Zhong Fangmin, Yao Fangyi, Jiang Junyao, Yu Xiajing, Liu Jing, Huang Bo, Wang Xiaozhong
Jiangxi Province Key Laboratory of Laboratory Medicine, Jiangxi Provincial Clinical Research Center for Laboratory Medicine, Department of Clinical Laboratory, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China.
Inflamm Res. 2024 Mar;73(3):329-344. doi: 10.1007/s00011-023-01839-4. Epub 2024 Jan 10.
Acute myeloid leukemia (AML) is a heterogeneous hematological malignancy. Although high-dose chemotherapy is the primary treatment option, it cannot cure the disease, and new approaches need to be developed. The tumor microenvironment (TME) plays a crucial role in tumor biology and immunotherapy. CD8 + T cells are the main anti-tumor immune effector cells, and it is essential to understand their relationship with the TME and the clinicopathological characteristics of AML.
In this study, we conducted a systematic analysis of CD8 + T cell infiltration through multi-omics data and identified molecular subtypes with significant differences in CD8 + T cell infiltration and prognosis. We aimed to provide a comprehensive evaluation of the pathological factors affecting the prognosis of AML patients and to offer theoretical support for the precise treatment of AML.
Our results indicate that CD8 + T cell infiltration is accompanied by immunosuppression, and that there are two molecular subtypes, with the C2 subtype having a significantly worse prognosis than the C1 subtype, as well as less CD8 + T cell infiltration. We developed a signature to distinguish molecular subtypes using multiple machine learning algorithms and validated the prognostic predictive power of molecular subtypes in nine AML cohorts including 2059 AML patients. Our findings suggest that there are different immunosuppressive characteristics between the two subtypes. The C1 subtype has up-regulated expression of immune checkpoints such as CTLA4, PD-1, LAG3, and TIGITD, while the C2 subtype infiltrates more immunosuppressive cells such as Tregs and M2 macrophages. The C1 subtype is more responsive to anti-PD-1 immunotherapy and induction chemotherapy, as well as having higher immune and cancer-promoting variant-related pathway activity. Patients with the C2 subtype had a higher FLT3 mutation rate, higher WBC counts, and a higher percentage of blasts, as indicated by increased activity of signaling pathways involved in energy metabolism and cell proliferation. Analysis of data from ex vivo AML cell drug assays has identified a group of drugs that differ in therapeutic sensitivity between molecular subtypes.
Our results suggest that the molecular subtypes we constructed have potential application value in the prognosis evaluation and treatment guidance of AML patients.
急性髓系白血病(AML)是一种异质性血液系统恶性肿瘤。尽管大剂量化疗是主要的治疗选择,但它无法治愈该疾病,因此需要开发新的治疗方法。肿瘤微环境(TME)在肿瘤生物学和免疫治疗中起着关键作用。CD8 + T细胞是主要的抗肿瘤免疫效应细胞,了解它们与TME的关系以及AML的临床病理特征至关重要。
在本研究中,我们通过多组学数据对CD8 + T细胞浸润进行了系统分析,并确定了CD8 + T细胞浸润和预后存在显著差异的分子亚型。我们旨在全面评估影响AML患者预后的病理因素,并为AML的精准治疗提供理论支持。
我们的结果表明,CD8 + T细胞浸润伴随着免疫抑制,并且存在两种分子亚型,其中C2亚型的预后明显比C1亚型差,且CD8 + T细胞浸润较少。我们使用多种机器学习算法开发了一种特征来区分分子亚型,并在包括2059例AML患者的九个AML队列中验证了分子亚型的预后预测能力。我们的研究结果表明,两种亚型之间存在不同的免疫抑制特征。C1亚型中CTLA4、PD-1、LAG3和TIGITD等免疫检查点的表达上调,而C2亚型浸润更多的免疫抑制细胞,如调节性T细胞(Tregs)和M2巨噬细胞。C1亚型对抗PD-1免疫治疗和诱导化疗更敏感,并且具有更高的免疫和促癌变异相关途径活性。C2亚型患者的FLT3突变率更高、白细胞计数更高、原始细胞百分比更高,这表现为能量代谢和细胞增殖相关信号通路的活性增加。对体外AML细胞药物试验数据的分析确定了一组在分子亚型之间治疗敏感性不同的药物。
我们的结果表明,我们构建的分子亚型在AML患者的预后评估和治疗指导中具有潜在的应用价值。