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Updated: Dec 13, 2025

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Structural insight into TNF-α inhibitors through combining pharmacophore-based virtual screening and molecular
Hina Qaiser1,2, Maria Saeed1, Dmitry Nerukh2
1Dr. Panjwani Center for Molecular Medicine and Drug Research, ICCBS, University of Karachi, Karachi, Pakistan.
Researchers identified novel small molecules to inhibit Tumor Necrosis Factor-alpha (TNF-α), a key factor in inflammation and disease. These compounds show promise for developing new therapies with improved safety profiles for TNF-α-related disorders.
Area of Science:
- Computational chemistry
- Drug discovery
- Immunology
Background:
- Tumor Necrosis Factor-alpha (TNF-α) is a critical cytokine in immune responses, inflammation, and cancer.
- Existing TNF-α inhibitors (e.g., antibodies) have limitations, necessitating the development of small molecule alternatives.
- Targeting TNF-α is crucial for treating autoimmune and inflammatory diseases.
Purpose of the Study:
- To identify novel small molecule inhibitors of TNF-α using in silico methods.
- To evaluate the binding interactions and stability of potential inhibitors.
- To assess the pharmacokinetic and toxicity profiles of identified compounds.
Main Methods:
- Pharmacophore modeling and virtual screening of large compound libraries.
- Molecular docking to assess binding affinity and interactions.
- Molecular dynamics simulations to evaluate compound stability.
- In silico ADMET analysis for pharmacokinetic and toxicity prediction.
Main Results:
- Identified three potent lead compounds (ZINC05848961, ZINC09402309, ZINC04502991) targeting the TNF receptor (TNFR).
- Confirmed stable interactions and effective blockage of TNF production via molecular dynamics.
- Predicted favorable pharmacokinetic properties (high GI absorption, good bioavailability) and low toxicity for most compounds.
Conclusions:
- The identified small molecules represent promising candidates for developing new TNF-α-targeted therapies.
- These compounds offer a potential alternative to existing antibody-based treatments with improved safety.
- The study provides a foundation for further preclinical development of novel anti-inflammatory agents.
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