Kotsikorou Evangelia, Oldfield Eric
Department of Chemistry, University of Illinois at Urbana-Champaign, 600 South Mathews Avenue, Urbana, Illinois 61801, USA.
J Med Chem. 2003 Jul 3;46(14):2932-44. doi: 10.1021/jm030054u.
We have used quantitative structure-activity relationship (QSAR) techniques, together with pharmacophore modeling, to investigate the relationships between the structures of a wide variety of geminal bisphosphonates and their activity in inhibiting osteoclastic bone resorption. For aryl-X (X = alkyl, oxyalkyl, and sulfanylalkyl) derivatives of pamidronate and one alendronate, a molecular field analysis (MFA) yielded an R(2) value of 0.900 and an F-test of 54 for a training set of 29 compounds. Using reduced training sets, the activities of 20 such compounds were predicted with an average error of 2.1 over a 4000x range in activity. Such good results were only obtained when using the X-ray crystallographic structure of farnesyl pyrophosphate (FPP) bound to the target enzyme, farnesyl pyrophosphate synthase (FPP synthase), to guide the initial molecular alignment. For a series of heterocyclic bisphosphonates, use of the MFA method yielded an R(2) of 0.873 and an F-test of 36 for a training set of 26 compounds. Using a reduced training set, the activities of 20 compounds were predicted with an average error of 2.5 over a 2000x range in activity. With the heterocyclic compounds, test calculations indicated the importance of correct choice of protonation of the heterocyclic rings. For example, thiazoles, pyrazoles, and triazoles have low ( approximately 2-3) pK(a) values and the derived bisphosphonates are inactive in bone resorption since they cannot readily be side chain protonated and are thus poor carbocation reactive intermediate analogues. On the other hand, aminothiazoles, imidazoles, pyridyl, and aminopyridyl species typically have pK(a) values in the range approximately 5-9 and, in the absence of unfavorable steric interactions, the corresponding bisphosphonates are generally good inhibitors. However, aminoimidazole bisphosphonates are generally less active, since their pK(a)s ( approximately 11) are so high, due to guanidinium-like resonance, that they cannot readily be deprotonated, which we propose results in poor cellular uptake. The results of pharmacophore modeling using the Catalyst program revealed the importance of two negative ionizable and one positive charge feature for both aryl-X and heterocyclic pharmacophores, together with the presence of a distal hydrophobic feature in the aryl bisphosphonate and a more proximal aromatic feature in the heterocyclic bisphosphonate pharmacophores. When taken together, these results show that it is now possible to predict the activity, within a factor of about 2.3, of a wide range of aryl-X and heterocyclic bisphosphonates. The results emphasize the importance of utilizing crystallographic structural information to guide the initial alignment of extended bisphosphonates, and in the case of heterocyclic bisphosphonates, the importance of side chain protonation state. These simple ideas may facilitate the design of other, novel bisphosphonates, of use in bone resorption therapy, and as antiparasitic and immunotherapeutic agents.
我们运用定量构效关系(QSAR)技术,并结合药效团模型,来研究多种双膦酸盐的结构与其抑制破骨细胞骨吸收活性之间的关系。对于帕米膦酸的芳基-X(X = 烷基、氧烷基和硫烷基)衍生物以及一种阿仑膦酸,分子场分析(MFA)对29种化合物的训练集得出R²值为0.900,F检验值为54。使用精简的训练集,在活性范围达4000倍的情况下,对20种此类化合物的活性进行预测,平均误差为2.1。只有在使用与靶酶法呢基焦磷酸合酶(FPP合酶)结合的法呢基焦磷酸(FPP)的X射线晶体结构来指导初始分子比对时,才能获得如此良好的结果。对于一系列杂环双膦酸盐,MFA方法对26种化合物的训练集得出R²值为0.873,F检验值为36。使用精简的训练集,在活性范围达2000倍的情况下,对20种化合物的活性进行预测,平均误差为2.5。对于杂环化合物,测试计算表明正确选择杂环的质子化状态很重要。例如,噻唑、吡唑和三唑的pKₐ值较低(约为2 - 3),衍生的双膦酸盐在骨吸收中无活性,因为它们不易被侧链质子化,因此是较差的碳正离子反应中间体类似物。另一方面,氨基噻唑、咪唑、吡啶和氨基吡啶类物质的pKₐ值通常在约5 - 9范围内,并且在没有不利空间相互作用的情况下,相应的双膦酸盐通常是良好的抑制剂。然而,氨基咪唑双膦酸盐通常活性较低,因为它们的pKₐ值(约为11)过高,由于类似胍的共振,它们不易去质子化,我们认为这导致细胞摄取不良。使用Catalyst程序进行药效团模型的结果表明,对于芳基-X和杂环药效团,两个可离子化的负电荷特征和一个正电荷特征很重要,同时芳基双膦酸盐中存在远端疏水特征,杂环双膦酸盐药效团中存在更近端的芳香特征。综合起来,这些结果表明现在有可能在约2.3倍的因子范围内预测多种芳基-X和杂环双膦酸盐的活性。结果强调了利用晶体结构信息来指导扩展双膦酸盐的初始比对的重要性,对于杂环双膦酸盐,强调了侧链质子化状态的重要性。这些简单的观点可能有助于设计用于骨吸收治疗以及作为抗寄生虫和免疫治疗剂的其他新型双膦酸盐。