Integrated Bioinformatics Analysis Reveals Marker Genes and Potential Therapeutic Targets for Pulmonary Arterial Hypertension.
Aoqi LiJin HeZhe ZhangSibo JiangYun GaoYuchun PanHuanan WangLenan ZhuangPublished in: Genes (2021)
Pulmonary arterial hypertension (PAH) is a rare cardiovascular disease with very high mortality rate. The currently available therapeutic strategies, which improve symptoms, cannot fundamentally reverse the condition. Thus, new therapeutic strategies need to be established. Our research analyzed three microarray datasets of lung tissues from human PAH samples retrieved from the Gene Expression Omnibus (GEO) database. We combined two datasets for subsequent analyses, with the batch effects removed. In the merged dataset, 542 DEGs were identified and the key module relevant to PAH was selected using WGCNA. GO and KEGG analyses of DEGs and the key module indicated that the pre-ribosome, ribosome biogenesis, centriole, ATPase activity, helicase activity, hypertrophic cardiomyopathy, melanoma, and dilated cardiomyopathy pathways are involved in PAH. With the filtering standard (|MM| > 0.95 and |GS| > 0.90), 70 hub genes were identified. Subsequently, five candidate marker genes (CDC5L, AP3B1, ZFYVE16, DDX46, and PHAX) in the key module were found through overlapping with the top thirty genes calculated by two different methods in CytoHubb. Two of them (CDC5L and DDX46) were found to be significantly upregulated both in the merged dataset and the validating dataset in PAH patients. Meanwhile, expression of the selected genes in lung from PAH chicken measured by qRT-PCR and the ROC curve analyses further verified the potential marker genes' predictive value for PAH. In conclusion, CDC5L and DDX46 may be marker genes and potential therapeutic targets for PAH.
Keyphrases
- bioinformatics analysis
- pulmonary arterial hypertension
- genome wide
- gene expression
- polycyclic aromatic hydrocarbons
- cardiovascular disease
- hypertrophic cardiomyopathy
- genome wide identification
- pulmonary artery
- pulmonary hypertension
- dna methylation
- newly diagnosed
- cell cycle
- poor prognosis
- end stage renal disease
- type diabetes
- cardiovascular events
- cell proliferation
- ejection fraction
- coronary artery disease
- network analysis
- prognostic factors
- atrial fibrillation
- cardiovascular risk factors
- adverse drug