3D-QSAR, Virtual Screening, Docking and Design of Dual PI3K/mTOR Inhibitors with Enhanced Antiproliferative Activity

被引:7
作者
Oluic, Jelena [1 ]
Nikolic, Katarina [1 ]
Vucicevic, Jelica [1 ]
Gagic, Zarko [2 ]
Filipic, Slavica [1 ]
Agbaba, Danica [1 ]
机构
[1] Univ Belgrade, Inst Pharmaceut Chem, Fac Pharm, Vojvode Stepe 450, Belgrade 11000, Serbia
[2] Univ Banja Luka, Fac Med, Dept Pharm, Save Mrkalja 14, Banja Luka 78000, Bosnia & Herceg
关键词
PI3K/mTOR kinases; dual inhibitors; 3D-QSAR; virtual screening; molecular docking; PI3K/AKT/MTOR PATHWAY; CANCER-CELLS; DISCOVERY; MTOR; TARGET; POTENT; DERIVATIVES; VALIDATION; NVP-BEZ235; MUTATIONS;
D O I
10.2174/1386207320666170427143858
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Aim and Objective: Altered activity of PI3K/mTOR signaling pathway is one of the most common aberrations found in various forms of neoplastic lesions. Dual inhibition of PI3K and mTOR represents a reasonably attractive concept in potential cancer treatment. The main aim of this work was to design novel PI3K/mTOR inhibitors with enhanced antiproliferative activity. Materials and Methods: 3D-QSAR pharmacophore modeling studies were performed on two groups comprised of 37 and 48 dual PI3K/mTOR inhibitors. Obtained 3D-pharmacophores were used in design of new dual PI3K/mTOR inhibitors. Based on the in silico ADMET data, structure-based virtual screening and docking studies, the most promising novel candidates were selected. Results: Four reliable PLS models with good statistical parameters (q(2) (=) 0.72, r(pred)(2) = 0.93; q(2) = 0.81, r(pred)(2) = 0.88 for 3D-QSAR (mTOR) models and q(2) = 0.79, r(pred)(2) = 0.93; q(2) = 0.79, r(pred)(2) = 0.94 for 3D-QSAR (PI3K) models) were obtained and new highly selective and potent dual PI3K/mTOR inhibitors were designed. Further in silico ADMET profiling of the designed compounds selected the most promising novel PI3K/mTOR inhibitors as drug candidates. Results of the 3D-QSAR studies were confirmed by structure-based virtual screening protocol that identified selected designed compounds as a best fit for PI3K and mTOR receptors. Molecular docking studies on PI3K and mTOR crystal structures revealed the key active site residues involved in binding of PI3K/mTOR ligands. Conclusion: After combining the results of 3D-QSAR, ADMET profiling, virtual screening and docking, compounds 56-57 and 56-62 were chosen as the most promising new dual PI3K/mTOR inhibitors.
引用
收藏
页码:292 / 303
页数:12
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