Small-world networks of prognostic genes associated with lung adenocarcinoma development

Small-world networks of prognostic genes associated with lung adenocarcinoma development
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DOI:
10.1016/j.ygeno.2020.07.018
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发表时间:
2020-11-01
期刊:
影响因子:
4.4
通讯作者:
Bikas, Das Asim
Bikas, Das Asim
中科院分区:
生物学3区
文献类型:
--
作者:
Bikas, Das Asim

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本研究探讨网络拓扑结构在肺腺癌(LUAD)发展中的作用。性别和阶段特异性全基因组表达数据的分析显示,所有癌症阶段共有的共表达和高度连接的预后基因在LUAD的每个阶段形成了一个小世界网络。这些小世界网络存在于特定阶段的无标度网络中,在癌症阶段中保持不变,并与癌症特定事件相关联。在癌症的无序环境中,小世界网络在癌症阶段的存在呈现出同步系统,导致恶性肿瘤的演变。我们的研究报告说,这些小世界网络对随机和系统性攻击具有弹性,这表明药物作为治疗干预引入扰动的机会最小。我们的结论是,高度聚集的小世界网络可以通过转录调节控制,以改善LUAD的治疗。
The present study investigates the role of network topology in lung adenocarcinoma (LUAD) development. Analysis of sex- and stage-specific whole-genome expression data revealed that co-expressed and highly connected prognostic genes common to all cancer stages form a small-world network in each stage of LUAD. These small-world networks are present within stage-specific scale-free networks, conserved across the cancer stages, and linked to cancer-specific events. The presence of small-world networks across the cancer stages presents a synchronized system in the disordered environment of cancer, resulting in the evolution of malignancy. Our study reported that these small-world networks are resilient to random and systematic attacks, indicating the least opportunity to introduce perturbations by drugs as a therapeutic intervention. We concluded that highly clustered small-world networks could be controlled through transcriptional modulation for the improved treatment of LUAD.