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Updated: Jan 29, 2026

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
In Silico Ligand-Based Screening of PDB Database for Searching Unique Motifs Against SARS-CoV-2.
Andrey V Machulin1, Juliya V Badaeva2, Sergei Y Grishin3
1G.K. Skryabin Institute of Biochemistry and Physiology of Microorganisms, Federal Research Center Pushchino Scientific Center for Biological Research, Russian Academy of Sciences, 142290 Pushchino, Russia.
Researchers identified unique SARS-CoV-2 motifs by screening the PDB database. This discovery aids in developing new antibody therapies and vaccines against the COVID-19 virus.
Area of Science:
- Virology
- Immunology
- Structural Biology
Background:
- Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) causes COVID-19, a pandemic with significant global health and economic impacts.
- Broadly neutralizing antibodies are crucial for preventing and treating COVID-19.
- Understanding virus-host interactions, particularly antibody binding sites, is key to therapeutic development.
Purpose of the Study:
- To identify unique anti-SARS-CoV-2 motifs through in silico screening.
- To create a classified database of SARS-CoV-2 ligands and spike glycoprotein structures.
- To reveal specific binding motifs in the receptor-binding domain (RBD) for antibody development.
Main Methods:
- In silico ligand-based screening of the Protein Data Bank (PDB).
- Creation and categorization of a SARS-CoV-2 Ligands Database with 1797 entries.
- Classification of antibodies based on their location on the RBD to identify binding motifs.
Main Results:
- A comprehensive database of SARS-CoV-2 spike glycoprotein structures and ligands was established.
- Specific tyrosine-containing motifs were identified within the RBD antibody binding sites.
- Antibodies were classified into four distinct classes based on RBD binding location, revealing unique motifs for each.
Conclusions:
- The identified motifs can accelerate the development of novel antibody-based therapies for COVID-19.
- Findings provide guidance for the rational design of next-generation SARS-CoV-2 vaccines.
- The SARS-CoV-2 Ligands Database serves as a valuable resource for researchers.
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