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加权基因共表达网络分析和药物-基因相互作用生物信息学揭示了与非洲儿童各种疟疾感染表现相关的关键基因和主要药物候选物。

Weighted gene co-expression network analysis and drug-gene interaction bioinformatics uncover key genes associated with various presentations of malaria infection in African children and major drug candidates.

机构信息

Shenzhen Nambou1 Biotech Company Limited, West Silicon Valley, No. 5010 Bao'an Avenue, Shenzhen 518000, Guangdong Province, China.

Shenzhen Nambou1 Biotech Company Limited, West Silicon Valley, No. 5010 Bao'an Avenue, Shenzhen 518000, Guangdong Province, China.

出版信息

Infect Genet Evol. 2021 Apr;89:104723. doi: 10.1016/j.meegid.2021.104723. Epub 2021 Jan 12.

DOI:10.1016/j.meegid.2021.104723
PMID:33444859
Abstract

Malaria is a fatal parasitic disease with unelucidated pathogenetic mechanism. Herein, we aimed to uncover genes associated with different clinical aspects of malaria based on the GSE1124 dataset that is publicly accessible by using WGCNA. We obtained 16 co-expression modules and their correlations with clinical features. Using the MCODE tool, we identified THEM4, STYX, VPS36, LCOR, KIAA1143, EEA1, RAPGEF6, LOC439994, ZBTB33, PTPN22, ESCO1, and KLF3 as hub genes positively associated with Plasmodium falciparum infection (ASPF). These hub genes were involved in the biological processes of endosomal transport, regulation of natural killer cell proliferation, and KEGG pathways of endocytosis and fatty acid elongation. For the purple module negatively correlated with ASPF, we identified 19 hub genes that were involved in the biological processes of positive regulation of cellular protein catabolic process and KEGG pathways of other glycan degradation. For the salmon module positively correlated with severe malaria anemia (SMA), we identified 17 hub genes that were among those driving the biological processes of positive regulation of erythrocyte differentiation. For the brown module positively correlated with cerebral malaria (CM), we identified eight hub genes and these genes participated in phagolysosome assembly and positive regulation of exosomal secretion, and animal mitophagy pathway. For the tan module negatively correlated with CM, we identified four hub genes that were involved in CD8-positive, alpha-beta T cell differentiation and notching signaling pathway. These findings may provide new insights into the pathogenesis of malaria and help define new diagnostic and therapeutic approaches for malaria patients.

摘要

疟疾是一种致命的寄生虫病,其发病机制尚未阐明。本研究旨在基于公开的 GSE1124 数据集,使用 WGCNA 来揭示与疟疾不同临床特征相关的基因。我们获得了 16 个共表达模块及其与临床特征的相关性。使用 MCODE 工具,我们鉴定出 THEM4、STYX、VPS36、LCOR、KIAA1143、EEA1、RAPGEF6、LOC439994、ZBTB33、PTPN22、ESCO1 和 KLF3 作为与恶性疟原虫感染(ASPF)呈正相关的枢纽基因。这些枢纽基因参与内体运输的生物学过程、自然杀伤细胞增殖的调节以及内吞作用和脂肪酸延长的 KEGG 途径。对于与 ASPF 呈负相关的紫色模块,我们鉴定出 19 个枢纽基因,这些基因参与细胞蛋白分解代谢的正向调节的生物学过程和其他糖降解的 KEGG 途径。对于与严重疟疾性贫血(SMA)呈正相关的三文鱼模块,我们鉴定出 17 个枢纽基因,这些基因参与正向调节红细胞分化的生物学过程。对于与脑型疟疾(CM)呈正相关的棕色模块,我们鉴定出 8 个枢纽基因,这些基因参与吞噬体组装和外泌体分泌的正向调节以及动物线粒体自噬途径。对于与 CM 呈负相关的棕褐色模块,我们鉴定出 4 个枢纽基因,这些基因参与 CD8 阳性、α-β T 细胞分化和 Notch 信号通路。这些发现可能为疟疾的发病机制提供新的见解,并有助于为疟疾患者定义新的诊断和治疗方法。

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