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单细胞数据揭示了自然杀伤细胞和巨噬细胞在急性髓系白血病化疗耐受中的功能。

Single-cell data revealed the function of natural killer cells and macrophage cells in chemotherapy tolerance in acute myeloid leukemia.

机构信息

Department of Hematology, The Second Affiliated Hospital of Air Force Medical University, Xi'an, China.

出版信息

PeerJ. 2024 Nov 21;12:e18521. doi: 10.7717/peerj.18521. eCollection 2024.

Abstract

BACKGROUND

Acute myeloid leukemia (AML) is highly prevalent and heterogeneous among adult acute leukemias. Current chemotherapeutic approaches for AML often face the challenge of drug resistance, and AML immune cells play an important role in the regulation of AML drug resistance. Thus, it is of key significance to explore the regulatory mechanisms of immune cells in AML to alleviate chemotherapy resistance in AML.

METHODS

Based on AML single-cell transcriptomic data, this study revealed the differences in the expression of immune cell subpopulations and marker genes in AML patients in the complete remission group (CR) compared to AML patients in the non-complete remission group (non-CR) after chemotherapy. Functional enrichment by clusterprofiler revealed the regulatory functions of differentially expressed genes (DEGs) in AML. AUCell enrichment scores were used to assess the immunoregulatory functions of immune cells. Pseudotime analysis was used to construct immune cell differentiation trajectories. CellChat was used for cellular communication analysis to elucidate the interactions between immune cells. Survival analysis with the R package "survival" revealed the role of immune cell marker genes on AML prognosis. Finally, the wound healing and trans-well assay were performed.

RESULTS

Single-cell clustering analysis revealed that NK/T cells and macrophage cells subpopulations were significantly higher in non-CR AML patients than in CR AML. AUCell enrichment analysis revealed that FCAR+ and FCGR3A+ macrophages were significantly more active in the non-CR group and correlated with processes regulating cellular energy metabolism and immune cell activity. Differentially expressed NK cell marker genes between CR and non-CR groups mainly included , , and , which were associated with cancer drug resistance regulation, these marker genes of (, , , and ) were upregulated in human chronic myeloid leukemia cells (HAP1) and silencing of affected migration and invasion of HAP1 cells. In particular, the differentiation pathways of macrophages and NK cells in non-CR differed from those of patients in the CR group. Cellular communication analyses showed that ligand-receptor pairs between NK cells and macrophage cells mainly included HLA-E-KLRK1, HLA-E-KLRC1, HLA-E-CD94:NKG2A, CLEC2B-KLRB1. In addition, LGALS9-CD45, CCL3L1- CCR1, CCL3-CCR1 between these two immune cells mainly regulate secreted signaling to mediate AML progression. Marker genes in NK/T cells and macrophage cells were significantly associated with AML prognosis.

CONCLUSION

This study reveals the potential role of NK cells and macrophages in AML chemoresistance through the analysis of single-cell RNA sequencing data. This provides new ideas and insights into the key mechanisms of immune cells in AML treatment.

摘要

背景

急性髓细胞白血病(AML)在成人急性白血病中普遍存在且具有异质性。目前针对 AML 的化疗方法常常面临耐药性的挑战,而 AML 免疫细胞在调节 AML 耐药性方面发挥着重要作用。因此,探索 AML 免疫细胞的调节机制,缓解 AML 的化疗耐药性具有重要意义。

方法

基于 AML 单细胞转录组数据,本研究揭示了化疗后完全缓解(CR)组和非完全缓解(non-CR)组 AML 患者免疫细胞亚群和标记基因表达的差异。通过 clusterprofiler 进行功能富集,揭示了差异表达基因(DEGs)在 AML 中的调控功能。使用 AUCell 富集评分评估免疫细胞的免疫调节功能。通过伪时间分析构建免疫细胞分化轨迹。使用 CellChat 进行细胞间通讯分析,阐明免疫细胞之间的相互作用。使用 R 包“survival”进行生存分析,揭示免疫细胞标记基因对 AML 预后的作用。最后进行了划痕愈合和 Trans-well 实验。

结果

单细胞聚类分析显示,non-CR AML 患者的 NK/T 细胞和巨噬细胞亚群明显高于 CR AML 患者。AUCell 富集分析显示,FCAR+和 FCGR3A+巨噬细胞在 non-CR 组中更为活跃,与调节细胞能量代谢和免疫细胞活性的过程相关。CR 和 non-CR 组之间 NK 细胞差异表达标记基因主要包括 、 、 和 ,与癌症药物耐药性调节有关,这些标记基因( 、 、 、 和 )在人慢性髓系白血病细胞(HAP1)中上调,沉默 影响 HAP1 细胞的迁移和侵袭。特别是,non-CR 患者的巨噬细胞和 NK 细胞分化途径与 CR 组患者不同。细胞间通讯分析表明,NK 细胞和巨噬细胞之间的配体-受体对主要包括 HLA-E-KLRK1、HLA-E-KLRC1、HLA-E-CD94:NKG2A、CLEC2B-KLRB1。此外,LGALS9-CD45、CCL3L1-CCR1、CCL3-CCR1 主要通过调节分泌信号来介导 AML 进展。NK/T 细胞和巨噬细胞中的标记基因与 AML 预后显著相关。

结论

本研究通过单细胞 RNA 测序数据的分析,揭示了 NK 细胞和巨噬细胞在 AML 化疗耐药中的潜在作用。这为免疫细胞在 AML 治疗中的关键机制提供了新的思路和见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/669a/11586048/98d6d0ced875/peerj-12-18521-g001.jpg

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