Revisiting the Plasmodium falciparum druggable genome using predicted structures and data mining.

NPJ drug discovery Pub Date : 2025-01-01 Epub Date: 2025-03-04 DOI:10.1038/s44386-025-00006-5
Karla P Godinez-Macias, Daisy Chen, J Lincoln Wallis, Miles G Siegel, Anna Adam, Selina Bopp, Krypton Carolino, Lauren B Coulson, Greg Durst, Vandana Thathy, Lisl Esherick, Madeline A Farringer, Erika L Flannery, Barbara Forte, Tiqing Liu, Luma Godoy Magalhaes, Anil K Gupta, Eva S Istvan, Tiantian Jiang, Krittikorn Kumpornsin, Karen Lobb, Kyle J McLean, Igor M R Moura, John Okombo, N Connor Payne, Andrew Plater, Srinivasa P S Rao, Jair L Siqueira-Neto, Bente A Somsen, Robert L Summers, Rumin Zhang, Michael K Gilson, Francisco-Javier Gamo, Brice Campo, Beatriz Baragaña, James Duffy, Ian H Gilbert, Amanda K Lukens, Koen J Dechering, Jacquin C Niles, Case W McNamara, Xiu Cheng, Lyn-Marie Birkholtz, Alfred W Bronkhorst, David A Fidock, Dyann F Wirth, Daniel E Goldberg, Marcus C S Lee, Elizabeth A Winzeler
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引用次数: 0

Abstract

Identification of novel drug targets is a key component of modern drug discovery. While antimalarial targets are often identified through the mechanism of action studies on phenotypically derived inhibitors, this method tends to be time- and resource-consuming. The discoverable target space is also constrained by existing compound libraries and phenotypic assay conditions. Leveraging recent advances in protein structure prediction, we systematically assessed the Plasmodium falciparum genome and identified 867 candidate protein targets with evidence of small-molecule binding and blood-stage essentiality. Of these, 540 proteins showed strong essentiality evidence and lack inhibitors that have progressed to clinical trials. Expert review and rubric-based scoring of this subset based on additional criteria such as selectivity, structural information, and assay developability yielded 27 high-priority antimalarial target candidates. This study also provides a genome-wide data resource for P. falciparum and implements a generalizable framework for systematically evaluating and prioritizing novel pathogenic disease targets.

利用预测结构和数据挖掘重新审视恶性疟原虫可药物基因组。
新药物靶点的鉴定是现代药物发现的关键组成部分。虽然抗疟疾靶点通常是通过对表型衍生抑制剂的作用机制研究来确定的,但这种方法往往耗时耗力。可发现的靶标空间也受到现有化合物文库和表型分析条件的限制。利用蛋白质结构预测的最新进展,我们系统地评估了恶性疟原虫基因组,并确定了867个候选蛋白靶点,这些靶点具有小分子结合和血期必要性的证据。其中,540种蛋白质显示出强烈的必要性证据,缺乏已进入临床试验的抑制剂。专家审查和基于选择性、结构信息和检测可开发性等附加标准的基于标准的评分产生了27个高度优先的抗疟候选靶点。该研究还为恶性疟原虫提供了全基因组数据资源,并为系统评估和优先考虑新的致病疾病靶点实现了一个可推广的框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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