bayes method was utilized to construct co-expression networks for informative pathways, and a weight value was assigned to each pathway. Differential pathways were extracted based on weight threshold, which was calculated using a random model. In order to assess whether the co-expression method was feasible, it was compared with traditional pathway enrichment analysis of differentially expressed genes, which were identified using the significance analysis of microarrays package. A total of 1,074 informative pathways were screened out for subsequent investigations and their weight values were also obtained. According to the threshold of weight value of 0.01057, 447 differential pathways, including folding of actin by chaperonin containing T-complex protein 1 (CCT)/T-complex protein 1 ring complex (TRiC), purine ribonucleoside monophosphate biosynthesis and ubiquinol biosynthesis, were obtained. Compared with traditional pathway enrichment analysis, the number of pathways obtained from the co-expression approach was increased. The results of the present study demonstrated that this method may be useful to predict marker pathways for HCM. The pathways of folding of actin by CCT/TRiC and purine ribonucleoside monophosphate biosynthesis may provide evidence of the underlying molecular mechanisms of HCM, and offer novel therapeutic directions for HCM.
- Subjects :
- 0301 basic medicine
differentially expressed genes
Cancer Research
Microarray
Gene regulatory network
Computational biology
Biology
Bioinformatics
Biochemistry
Chaperonin
03 medical and health sciences
chemistry.chemical_compound
0302 clinical medicine
Biosynthesis
differential pathways
Databases, Genetic
Genetics
Humans
Gene Regulatory Networks
Molecular Biology
Gene
co-expression network
Regulation of gene expression
Gene Expression Profiling
Computational Biology
Articles
Cardiomyopathy, Hypertrophic
hypertrophic cardiomyopathy
Gene expression profiling
030104 developmental biology
Gene Expression Regulation
Oncology
chemistry
Case-Control Studies
Significance analysis of microarrays
Molecular Medicine
030217 neurology & neurosurgery
Signal Transduction
Subjects
Details
- ISSN :
- 17913004 and 17912997
- Volume :
- 16
- Database :
- OpenAIRE
- Journal :
- Molecular Medicine Reports
- Accession number :
- edsair.doi.dedup.....bf225cf1f2e2d3abfd5450357faa002b