Huthmacher Carola, Hoppe Andreas, Bulik Sascha, Holzhütter Hermann-Georg
Institute of Biochemistry, Charité, Monbijoustrasse 2, 10117 Berlin, Germany.
BMC Syst Biol. 2010 Aug 31;4:120. doi: 10.1186/1752-0509-4-120.
Despite enormous efforts to combat malaria the disease still afflicts up to half a billion people each year of which more than one million die. Currently no approved vaccine is available and resistances to antimalarials are widely spread. Hence, new antimalarial drugs are urgently needed.
Here, we present a computational analysis of the metabolism of Plasmodium falciparum, the deadliest malaria pathogen. We assembled a compartmentalized metabolic model and predicted life cycle stage specific metabolism with the help of a flux balance approach that integrates gene expression data. Predicted metabolite exchanges between parasite and host were found to be in good accordance with experimental findings when the parasite's metabolic network was embedded into that of its host (erythrocyte). Knock-out simulations identified 307 indispensable metabolic reactions within the parasite. 35 out of 57 experimentally demonstrated essential enzymes were recovered and another 16 enzymes, if additionally the assumption was made that nutrient uptake from the host cell is limited and all reactions catalyzed by the inhibited enzyme are blocked. This predicted set of putative drug targets, shown to be enriched with true targets by a factor of at least 2.75, was further analyzed with respect to homology to human enzymes, functional similarity to therapeutic targets in other organisms and their predicted potency for prophylaxis and disease treatment.
The results suggest that the set of essential enzymes predicted by our flux balance approach represents a promising starting point for further drug development.
尽管为抗击疟疾付出了巨大努力,但该疾病每年仍折磨着多达5亿人,其中100多万人死亡。目前尚无获批的疫苗,并且对抗疟药物的耐药性广泛传播。因此,迫切需要新的抗疟药物。
在此,我们对最致命的疟疾病原体恶性疟原虫的代谢进行了计算分析。我们构建了一个分区代谢模型,并借助整合基因表达数据的通量平衡方法预测了特定生命周期阶段的代谢。当将寄生虫的代谢网络嵌入其宿主(红细胞)的代谢网络时,发现预测的寄生虫与宿主之间的代谢物交换与实验结果高度吻合。基因敲除模拟确定了寄生虫内307个不可或缺的代谢反应。在57种经实验证明的必需酶中,有35种被找回,另外还有16种酶,如果另外假设从宿主细胞摄取营养受到限制且被抑制酶催化的所有反应均被阻断。这组预测的假定药物靶点显示与人类酶的同源性、与其他生物体治疗靶点的功能相似性及其预防和疾病治疗的预测效力方面至少比真实靶点富集2.75倍,对其进行了进一步分析。
结果表明,我们的通量平衡方法预测的必需酶集是进一步药物开发的一个有前景的起点。