Bio-X Center, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China.
PLoS Comput Biol. 2011 Mar;7(3):e1002016. doi: 10.1371/journal.pcbi.1002016. Epub 2011 Mar 31.
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.
在个性化医疗实践的时代,了解患者特定药物不良反应 (ADR) 的遗传基础是一个重大挑战。氯氮平为精神分裂症提供了有效的治疗方法,但由于其会导致危及生命的粒细胞缺乏症,其应用受到限制。最近一项具有重大影响的研究表明,有必要将氯氮平作为一线药物,因此确定药物诱导的粒细胞缺乏症的生物标志物变得非常重要。在这里,我们报告了一种称为对偶化学-蛋白质互作组 (CPI) 的方法,该方法利用对接方法模拟了一组人类蛋白质中药物-蛋白质相互作用的差异。使用这种方法,我们确定了 HSPA1A,一种已知的 CIA 易感性基因,为氯氮平的非靶标。此外,还发现氯氮平处理的白血病细胞系中 HSPA1A 相关基因(非靶标相关系统)的 mRNA 表达也存在差异。除了鉴定 CIA 因果基因外,我们还鉴定了几个可能导致粒细胞缺乏症的新候选基因。与活性氧清除系统相关的蛋白质,如氧化还原酶和谷胱甘肽代谢酶,在对偶 CPI 中显著富集。该方法对药物对生物系统的扰动进行了多维分析,同时研究了非靶标和相关的非系统,以探索不良事件的分子基础或旧药物的新用途。