Prachayasittikul Veda, Mandi Prasit, Pingaew Ratchanok, Prachayasittikul Supaluk, Ruchirawat Somsak, Prachayasittikul Virapong
Center for Research Innovation and Biomedical Informatics, Faculty of Medical Technology, Mahidol University, Bangkok 10700, Thailand.
Department of Community Medical Technology, Faculty of Medical Technology, Mahidol University, Bangkok 10700, Thailand.
Comput Struct Biotechnol J. 2025 Jul 25;27:3492-3509. doi: 10.1016/j.csbj.2025.07.040. eCollection 2025.
1,4-Naphthoquinone is a promising pharmacophore in drug discovery due to its unique redox reactive nature and wide-ranging bioactivities. Herein, a series of 1,4-naphthoquinones (-) were investigated for their anticancer activities against 4 cancer cell lines (i.e., HepG2, HuCCA-1, A549, and MOLT-3). Compound was found to be the most potent and selective anticancer agent against all tested cell lines (IC = 0.15 - 1.55 μM, selectivity index = 4.14 - 43.57). QSAR modelling was performed to elucidate key structural features influencing activities against four cancer cell lines. Four QSAR models were successfully constructed using multiple linear regression (MLR) algorithm providing good predictive performance (R: training set = 0.8928-0.9664; testing set = 0.7824-0.9157; RMSE: training set = 0.1755-0.2600; testing set = 0.2726-0.3748). QSAR models suggested that the potent anticancer activities of these naphthoquinones were mainly influenced by polarizability (MATS3p and BELp8), van der Waals volume (GATS5v, GATS6v, and Mor16v), mass (G1m), electronegativity (E1e), and dipole moment (Dipole and EEig15d) as well as ring complexity (RCI) and shape of the compound (SHP2). The models were further applied for guiding the design and predicting activities of an additional set of 248 structurally modified compounds in which the ones with promising predicted activities were highlighted for potential further development. Additionally, pharmacokinetic profiles and possible binding modes towards potential biological targets of the compounds were virtually assessed. Structure-activity relationship analysis was also conducted to highlight key structural features beneficial for further successful design of the related naphthoquinones.
1,4-萘醌因其独特的氧化还原反应性质和广泛的生物活性,在药物研发中是一种很有前景的药效基团。在此,研究了一系列1,4-萘醌(-)对4种癌细胞系(即HepG2、HuCCA-1、A549和MOLT-3)的抗癌活性。发现化合物对所有测试细胞系都是最有效的和选择性的抗癌剂(IC = 0.15 - 1.55 μM,选择性指数 = 4.14 - 43.57)。进行了定量构效关系(QSAR)建模以阐明影响对四种癌细胞系活性的关键结构特征。使用多元线性回归(MLR)算法成功构建了四个QSAR模型,其具有良好的预测性能(R:训练集 = 0.8928 - 0.9664;测试集 = 0.7824 - 0.9157;RMSE:训练集 = 0.1755 - 0.2600;测试集 = 0.2726 - 0.3748)。QSAR模型表明,这些萘醌的强效抗癌活性主要受极化率(MATS3p和BELp8)、范德华体积(GATS5v、GATS6v和Mor16v)、质量(G1m)、电负性(E_{1e})、偶极矩(Dipole和EEig15d)以及化合物的环复杂性(RCI)和形状(SHP2)影响。这些模型进一步用于指导另外248种结构修饰化合物的设计和预测活性,其中突出显示了具有有前景的预测活性的化合物以供潜在的进一步开发。此外,虚拟评估了化合物的药代动力学概况以及对潜在生物靶点的可能结合模式。还进行了构效关系分析以突出有利于相关萘醌进一步成功设计的关键结构特征。