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通过比较个体人类基因中观察到的错义突变和无义突变数量与预期数量,鉴定肺癌驱动基因。

Identification of lung cancer drivers by comparison of the observed and the expected numbers of missense and nonsense mutations in individual human genes.

机构信息

Department of Medicine, Baylor College of Medicine, Houston, TX 77030, USA.

Department of Statistics, Rice University, Houston, TX 77005, USA.

出版信息

Oncotarget. 2022 May 25;13:756-767. doi: 10.18632/oncotarget.28231. eCollection 2022.

Abstract

Largely, cancer development is driven by acquisition and positive selection of somatic mutations that increase proliferation and survival of tumor cells. As a result, genes related to cancer development tend to have an excess of somatic mutations in them. An excess of missense and/or nonsense mutations in a gene is an indicator of its cancer relevance. To identify genes with an excess of potentially functional missense or nonsense mutations one needs to compare the observed and expected numbers of mutations in the gene. We estimated the expected numbers of missense and nonsense mutations in individual human genes using (i) the number of potential sites for missense and nonsense mutations in individual transcripts and (ii) histology-specific nucleotide context-dependent mutation rates. To estimate mutation rates defined as the number of mutations per site per tumor we used silent mutations reported in the Catalog Of Somatic Mutations In Cancer (COSMIC). The estimates were nucleotide context dependent. We have identified 26 genes with an excess of missense and/or nonsense mutations for lung adenocarcinoma, 18 genes for small cell lung cancer, and 26 genes for squamous cell carcinoma of the lung. These genes include known genes and novel lung cancer gene candidates.

摘要

从很大程度上来说,癌症的发展是由体细胞突变的获得和正向选择驱动的,这些突变会增加肿瘤细胞的增殖和存活能力。因此,与癌症发展相关的基因往往会有过多的体细胞突变。一个基因中存在过多的错义突变和/或无义突变,表明它与癌症相关。为了识别具有过多潜在功能错义或无义突变的基因,需要比较基因中观察到的和预期的突变数量。我们使用(i)个体转录本中潜在的错义和无义突变位点数量,以及(ii)组织学特异性核苷酸上下文相关的突变率,来估计个体人类基因中的错义和无义突变的预期数量。为了估计定义为每个肿瘤位点突变数量的突变率,我们使用了在癌症体细胞突变目录(COSMIC)中报告的沉默突变。这些估计是核苷酸上下文相关的。我们已经确定了 26 个肺癌腺癌中存在过多错义和/或无义突变的基因,18 个小细胞肺癌的基因,以及 26 个肺鳞状细胞癌的基因。这些基因包括已知的基因和新的肺癌候选基因。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/9132259/13bbd0eb5c74/oncotarget-13-28231-g001.jpg

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