# Identification of Hub Genes and Pathways in Preinfusion Chimeric Antigen Receptor (CAR) T-cell Products Associated With Cytokine Release Syndrome

**Authors:** Somia A Khalafallah, Anas Mohammed Elzein, Israa M Faris, Gamila A Attaelmanan, Marwa F. Alamin, Alaa Almleeh, Mohammed Bader, Mohamed Alfaki

PMC · DOI: 10.7759/cureus.82155 · Cureus · 2025-04-12

## TL;DR

This study identifies key genes and pathways in CAR T-cells linked to cytokine release syndrome, suggesting potential targets for safer and more effective cancer treatments.

## Contribution

The study identifies five hub genes in preinfusion CAR T-cells associated with cytokine release syndrome and proposes targeted therapies.

## Key findings

- 24 genes showed altered expression, with five hub genes (IL1B, IL15, CD276, NCR2, CCL17) linked to CRS.
- These genes are primarily active in monocytes, macrophages, and dendritic cells, highlighting their role in CRS.
- Potential therapies like enoblituzumab and canakinumab were identified to reduce CRS severity.

## Abstract

Background: Chimeric antigen receptor (CAR) T-cell therapy has transformed cancer management over the past decades, offering new hope to many patients. However, its effectiveness is often limited due to cytokine release syndrome (CRS), a life-threatening inflammatory response. Despite its clinical relevance, the molecular mechanisms underlying CRS, specifically in CAR T-cell products, remain poorly understood. This study aims to identify hub genes and pathways in preinfusion CAR T-cell products associated with CRS development and evaluate their potential as therapeutic targets through drug-gene interaction analysis and immune cell correlation profiling.

Methods: We examined gene expression data from 43 preinfusion clusters of differentiation 22 of CAR T-cell samples (CD22+), sourced from the Gene Expression Omnibus dataset GSE200296. Using the linear models for microarray data package, we identified differences in gene expression and conducted enrichment analyses to explore relevant biological pathways, including Kyoto Encyclopedia of Genes and Genomes and Gene Ontology terms. We built protein-protein interaction networks using the Search Tool for Retrieval of Interacting Genes/Proteins database to understand how these genes interact and pinpointed central "hub genes" with Cytoscape and the cytoHubba plugin. Our findings were validated using the GeneCards database (Weizmann Institute of Science, Israel) and an independent CRS-related dataset (GSE164805). Additionally, we analyzed immune cell populations and explored potential drug-gene interactions.

Results: Our study identified 24 genes with changed expression levels: 16 were downregulated and eight were upregulated. We identified five hub genes, interleukin (IL)1B, IL15, CD276, NCR2, and CCL17, as key contributors in CRS, which were primarily implicated in immune-related pathways, including cytokine-cytokine receptor interactions, IL17 signaling, and TNF signaling. These genes were especially expressed in monocytes, macrophages, and dendritic cells, confirming that those immune cell types play a critical role in CRS development. Through drug-gene interaction analysis, we found prospective therapies, such as enoblituzumab (targeting CD276) and canakinumab (targeting IL1B), which might assist in reducing CRS severity.

Conclusion: The study highlights IL1B, IL15, CD276, NCR2, and CCL17 as key CRS genes in preinfusion CAR T-cell products. Their dysregulation activity may contribute to the increased inflammation noted in CRS, pointing to a loss of regulatory control. Bringing us closer to better patient outcomes, these findings not only suggest that these genes could serve as valuable biomarkers for predicting CRS but also open the way for the development of more precise treatments such as combining drugs such as enoblituzumab and canakinumab, which might assist in reducing CRS severity and making CAR T-cell therapy safer and more effective, ultimately improving patient lives.

## Linked entities

- **Genes:** IL1B (interleukin 1 beta) [NCBI Gene 3553], IL15 (interleukin 15) [NCBI Gene 3600], CD276 (CD276 molecule) [NCBI Gene 80381], NCR2 (natural cytotoxicity triggering receptor 2) [NCBI Gene 9436], CCL17 (C-C motif chemokine ligand 17) [NCBI Gene 6361]

## Full-text entities

- **Genes:** IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, IL17A (interleukin 17A) [NCBI Gene 3605] {aka CTLA-8, CTLA8, IL-17, IL-17A, IL17, ILA17}, CMKLR1 (chemerin chemokine-like receptor 1) [NCBI Gene 1240] {aka CHEMERINR, ChemR23, DEZ, ERV1, RVER1}, CD22 (CD22 molecule) [NCBI Gene 933] {aka SIGLEC-2, SIGLEC2}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, LTA (lymphotoxin alpha) [NCBI Gene 4049] {aka LT, TNFB, TNFSF1, TNLG1E}, HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, NCR2 (natural cytotoxicity triggering receptor 2) [NCBI Gene 9436] {aka CD336, LY95, NK-p44, NKP44, dJ149M18.1}, IL15 (interleukin 15) [NCBI Gene 3600] {aka IL-15}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, CCL17 (C-C motif chemokine ligand 17) [NCBI Gene 6361] {aka A-152E5.3, ABCD-2, SCYA17, TARC}, CXADRP1 (CXADR pseudogene 1) [NCBI Gene 653108] {aka CAR, CXADRP}, CD276 (CD276 molecule) [NCBI Gene 80381] {aka 4Ig-B7-H3, B7-H3, B7H3, B7RP-2}, CXCR4 (C-X-C motif chemokine receptor 4) [NCBI Gene 7852] {aka CD184, D2S201E, FB22, HM89, HSY3RR, LCR1}
- **Diseases:** multiorgan dysfunction (MESH:D009102), flu (MESH:D007251), COVID-19 (MESH:D000086382), acute lymphoblastic leukemia (MESH:D054198), immune dysregulation (OMIM:614878), inflammation (MESH:D007249), cancer (MESH:D009369), type I diabetes mellitus (MESH:D003922), CRS (MESH:D000080424), rheumatoid arthritis (MESH:D001172), non-Hodgkin lymphoma (MESH:D008228), hematologic malignancies (MESH:D019337), toxicities (MESH:D064420), hypotension (MESH:D007022)
- **Chemicals:** ordesekimab (MESH:C000706949), cyclosporine (MESH:D016572), fructose (MESH:D005632), mannose (MESH:D008358), tocilizumab (MESH:C502936), enoblituzumab (-), canakinumab (MESH:C541220)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12076287/full.md

## References

29 references — full list in the complete paper: https://tomesphere.com/paper/PMC12076287/full.md

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Source: https://tomesphere.com/paper/PMC12076287