Institute for Systems Analysis and Computer Science "Antonio Ruberti", National Research Council, Rome, Italy.
SysBio Centre of Systems Biology, Rome, Italy.
Sci Rep. 2018 May 17;8(1):7769. doi: 10.1038/s41598-018-26081-5.
Glioblastoma, the most malignant brain cancer, contains self-renewing, stem-like cells that sustain tumor growth and therapeutic resistance. Identifying genes promoting stem-like cell differentiation might unveil targets for novel treatments. To detect them, here we apply SWIM - a software able to unveil genes (named switch genes) involved in drastic changes of cell phenotype - to public datasets of gene expression profiles from human glioblastoma cells. By analyzing matched pairs of stem-like and differentiated glioblastoma cells, SWIM identified 336 switch genes, potentially involved in the transition from stem-like to differentiated state. A subset of them was significantly related to focal adhesion and extracellular matrix and strongly down-regulated in stem-like cells, suggesting that they may promote differentiation and restrain tumor growth. Their expression in differentiated cells strongly correlated with the down-regulation of transcription factors like OLIG2, POU3F2, SALL2, SOX2, capable of reprogramming differentiated glioblastoma cells into stem-like cells. These findings were corroborated by the analysis of expression profiles from glioblastoma stem-like cell lines, the corresponding primary tumors, and conventional glioma cell lines. Switch genes represent a distinguishing feature of stem-like cells and we are persuaded that they may reveal novel potential therapeutic targets worthy of further investigation.
胶质母细胞瘤是最恶性的脑癌,其中包含自我更新的、具有干细胞样的细胞,这些细胞维持着肿瘤的生长和治疗抵抗。鉴定促进干细胞样细胞分化的基因可能揭示新的治疗靶点。为了检测这些基因,我们在这里应用了 SWIM——一种能够揭示参与细胞表型剧烈变化的基因(称为开关基因)的软件——来分析来自人类胶质母细胞瘤细胞的公共基因表达谱数据集。通过分析配对的具有干细胞样和分化特征的胶质母细胞瘤细胞,SWIM 鉴定出 336 个开关基因,这些基因可能参与从干细胞样到分化状态的转变。其中一部分与黏附斑和细胞外基质显著相关,并在干细胞样细胞中强烈下调,表明它们可能促进分化并抑制肿瘤生长。它们在分化细胞中的表达与转录因子如 OLIG2、POU3F2、SALL2、SOX2 的下调强烈相关,这些转录因子能够将分化的胶质母细胞瘤细胞重新编程为干细胞样细胞。这些发现得到了来自胶质母细胞瘤干细胞样细胞系、相应的原发性肿瘤和常规神经胶质瘤细胞系的表达谱分析的证实。开关基因是干细胞样细胞的一个显著特征,我们相信它们可能揭示新的潜在治疗靶点,值得进一步研究。