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急性髓系白血病中免疫原性细胞死亡的综合特征揭示其与预后及肿瘤免疫微环境的关联

Comprehensive characterization of immunogenic cell death in acute myeloid leukemia revealing the association with prognosis and tumor immune microenvironment.

作者信息

Chen Yongyu, Qiu Xue, Liu Rongrong

机构信息

Department of Hematology, The first Affiliated Hospital of Guangxi Medical University, Nanning, China.

Guangxi Medical University, Nanning, China.

出版信息

BMC Med Genomics. 2024 Apr 26;17(1):107. doi: 10.1186/s12920-024-01876-w.

Abstract

BACKGROUND

This study aimed to explore the clinical significance of immunogenic cell death (ICD) in acute myeloid leukemia (AML) and its relationship with the tumor immune microenvironment characteristics. It also aimed to provide a potential perspective for bridging the pathogenesis of AML and immunological research, and to provide a theoretical basis for precise individualized treatment of AML patients.

METHODS

Firstly, we identified two subtypes associated with ICD by consensus clustering and explored the biological enrichment pathways, somatic mutations, and tumor microenvironment landscape between the ICD subtypes. Additionally, we developed and validated a prognostic model associated with ICD-related genes. Finally, we conducted a preliminary exploration of the construction of disease regulatory networks and prediction of small molecule drugs based on five signature genes.

RESULTS

Differentially expressed ICD-related genes can distinguish AML into subgroups with significant differences in clinical characteristics and survival prognosis. The relationship between the ICD- high subgroup and the immune microenvironment was tight, showing significant enrichment in immune-related pathways such as antibody production in the intestinal immune environment, allograft rejection, and Leishmaniasis infection. Additionally, the ICD- high subtype showed significant upregulation in a variety of immune cells such as B_cells, Macrophages_M2, Monocytes, and T_cells_CD4. We constructed a prognostic risk feature based on five signature genes (TNF, CXCR3, CD4, PIK3CA and CALR), and the time-dependent ROC curve confirmed the high accuracy in predicting the clinical outcomes.

CONCLUSION

There is a strong close relationship between the ICD- high subgroup and the immune microenvironment. Immunogenicity-related genes have the potential to be a prognostic biomarker for AML.

摘要

背景

本研究旨在探讨免疫原性细胞死亡(ICD)在急性髓系白血病(AML)中的临床意义及其与肿瘤免疫微环境特征的关系。同时旨在为衔接AML发病机制与免疫学研究提供潜在视角,并为AML患者的精准个体化治疗提供理论依据。

方法

首先,我们通过共识聚类确定了与ICD相关的两个亚型,并探索了ICD亚型之间的生物富集途径、体细胞突变和肿瘤微环境景观。此外,我们开发并验证了一个与ICD相关基因的预后模型。最后,我们基于五个特征基因对疾病调控网络的构建和小分子药物的预测进行了初步探索。

结果

差异表达的ICD相关基因可将AML分为临床特征和生存预后有显著差异的亚组。ICD高表达亚组与免疫微环境关系密切,在肠道免疫环境中的抗体产生、同种异体移植排斥和利什曼病感染等免疫相关途径中显示出显著富集。此外,ICD高表达亚型在多种免疫细胞如B细胞、M2巨噬细胞、单核细胞和CD4 + T细胞中显著上调。我们基于五个特征基因(TNF、CXCR3、CD4、PIK3CA和CALR)构建了一个预后风险特征,时间依赖性ROC曲线证实了其在预测临床结局方面的高准确性。

结论

ICD高表达亚组与免疫微环境之间存在密切关系。免疫原性相关基因有可能成为AML的预后生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2e32/11046942/77bd53552a6b/12920_2024_1876_Fig1_HTML.jpg

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