Rajapakse Vinodh N, Luna Augustin, Yamade Mihoko, Loman Lisa, Varma Sudhir, Sunshine Margot, Iorio Francesco, Sousa Fabricio G, Elloumi Fathi, Aladjem Mirit I, Thomas Anish, Sander Chris, Kohn Kurt W, Benes Cyril H, Garnett Mathew, Reinhold William C, Pommier Yves
Developmental Therapeutics Branch, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD 20892, USA.
cBio Center, Dana-Farber Cancer Institute and Department of Cell Biology, Harvard Medical School, Boston, MA 02215, USA.
iScience. 2018 Dec 21;10:247-264. doi: 10.1016/j.isci.2018.11.029. Epub 2018 Dec 12.
CellMinerCDB provides a web-based resource (https://discover.nci.nih.gov/cellminercdb/) for integrating multiple forms of pharmacological and genomic analyses, and unifying the richest cancer cell line datasets (the NCI-60, NCI-SCLC, Sanger/MGH GDSC, and Broad CCLE/CTRP). CellMinerCDB enables data queries for genomics and gene regulatory network analyses, and exploration of pharmacogenomic determinants and drug signatures. It leverages overlaps of cell lines and drugs across databases to examine reproducibility and expand pathway analyses. We illustrate the value of CellMinerCDB for elucidating gene expression determinants, such as DNA methylation and copy number variations, and highlight complexities in assessing mutational burden. We demonstrate the value of CellMinerCDB in selecting drugs with reproducible activity, expand on the dominant role of SLFN11 for drug response, and present novel response determinants and genomic signatures for topoisomerase inhibitors and schweinfurthins. We also introduce LIX1L as a gene associated with mesenchymal signature and regulation of cellular migration and invasiveness.
CellMinerCDB提供了一个基于网络的资源(https://discover.nci.nih.gov/cellminercdb/),用于整合多种形式的药理学和基因组分析,并统一最丰富的癌细胞系数据集(NCI - 60、NCI - SCLC、Sanger/MGH GDSC和Broad CCLE/CTRP)。CellMinerCDB支持进行基因组学和基因调控网络分析的数据查询,以及探索药物基因组学决定因素和药物特征。它利用跨数据库的细胞系和药物重叠来检验可重复性并扩展通路分析。我们阐述了CellMinerCDB在阐明基因表达决定因素(如DNA甲基化和拷贝数变异)方面的价值,并强调了评估突变负担的复杂性。我们展示了CellMinerCDB在选择具有可重复活性的药物方面的价值,详述了SLFN11在药物反应中的主导作用,并呈现了拓扑异构酶抑制剂和施万费丁的新型反应决定因素和基因组特征。我们还介绍了LIX1L作为一个与间充质特征以及细胞迁移和侵袭调控相关的基因。