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研究揭示人类癌症中的功能进化依赖性
2020-09-30 15:45

近日,瑞士洛桑大学Giovanni Ciriello团队揭示人类癌症中的功能进化依赖性。这一研究成果于2020年9月28日在线发表在国际学术期刊《自然—遗传学》上。

研究人员在9000多种人类肿瘤中推断了功能性改变和优先选择的事件组合。使用贝叶斯推断框架,研究人员通过对2000个癌细胞系进行遗传和药理筛选获得的高通量读数来验证了计算预测。相互排斥和共同发生的癌症改变分别反映了能够挽救单个靶标抑制或协同相互作用表型的功能冗余,从而增加了癌基因成瘾。在得分最高的依赖项中,磷酸肌醇3激酶(PI3K)亚基PIK3CA与核因子NFE2L2的共同改变是鳞状细胞癌的协同进化轨迹。
 
通过整合计算、实验和临床证据,研究人员提供了一个框架来研究癌症基因组改变的组合功能效应。
 
据了解,癌细胞保留了提供选择优势的基因组改变。有利改变的预测和验证是癌症基因组学的主要挑战。此外,至关重要的是要了解特定改变的共存如何改变对遗传和治疗扰动的反应。
 
附:英文原文

Title: Discovering functional evolutionary dependencies in human cancers

Author: Marco Mina, Arvind Iyer, Daniele Tavernari, Franck Raynaud, Giovanni Ciriello

Issue&Volume: 2020-09-28

Abstract: Cancer cells retain genomic alterations that provide a selective advantage. The prediction and validation of advantageous alterations are major challenges in cancer genomics. Moreover, it is crucial to understand how the coexistence of specific alterations alters response to genetic and therapeutic perturbations. In the present study, we inferred functional alterations and preferentially selected combinations of events in >9,000 human tumors. Using a Bayesian inference framework, we validated computational predictions with high-throughput readouts from genetic and pharmacological screenings on 2,000 cancer cell lines. Mutually exclusive and co-occurring cancer alterations reflected, respectively, functional redundancies able to rescue the phenotype of individual target inhibition, or synergistic interactions, increasing oncogene addiction. Among the top scoring dependencies, co-alteration of the phosphoinositide 3-kinase (PI3K) subunit PIK3CA and the nuclear factor NFE2L2 was a synergistic evolutionary trajectory in squamous cell carcinomas. By integrating computational, experimental and clinical evidence, we provide a framework to study the combinatorial functional effects of cancer genomic alterations. Computational analysis of over 9,000 cancer genomes, coupled with functional validation in cell lines, highlights combinations of mutations required for tumor progression. This integrated approach provides a framework to stratify patients on the basis of interdependent genetic aberrations.

DOI: 10.1038/s41588-020-0703-5

Source: https://www.nature.com/articles/s41588-020-0703-5

Nature Genetics:《自然—遗传学》,创刊于1992年。隶属于施普林格·自然出版集团,最新IF:41.307
官方网址:https://www.nature.com/ng/
投稿链接:https://mts-ng.nature.com/cgi-bin/main.plex


本期文章:《自然—遗传学》:Online/在线发表

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