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Identification of molecular mechanisms for cellular drug resistance by combining drug activity and gene expression profiles

机译:结合药物活性和基因表达谱鉴定细胞耐药性的分子机制

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Acquired drug resistance is a major problem in cancer treatment. To explore the genes involved in chemosensitivity and resistance, 10 human tumour cell lines, including parental cells and resistant subtypes selected for resistance against doxorubicin, melphalan, teniposide and vincristine, were profiled for mRNA expression of 7400 genes using cDNA microarray technology. The drug activity of 66 cancer agents was evaluated on the cell lines, and correlations between drug activity and gene expression were calculated and ranked. Hierarchical clustering of drugs based on their drug–gene correlations yielded clusters of drugs with similar mechanism of action. Genes correlated with drug sensitivity and resistance were imported into the PathwayAssist software to identify putative molecular pathways involved. A substantial number of both proapoptotic and antiapoptotic genes such as signal transducer and activator of transcription 1, mitogen-activated protein kinase 1 and focal adhesion kinase were found to be associated to drug resistance, whereas genes linked to cell cycle control and proliferation, such as cell division cycle 25A and signal transducer of activator of transcription 5A, were associated to general drug sensitivity. The results indicate that combined information from drug activity and gene expression in a resistance-based cell line panel may provide new knowledge of the genes involved in anticancer drug resistance and become a useful tool in drug development.
机译:获得性耐药是癌症治疗中的主要问题。为了探索与化学敏感性和抗药性有关的基因,使用cDNA微阵列技术分析了10种人类肿瘤细胞系,包括对阿霉素,美法仑,替尼泊苷和长春新碱的抗性选择的亲本细胞和抗性亚型,分析了7400个基因的mRNA表达。在细胞系上评估了66种癌症药物的药物活性,并计算了药物活性与基因表达之间的相关性并进行了排名。基于药物基因关系的药物分层聚类产生具有相似作用机理的药物聚类。与药物敏感性和耐药性相关的基因被导入PathwayAssist软件中,以鉴定涉及的推定分子途径。发现大量促凋亡和抗凋亡基因,例如信号转导子和转录激活子1,促分裂原激活的蛋白激酶1和粘着斑激酶与耐药性相关,而与细胞周期控制和增殖相关的基因,例如细胞分裂周期25A和转录激活因子5A的信号转导与一般药物敏感性有关。结果表明,来自基于抗药性的细胞系专家组的药物活性和基因表达的组合信息可能会提供与抗癌药物抗性有关的基因的新知识,并成为药物开发中的有用工具。

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