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Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients

机译:基于基因型基因表达在结肠组织 - 预测准确性和关系与结肠癌癌症患者的预后

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摘要

Colorectal cancer (CRC) survival has environmental and inherited components. The expression of specific genes can be inferred based on individual genotypes—so called expression quantitative trait loci. In this study, we used the PrediXcan method to predict gene expression in normal colon tissue using individual genotype data from 91 CRC patients and examined the correlation ρ between predicted and measured gene expression levels. Out of 5434 predicted genes, 58% showed a negative ρ value and only 16% presented a ρ higher than 0.10. We subsequently investigated the association between genotype-based gene expression in colon tissue for genes with ρ > 0.10 and survival of 4436 CRC patients. We identified an inverse association between the predicted expression of ARID3B and CRC-specific survival for patients with a body mass index greater than or equal to 30 kg/m2 (HR (hazard ratio) = 0.66 for an expression higher vs. lower than the median, p = 0.005). This association was validated using genotype and clinical data from the UK Biobank (HR = 0.74, p = 0.04). In addition to the identification of ARID3B expression in normal colon tissue as a candidate prognostic biomarker for obese CRC patients, our study illustrates the challenges of genotype-based prediction of gene expression, and the advantage of reassessing the prediction accuracy in a subset of the study population using measured gene expression data.
机译:结肠直肠癌(CRC)存活具有环境和遗传的组分。可以基于个体基因型 - 所谓的表达定量特性基因座来推断特定基因的表达。在这项研究中,我们使用来自91个CRC患者的个体基因型数据预测普通结肠组织中的基因表达,并检查预测和测量基因表达水平之间的相关性ρ。在5434个预测基因中,58%显示负ρ值,只有16%呈现高于0.10的ρ。我们随后研究了在结肠组织中基于基于基因型的基因表达与ρ> 0.10和4436℃的存活率之间的关联。我们鉴定了体重指数大于或等于30kg / m2的体重指数的患者的ARID3B和CRC特异性生存之间的反向关联(HR(危险比)= 0.66的表达较高的比值低于中位数,p = 0.005)。使用来自英国BioBank的基因型和临床数据进行验证该关联(HR = 0.74,P = 0.04)。除了鉴定正常结肠组织中的ARID3B表达作为肥胖CRC患者的候选预后生物标志物外,我们的研究表明了基于基因型的基因表达预测的挑战,以及重新评估研究中的预测精度的优势使用测量基因表达数据的人口。

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