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Identifying CpG methylation signature as a promising biomarker for recurrence and immunotherapy in non–small-cell lung carcinoma

机译:将CpG甲基化签名作为非小细胞肺癌中的复发和免疫疗法的有前途的生物标志物

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摘要

Epigenetic alterations are crucial to oncogenesis and regulation of gene expression in non–small-cell lung carcinoma (NSCLC). DNA methylation (DNAm) biomarkers may provide molecular-level prediction of relapse risk in cancer. Identification of optimal treatment is warranted for improving clinical management of NSCLC patients. Using machine learning algorithm we identified 4 recurrence predictive CpG methylation markers (cg00253681/ART4, cg00111503/KCNK9, cg02715629/FAM83A, cg03282991/C6orf10) and constructed a risk score model that potently predicted recurrence-free survival and prognosis for patients with NSCLC (P = 0.0002). Integrating genomic, transcriptomic, proteomic and clinical data, the DNAm-based risk score was observed to significantly associate with clinical stage, cell proliferation markers, somatic alterations, tumor mutation burden (TMB) as well as DNA damage response (DDR) genes, and potentially predict the efficacy of immunotherapy. In general, our identified DNAm signature shows a significant correlation to TMB and DDR pathways, and serves as an effective biomarker for predicting NSCLC recurrence and response to immunotherapy. These findings demonstrate the utility of 4-DNAm-marker panel in the prognosis, treatment decision-making and evaluation of therapeutic responses for NSCLC.
机译:表观遗传学改变对非小细胞肺癌(NSCLC)中基因表达的血管生成和调节至关重要。 DNA甲基化(DNAM)生物标志物可以提供癌症中复发风险的分子水平预测。有必要鉴定最佳治疗,以改善NSCLC患者的临床管理。使用机器学习算法我们鉴定了4个复发预测性CpG甲基化标记物(CG00253681 / ART4,CG00111503 / KCNK9,CG02715629 / FAM83A,CG03282991 / C6ORF10)并构建了一种风险评分模型,其效果预测了NSCLC患者的无复发存活和预后(P = 0.0002)。将基于基于DINA的风险评分与临床阶段,细胞增殖标志物,细胞改变,肿瘤突变负荷(TMB)以及DNA损伤反应(DDR)基因显着赋予基于DNAM的风险评分,以及DNA损伤(DDR)基因,以及DNA的风险评分可能预测免疫疗法的疗效。通常,我们所识别的Dnam特征显示与TMB和DDR途径显着相关,并用作预测NSCLC复发和对免疫疗法反应的有效生物标志物。这些研究结果证明了4-DNAM标记面板在预后,治疗决策和NSCLC治疗反应评估中的效用。

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