通过对单细胞和大容量 RNA 测序的综合分析,评估 TMEM176B 的功能及其对严重呼吸道病毒感染的预测作用。

IF 6.8 3区 医学 Q1 VIROLOGY Journal of Medical Virology Pub Date : 2024-10-08 DOI:10.1002/jmv.29954
Congcong Shang, Jiapei Yu, Shumei Zou, Hui Li, Bin Cao, for the CAP-China network
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引用次数: 0

摘要

据报道,跨膜蛋白 176B(TMEM176B)主要定位于内体膜上,是恶性疾病中的一种免疫调节因子。然而,该分子在呼吸道病毒感染中的生物学功能仍未确定。为了研究该基因的功能和预后价值,研究人员从基因表达总库(Gene Expression Omnibus)数据库中选取了六个基因组进行研究。首先,在不同水平(细胞、外周血、肺组织)评估了 TMEM176B 及其共表达基因的功能。然后,利用机器学习算法分析 TMEM176B 及其互作基因与预后的关系。经过重要性评估和变量筛选,建立了一个预后模型。最后,通过外部数据集进一步验证了模型的可靠性。体外实验验证了 TMEM176B 的功能。TMEM176B及其共表达基因参与了炎性体激活、髓系免疫细胞发育和免疫细胞浸润等多个过程。机器学习进一步筛选出了包括TMEM176B在内的27个相互作用基因模块作为重症呼吸道病毒感染的预后模型,其衍生集和外部验证集的ROC曲线下面积(AUC)分别为0.986和0.905。我们通过体外实验进一步证实,TMEM176B-/-THP-1分化巨噬细胞的病毒载量以及NLRP3活化和细胞死亡均显著增强。我们的研究揭示了TMEM176B参与呼吸道病毒感染的多种生物学功能,并具有潜在的预后价值,有望为严重呼吸道病毒感染宿主的临床治疗带来新的启示。
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Functional evaluation of TMEM176B and its predictive role for severe respiratory viral infection through integrated analysis of single-cell and bulk RNA-sequencing

Transmembrane protein 176B (TMEM176B), localized mainly on the endosomal membrane, has been reported as an immune regulatory factor in malignant diseases. However, the biological function of this molecule remains undetermined during respiratory viral infections. To investigate the functions and prognostic value of this gene, six gene sets were selected from the Gene Expression Omnibus database for research. First, the function of TMEM176B and its co-expressed genes were evaluated at different levels (cell, peripheral blood, lung tissue). Afterwards, a machine learning algorithm was utilized to analyze the relationship between TMEM176B and its interacting genes with prognosis. After importance evaluation and variable screening, a prognostic model was established. Finally, the reliability of the model was further verified through external data sets. In vitro experiments were conducted to validate the function of TMEM176B. TMEM176B and its co-expressed genes are involved in multiple processes such as inflammasome activation, myeloid immune cell development, and immune cell infiltration. Machine learning further screened 27 interacting gene modules including TMEM176B as prognostic models for severe respiratory viral infections, with the area under the ROC curve (AUCs) of 0.986 and 0.905 in derivation and external validation sets, respectively. We further confirmed that viral load as well as NLRP3 activation and cell death were significantly enhanced in TMEM176B-/- THP-1-differentiated macrophages via in vitro experiments. Our study revealed that TMEM176B is involved in a wide range of biological functions in respiratory viral infections and has potential prognostic value, which is expected to bring new insights into the clinical management of severe respiratory viral infection hosts.

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来源期刊
Journal of Medical Virology
Journal of Medical Virology 医学-病毒学
CiteScore
23.20
自引率
2.40%
发文量
777
审稿时长
1 months
期刊介绍: The Journal of Medical Virology focuses on publishing original scientific papers on both basic and applied research related to viruses that affect humans. The journal publishes reports covering a wide range of topics, including the characterization, diagnosis, epidemiology, immunology, and pathogenesis of human virus infections. It also includes studies on virus morphology, genetics, replication, and interactions with host cells. The intended readership of the journal includes virologists, microbiologists, immunologists, infectious disease specialists, diagnostic laboratory technologists, epidemiologists, hematologists, and cell biologists. The Journal of Medical Virology is indexed and abstracted in various databases, including Abstracts in Anthropology (Sage), CABI, AgBiotech News & Information, National Agricultural Library, Biological Abstracts, Embase, Global Health, Web of Science, Veterinary Bulletin, and others.
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