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亚型药物:一种用于对候选癌症亚型特异性药物进行优先级排序的软件包。

SubtypeDrug: a software package for prioritization of candidate cancer subtype-specific drugs.

作者信息

Han Xudong, Kong Qingfei, Liu Chonghui, Cheng Liang, Han Junwei

机构信息

College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China.

College of Basic Medicine, Harbin Medical University, Harbin 150081, China.

出版信息

Bioinformatics. 2021 Aug 25;37(16):2491-2493. doi: 10.1093/bioinformatics/btab011.

Abstract

SUMMARY

Cancer can be classified into various subtypes by its molecular, histological or clinical characteristics. Discovering cancer-subtype-specific drugs is a crucial step in personalized medicine. SubtypeDrug is a system biology R-based software package that enables the prioritization of subtype-specific drugs based on cancer expression data from samples of many subtypes. This provides a novel approach to identify the subtype-specific drug by considering biological functions regulated by drugs at the subpathway level. The operation modes include extraction of subpathways from biological pathways, identification of dysregulated subpathways induced by each drug, inference of sample-specific subpathway activity profiles, evaluation of drug-disease reverse association at the subpathways level, identification of cancer-subtype-specific drugs through subtype sample set enrichment analysis, and visualization of the results. Its capabilities enable SubtypeDrug to find subtype-specific drugs, which will fill the gaps in the recent tools which only identify the drugs for a particular cancer type. SubtypeDrug may help to facilitate the development of tailored treatment for patients with cancer.

AVAILABILITY AND IMPLEMENTATION

The package is implemented in R and available under GPL-2 license from the CRAN website (https://CRAN.R-project.org/package=SubtypeDrug).

SUPPLEMENTARY INFORMATION

Supplementary data are available at Bioinformatics online.

摘要

摘要

癌症可根据其分子、组织学或临床特征分为多种亚型。发现癌症亚型特异性药物是个性化医疗中的关键一步。SubtypeDrug是一个基于R语言的系统生物学软件包,它能够根据来自多种亚型样本的癌症表达数据,对亚型特异性药物进行优先级排序。这提供了一种通过在子通路水平考虑药物调节的生物学功能来识别亚型特异性药物的新方法。其操作模式包括从生物通路中提取子通路、识别每种药物诱导的失调子通路、推断样本特异性子通路活性谱、在子通路水平评估药物-疾病反向关联、通过亚型样本集富集分析识别癌症亚型特异性药物以及结果可视化。其功能使SubtypeDrug能够找到亚型特异性药物,这将填补近期仅识别特定癌症类型药物的工具的空白。SubtypeDrug可能有助于推动针对癌症患者的个性化治疗的发展。

可用性与实现方式

该软件包用R语言实现,可在CRAN网站(https://CRAN.R-project.org/package=SubtypeDrug)根据GPL-2许可获取。

补充信息

补充数据可在《生物信息学》在线获取。

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