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肺动脉高压中与药物相互作用相关的新型免疫和血管重塑相关基因特征的综合分析与验证

Comprehensive analysis and validation of novel immune and vascular remodeling related genes signature associated with drug interactions in pulmonary arterial hypertension.

作者信息

Wang Jie, Uddin Md Nazim, Wang Rui, Gong Yue-Hong, Wu Yun

机构信息

Department of Pharmacy, First Affiliated Hospital of Xinjiang Medical University, Urumqi, China.

Institute of Food Science and Technology, Bangladesh Council of Scientific and Industrial Research (BCSIR), Dhaka, Bangladesh.

出版信息

Front Genet. 2022 Sep 6;13:922213. doi: 10.3389/fgene.2022.922213. eCollection 2022.

Abstract

Previous studies revealed that the gene signatures are associated with the modulation and pathogenesis of pulmonary arterial hypertension (PAH). However, identifying critical transcriptional signatures in the blood of PAH patients remains lacking. The differentially expressed transcriptional signatures in the blood of PAH patients were identified by a meta-analysis from four microarray datasets. Then we investigated the enrichment of gene ontology and KEGG pathways and identified top hub genes. Besides, we investigated the correlation of crucial hub genes with immune infiltrations, hallmark gene sets, and blood vessel remodeling genes. Furthermore, we investigated the diagnostic efficacy of essential hub genes and their expression validation in an independent cohort of PAH, and we validate the expression level of hub genes in monocrotaline (MCT) induced PAH rats' model. Finally, we have identified the FDA-approved drugs that target the hub genes and their molecular docking. We found 1,216 differentially expressed genes (DEGs), including 521 up-regulated and 695 down-regulated genes, in the blood of the PAH patients. The up-regulated DEGs are significantly associated with the enrichment of KEGG pathways mainly involved with immune regulation, cellular signaling, and metabolisms. We identified 13 master transcriptional regulators targeting the dysregulated genes in PAH. The STRING-based investigation identified the function of hub genes associated with multiple immune-related pathways in PAH. The expression levels of RPS27A, MAPK1, STAT1, RPS6, FBL, RPS3, RPS2, and GART are positively correlated with ssGSEA scores of various immune cells as positively correlated with the hallmark of oxidative stress. Besides, we found that these hub genes also regulate the vascular remodeling in PAH. Furthermore, the expression levels of identified hub genes showed good diagnostic efficacy in the blood of PAH, and we validated most of the hub genes are consistently dysregulated in an independent PAH cohort. Validation of hub genes expression level in the monocrotaline (MCT)-induced lung tissue of rats with PAH revealed that 5 screened hub genes () are significantly highly expressed in PAH rats, and 4 screened hub genes () are substantially lowly expressed in rats with PAH. Finally, we analyzed the interaction of hub proteins and FDA-approved drugs and revealed their molecular docking, and the results showed that MAPK1, TLR4, and GART interact with various drugs with appropriate binding affinity. The identified blood-derived key transcriptional signatures significantly correlate with immune infiltrations, hypoxia, glycolysis, and blood vessel remodeling genes. These findings may provide new insight into the diagnosis and treatment of PAH patients.

摘要

先前的研究表明,基因特征与肺动脉高压(PAH)的调节和发病机制相关。然而,PAH患者血液中关键转录特征的识别仍然缺乏。通过对四个微阵列数据集的荟萃分析,确定了PAH患者血液中差异表达的转录特征。然后我们研究了基因本体和KEGG通路的富集情况,并确定了顶级枢纽基因。此外,我们研究了关键枢纽基因与免疫浸润、标志性基因集和血管重塑基因的相关性。此外,我们研究了关键枢纽基因在PAH独立队列中的诊断效能及其表达验证,并在野百合碱(MCT)诱导的PAH大鼠模型中验证了枢纽基因的表达水平。最后,我们确定了靶向枢纽基因的FDA批准药物及其分子对接情况。我们在PAH患者的血液中发现了1216个差异表达基因(DEG),其中包括521个上调基因和695个下调基因。上调的DEG与主要涉及免疫调节、细胞信号传导和代谢的KEGG通路富集显著相关。我们确定了13个靶向PAH中失调基因的主要转录调节因子。基于STRING的研究确定了PAH中与多种免疫相关通路相关的枢纽基因的功能。RPS27A、MAPK1、STAT1、RPS6、FBL、RPS3、RPS2和GART的表达水平与各种免疫细胞的单样本基因集富集分析(ssGSEA)评分呈正相关,与氧化应激的标志性特征呈正相关。此外,我们发现这些枢纽基因还调节PAH中的血管重塑。此外,所确定的枢纽基因的表达水平在PAH患者的血液中显示出良好的诊断效能,并且我们验证了大多数枢纽基因在PAH独立队列中持续失调。在PAH大鼠的野百合碱(MCT)诱导的肺组织中枢纽基因表达水平的验证表明,5个筛选出的枢纽基因()在PAH大鼠中显著高表达,4个筛选出的枢纽基因()在PAH大鼠中显著低表达。最后,我们分析了枢纽蛋白与FDA批准药物的相互作用并揭示了它们的分子对接情况,结果表明MAPK1、TLR4和GART与各种药物以适当的结合亲和力相互作用。所确定的血液来源的关键转录特征与免疫浸润、缺氧、糖酵解和血管重塑基因显著相关。这些发现可能为PAH患者的诊断和治疗提供新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d7f/9486302/39355e92e4b8/fgene-13-922213-g001.jpg

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