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Prognostic PET 18F-FDG uptake imaging features are associated with major oncogenomic alterations in patients with resected non-small cell lung cancer

机译:PET 18F-FDG的预后摄取影像学特征与切除的非小细胞肺癌患者的主要肿瘤基因组学改变有关

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Although 2[18F]fluoro-2-deoxy-D-glucose (FDG) uptake during positron emission tomography (PET) predicts post-surgical outcome in patients with non-small cell lung cancer (NSCLC), the biologic basis for this observation is not fully understood. Here, we analyzed 25 tumors from patients with NSCLCs to identify tumor PET-FDG uptake features associated with gene expression signatures and survival. Fourteen quantitative PET imaging features describing FDG uptake were correlated with gene expression for single genes and coexpressed gene clusters (metagenes). For each FDG uptake feature, an associated metagene signature was derived, and a prognostic model was identified in an external cohort and then tested in a validation cohort of patients with NSCLC. Four of eight single genes associated with FDG uptake (LY6E, RNF149, MCM6, and FAP) were also associated with survival. The most prognostic metagene signature was associated with a multivariate FDG uptake feature [maximum standard uptake value (SUV max), SUV variance, and SUV PCA2], each highly associated with survival in the external [HR, 5.87; confidence interval (CI), 2.49-13.8] and validation (HR, 6.12; CI, 1.08-34.8) cohorts, respectively. Cell-cycle, proliferation, death, and self-recognition pathways were altered in this radiogenomic profile. Together, our findings suggest that leveraging tumor genomics with an expanded collection of PET-FDG imaging features may enhance our understanding of FDG uptake as an imaging biomarker beyond its association with glycolysis.
机译:尽管在正电子发射断层扫描(PET)中摄取2 [18F]氟-2-脱氧-D-葡萄糖(FDG)可以预测非小细胞肺癌(NSCLC)患者的手术后结局,但该观察的生物学基础是尚未完全了解。在这里,我们分析了非小细胞肺癌患者的25种肿瘤,以鉴定与基因表达特征和生存相关的肿瘤PET-FDG摄取特征。描述FDG摄取的十四个定量PET影像学特征与单个基因和共表达的基因簇(metagenes)的基因表达相关。对于每个FDG摄取特征,都获得了相关的基因表达特征,并在外部队列中确定了预后模型,然后在NSCLC患者的验证队列中对其进行了测试。与FDG摄取有关的八个单基因中的四个(LY6E,RNF149,MCM6和FAP)也与生存有关。预后最强的基因特征与多变量FDG摄取特征[最大标准摄取值(SUV max),SUV变异和SUV PCA2]相关,每一项均与外部生存密切相关[HR,5.87;置信区间(CI),2.49-13.8]和验证(HR,6.12; CI,1.08-34.8)队列。在这种放射性基因组谱中,细胞周期,增殖,死亡和自我识别途径发生了改变。总之,我们的发现表明,利用肿瘤基因组学与PET-FDG成像功能的扩展集合,可能会增强我们对FDG摄取作为一种成像生物标志物的理解,而不仅仅是与糖酵解的关联。

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