Jensen Kasper, Plichta Damian, Panagiotou Gianni, Kouskoumvekaki Irene
Department of Systems Biology, Technical University of Denmark, Kgs Lyngby 2800, Denmark.
Mol Biosyst. 2012 Jun;8(6):1678-85. doi: 10.1039/c2mb00008c. Epub 2012 Mar 23.
The parasite Plasmodium falciparum is the main agent responsible for malaria. In this study, we exploited a recently published chemical library from GlaxoSmithKline (GSK) that had previously been confirmed to inhibit parasite growth of the wild type (3D7) and the multi-drug resistance (D2d) strains, in order to uncover the weak links in the proteome of the parasite. We predicted 293 proteins of P. falciparum, including the six out of the seven verified targets for P. falciparum malaria treatment, as targets of 4645 GSK active compounds. Furthermore, we prioritized druggable targets, based on a number of factors, such as essentiality for growth, lack of homology with human proteins, and availability of experimental data on ligand activity with a non-human homologue of a parasite protein. We have additionally prioritized predicted ligands based on their polypharmacology profile, with focus on validated essential proteins and the effect of their perturbations on the metabolic network of P. falciparum, as well as indication of drug resistance emergence. Finally, we predict potential off-target effects on the human host with associations to cancer, neurological and dermatological disorders, based on integration of available chemical-protein and protein-protein interaction data. Our work suggests that a large number of the P. falciparum proteome is potentially druggable and could therefore serve as novel drug targets in the fight against malaria. At the same time, prioritized compounds from the GSK library could serve as lead compounds to medicinal chemists for further optimization.
恶性疟原虫是导致疟疾的主要病原体。在本研究中,我们利用了葛兰素史克(GSK)最近发表的一个化学文库,该文库先前已被证实可抑制野生型(3D7)和多药耐药(D2d)菌株的寄生虫生长,以便揭示该寄生虫蛋白质组中的薄弱环节。我们预测了恶性疟原虫的293种蛋白质,包括用于治疗恶性疟原虫疟疾的7个已验证靶点中的6个,作为4645种GSK活性化合物的靶点。此外,我们基于多种因素对可成药靶点进行了优先排序,例如生长必需性、与人类蛋白质缺乏同源性以及关于寄生虫蛋白质的非人类同源物的配体活性的实验数据可用性。我们还根据预测配体的多药理学特征对其进行了优先排序,重点关注经过验证的必需蛋白质及其对恶性疟原虫代谢网络的扰动影响,以及耐药性出现的迹象。最后,我们基于可用的化学 - 蛋白质和蛋白质 - 蛋白质相互作用数据的整合,预测了对人类宿主与癌症、神经和皮肤病相关的潜在脱靶效应。我们的工作表明,大量的恶性疟原虫蛋白质组具有潜在的可成药性,因此可作为对抗疟疾的新型药物靶点。同时,GSK文库中经过优先排序的化合物可为药物化学家提供先导化合物以进行进一步优化。