Bv Harshavardhan, Jolly Mohit Kumar
IISc Mathematics Initiative, Indian Institute of Science, Bengaluru, Karnataka 560012, India.
Department of Bioengineering, Indian Institute of Science, Bengaluru, Karnataka 560012, India.
iScience. 2024 Feb 13;27(3):109184. doi: 10.1016/j.isci.2024.109184. eCollection 2024 Mar 15.
The aggressive nature of glioblastoma (GBM) - one of the deadliest forms of brain tumors - is majorly attributed to underlying phenotypic heterogeneity. Early attempts to classify this heterogeneity at a transcriptomic level in TCGA GBM cohort proposed the existence of four distinct molecular subtypes: Proneural, Neural, Classical, and Mesenchymal. Further, a single-cell RNA sequencing (scRNA-seq) analysis of primary tumors also reported similar four subtypes mimicking neurodevelopmental lineages. However, it remains unclear whether these four subtypes identified via bulk and single-cell transcriptomics are mutually exclusive or not. Here, we perform pairwise correlations among individual genes and gene signatures corresponding to these proposed subtypes and show that the subtypes are not distinctly mutually antagonistic in either TCGA or scRNA-seq data. We observed that the proneural (or neural progenitor-like)-mesenchymal axis is the most prominent antagonistic pair, with the other two subtypes lying on this spectrum. These results are reinforced through a meta-analysis of over 100 single-cell and bulk transcriptomic datasets as well as in terms of functional association with metabolic switching, cell cycle, and immune evasion pathways. Finally, this proneural-mesenchymal antagonistic trend percolates to the association of relevant transcription factors with patient survival. These results suggest rethinking GBM phenotypic characterization for more effective therapeutic targeting efforts.
胶质母细胞瘤(GBM)是最致命的脑瘤形式之一,其侵袭性主要归因于潜在的表型异质性。早期在TCGA胶质母细胞瘤队列中尝试在转录组水平对这种异质性进行分类,提出存在四种不同的分子亚型:神经前体细胞型、神经元型、经典型和间充质型。此外,对原发性肿瘤的单细胞RNA测序(scRNA-seq)分析也报告了类似的模仿神经发育谱系的四种亚型。然而,通过批量和单细胞转录组学确定的这四种亚型是否相互排斥仍不清楚。在这里,我们对与这些提议的亚型相对应的单个基因和基因特征进行成对相关性分析,并表明在TCGA或scRNA-seq数据中,这些亚型并非明显相互拮抗。我们观察到神经前体细胞型(或神经祖细胞样)-间充质轴是最突出的拮抗对,其他两种亚型位于这个谱系上。通过对100多个单细胞和批量转录组数据集的荟萃分析以及与代谢转换、细胞周期和免疫逃逸途径的功能关联,这些结果得到了加强。最后,这种神经前体细胞型-间充质型的拮抗趋势渗透到相关转录因子与患者生存的关联中。这些结果表明,为了更有效的治疗靶向努力,需要重新思考胶质母细胞瘤的表型特征。