Related Experiment Video
Updated: Nov 4, 2025

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Pharmacophore anchor models of ATAT1 to discover potential inhibitors and lead optimization
Nung-Yu Hsu1, Nikhil Pathak2, Yun-Ti Chen1
1Institute of Bioinformatics and Systems Biology, National Chiao Tung University, Hsinchu, 30050, Taiwan; Department of Biological Science and Technology, National Chiao Tung University, Hsinchu, 30050, Taiwan.
Abstract:
Post-translation modification of microtubules is associated with many diseases like cancer. Alpha Tubulin Acetyltransferase 1 (ATAT1) is a major enzyme that acetylates 'Lys-40' in alpha-tubulin on the luminal side of microtubules and is a drug target that lacks inhibitors. Here, we developed pharmacophore anchor models of ATAT1 which were constructed statistically using thousands of docked compounds, for drug design and investigating binding mechanisms. Our models infer the compound moiety preferences with the physico-chemical properties for the ATAT1 binding site. The results from the pharmacophore anchor models show the three main sub-pockets, including S1 acetyl site, S2 adenine site, and S3 diphosphate site with anchors, where conserved moieties interact with respective sub-pocket residues in each site and help in guiding inhibitor discovery. We validated these key anchors by analyzing 162 homologous protein sequences (>99 species) and over 10 structures with various bound ligands and mutations. Our results were consistent with previous works also providing new interesting insights. Our models applied in virtual screening predicted several ATAT1 potential inhibitors. We believe that our model is useful for future inhibitor discovery and for guiding lead optimization.
Insights
Researchers developed pharmacophore models to understand Alpha Tubulin Acetyltransferase 1 (ATAT1) binding. These models identify key interactions and predict potential ATAT1 inhibitors for drug discovery.
Area of Science:
- Biochemistry and Molecular Biology
- Drug Discovery and Medicinal Chemistry
Background:
- Post-translational modification of microtubules is implicated in various diseases, including cancer.
- Alpha Tubulin Acetyltransferase 1 (ATAT1) is a key enzyme for alpha-tubulin acetylation at Lys-40, a significant drug target lacking inhibitors.
Purpose of the Study:
- To develop statistically constructed pharmacophore anchor models for ATAT1 to guide drug design and elucidate binding mechanisms.
- To identify compound moiety preferences and physico-chemical properties crucial for ATAT1 binding site interaction.
Main Methods:
- Statistical construction of pharmacophore anchor models using thousands of docked compounds.
- Analysis of conserved moieties interacting with identified sub-pockets (S1 acetyl, S2 adenine, S3 diphosphate sites).
- Validation through analysis of homologous protein sequences and structures with bound ligands and mutations.
Main Results:
- The models revealed three primary sub-pockets within the ATAT1 binding site: S1 (acetyl), S2 (adenine), and S3 (diphosphate).
- Key anchors were identified, showing conserved moiety interactions with sub-pocket residues, crucial for guiding inhibitor discovery.
- Virtual screening using the developed models successfully predicted several potential ATAT1 inhibitors.
Conclusions:
- The developed pharmacophore anchor models provide valuable insights into ATAT1 binding mechanisms and compound interactions.
- These models are instrumental for future inhibitor discovery and optimizing lead compounds targeting ATAT1.
- The study offers a robust framework for advancing drug development against ATAT1-related diseases.
More Related Videos
10:33Development of Inhibitors of Protein-protein Interactions through REPLACE: Application to the Design and Development Non-ATP Competitive CDK Inhibitors
Published on: October 26, 2015
11:06Network Pharmacology Prediction and Metabolomics Validation of the Mechanism of Fructus Phyllanthi against Hyperlipidemia
Published on: April 7, 2023
Related Concept Videos
Drug Discovery: Overview
Structure-Activity Relationships and Drug Design
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
Targets for Drug Action: Overview
Receptors are either membrane-spanning or intracellular proteins, which upon binding a ligand, get activated and transmit the signal downstream to elicit a response. Drugs bind receptors, either mimicking the action of endogenous ligands or blocking the receptor activity to bring about a modified response. Nearly 35% of approved drugs target the G...
The Two-State Receptor Model
The binding affinity of a drug determines its interaction with...
Allosteric Proteins-ATCase
Aspartate transcarbamoylase (ATCase) is a cytosolic enzyme that catalyzes the condensation of L-aspartate and carbamoyl phosphate to N-carbamoyl-L-aspartate. This reaction is the first step in pyrimidine biosynthesis. UTP and CTP, the end products of the pyrimidine synthesis...
Ligand Binding Sites
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...