Khalafallah Somia A, Mohammed Elzein Anas, Faris Israa M, Attaelmanan Gamila A, Alamin Marwa F, Almleeh Alaa, Bader Mohammed, Alfaki Mohamed
Department of Hematology and Immunohematology, Ibn Sina University, Khartoum, SDN.
Department of Molecular and Cellular Medicine, Institute of Translational Medicine, Zhejiang University School of Medicine, Hangzhou, CHN.
Cureus. 2025 Apr 12;17(4):e82155. doi: 10.7759/cureus.82155. eCollection 2025 Apr.
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.
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.
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.
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.
嵌合抗原受体(CAR)T细胞疗法在过去几十年中改变了癌症治疗方式,为许多患者带来了新希望。然而,由于细胞因子释放综合征(CRS)这一致命的炎症反应,其有效性常常受到限制。尽管CRS具有临床相关性,但其潜在的分子机制,特别是在CAR T细胞产品中的机制,仍知之甚少。本研究旨在识别输注前CAR T细胞产品中与CRS发生相关的枢纽基因和信号通路,并通过药物-基因相互作用分析和免疫细胞相关性分析评估它们作为治疗靶点的潜力。
我们检查了来自基因表达综合数据库GSE200296的43个CAR T细胞样本(CD22+)输注前分化簇22的基因表达数据。使用微阵列数据包的线性模型,我们识别了基因表达差异并进行了富集分析,以探索相关的生物学途径,包括京都基因与基因组百科全书和基因本体术语。我们使用检索相互作用基因/蛋白质的搜索工具数据库构建蛋白质-蛋白质相互作用网络,以了解这些基因如何相互作用,并使用Cytoscape和cytoHubba插件确定核心“枢纽基因”。我们的发现使用基因卡数据库(以色列魏茨曼科学研究所)和一个独立的CRS相关数据集(GSE164805)进行了验证。此外,我们分析了免疫细胞群体并探索了潜在的药物-基因相互作用。
我们研究确定了24个表达水平发生变化的基因:16个下调,8个上调。我们确定了五个枢纽基因,即白细胞介素(IL)1B、IL15、CD276、NCR2和CCL17,它们是CRS的关键促成因素,主要涉及免疫相关途径,包括细胞因子-细胞因子受体相互作用、IL17信号传导和TNF信号传导。这些基因在单核细胞、巨噬细胞和树突状细胞中尤其表达,证实这些免疫细胞类型在CRS发生中起关键作用。通过药物-基因相互作用分析,我们发现了潜在的治疗方法,如依诺布单抗(靶向CD276)和卡那单抗(靶向IL1B),它们可能有助于降低CRS的严重程度。
该研究强调IL1B、IL15、CD276、NCR2和CCL17是输注前CAR T细胞产品中的关键CRS基因。它们的失调活性可能导致CRS中炎症增加,表明调节控制丧失。这些发现不仅表明这些基因可作为预测CRS的有价值生物标志物,还为开发更精确的治疗方法开辟了道路,如联合使用依诺布单抗和卡那单抗等药物,这可能有助于降低CRS严重程度,使CAR T细胞疗法更安全、更有效,最终改善患者生活。