Department of Medicine I, Division of Oncology, Medical University of Vienna, Vienna, Austria.
Comprehensive Cancer Center, Vienna, Austria.
Sci Rep. 2019 Jun 24;9(1):9139. doi: 10.1038/s41598-019-45579-0.
Acute myeloid leukemia (AML) is a heterogeneous disease with respect to its genetic and molecular basis and to patients´ outcome. Clinical, cytogenetic, and mutational data are used to classify patients into risk groups with different survival, however, within-group heterogeneity is still an issue. Here, we used a robust likelihood-based survival modeling approach and publicly available gene expression data to identify a minimal number of genes whose combined expression values were prognostic of overall survival. The resulting gene expression signature (4-GES) consisted of 4 genes (SOCS2, IL2RA, NPDC1, PHGDH), predicted patient survival as an independent prognostic parameter in several cohorts of AML patients (total, 1272 patients), and further refined prognostication based on the European Leukemia Net classification. An oncogenic role of the top scoring gene in this signature, SOCS2, was investigated using MLL-AF9 and Flt3-ITD/NPM1c driven mouse models of AML. SOCS2 promoted leukemogenesis as well as the abundance, quiescence, and activity of AML stem cells. Overall, the 4-GES represents a highly discriminating prognostic parameter in AML, whose clinical applicability is greatly enhanced by its small number of genes. The newly established role of SOCS2 in leukemia aggressiveness and stemness raises the possibility that the signature might even be exploitable therapeutically.
急性髓系白血病 (AML) 在遗传和分子基础以及患者预后方面存在异质性。临床、细胞遗传学和突变数据用于将患者分类为具有不同生存的风险组,然而,组内异质性仍然是一个问题。在这里,我们使用了一种强大的基于似然的生存建模方法和公开的基因表达数据,以确定一组数量最少的基因,其组合表达值可预测总生存。由此产生的基因表达特征(4-GES)由 4 个基因(SOCS2、IL2RA、NPDC1、PHGDH)组成,在多个 AML 患者队列(总计 1272 名患者)中作为独立预后参数预测患者的生存,并进一步根据欧洲白血病网络分类进行预后细化。使用 MLL-AF9 和 Flt3-ITD/NPM1c 驱动的 AML 小鼠模型研究了该特征中评分最高基因 SOCS2 的致癌作用。SOCS2 促进了白血病的发生以及 AML 干细胞的丰度、静止和活性。总体而言,4-GES 是 AML 中一种高度区分预后的参数,其数量较少极大地增强了其临床适用性。SOCS2 在白血病侵袭性和干细胞特性中的新作用提出了这样一种可能性,即该特征甚至可能具有治疗潜力。