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A selectivity study on mTOR/PI3Kα inhibitors by homology modeling and 3D-QSAR
Ting Ran1, Tao Lu, Haoliang Yuan
1Laboratory of Molecular Design and Drug Discovery, College of Basic Science, China Pharmaceutical University, 24 Tongjiaxiang, Nanjing, China.
Abstract:
The phosphatidylinositol-3-kinase (PI3K)/Akt/mammalian target of rapamycin (mTOR) signaling pathway plays a critical role in the regulation of cellular growth, survival and proliferation. mTOR and PI3K have attracted particular attention as cancer targets. These kinases belong to the phosphatidylinositol-3-kinase-related kinase (PIKK) family and therefore have considerable homology in their active sites. To accelerate the discovery of inhibitors with selective activity against mTOR and PI3K as cancer targets, in this work, a homology model of mTOR was developed to identify the structural divergence in the active sites between mTOR and PI3Kα. Furthermore, two highly predictive comparative molecular similarity index analyses (CoMSIA) models were built based on 304 selective inhibitors docked into mTOR and PI3Kα, respectively (mTOR: q(2) = 0.658, r(pre)(2) = 0.839; PI3Kα: q(2) = 0.540, r(pre)(2) = 0.719). The results showed that steric and electrostatic fields have an important influence on selectivity towards mTOR and PI3Kα-a finding consistent with the structural divergence between the active sites. The findings may be helpful in investigating selective mTOR/PI3Kα inhibitors.
Insights
This study developed a homology model of mTOR to understand structural differences in active sites compared to PI3Kα. This research aids in discovering selective inhibitors for these key cancer targets.
Area of Science:
- Biochemistry and Molecular Biology
- Cancer Research
- Computational Chemistry
Background:
- The PI3K/Akt/mTOR pathway is crucial for cell growth, survival, and proliferation.
- mTOR and PI3K are significant targets in cancer therapy due to their roles in cellular regulation.
- These kinases share homology in their active sites, posing challenges for selective inhibitor development.
Purpose of the Study:
- To accelerate the discovery of selective inhibitors targeting mTOR and PI3K for cancer treatment.
- To identify structural divergences in the active sites of mTOR and PI3Kα.
- To build predictive computational models for guiding inhibitor design.
Main Methods:
- Development of a homology model for mTOR.
- Identification of structural differences in active sites between mTOR and PI3Kα.
- Construction of two comparative molecular similarity index analyses (CoMSIA) models using 304 selective inhibitors.
Main Results:
- The homology model revealed structural divergence in the active sites of mTOR and PI3Kα.
- CoMSIA models demonstrated high predictive power for mTOR (q(2) = 0.658, r(pre)(2) = 0.839) and PI3Kα (q(2) = 0.540, r(pre)(2) = 0.719).
- Steric and electrostatic factors significantly influence selectivity towards mTOR versus PI3Kα, correlating with active site structural differences.
Conclusions:
- Structural divergence in active sites is key to achieving selectivity between mTOR and PI3Kα.
- Computational models provide a basis for designing selective mTOR/PI3Kα inhibitors.
- These findings support the development of targeted cancer therapies.
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