Department of Hematology, Fudan University Affiliated Pudong Medical Center, Shanghai, China.
Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
Sci Rep. 2023 Sep 20;13(1):15658. doi: 10.1038/s41598-023-42700-2.
Acute myeloid leukemia (AML) is characterized by an unfavorable prognosis due to the presence of self-renewing leukemic stem cells (LSCs). The presence of T-cell immunoglobulin mucin-3 (TIM-3) on the surface of LSCs has been observed in various types of human AML, exerting an impact on the prognostic outcome. Exploring the hub genes associated with varying levels of TIM-3 expression offers a valuable approach to enhance our understanding of the underlying mechanisms involving TIM-3 and to identify potential prognostic indicators in AML. Nevertheless, to date, no research studies have reported a prognostic model that relies on the level of TIM-3 expression. In our study, we screen the hub-genes based on different expression level of TIM-3 through WGCNA. The prognostic risk-scoring model was constructed based on hub-genes. The results show the risk prognostic model has extraordinary ability to predict prognosis in both the training and validation sets. The high-risk group present poor prognosis with mutation of NPM1, TP53 (Multiple Hit) and FLT3(multiple hit), while IDH2 (Missense Mutation), MUC16 (Multiple Hit/Missense Mutation) occur mutation in low-risk group presenting favorite prognosis than high-risk group. Leukocyte cell-cell adhesion, regulation of T cell activation and I-κB kinase/NF-κB signaling enriched in high-risk group, involving in HSCs or LSCs anchoring to BM, which implicated in LSCs survival and chemotherapy resistance. B7-H3 (CD276) and CD276 would be the potential immune targets in high-risk group. The risk score model may help in distinguishing immune and molecular characteristics, predicting patient outcomes.
急性髓系白血病(AML)由于存在自我更新的白血病干细胞(LSCs)而预后不良。在各种类型的人类 AML 中都观察到 LSCs 表面存在 T 细胞免疫球蛋白粘蛋白-3(TIM-3),这对预后结果有影响。探索与 TIM-3 表达水平变化相关的关键基因,为增强我们对涉及 TIM-3 的潜在机制的理解并确定 AML 中的潜在预后指标提供了一种有价值的方法。然而,迄今为止,尚无研究报道基于 TIM-3 表达水平的预后模型。在我们的研究中,我们通过 WGCNA 基于 TIM-3 的不同表达水平筛选出关键基因。基于关键基因构建了预后风险评分模型。结果表明,风险预后模型在训练集和验证集中均具有出色的预后预测能力。高危组 NPM1、TP53(多重打击)和 FLT3(多重打击)突变预后不良,而 IDH2(错义突变)、MUC16(多重打击/错义突变)突变在低危组中出现,预后比高危组好。高风险组富集白细胞细胞间黏附、T 细胞激活调控和 I-κB 激酶/NF-κB 信号通路,涉及 HSCs 或 LSCs 锚定到 BM,这暗示 LSCs 的存活和化疗耐药性。B7-H3(CD276)和 CD276 可能是高风险组的潜在免疫靶点。风险评分模型可能有助于区分免疫和分子特征,预测患者结局。