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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:预后PET 18F-FDG摄取成像特征与切除的非小细胞肺癌患者的主要雌育变化有关

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摘要

Although 18F-2-fluoro-2-deoxyglucose (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 NSCLC patients to identify tumor 18F-FDG PET 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 co-expressed gene clusters (metagenes). For each FDG uptake feature, an associated metagene signature was derived and a prognostic model was identified in an external and tested in a validation cohort of NSCLC patients. Four of 8 single genes associated with FDG uptake (LY6E, RNF149, MCM6, FAP) were also associated with survival. The most prognostic metagene signature was associated with a multivariate FDG uptake feature (SUVmax, SUVvariance and SUVPCA2), 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:虽然在正电子发射断层扫描(PET)期间 18氟-2-脱氧葡糖(FDG)摄取预测非小细胞肺癌(NSCLC),生物学患者的手术后果该观察的基础尚未完全理解。在这里,我们分析了来自NSCLC患者的25例肿瘤,以鉴定与基因表达签名和存活率相关的肿瘤 18-c-f-fdg宠物摄取特征。描述FDG摄取的十四个定量宠物成像特征与单一基因的基因表达和共表达基因簇(Metagenes)相关。对于每个FDG摄取特征,衍生出相关的甲烷签名,并在NSCLC患者的验证队列中鉴定了预后模型。 8个与FDG摄取(Ly6e,RNF149,MCM6,FAP)相关的8个单一基因也与存活有关。最预期的甲蛋白签名与多元FDG摄取特征(Suvmax,Suvariance和SuvpCA2)相关,每个伴有外部的存活率高(HR 5.87,置信区间[CI] 2.49-13.8)和验证(HR 6.12,CI 1.08分别为-34.8)队列。在该辐射组形细胞内部改变细胞周期,增殖,死亡和自识别途径。我们的研究结果表明,利用肿瘤基因组学与扩大的PET-FDG成像特征,可以提高我们对FDG摄取的理解,因为超出其与糖酵解的关系的成像生物标志物。

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