Ibrahim Zakari Ya'u, Uzairu Adamu, Shallangwa Gideon, Abechi Stephen
Department of Chemistry, Faculty of Physical Sciences, Ahmadu Bello University, P.M.B 1045, Zaria, Nigeria.
Heliyon. 2020 Sep 28;6(9):e05032. doi: 10.1016/j.heliyon.2020.e05032. eCollection 2020 Sep.
In an attempt to design compounds with higher antimalarial activities, quantitative structure-activity relationship (QSAR) technique was utilized in the development of a molecular model for some synthesized 2'-substituted triclosan derivatives through a hybrid of the GA-MLR method. The model was found to have excellent statistical parameters (R = 0.8919, R = 0.8728, LOF = 0.2563). The descriptors mean effect (MF) revealed BCUTw-1l, which increases with an increase in molecular weight, to be the most contributive to the antimalarial activity. Consequently, compound with the highest activities (pEC = 6.9586) was deployed as the design template. The molecular weight of the template was increasing through substitutions of its atoms at several positions with heavier atoms/groups to increases the descriptor (BCUTw-1l) value. Twelves (12) theoretical derivatives of the template were designed where six of the designed derivatives have better activity than the design template. The most active designed compound, was found to have the highest antimalarial activity (pEC = 7.930) than that of the design template.
为了设计出具有更高抗疟活性的化合物,通过遗传算法-多元线性回归(GA-MLR)方法的结合,利用定量构效关系(QSAR)技术为一些合成的2'-取代三氯生衍生物开发了一个分子模型。发现该模型具有出色的统计参数(R = 0.8919,R = 0.8728,LOF = 0.2563)。描述符平均效应(MF)显示,随着分子量增加而增加的BCUTw-1l对抗疟活性贡献最大。因此,将具有最高活性(pEC = 6.9586)的化合物用作设计模板。通过在几个位置用较重的原子/基团取代其原子来增加模板的分子量,以提高描述符(BCUTw-1l)的值。设计了该模板的十二个理论衍生物,其中六个设计的衍生物具有比设计模板更好的活性。发现活性最高的设计化合物比设计模板具有更高的抗疟活性(pEC = 7.930)。