TNO, Microbiology and Systems Biology, Zeist, The Netherlands.
Pharmacogenet Genomics. 2012 Dec;22(12):837-45. doi: 10.1097/FPC.0b013e328359d274.
Combination-drug therapy takes advantage of the complementary action of their individual components, thereby potentiating its therapeutic effect. Potential disadvantages include side effects that are not foreseen on basis of the data available from drug monotherapy. Here, we used a systems biology approach to understand both the efficacy and the side effects of a cholesterol-lowering drug-combination therapy on the basis of the biological pathways and molecular processes affected by each drug alone or in combination.
ApoE*3Leiden transgenic mice, a mouse model with human-like cholesterol-lowering drug responses, were treated with rosuvastatin and ezetimibe, alone and in combination. Analyses included functional responses, viz. effects on cardiovascular risk factors, inflammation, and atherosclerosis, and measurement of global gene expression, and identification of enriched biological pathways and molecular processes. Combination therapy reduced plasma cholesterol, plasma inflammation markers, and atherosclerosis stronger than the single drugs did. Systems biology analysis at the level of biological processes shows that the therapeutic benefit of combined therapy is largely the result of additivity of the complementary mechanisms of action of the two single drugs. Importantly, combination therapy also exerted a significant effect on 16 additional and mostly NF-κB-linked signaling processes, 11 of which tended to be regulated in a similar direction with monotherapy.
This study shows that gene expression analysis together with bioinformatics pathway analysis has the potential to help predict and identify drug combination-specific complementary and side effects.
联合药物治疗利用了其各个成分的互补作用,从而增强了其治疗效果。潜在的缺点包括根据单药治疗可用数据无法预见的副作用。在这里,我们使用系统生物学方法来理解降脂药物联合治疗的疗效和副作用,基于每种药物单独或联合作用所影响的生物途径和分子过程。
载脂蛋白 E*3Leiden 转基因小鼠是一种具有人类样降脂药物反应的小鼠模型,用瑞舒伐他汀和依折麦布单独或联合治疗。分析包括功能反应,即对心血管风险因素、炎症和动脉粥样硬化的影响,以及全基因表达的测量,并确定丰富的生物途径和分子过程。联合治疗比单一药物更能降低血浆胆固醇、血浆炎症标志物和动脉粥样硬化。在生物过程水平的系统生物学分析表明,联合治疗的治疗益处主要是两种单药互补作用机制的加和结果。重要的是,联合治疗还对 16 个额外的、主要与 NF-κB 相关的信号通路产生了显著影响,其中 11 个在与单药治疗相似的方向上有调节趋势。
本研究表明,基因表达分析与生物信息学途径分析相结合具有帮助预测和识别药物联合特异性互补和副作用的潜力。