Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20072 Milan, Italy.
Laboratory of Cancer Pharmacology, IRCCS Humanitas Research Hospital, Via Manzoni 56, Rozzano, 20089 Milan, Italy.
Int J Mol Sci. 2024 Feb 8;25(4):2059. doi: 10.3390/ijms25042059.
The in-silico strategy of identifying novel uses for already existing drugs, known as drug repositioning, has enhanced drug discovery. Previous studies have shown a positive correlation between expression changes induced by the anticancer agent trabectedin and those caused by irinotecan, a topoisomerase I inhibitor. Leveraging the availability of transcriptional datasets, we developed a general in-silico drug-repositioning approach that we applied to investigate novel trabectedin synergisms. We set a workflow allowing the identification of genes selectively modulated by a drug and possible novel drug interactions. To show its effectiveness, we selected trabectedin as a case-study drug. We retrieved eight transcriptional cancer datasets including controls and samples treated with trabectedin or its analog lurbinectedin. We compared gene signature associated with each dataset to the 476,251 signatures from the Connectivity Map database. The most significant connections referred to mitomycin-c, topoisomerase II inhibitors, a PKC inhibitor, a Chk1 inhibitor, an antifungal agent, and an antagonist of the glutamate receptor. Genes coherently modulated by the drugs were involved in cell cycle, PPARalpha, and Rho GTPases pathways. Our in-silico approach for drug synergism identification showed that trabectedin modulates specific pathways that are shared with other drugs, suggesting possible synergisms.
利用现有的转录组数据集,我们开发了一种通用的药物重定位计算方法,并应用于研究新型 trabectedin 协同作用。我们设定了一个工作流程,允许识别被药物选择性调节的基因和可能的新的药物相互作用。为了展示其有效性,我们选择 trabectedin 作为案例研究药物。我们检索了八个包含对照和 trabectedin 或其类似物 lurbinectedin 处理样本的转录组癌症数据集。我们将每个数据集的基因特征与 Connectivity Map 数据库中的 476,251 个特征进行了比较。最显著的关联涉及丝裂霉素 C、拓扑异构酶 II 抑制剂、PKC 抑制剂、Chk1 抑制剂、抗真菌剂和谷氨酸受体拮抗剂。药物协同调节的基因参与细胞周期、PPARalpha 和 Rho GTPases 途径。我们用于药物协同作用识别的计算方法表明,trabectedin 调节与其他药物共享的特定途径,提示可能存在协同作用。