Discovery of DPP IV Inhibitors by Pharmacophore Modeling and QSAR Analysis followed by in silico Screening

被引:57
作者
Al-masri, Ihab M. [1 ]
Mohammad, K. Mohammad [1 ]
Taha, Mutasem O. [1 ]
机构
[1] Univ Jordan, Fac Pharm, Dept Pharmaceut Sci, Amman, Jordan
关键词
DPP IV; pharmacophore modeling; QSAR; in silico screening; in vivo and in vitro validation;
D O I
10.1002/cmdc.200800213
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Dipeptidyl peptidase IV (DPP IV) deactivates the natural hypoglycemic incretin hormones. Inhibition of this enzyme should restore glucose homeostasis in diabetic patients making it an attractive target for the development of new antidiabetic drugs. With this in mind, the pharmacophoric space of DPP IV was explored using a set of 358 known inhibitors. Thereafter, genetic algorithm and multiple linear regression analysis were employed to select on optimal combination of pharmacophoric models and physicochemical descriptors that yield selfconsistent and predictive quantitative structure-activity relationships (QSAR) (r(287)(2)= 0.74, F-statistic=44.5, r(BS)(2)=0.74, r(LOO)(2)=0.69, r(PRESS)(2) against 71 external testing inhibitors = 0.51). Two orthogonal pharmacophores (of cross-correlation r(2)=0.23) emerged in the QSAR equation suggesting the existence of at least two distinct binding modes accessible to ligands within the DPP IV binding pocket. Docking experiments supported the binding modes suggested by QSAR/pharmacophore analyses. The validity of the QSAR equation and the associated pharmacophore models were established by the identification of new low-micromolar anti-DPP IV leads retrieved by in silica screening. One of our interesting potent anti-DPP IV hits is the fluoroquinolone gemifloxacin (IC50 = 1.12 mu M). The fact that gemifloxacin was recently reported to potently inhibit the prodiabetic target glycogen synthase kinase 3 beta (GSK-3 beta) suggests that gemifloxacin is an excellent lead for the development of novel dual antidiabetic inhibitors against DPP IV and GSK-3 beta.
引用
收藏
页码:1763 / 1779
页数:17
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