DocumentCode
183023
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
fYear
2014
fDate
19-21 Aug. 2014
Firstpage
531
Lastpage
536
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems and Knowledge Discovery (FSKD), 2014 11th International Conference on
Conference_Location
Xiamen
Print_ISBN
978-1-4799-5147-5
Type
conf
DOI
10.1109/FSKD.2014.6980890
Filename
6980890
Link To Document