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通过铁死亡特征对急性髓系白血病进行分子分型可预测预后并解析免疫微环境

英文原题:Molecular subtyping of acute myeloid leukemia through ferroptosis signatures predicts prognosis and deciphers the immune microenvironment.

PubMed 2023/08/24(内容时间) Front Cell Dev Biol Q1 · IF 5.3(JCR 2025)

研究概要

急性髓系白血病(AML)是一种最具侵袭性的血液系统恶性肿瘤,5年生存率低,复发率高。

中文摘要

急性髓系白血病(AML)是一种最具侵袭性的血液系统恶性肿瘤之一,5年生存率低且复发率高。开发更有效的治疗方法是AML治疗的迫切需求。越来越多的证据表明,铁死亡作为一种铁依赖性的程序性细胞死亡形式,通过重塑肿瘤微环境与癌症发生和临床结局密切相关。然而,基于铁死亡特征广泛图谱对AML异质性的理解仍有待研究。在此,我们从GEO和TCGA数据库获取了五个独立的AML转录组数据集(TCGA-AML、GSE37642、GSE12417、GSE10358和GSE106291)。随后,我们通过共识聚类鉴定了两种具有不同预后和肿瘤免疫微环境(TIME)的铁死亡相关分子亚型(C1和C2)。C1亚型患者与良好的临床结局和增加的细胞毒性免疫细胞浸润相关,包括CD8+/中枢记忆T细胞、自然杀伤(NK)细胞和非调节性CD4+T细胞,同时抑制性免疫亚群如M2巨噬细胞、中性粒细胞和单核细胞减少。差异表达基因(DEGs)的功能富集分析表明,参与免疫反应的细胞活化、白细胞细胞间黏附和迁移以及细胞因子产生是主要的生物学过程。吞噬体、抗原加工和呈递、细胞因子-细胞因子受体相互作用、B细胞受体和趋化因子被确定为主要通路。为了把握C1与在C2亚型中,利用LASSO Cox逐步回归分析开发了一个5基因预后特征(LSP1、IL1R2、MPO、CRIP1和SLC24A3),并在独立的AML队列中进一步验证。患者被分为高风险组和低风险组,与低风险组相比,高风险组的生存率降低。高风险组和低风险组之间的TIME在C1与C2亚型中具有相似的景观。单细胞水平分析证实,LSP1和CRIP1在AML和耗竭的CD8 + T细胞中上调。双重靶向这两个标志物可能是一种有前景的AML免疫治疗。此外,还预测了可能有效的AML化学药物。因此,我们得出结论,使用铁死亡特征的分子分型可以表征TIME,并为监测临床结局和预测新疗法提供启示。

展开英文摘要原文

Acute myeloid leukemia (AML) is one of the most aggressive hematological malignancies with a low 5-year survival rate and high rate of relapse. Developing more efficient therapies is an urgent need for AML treatment. Accumulating evidence showed that ferroptosis, an iron-dependent form of programmed cell death, is closely correlated with cancer initiation and clinical outcome through reshaping the tumor microenvironment. However, understanding of AML heterogeneity based on extensive profiling of ferroptosis signatures remains to be investigated yet. Herein, five independent AML transcriptomic datasets (TCGA-AML, GSE37642, GSE12417, GSE10358, and GSE106291) were obtained from the GEO and TCGA databases. Then, we identified two ferroptosis-related molecular subtypes (C1 and C2) with distinct prognosis and tumor immune microenvironment (TIME) by consensus clustering. Patients in the C1 subtype were associated with favorable clinical outcomes and increased cytotoxic immune cell infiltration, including CD8 + /central memory T cells, natural killer (NK) cells, and non-regulatory CD4 + T cells while showing decreased suppressive immune subsets such as M2 macrophages, neutrophils, and monocytes. Functional enrichment analysis of differentially expressed genes (DEGs) implied that cell activation involved in immune response, leukocyte cell-cell adhesion and migration, and cytokine production were the main biological processes. Phagosome, antigen processing and presentation, cytokine-cytokine receptor interaction, B-cell receptor, and chemokine were identified as the major pathways. To seize the distinct landscape in C1 vs. C2 subtypes, a 5-gene prognostic signature (LSP1, IL1R2, MPO, CRIP1, and SLC24A3) was developed using LASSO Cox stepwise regression analysis and further validated in independent AML cohorts. Patients were divided into high- and low-risk groups, and decreased survival rates were observed in high- vs. low-risk groups. The TIME between high- and low-risk groups has a similar scenery in C1 vs. C2 subtypes. Single-cell-level analysis verified that LSP1 and CRIP1 were upregulated in AML and exhausted CD8 + T cells. Dual targeting of these two markers might present a promising immunotherapeutic for AML. In addition, potential effective chemical drugs for AML were predicted. Thus, we concluded that molecular subtyping using ferroptosis signatures could characterize the TIME and provide implications for monitoring clinical outcomes and predicting novel therapies.

论文信息

作者
Fu D、Zhang B、Wu S、Feng J、Jiang H
第一作者单位
College of Medicine, Medical University of South Carolina, Charleston, SC, United States.United States
通讯作者单位
Department of Radiation Oncology, School of Medicine, Stanford University, San Francisco, CA, United States.United States
期刊
Frontiers in cell and developmental biology2023
原文标识
PubMed 37691822 · DOI 10.3389/fcell.2023.1207642