成神经管细胞瘤中的细胞代谢特异性。
Group-specific cellular metabolism in Medulloblastoma.
机构信息
Department of Pediatric Hematology and Oncology, University Children's Hospital Münster, Albert-Schweitzer-Campus 1, 48149, Münster, Germany.
Institute of Medical Informatics, University of Münster, 48149, Münster, Germany.
出版信息
J Transl Med. 2023 Jun 5;21(1):363. doi: 10.1186/s12967-023-04211-6.
BACKGROUND
Cancer metabolism influences multiple aspects of tumorigenesis and causes diversity across malignancies. Although comprehensive research has extended our knowledge of molecular subgroups in medulloblastoma (MB), discrete analysis of metabolic heterogeneity is currently lacking. This study seeks to improve our understanding of metabolic phenotypes in MB and their impact on patients' outcomes.
METHODS
Data from four independent MB cohorts encompassing 1,288 patients were analysed. We explored metabolic characteristics of 902 patients (ICGC and MAGIC cohorts) on bulk RNA level. Moreover, data from 491 patients (ICGC cohort) were searched for DNA alterations in genes regulating cell metabolism. To determine the role of intratumoral metabolic differences, we examined single-cell RNA-sequencing (scRNA-seq) data from 34 additional patients. Findings on metabolic heterogeneity were correlated to clinical data.
RESULTS
Established MB groups exhibit substantial differences in metabolic gene expression. By employing unsupervised analyses, we identified three clusters of group 3 and 4 samples with distinct metabolic features in ICGC and MAGIC cohorts. Analysis of scRNA-seq data confirmed our results of intertumoral heterogeneity underlying the according differences in metabolic gene expression. On DNA level, we discovered clear associations between altered regulatory genes involved in MB development and lipid metabolism. Additionally, we determined the prognostic value of metabolic gene expression in MB and showed that expression of genes involved in metabolism of inositol phosphates and nucleotides correlates with patient survival.
CONCLUSION
Our research underlines the biological and clinical relevance of metabolic alterations in MB. Thus, distinct metabolic signatures presented here might be the first step towards future metabolism-targeted therapeutic options.
背景
癌症代谢影响肿瘤发生的多个方面,并导致恶性肿瘤之间的多样性。尽管对髓母细胞瘤(MB)的分子亚群进行了全面的研究,但目前仍缺乏对代谢异质性的离散分析。本研究旨在提高我们对 MB 代谢表型的理解及其对患者结局的影响。
方法
对包含 1288 名患者的四个独立 MB 队列的数据进行了分析。我们在批量 RNA 水平上研究了 902 名患者(ICGC 和 MAGIC 队列)的代谢特征。此外,还在 491 名患者(ICGC 队列)的数据中搜索了调节细胞代谢的基因中的 DNA 改变。为了确定肿瘤内代谢差异的作用,我们检查了 34 名额外患者的单细胞 RNA 测序(scRNA-seq)数据。代谢异质性的发现与临床数据相关。
结果
已确立的 MB 组在代谢基因表达方面存在显著差异。通过采用无监督分析,我们在 ICGC 和 MAGIC 队列中鉴定出具有不同代谢特征的 3 组和 4 组样本。scRNA-seq 数据的分析证实了我们在肿瘤间异质性下发现的代谢基因表达差异的结果。在 DNA 水平上,我们发现了与 MB 发育相关的调节基因的改变与脂质代谢之间的明确关联。此外,我们确定了代谢基因表达在 MB 中的预后价值,并表明参与肌醇磷酸和核苷酸代谢的基因的表达与患者的生存相关。
结论
我们的研究强调了 MB 中代谢改变的生物学和临床相关性。因此,这里提出的不同代谢特征可能是未来针对代谢的治疗选择的第一步。