Title :
The analysis of functional modules in primary cardiomyopathies
Author :
Wan Li ; Lina Chen ; Xu Jia ; Chenchen Feng ; Yuehan He ; Youwen Du ; Min Hou ; Xiaoqing Li
Author_Institution :
Coll. of Bioinf. Sci. & Technol., Harbin Med. Univ., Harbin, China
Abstract :
Cardiomyopathies are a group of genetically heterogeneous myocardial diseases. In primary cardiomyopathies, hypertrophic cardiomyopathy (HCM) and dilated cardiomyopathy (DCM) are usually autosomal dominant inherited. Network modules are often used to analyze biological insights of some diseases. In this article, we firstly collected pathogenic proteins of HCM and DCM from the PubMed database using the Chi-square test. Secondly, we searched protein interactions of these pathogenic proteins with experimental evidence using the STRING database. Then, we constructed a weighted protein interaction network calculated by two measure sets. Functional modules were mined from the network using Markov clustering. Modules obtained using weights from the second measure set were more related with these diseases after comparison and functional enrichment analysis. It was found that gM11 and gM124 were related with both diseases, gM37 was a HCM-specific module, and six modules were DCM-specific. Finally, we used text-mining to verify the relationships between genes in these modules and diseases. Disease mechanisms of HCM and DCM could be explored by these functional modules and their genes.
Keywords :
Markov processes; data mining; diseases; genetics; medical computing; pattern clustering; proteins; text analysis; Chi-square test; DCM-specific; HCM-specific module; Markov clustering; PubMed database; STRING database; dilated cardiomyopathy; experimental evidence; functional enrichment analysis; functional module mining; functional modules; gM11; gM124; gM37; genes; genetically heterogeneous myocardial diseases; hypertrophic cardiomyopathy; network modules; pathogenic proteins; primary cardiomyopathies; second measure set; text mining; weighted protein interaction network; Cancer; Databases; Diseases; Heart; Myocardium; Proteins; Weight measurement; dilated cardiomyopathy; functional module; hypertrophic cardiomyopathy; protein interaction network;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2014 11th International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4799-5147-5
DOI :
10.1109/FSKD.2014.6980890