Aging-associated alterations in gene regulatory networks associate with risk, prognosis and response to therapy in lung adenocarcinoma.

IF 4.1 Q2 GERIATRICS & GERONTOLOGY
Enakshi Saha, Marouen Ben Guebila, Viola Fanfani, Katherine H Shutta, Dawn L DeMeo, John Quackenbush, Camila M Lopes-Ramos
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引用次数: 0

Abstract

Aging is the primary risk factor for many cancer types, including lung adenocarcinoma (LUAD). To understand how aging-related alterations in the regulation of key cellular processes might affect LUAD risk and survival, we built individual-specific gene regulatory networks integrating gene expression, transcription factor protein-protein interaction, and sequence motif data, using PANDA/LIONESS algorithms, for non-cancerous lung samples from GTEx project and LUAD samples from TCGA. In healthy lung, pathways involved in cell proliferation and immune response were increasingly targeted with age; these aging-associated alterations were accelerated by smoking and resembled oncogenic shifts observed in LUAD. Aging-associated genes showed greater aging-biased targeting patterns in individuals with LUAD compared to healthier counterparts, a pattern suggestive of age acceleration. Using drug repurposing tool CLUEreg, we found small molecule drugs that may potentially alter the accelerating aging profiles we found. We defined a network-informed aging signature that was associated with survival in LUAD.

基因调控网络的衰老相关改变与肺腺癌的风险、预后和治疗反应相关。
衰老是许多癌症类型的主要危险因素,包括肺腺癌(LUAD)。为了了解关键细胞过程的衰老相关改变如何影响LUAD的风险和生存,我们使用PANDA/LIONESS算法,对来自GTEx项目的非癌肺样本和来自TCGA的LUAD样本构建了个体特异性基因调控网络,整合了基因表达、转录因子蛋白-蛋白相互作用和序列基序数据。在健康的肺中,随着年龄的增长,参与细胞增殖和免疫应答的途径越来越被靶向;吸烟加速了这些与衰老相关的改变,类似于在LUAD中观察到的致癌变化。与健康个体相比,LUAD患者的衰老相关基因显示出更大的衰老偏倚靶向模式,这一模式表明年龄加速。使用药物再利用工具CLUEreg,我们发现小分子药物可能会改变我们发现的加速衰老的特征。我们定义了一个与LUAD存活相关的网络信息老化特征。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
8.90
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