首页> 美国卫生研究院文献>PLoS Computational Biology >Exploring Off-Targets and Off-Systems for Adverse Drug Reactions via Chemical-Protein Interactome — Clozapine-Induced Agranulocytosis as a Case Study
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Exploring Off-Targets and Off-Systems for Adverse Drug Reactions via Chemical-Protein Interactome — Clozapine-Induced Agranulocytosis as a Case Study

机译:通过化学-蛋白质相互作用组探索药物不良反应的脱靶和脱系统-以氯氮平诱导的粒细胞缺乏症为例

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摘要

In the era of personalized medical practice, understanding the genetic basis of patient-specific adverse drug reaction (ADR) is a major challenge. Clozapine provides effective treatments for schizophrenia but its usage is limited because of life-threatening agranulocytosis. A recent high impact study showed the necessity of moving clozapine to a first line drug, thus identifying the biomarkers for drug-induced agranulocytosis has become important. Here we report a methodology termed as antithesis chemical-protein interactome (CPI), which utilizes the docking method to mimic the differences in the drug-protein interactions across a panel of human proteins. Using this method, we identified HSPA1A, a known susceptibility gene for CIA, to be the off-target of clozapine. Furthermore, the mRNA expression of HSPA1A-related genes (off-target associated systems) was also found to be differentially expressed in clozapine treated leukemia cell line. Apart from identifying the CIA causal genes we identified several novel candidate genes which could be responsible for agranulocytosis. Proteins related to reactive oxygen clearance system, such as oxidoreductases and glutathione metabolite enzymes, were significantly enriched in the antithesis CPI. This methodology conducted a multi-dimensional analysis of drugs' perturbation to the biological system, investigating both the off-targets and the associated off-systems to explore the molecular basis of an adverse event or the new uses for old drugs.
机译:在个性化医疗实践的时代,了解患者特异性药物不良反应(ADR)的遗传基础是一项重大挑战。氯氮平为精神分裂症提供了有效的治疗方法,但由于威胁生命的粒细胞缺乏症,其使用受到限制。最近的一项高影响力研究表明,将氯氮平转移至一线药物的必要性,因此鉴定药物诱导的粒细胞缺乏症的生物标记已变得很重要。在这里,我们报告了一种称为对立化学-蛋白质相互作用组(CPI)的方法,该方法利用对接方法来模拟跨一组人类蛋白质的药物-蛋白质相互作用中的差异。使用这种方法,我们确定了已知的CIA易感性基因HSPA1A是氯氮平的脱靶药物。此外,还发现HSPA1A相关基因(脱靶相关系统)的mRNA表达在氯氮平治疗的白血病细胞系中差异表达。除了确定CIA的致病基因外,我们还鉴定了几个可能导致粒细胞缺乏症的新候选基因。与活性氧清除系统有关的蛋白质,例如氧化还原酶和谷胱甘肽代谢酶,在对立CPI中显着丰富。这种方法对药物对生物系统的干扰进行了多维分析,研究了脱靶药物和相关的脱药系统,以探索不良事件的分子基础或旧药物的新用途。

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