{"title":"恶性疟原虫PfPK6蛋白治疗药物的鉴定:结构和深度学习方法","authors":"Sibasish Sarangi, Rajani Kanta Mahapatra","doi":"10.1016/j.exppara.2025.108947","DOIUrl":null,"url":null,"abstract":"<div><div>The <em>Plasmodium falciparum</em> Protein Kinase 6 (PfPK6) is a serine/threonine protein kinase categorized under the CMGC group, displaying both cyclin-dependent kinases (CDKs) and mitogen-activated protein kinases (MAPKs) activity. Previous research has indicated that PfPK6 is expressed during the trophozoite and schizont stages of the <em>Plasmodium falciparum</em> asexual blood stage. Unlike typical cyclin-dependent kinases, PfPK6 demonstrates kinase activity independent of cyclin, making it a promising target for drug identification. In this study, we utilized a computational approach to identify a novel PfPK6 inhibitor through virtual screening of small inhibitor compounds from diverse datasets, employing a structure-based approach and a Deep Learning (DL) model. The most promising inhibitor molecule, TCMDC-132409 from the Tres Cantos Antimalarial Set, exhibited a binding affinity of −13.553 kcal/mol against PfPK6. Additionally, a 200ns molecular dynamics simulation study confirmed the stability of the binding mode, indicating the potential of TCMDC-132409 as an antiplasmodial inhibitor for further investigation.</div></div>","PeriodicalId":12117,"journal":{"name":"Experimental parasitology","volume":"273 ","pages":"Article 108947"},"PeriodicalIF":1.4000,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Identification of therapeutics against PfPK6 protein of Plasmodium falciparum: Structure and Deep Learning approach\",\"authors\":\"Sibasish Sarangi, Rajani Kanta Mahapatra\",\"doi\":\"10.1016/j.exppara.2025.108947\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The <em>Plasmodium falciparum</em> Protein Kinase 6 (PfPK6) is a serine/threonine protein kinase categorized under the CMGC group, displaying both cyclin-dependent kinases (CDKs) and mitogen-activated protein kinases (MAPKs) activity. Previous research has indicated that PfPK6 is expressed during the trophozoite and schizont stages of the <em>Plasmodium falciparum</em> asexual blood stage. Unlike typical cyclin-dependent kinases, PfPK6 demonstrates kinase activity independent of cyclin, making it a promising target for drug identification. In this study, we utilized a computational approach to identify a novel PfPK6 inhibitor through virtual screening of small inhibitor compounds from diverse datasets, employing a structure-based approach and a Deep Learning (DL) model. The most promising inhibitor molecule, TCMDC-132409 from the Tres Cantos Antimalarial Set, exhibited a binding affinity of −13.553 kcal/mol against PfPK6. Additionally, a 200ns molecular dynamics simulation study confirmed the stability of the binding mode, indicating the potential of TCMDC-132409 as an antiplasmodial inhibitor for further investigation.</div></div>\",\"PeriodicalId\":12117,\"journal\":{\"name\":\"Experimental parasitology\",\"volume\":\"273 \",\"pages\":\"Article 108947\"},\"PeriodicalIF\":1.4000,\"publicationDate\":\"2025-04-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Experimental parasitology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0014489425000529\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"PARASITOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Experimental parasitology","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0014489425000529","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PARASITOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
恶性疟原虫蛋白激酶6 (PfPK6)是一种丝氨酸/苏氨酸蛋白激酶,属于CMGC组,具有细胞周期蛋白依赖性激酶(CDKs)和丝裂原活化蛋白激酶(MAPKs)活性。先前的研究表明,PfPK6在恶性疟原虫无性血期的滋养体和分裂体阶段表达。与典型的细胞周期蛋白依赖性激酶不同,PfPK6表现出独立于细胞周期蛋白的激酶活性,使其成为药物鉴定的一个有希望的靶点。在这项研究中,我们利用基于结构的方法和深度学习(DL)模型,通过对不同数据集中的小抑制剂化合物进行虚拟筛选,利用计算方法鉴定了一种新的PfPK6抑制剂。最有希望的抑制剂分子TCMDC-132409来自trescantos anti - malaria Set,对PfPK6的结合亲和力为−13.553 kcal/mol。此外,一项200ns分子动力学模拟研究证实了该结合模式的稳定性,表明TCMDC-132409作为抗疟原虫抑制剂的潜力有待进一步研究。
Identification of therapeutics against PfPK6 protein of Plasmodium falciparum: Structure and Deep Learning approach
The Plasmodium falciparum Protein Kinase 6 (PfPK6) is a serine/threonine protein kinase categorized under the CMGC group, displaying both cyclin-dependent kinases (CDKs) and mitogen-activated protein kinases (MAPKs) activity. Previous research has indicated that PfPK6 is expressed during the trophozoite and schizont stages of the Plasmodium falciparum asexual blood stage. Unlike typical cyclin-dependent kinases, PfPK6 demonstrates kinase activity independent of cyclin, making it a promising target for drug identification. In this study, we utilized a computational approach to identify a novel PfPK6 inhibitor through virtual screening of small inhibitor compounds from diverse datasets, employing a structure-based approach and a Deep Learning (DL) model. The most promising inhibitor molecule, TCMDC-132409 from the Tres Cantos Antimalarial Set, exhibited a binding affinity of −13.553 kcal/mol against PfPK6. Additionally, a 200ns molecular dynamics simulation study confirmed the stability of the binding mode, indicating the potential of TCMDC-132409 as an antiplasmodial inhibitor for further investigation.
期刊介绍:
Experimental Parasitology emphasizes modern approaches to parasitology, including molecular biology and immunology. The journal features original research papers on the physiological, metabolic, immunologic, biochemical, nutritional, and chemotherapeutic aspects of parasites and host-parasite relationships.