Mapping the Potential Genes and Associated Pathways Involved in Long COVID-Associated Brain Fog Using Integrative Bioinformatics and Systems Biology Strategy.

IF 2.4 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Molecular Biotechnology Pub Date : 2024-11-27 DOI:10.1007/s12033-024-01324-1
Chiranjib Chakraborty, Manojit Bhattacharya, Abdulrahman Alshammari, Norah A Albekairi, Sang-Soo Lee
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Abstract

One of the recent emerging global health issues is long COVID. Among long COVID patients, long COVID-associated brain fog is an important area. We noted an immense gap in understanding the genes and associated pathways involved in long COVID-associated brain fog. Therefore, the study has been selected to understand the genes and pathways involved in patients with long COVID-associated brain fog. A GEO dataset, which was developed through the RNA-seq, was used for the analysis. The dataset encompasses 22 human samples of PBMC. The dataset (human samples of PBMC) was grouped into four cohorts for this study: healthy cohort, COVID convalescent, long COVID, and long COVID brain fog. Therefore, the selection criteria for the 22 PBMC samples were based on the individual infection type (COVID convalescent, long COVID, and long COVID brain fog) and the healthy cohort. Using DEG profile evaluation, we revealed 250 top-ranked DEGs with P values, Padj, baseMean, etc. From the top-ranked DEGs, we listed 24 significant DEGs and some significant DEGs are SMAD3 (P value = 6.34e-07), PF4 (P value = 1.88e-05), TNFAIP3 (P value = 3.70e-06), CXCL5 (P value = 1.22e-08), etc. Among the top-ranked DEGs, we found some genes linked with different biological functions, such as inflammatory cytokine secretion, inflammation, microclot formation, and BBB disruption. From our investigation, we found some genes that are associated with this condition, namely PF4, SMAD3, CXCL5, TNFAIP3, etc. From the literature survey and functional pathway enrichment analysis, we noted the function of the genes such as PF4, SMAD3, and CXCL5. We found that PF4 assists in clot formation, and SMAD3 is associated with neuroinflammation. Similarly, CXCL5 is an inflammatory marker associated with neuroinflammation and BBB damage. At the same time, the study with functional pathway enrichment analysis reflects that DEGs of long COVID-related brain fog might be associated with several biological pathways and processes, cell signatures, and gene-disease associations. It reflects that the disease is a highly complex one. Our study will provide an understanding of the genes and associated pathways in long COVID-related brain fog, which will assist in the next-generation biomarker discovery and therapeutics for these patients.

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利用综合生物信息学和系统生物学策略,绘制与长 COVID 相关脑雾有关的潜在基因和相关途径图谱
长期慢性阻塞性肺气肿是近年来新出现的全球性健康问题之一。在长期慢性阻塞性肺气肿患者中,长期慢性阻塞性肺气肿相关脑雾是一个重要领域。我们注意到,在了解长 COVID 相关脑雾的基因和相关通路方面存在巨大差距。因此,我们选择了这项研究来了解长 COVID 相关脑雾患者的相关基因和通路。研究使用了通过 RNA-seq 开发的 GEO 数据集进行分析。该数据集包含 22 份人类 PBMC 样本。本研究将数据集(人类 PBMC 样本)分为四个队列:健康队列、COVID 康复者队列、长期 COVID 队列和长期 COVID 脑雾队列。因此,22 份 PBMC 样本的选择标准是基于个体感染类型(COVID 康复期、长 COVID 和长 COVID 脑雾)和健康队列。通过 DEG 图谱评估,我们发现了 250 个具有 P 值、Padj、baseMean 等的排名靠前的 DEGs。在排名靠前的 DEGs 中,我们列出了 24 个显著的 DEGs,其中一些显著的 DEGs 包括 SMAD3(P 值 = 6.34e-07)、PF4(P 值 = 1.88e-05)、TNFAIP3(P 值 = 3.70e-06)、CXCL5(P 值 = 1.22e-08)等。在排名靠前的 DEGs 中,我们发现了一些与不同生物学功能相关的基因,如炎性细胞因子分泌、炎症、微血块形成和 BBB 破坏等。通过调查,我们发现了一些与该病症相关的基因,即 PF4、SMAD3、CXCL5、TNFAIP3 等。通过文献调查和功能通路富集分析,我们注意到了 PF4、SMAD3 和 CXCL5 等基因的功能。我们发现,PF4 有助于血凝块的形成,而 SMAD3 则与神经炎症有关。同样,CXCL5 是一种与神经炎症和 BBB 损伤相关的炎症标志物。同时,功能通路富集分析的研究反映出,COVID相关长时脑雾的DEGs可能与多种生物通路和过程、细胞特征以及基因-疾病关联有关。这反映出该疾病是一种高度复杂的疾病。我们的研究将有助于了解长COVID相关脑雾的基因和相关通路,这将有助于这些患者的下一代生物标记物的发现和治疗。
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来源期刊
Molecular Biotechnology
Molecular Biotechnology 医学-生化与分子生物学
CiteScore
4.10
自引率
3.80%
发文量
165
审稿时长
6 months
期刊介绍: Molecular Biotechnology publishes original research papers on the application of molecular biology to both basic and applied research in the field of biotechnology. Particular areas of interest include the following: stability and expression of cloned gene products, cell transformation, gene cloning systems and the production of recombinant proteins, protein purification and analysis, transgenic species, developmental biology, mutation analysis, the applications of DNA fingerprinting, RNA interference, and PCR technology, microarray technology, proteomics, mass spectrometry, bioinformatics, plant molecular biology, microbial genetics, gene probes and the diagnosis of disease, pharmaceutical and health care products, therapeutic agents, vaccines, gene targeting, gene therapy, stem cell technology and tissue engineering, antisense technology, protein engineering and enzyme technology, monoclonal antibodies, glycobiology and glycomics, and agricultural biotechnology.
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