Liu Haizhou, Wang Shuyuan, Zhou Shunheng, Meng Qianqian, Ma Xueyan, Song Xiaofeng, Wang Lihong, Jiang Wei
College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China.
College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China.
Mol Ther Nucleic Acids. 2019 Jun 7;16:442-451. doi: 10.1016/j.omtn.2019.03.011. Epub 2019 Apr 11.
Drug resistance is a common cause of treatment failure in cancer therapy, and molecular mechanisms need further exploration. Competing endogenous RNAs (ceRNAs) can influence drug response by participating in various biological processes, including regulation of cell cycle, signal transduction, and so on. In this study, we systematically explored resistance from the perspective of ceRNA modules. First, we constructed a general ceRNA network, involving 83 long non-coding RNAs (lncRNAs) and 379 mRNAs. Next, we identified the drug resistance-related modules for 138 drugs and 19 cancer types, totaling 758 drug-cancer conditions. Function analysis showed that resistance-related biological processes were enriched in these modules, such as regulation of cell proliferation, DNA damage repair, and so on. Pan-drug and pan-cancer analyses revealed some common and specific modules across multiple drugs or cancers. In addition, we also found that drug pairs with common modules have similar structure, indicating high risk for multidrug resistance (MDR). Finally, we speculated that ceRNA pair GAS5-RPL8 could regulate drug resistance because low expression of GAS5 would enhance microRNA (miRNA)-mediated inhibition of RPL8. In total, we investigated the drug resistance by using ceRNA modules and proposed that ceRNA modules may be new markers for drug resistance that indicated a possible novel mechanism.
耐药性是癌症治疗中治疗失败的常见原因,其分子机制有待进一步探索。竞争性内源RNA(ceRNA)可通过参与包括细胞周期调控、信号转导等多种生物学过程来影响药物反应。在本研究中,我们从ceRNA模块的角度系统地探索了耐药性。首先,我们构建了一个包含83个长链非编码RNA(lncRNA)和379个mRNA的通用ceRNA网络。接下来,我们确定了138种药物和19种癌症类型的耐药相关模块,共758种药物 - 癌症情况。功能分析表明,这些模块中富集了与耐药相关的生物学过程,如细胞增殖调控、DNA损伤修复等。泛药物和泛癌症分析揭示了多种药物或癌症中一些共同和特定的模块。此外,我们还发现具有共同模块的药物对具有相似的结构,表明多药耐药(MDR)风险高。最后,我们推测ceRNA对GAS5 - RPL8可能调控耐药性,因为GAS5的低表达会增强微小RNA(miRNA)介导的对RPL8的抑制作用。总之,我们利用ceRNA模块研究了耐药性,并提出ceRNA模块可能是耐药性的新标志物,这表明了一种可能的新机制。