Bioinformatics Prediction for Network-Based Integrative Multi-Omics Expression Data Analysis in Hirschsprung Disease

被引:2
作者
Lucena-Padros, Helena [1 ]
Bravo-Gil, Nereida [1 ,2 ]
Tous, Cristina [1 ,2 ]
Rojano, Elena [3 ,4 ]
Seoane-Zonjic, Pedro [3 ,4 ,5 ]
Fernandez, Raquel Maria [1 ,2 ]
Ranea, Juan A. G. [3 ,4 ,5 ,6 ]
Antinolo, Guillermo [1 ,2 ]
Borrego, Salud [1 ,2 ]
机构
[1] Univ Seville, Univ Hosp Virgen Rocio, Inst Biomed Seville, Dept Maternofetal Med Genet & Reprod,CSIC, Seville 41013, Spain
[2] Ctr Biomed Network Res Rare Dis CIBERER, Seville 41013, Spain
[3] Univ Malaga, Dept Mol Biol & Biochem, Malaga 29010, Spain
[4] Biomed Res Inst Malaga IBIMA, Malaga 29010, Spain
[5] Ctr Biomed Network Res Rare Dis CIBERER, Malaga 29071, Spain
[6] Inst Salud Carlos III ISCIII, Spanish Natl Bioinformat Inst INB ELIXIR ES, Madrid 28020, Spain
关键词
Hirschsprung's disease; enteric neuropathy; system biology; omics expression data; networks analysis; NERVOUS-SYSTEM; ENDOGENOUS RNA; SOFTWARE TOOL; GENES; DISCOVERY; PATHWAY; PROFILE; MIRNAS; IDENTIFICATION; MECHANISMS;
D O I
10.3390/biom14020164
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Hirschsprung's disease (HSCR) is a rare developmental disorder in which enteric ganglia are missing along a portion of the intestine. HSCR has a complex inheritance, with RET as the major disease-causing gene. However, the pathogenesis of HSCR is still not completely understood. Therefore, we applied a computational approach based on multi-omics network characterization and clustering analysis for HSCR-related gene/miRNA identification and biomarker discovery. Protein-protein interaction (PPI) and miRNA-target interaction (MTI) networks were analyzed by DPClusO and BiClusO, respectively, and finally, the biomarker potential of miRNAs was computationally screened by miRNA-BD. In this study, a total of 55 significant gene-disease modules were identified, allowing us to propose 178 new HSCR candidate genes and two biological pathways. Moreover, we identified 12 key miRNAs with biomarker potential among 137 predicted HSCR-associated miRNAs. Functional analysis of new candidates showed that enrichment terms related to gene ontology (GO) and pathways were associated with HSCR. In conclusion, this approach has allowed us to decipher new clues of the etiopathogenesis of HSCR, although molecular experiments are further needed for clinical validations.
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页数:28
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