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KRAS驱动的表达特征在非小细胞肺癌中具有优于突变状态的预后预测能力。

KRAS driven expression signature has prognostic power superior to mutation status in non-small cell lung cancer.

作者信息

Nagy Ádám, Pongor Lőrinc Sándor, Szabó András, Santarpia Mariacarmela, Győrffy Balázs

机构信息

MTA TTK Lendület Cancer Biomarker Research Group, Budapest, Magyar, Hungary.

Semmelweis University 2nd Department of Pediatrics, Budapest, Hungary.

出版信息

Int J Cancer. 2017 Feb 15;140(4):930-937. doi: 10.1002/ijc.30509. Epub 2016 Nov 23.

Abstract

KRAS is the most frequently mutated oncogene in non-small cell lung cancer (NSCLC). However, the prognostic role of KRAS mutation status in NSCLC still remains controversial. We hypothesize that the expression changes of genes affected by KRAS mutation status will have the most prominent effect and could be used as a prognostic signature in lung cancer. We divided NSCLC patients with mutation and RNA-seq data into KRAS mutated and wild type groups. Mann-Whitney test was used to identify genes showing altered expression between these cohorts. Mean expression of the top five genes was designated as a "transcriptomic fingerprint" of the mutation. We evaluated the effect of this signature on clinical outcome in 2,437 NSCLC patients using univariate and multivariate Cox regression analysis. Mutation of KRAS was most common in adenocarcinoma. Mutation status and KRAS expression were not correlated to prognosis. The transcriptomic fingerprint of KRAS include FOXRED2, KRAS, TOP1, PEX3 and ABL2. The KRAS signature had a high prognostic power. Similar results were achieved when using the second and third set of strongest genes. Moreover, all cutoff values delivered significant prognostic power (p < 0.01). The KRAS signature also remained significant (p < 0.01) in a multivariate analysis including age, gender, smoking history and tumor stage. We generated a "surrogate signature" of KRAS mutation status in NSCLC patients by computationally linking genotype and gene expression. We show that secondary effects of a mutation can have a higher prognostic relevance than the primary genetic alteration itself.

摘要

KRAS是非小细胞肺癌(NSCLC)中最常发生突变的致癌基因。然而,KRAS突变状态在NSCLC中的预后作用仍存在争议。我们假设受KRAS突变状态影响的基因表达变化将产生最显著的影响,并可作为肺癌的预后标志物。我们将有突变和RNA测序数据的NSCLC患者分为KRAS突变组和野生型组。采用曼-惠特尼检验来识别这些队列之间表达发生改变的基因。前五个基因的平均表达被指定为该突变的“转录组指纹”。我们使用单变量和多变量Cox回归分析评估了这一标志物对2437例NSCLC患者临床结局的影响。KRAS突变在腺癌中最为常见。突变状态和KRAS表达与预后无关。KRAS的转录组指纹包括FOXRED2、KRAS、TOP1、PEX3和ABL2。KRAS标志物具有较高的预后预测能力。使用第二组和第三组最强的基因时也得到了类似的结果。此外,所有临界值均具有显著的预后预测能力(p < 0.01)。在包括年龄、性别、吸烟史和肿瘤分期的多变量分析中,KRAS标志物也仍然具有显著性(p < 0.01)。我们通过计算连接基因型和基因表达,生成了NSCLC患者KRAS突变状态的“替代标志物”。我们表明,突变的次要效应可能比原发性基因改变本身具有更高的预后相关性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8070/5299512/9298b2eb70de/IJC-140-930-g001.jpg

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