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Identification of potential tumour-associated carbonic anhydrase isozyme IX inhibitors: atom-based 3D-QSAR modelling,
Avinash Kumar1, Ekta Rathi1, Suvarna G Kini1
1Department of Pharmaceutical Chemistry, Manipal College of Pharmaceutical Sciences, MAHE, Manipal, Karnataka, India.
Abstract:
Tumour hypoxia results in dramatic changes in the gene expression, proliferation and survival of tumour cells. The tumour cells shift towards anaerobic glycolysis which results in change of pH in their microenvironment. In response to this stress, over expression of carbonic anhydrase IX (CA IX) genes is observed in many solid tumours. So, selective inhibition of CA IX can be a promising target for anti-cancer drugs. In this work in silico tools like atom-based 3D-QSAR modelling, pharmacophore-based virtual screening and molecular docking were used to identify potential CA IX inhibitors. Based on the training set used in the QSAR model, twenty pharmacophore models were generated. Out of these, HHHR_1, AHHR_1, DHHHR_1, AHHHR_1 model was used to screen a database of 1,50,000 compounds retrieved from ZINC 15 database. R2 and Q2 was 0.9864 and 0.8799, respectively, for the developed QSAR model. 163 compounds showed a phase screen score above 2.4 in which ZINC02260669 was the highest ranked (screen score, 2.852058) compound in all the four models. Built QSAR model was used to predict the activity of all these 163 compounds and ZINC72370966 showed the highest predicted activity with pKi value of 7.649. These compounds were docked against CA IX (human) protein (PDB ID 5FL6) and molecular docking results showed favourable binding interactions for the best ten identified hits. This work gives design insights and some potential scaffolds which can be developed as CA IX inhibitors.Communicated by Ramaswamy H. Sarma.
Insights
This study identifies potential carbonic anhydrase IX (CA IX) inhibitors using computational methods. These findings offer new scaffolds for developing targeted anti-cancer drugs by inhibiting CA IX, a key factor in tumour growth.
Area of Science:
- Computational chemistry
- Medicinal chemistry
- Oncology
Background:
- Tumour hypoxia induces significant changes in cancer cell behavior, including a shift to anaerobic glycolysis.
- This metabolic shift leads to microenvironmental pH changes and overexpression of carbonic anhydrase IX (CA IX) in many solid tumours.
- CA IX is a promising therapeutic target for novel anti-cancer drug development.
Purpose of the Study:
- To identify potential inhibitors of carbonic anhydrase IX (CA IX) using in silico approaches.
- To provide design insights and potential molecular scaffolds for developing new anti-cancer agents targeting CA IX.
Main Methods:
- Atom-based 3D-QSAR (Quantitative Structure-Activity Relationship) modelling was employed.
- Pharmacophore-based virtual screening of a large chemical database (ZINC 15) was performed.
- Molecular docking studies were conducted against human CA IX protein (PDB ID: 5FL6).
Main Results:
- A robust QSAR model was developed with high statistical significance (R²=0.9864, Q²=0.8799).
- Virtual screening identified 163 potential CA IX inhibitors, with ZINC02260669 and ZINC72370966 showing high ranking and predicted activity.
- Molecular docking confirmed favourable binding interactions for the top identified compounds, suggesting therapeutic potential.
Conclusions:
- Computational strategies effectively identified novel chemical scaffolds with potential as CA IX inhibitors.
- The study provides valuable insights for the rational design of targeted anti-cancer therapeutics.
- Further development of these identified compounds could lead to effective treatments for solid tumours.
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