# Analysis of the Expression Profile in COVID-19 Patients in the Russian Population Considering Disease Severity, Mortality, and Cytokine Storm

**Authors:** Valentin Shimansky, Oleg Popov, Alexander Kel, Igor Goryanin, Tatiana Klochkova, Svetlana Apalko, Natalya Sushentseva, Anna Anisenkova, Sergey Mosenko, Sergey Shcherbak

PMC · DOI: 10.3390/biomedicines13040863 · Biomedicines · 2025-04-03

## TL;DR

This study identifies key genes linked to severe COVID-19 outcomes and immune responses in Russian patients, offering potential targets for treatment.

## Contribution

The study identifies master regulatory genes in Russian patients with varying disease severity and outcomes.

## Key findings

- Differentially expressed genes were found to be involved in immune responses and signal transduction pathways.
- Genes like ALOX15, PRL, FLT3, S100A8, S100A12, IL4, and IL13 were identified as potential therapeutic targets.
- The findings suggest new avenues for modulating immune responses in severe COVID-19 cases.

## Abstract

Background/Objectives: The COVID-19 pandemic has posed a significant challenge to global healthcare systems and has prompted a need for a better understanding of the molecular mechanisms underlying SARS-CoV-2 infection. This study aims to analyze differential gene expression in COVID-19 patients to identify regulatory genes influencing key pathways involved in disease progression. Methods: We conducted a transcriptomic analysis of patients admitted to the Infectious Disease Department of City Hospital No. 40, confirmed with SARS-CoV-2 via PCR. The study received ethical approval (protocol No. 171, 18 May 2020), and all participants provided informed consent. Total RNA was extracted from blood samples, followed by RNA sequencing using the DNBSEQ-G400 platform. Differential gene expression was analyzed using the Mann–Whitney test, and Gene Ontology enrichment analysis was performed to identify relevant biological processes. Results: Our analysis revealed significant number of differentially expressed genes within studied groups (severity, outcome, cytokine storm and paired samples). These genes are involved in key regulatory and signal transduction pathways governing immune responses, intercellular communication, and the metabolism of various compounds. Furthermore, we identified genes ALOX15, PRL, FLT3, S100A8, S100A12, IL4, IL13, and a few others as master regulators within the studied pathways, which represent promising candidates for further investigation as potential therapeutic targets. Conclusions: This study highlights critical gene expression changes associated with COVID-19 severity and outcomes, identifying potential biomarkers. Our findings contribute to the understanding of the molecular drivers of COVID-19 and suggest new avenues for therapeutic interventions aimed at modulating immune responses.

## Linked entities

- **Genes:** ALOX15 (arachidonate 15-lipoxygenase) [NCBI Gene 246], PRL (prolactin) [NCBI Gene 5617], FLT3 (fms related receptor tyrosine kinase 3) [NCBI Gene 2322], S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279], S100A12 (S100 calcium binding protein A12) [NCBI Gene 6283], IL4 (interleukin 4) [NCBI Gene 3565], IL13 (interleukin 13) [NCBI Gene 3596]
- **Diseases:** COVID-19 (MONDO:0100096)

## Full-text entities

- **Genes:** S100A12 (S100 calcium binding protein A12) [NCBI Gene 6283] {aka CAAF1, CAGC, CGRP, ENRAGE, MRP-6, MRP6}, IL4 (interleukin 4) [NCBI Gene 3565] {aka BCGF-1, BCGF1, BSF-1, BSF1, IL-4}, IL13 (interleukin 13) [NCBI Gene 3596] {aka IL-13, P600}, S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279] {aka 60B8AG, CAGA, CFAG, CGLA, CP-10, L1Ag}, PRL (prolactin) [NCBI Gene 5617] {aka GHA1, pPRL}, ALOX15 (arachidonate 15-lipoxygenase) [NCBI Gene 246] {aka 12-LOX, 15-LOX, 15-LOX-1, LOG15}, FLT3 (fms related receptor tyrosine kinase 3) [NCBI Gene 2322] {aka CD135, FLK-2, FLK2, STK1}
- **Diseases:** COVID-19 (MESH:D000086382), Storm (MESH:C566109), Infectious Disease (MESH:D003141)
- **Species:** Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12024720/full.md

## References

24 references — full list in the complete paper: https://tomesphere.com/paper/PMC12024720/full.md

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Source: https://tomesphere.com/paper/PMC12024720