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与替莫唑胺治疗的胶质母细胞瘤预后和化疗耐药相关的基因特征

Gene signatures associated with prognosis and chemotherapy resistance in glioblastoma treated with temozolomide.

作者信息

Carter Tonia, Valenzuela Robert K, Yerukala Sathipati Srinivasulu, Medina-Flores Rafael

机构信息

Center for Precision Medicine Research, Marshfield Clinic Research Institute, Marshfield, WI, United States.

Department of Pathology (Neuropathology), Marshfield Clinic, Marshfield, WI, United States.

出版信息

Front Genet. 2023 Dec 18;14:1320789. doi: 10.3389/fgene.2023.1320789. eCollection 2023.

Abstract

Glioblastoma (GBM) prognosis remains extremely poor despite standard treatment that includes temozolomide (TMZ) chemotherapy. To discover new GBM drug targets and biomarkers, genes signatures associated with survival and TMZ resistance in GBM patients treated with TMZ were identified. GBM cases in The Cancer Genome Atlas who received TMZ ( = 221) were stratified into subgroups that differed by median overall survival (mOS) using network-based stratification to cluster patients whose somatic mutations affected genes in similar modules of a gene interaction network. Gene signatures formed from differentially mutated genes in the subgroup with the longest mOS were used to confirm their association with survival and TMZ resistance in independent datasets. Somatic mutations in these genes also were assessed for an association with OS in an independent group of 37 GBM cases. Among the four subgroups identified, subgroup four ( = 71 subjects) exhibited the longest mOS at 18.3 months (95% confidence interval: 16.2, 34.1; = 0.0324). Subsets of the 86 genes that were differentially mutated in this subgroup formed 20-gene and 8-gene signatures that predicted OS in two independent datasets (Spearman's rho of 0.64 and 0.58 between actual and predicted OS; < 0.001). Patients with mutations in five of the 86 genes had longer OS in a small, independent sample of 37 GBM cases, but this association did not reach statistical significance ( = 0.07). Thirty-one of the 86 genes formed signatures that distinguished TMZ-resistant GBM samples from controls in three independent datasets (area under the curve ≥ 0.75). The prognostic and TMZ-resistance signatures had eight genes in common (, , , , , , , and ). The latter three genes have not been associated with GBM previously. , , and are novel therapy and biomarker candidates for GBM. Further investigation of their oncologic functions may provide new insight into GBM treatment resistance mechanisms.

摘要

尽管包括替莫唑胺(TMZ)化疗在内的标准治疗方法存在,但胶质母细胞瘤(GBM)的预后仍然极差。为了发现新的GBM药物靶点和生物标志物,我们确定了接受TMZ治疗的GBM患者中与生存和TMZ耐药相关的基因特征。使用基于网络的分层方法,将癌症基因组图谱中接受TMZ治疗的GBM病例(n = 221)分层为总体中位生存期(mOS)不同的亚组,以聚类其体细胞突变影响基因相互作用网络相似模块中基因的患者。由mOS最长的亚组中差异突变基因形成的基因特征,用于在独立数据集中确认它们与生存和TMZ耐药的关联。还在一组独立的37例GBM病例中评估了这些基因中的体细胞突变与总生存期(OS)的关联。在确定的四个亚组中,亚组四(n = 71名受试者)的mOS最长,为18.3个月(95%置信区间:16.2,34.1;P = 0.0324)。该亚组中差异突变的86个基因的子集形成了20基因和8基因特征,可在两个独立数据集中预测OS(实际与预测OS之间的Spearman相关系数分别为0.64和0.58;P < 0.001)。在一个由37例GBM病例组成的小型独立样本中,86个基因中有5个发生突变的患者OS较长,但这种关联未达到统计学意义(P = 0.07)。86个基因中的31个形成的特征可在三个独立数据集中区分TMZ耐药的GBM样本与对照(曲线下面积≥0.75)。预后和TMZ耐药特征共有8个基因相同(FBXO31、NFKBIA、ZNF521、ZNF292、ZCCHC18、PCDHA1、CHFR和SPRR2A)。后三个基因以前未与GBM相关联。FBXO31、ZNF521和ZCCHC18是GBM新的治疗和生物标志物候选者。对其肿瘤学功能的进一步研究可能为GBM治疗耐药机制提供新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/268e/10802164/3894555c96b5/fgene-14-1320789-g001.jpg

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