Analysis of transcriptomics data from COVID-19 patients: a pilot research

被引:4
作者
Hadzega, Dominik [1 ]
Babisova, Klaudia [1 ]
Hyblova, Michaela [1 ]
Janostiakova, Nikola [2 ]
Sabaka, Peter [3 ]
Janega, Pavol [1 ]
Minarik, Gabriel [1 ]
机构
[1] Medirex Grp Acad, Nitra, Slovakia
[2] Comenius Univ, Inst Med Biol, Med Fac, Genet & Clin Genet, Spitalska 24, Bratislava, Slovakia
[3] Comenius Univ Brati Slava, Fac Med, Dept Infectol & Geog Med, Bratislava, Slovakia
关键词
RNA-seq; COVID-19; SARS-CoV-2; Gene enrichment analysis; Enriched pathways; Differentially expressed genes; Transcriptomics; ACTIVATION; PATHWAYS; RECEPTOR;
D O I
10.1007/s12223-024-01130-x
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
During SARS-CoV-2 infection, the virus transforms the infected host cell into factories that produce new viral particles. As infection progresses, the infected cells undergo numerous changes in various pathways. One of these changes is the occurrence of a cytokine storm, which leads to severe symptoms. In this study, we examined the transcriptomic changes caused by COVID-19 by analyzing RNA-seq data obtained from COVID-19-positive patients as well as COVID-19-negative donors. RNA-seq data were collected for the purpose of identification of potential biomarkers associated with a different course of the disease. We analyzed the first datasets, consisting of 96 samples to validate our methods. The objective of this publication is to report the pilot results. To explore potential biomarkers related to disease severity, we conducted a differential expression analysis of human transcriptome, focusing on COVID-19 positivity and symptom severity. Given the large number of potential biomarkers we identified, we further performed pathway enrichment analysis with terms from Kyoto Encyclopedia of Genes and Genomics (KEGG) to obtain a more profound understanding of altered pathways. Our results indicate that pathways related to immune processes, response to infection, and multiple signaling pathways were affected. These findings align with several previous studies that also reported the influence of SARS-CoV-2 infection on these pathways.
引用
收藏
页码:155 / 164
页数:10
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