Cardoso Fábio José B, de Figueiredo Antonio Florêncio, da Silva Lobato Maycon, de Miranda Ricardo Moraes, de Almeida Ruth Catarine O, Pinheiro José Ciríaco
Laboratório de Química Teórica e Computacional, Departamento de Química, Centro de Ciências Exatas e Naturais, Universidade Federal do Pará, CP 101101, 66075-110, Belém, PA, Amazônia, Brazil.
J Mol Model. 2008 Jan;14(1):39-48. doi: 10.1007/s00894-007-0249-9. Epub 2007 Oct 30.
Artemisinin and some derivatives with activity against D-6 strains of Plasmodium falciparum were studied. Molecular electrostatic potential (MEP) maps were used in an attempt to identify key features of the compounds that are necessary for their activities, and then use those to propose new artemisinin derivatives. The partial least squares (PLS) method was then used to generate a predictive model. The PLS model with three latent variables explaining 88.9% of total variance, with Q((2)) = 0.839 and R(2) = 0.935, was obtained for 15/6 compounds in the training/external validation set. For construction of the model, the most important descriptors were the highest occupied molecular orbital (HOMO) energy, atomic charges on the atoms O1 (Q(1)) and C3 (Q(3)), molecular volume (VOL), and hydrophilic index (HYF). From a set of 20 proposed artemisinin derivatives, one new compound (39) with higher antimalarial activity than the molecules initially studied was predicted. Synthesis of these new derivatives may follow the results of the MEP maps studied and the PLS modeling.
对青蒿素及一些对恶性疟原虫D-6株有活性的衍生物进行了研究。利用分子静电势(MEP)图来试图确定这些化合物活性所必需的关键特征,然后利用这些特征来设计新的青蒿素衍生物。接着使用偏最小二乘法(PLS)生成预测模型。对于训练/外部验证集中的15/6种化合物,获得了具有三个潜变量的PLS模型,该模型解释了总方差的88.9%,Q((2)) = 0.839,R(2) = 0.935。在构建模型时,最重要的描述符是最高占据分子轨道(HOMO)能量、原子O1(Q(1))和C3(Q(3))上的原子电荷、分子体积(VOL)和亲水指数(HYF)。从一组20种设计的青蒿素衍生物中,预测出一种抗疟活性高于最初研究分子的新化合物(39)。这些新衍生物的合成可依据所研究的MEP图结果和PLS建模结果进行。