Departamento de Farmácia, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil.
Programa de Pós-Graduação em Bioinformática, Universidade Federal do Rio Grande do Norte, Natal, RN, Brazil.
Mol Divers. 2021 Feb;25(1):1-12. doi: 10.1007/s11030-019-10020-1. Epub 2019 Dec 9.
Tuberculosis, caused by Mycobacterium tuberculosis (M. tuberculosis), is still responsible for a large number of fatal cases, especially in developing countries with alarming rates of incidence and prevalence worldwide. Mycobacterium tuberculosis has a remarkable ability to develop new resistance mechanisms to the conventional antimicrobials treatment. Because of this, there is an urgent need for novel bioactive compounds for its treatment. The dehydroquinate dehydratase II (DHQase II) is considered a key enzyme of shikimate pathway, and it can be used as a promising target for the design of new bioactive compounds with antibacterial action. The aim of this work was the construction of QSAR models to aid the design of new potential DHQase II inhibitors. For that purpose, various molecular modeling approaches, such as activity cliff, QSAR models and computer-aided ligand design were utilized. A predictive in silico 4D-QSAR model was built using a database comprising 86 inhibitors of DHQase II, and the model was used to predict the activity of the designed ligands. The obtained model proved to predict well the DHQase II inhibition for an external validation dataset ([Formula: see text] = 0.72). Also, the Activity Cliff analysis shed light on important structural features applied to the ligand design.
结核病是由结核分枝杆菌(Mycobacterium tuberculosis,M. tuberculosis)引起的,它仍然导致了大量的死亡病例,尤其是在全球发病率和患病率令人震惊的发展中国家。结核分枝杆菌具有显著的能力,可以针对常规抗菌药物治疗产生新的耐药机制。因此,迫切需要新的生物活性化合物来治疗它。脱氢奎宁酸脱水酶 II(DHQase II)被认为是莽草酸途径的关键酶,因此它可以作为设计具有抗菌作用的新型生物活性化合物的有前途的靶点。这项工作的目的是构建 QSAR 模型,以辅助设计新的潜在 DHQase II 抑制剂。为此,利用了各种分子建模方法,如活性悬崖、QSAR 模型和计算机辅助配体设计。使用包含 86 种 DHQase II 抑制剂的数据库构建了一个预测性的 4D-QSAR 模型,并使用该模型预测了设计配体的活性。获得的模型被证明可以很好地预测 DHQase II 抑制作用,外部验证数据集的[Formula: see text]值为 0.72。此外,活性悬崖分析阐明了应用于配体设计的重要结构特征。