{"title":"Gene regulatory mechanisms of T cell exhaustion in diffuse large B cell lymphoma based on single-cell transcriptome data","authors":"Zhencang Zhou , Pinwei Zhu , Jinli Ge, Qiang Li, Hang Li, Nana Zhe, Zhaoyu Liu, Dengke Chen","doi":"10.1016/j.leukres.2024.107588","DOIUrl":null,"url":null,"abstract":"<div><div>Diffuse large B cell lymphoma (DLBCL) is a heterogeneous and aggressive B cell malignancy that accounts for about 30 % of non-Hodgkin lymphomas. The current standard treatment for DLBCL is rituximab plus chemotherapy, but many patients are refractory or relapse, indicating the need for improved understanding of its molecular pathology. T cell exhaustion is a state of dysfunction or impairment that occurs in chronic infections or cancers, and is associated with poor prognosis in DLBCL. However, the molecular mechanisms of T cell exhaustion in DLBCL are poorly understood. In this study, we performed a comprehensive analysis of T cell exhaustion in DLBCL using public single-cell transcriptome data. We identified different subtypes of T cells and characterized their gene expression features. We found that DLBCL had a significantly higher proportion of exhausted T cells than normal tonsil, and that exhausted T cells had distinct gene expression signatures from non-exhausted T cells. These signatures included genes related to inhibitory receptors, cytokines, transcription factors and metabolic enzymes. We also found that ID3 gene was significantly upregulated in exhausted T cells in DLBCL, which may play a key role in T cell exhaustion. We constructed a protein-protein interaction network, identifying major hub proteins involved in T cell exhaustion or migration. We also performed KEGG and GO enrichment analysis for the differentially expressed genes between exhausted and non-exhausted T cells, and found important signaling pathways related to T cell exhaustion in DLBCL. Our results provide new insights into the molecular mechanisms underlying T cell exhaustion and offer novel therapeutic targets for this complex disease.</div></div>","PeriodicalId":18051,"journal":{"name":"Leukemia research","volume":"146 ","pages":"Article 107588"},"PeriodicalIF":2.1000,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Leukemia research","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0145212624001541","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"HEMATOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Diffuse large B cell lymphoma (DLBCL) is a heterogeneous and aggressive B cell malignancy that accounts for about 30 % of non-Hodgkin lymphomas. The current standard treatment for DLBCL is rituximab plus chemotherapy, but many patients are refractory or relapse, indicating the need for improved understanding of its molecular pathology. T cell exhaustion is a state of dysfunction or impairment that occurs in chronic infections or cancers, and is associated with poor prognosis in DLBCL. However, the molecular mechanisms of T cell exhaustion in DLBCL are poorly understood. In this study, we performed a comprehensive analysis of T cell exhaustion in DLBCL using public single-cell transcriptome data. We identified different subtypes of T cells and characterized their gene expression features. We found that DLBCL had a significantly higher proportion of exhausted T cells than normal tonsil, and that exhausted T cells had distinct gene expression signatures from non-exhausted T cells. These signatures included genes related to inhibitory receptors, cytokines, transcription factors and metabolic enzymes. We also found that ID3 gene was significantly upregulated in exhausted T cells in DLBCL, which may play a key role in T cell exhaustion. We constructed a protein-protein interaction network, identifying major hub proteins involved in T cell exhaustion or migration. We also performed KEGG and GO enrichment analysis for the differentially expressed genes between exhausted and non-exhausted T cells, and found important signaling pathways related to T cell exhaustion in DLBCL. Our results provide new insights into the molecular mechanisms underlying T cell exhaustion and offer novel therapeutic targets for this complex disease.
弥漫大 B 细胞淋巴瘤(DLBCL)是一种异质性侵袭性 B 细胞恶性肿瘤,约占非霍奇金淋巴瘤的 30%。目前治疗 DLBCL 的标准疗法是利妥昔单抗加化疗,但许多患者难治或复发,这表明需要进一步了解其分子病理学。T细胞衰竭是慢性感染或癌症中出现的一种功能障碍或损伤状态,与DLBCL的不良预后有关。然而,人们对DLBCL中T细胞衰竭的分子机制知之甚少。在本研究中,我们利用公开的单细胞转录组数据对 DLBCL 中的 T 细胞衰竭进行了全面分析。我们确定了不同亚型的 T 细胞,并描述了它们的基因表达特征。我们发现,DLBCL中衰竭T细胞的比例明显高于正常扁桃体,而且衰竭T细胞与非衰竭T细胞有不同的基因表达特征。这些特征包括与抑制受体、细胞因子、转录因子和代谢酶相关的基因。我们还发现,ID3基因在DLBCL衰竭T细胞中明显上调,这可能在T细胞衰竭中起到关键作用。我们构建了一个蛋白-蛋白相互作用网络,确定了参与T细胞衰竭或迁移的主要枢纽蛋白。我们还对衰竭T细胞和非衰竭T细胞的差异表达基因进行了KEGG和GO富集分析,发现了与DLBCL中T细胞衰竭相关的重要信号通路。我们的研究结果为T细胞衰竭的分子机制提供了新的见解,并为这种复杂疾病提供了新的治疗靶点。
期刊介绍:
Leukemia Research an international journal which brings comprehensive and current information to all health care professionals involved in basic and applied clinical research in hematological malignancies. The editors encourage the submission of articles relevant to hematological malignancies. The Journal scope includes reporting studies of cellular and molecular biology, genetics, immunology, epidemiology, clinical evaluation, and therapy of these diseases.