Fu Denggang, Zhang Biyu, Wu Shiyong, Feng Jueping, Jiang Hua
College of Medicine, Medical University of South Carolina, Charleston, SC, United States.
School of Chemical Engineering and Pharmacy, Wuhan Institute of Technology Wuhan, Wuhan, China.
Front Cell Dev Biol. 2023 Aug 24;11:1207642. doi: 10.3389/fcell.2023.1207642. eCollection 2023.
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.
急性髓系白血病(AML)是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,铁死亡是一种铁依赖性程序性细胞死亡形式,通过重塑肿瘤微环境与癌症的发生和临床结局密切相关。然而,基于铁死亡特征的广泛分析对AML异质性的理解仍有待研究。在此,从GEO和TCGA数据库中获得了五个独立的AML转录组数据集(TCGA-AML、GSE37642、GSE12417、GSE10358和GSE106291)。然后,我们通过一致性聚类确定了两种与铁死亡相关的分子亚型(C1和C2),它们具有不同的预后和肿瘤免疫微环境(TIME)。C1亚型的患者与良好的临床结局相关,细胞毒性免疫细胞浸润增加,包括CD8/中央记忆T细胞、自然杀伤(NK)细胞和非调节性CD4 T细胞,同时显示出抑制性免疫亚群如M2巨噬细胞、中性粒细胞和单核细胞减少。差异表达基因(DEG)的功能富集分析表明,参与免疫反应、白细胞细胞间粘附和迁移以及细胞因子产生的细胞激活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途径。为了把握C1与C2亚型的不同特征,使用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,高风险组与低风险组相比生存率降低。高风险组和低风险组之间的TIME在C1与C2亚型中具有相似的情况。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。对这两个标志物的双重靶向可能为AML提供一种有前景的免疫治疗方法。此外,还预测了对AML潜在有效的化学药物。因此,我们得出结论,使用铁死亡特征进行分子亚型分类可以表征TIME,并为监测临床结局和预测新疗法提供启示。