Related Experiment Video
Updated: Jun 6, 2026

Modeling Ligands into Maps Derived from Electron Cryomicroscopy
Published on: July 19, 2024
Bitter taste TAS2R14 and TAS2R46 receptors bound to G proteins: comparison of cryo-EM, AlphaFold, and molecular
Ruth Pachter1, Soo-Kyung Kim1, Yixin C Xu1
1Materials and Process Simulation Center, California Institute of Technology, Pasadena, CA, 91125, USA.
Abstract:
Bitter taste type 2 G protein-coupled receptors (TAS2R GPCRs) detect bitter substances on the tongue, but they are also prevalent in tissues throughout the human body that play a role in cancer and other diseases, making them targets for pharmacological research. However, structural information on G protein (GP)-bound TAS2R complexes resolved by cryogenic electron microscopy (cryo-EM) is available for only 4 of the 25 TAS2Rs. Herein, we show that AlphaFold (AF) predictions of GP-bound TAS2R14 and TAS2R46 agree well with cryo-EM structure determinations, thus suggesting that the AF2 predicted structures for all 25 TAS2Rs could be used as starting points for drug development. Although useful starting points, we show that Molecular Dynamics (MD) studies are needed to refine the AF2 structures to get sufficient accuracy for drug design. We find that the MD simulations agree well with the cryo-EM structures at 85 K, but significant changes occur in the MD structures at 310 K that arise from thermal fluctuations frozen-out in the cryo-EM structure, making them far less pronounced at 85 K. We conclude that for TAS2Rs for which cryo-EM structures are not available, AF2 predicted structures followed by MD at 310 K provide a basis for TAS2R drug discovery.
Insights
AlphaFold2 (AF2) predictions accurately model G protein-bound bitter taste receptors (TAS2Rs), serving as valuable starting points for drug discovery. Molecular dynamics simulations further refine these structures for enhanced accuracy in developing new TAS2R-targeted therapeutics.
Area of Science:
- Pharmacology
- Structural Biology
- Computational Chemistry
Background:
- Bitter taste receptors (TAS2Rs) are G protein-coupled receptors (GPCRs) involved in detecting bitter compounds.
- TAS2Rs are expressed in various human tissues and implicated in diseases like cancer, making them attractive drug targets.
- Limited structural data exists for G protein-bound TAS2R complexes, hindering drug development.
Purpose of the Study:
- To assess the accuracy of AlphaFold2 (AF2) predictions for G protein-bound TAS2Rs.
- To investigate the utility of AF2 structures as starting points for drug discovery.
- To determine the role of Molecular Dynamics (MD) simulations in refining TAS2R structures for drug design.
Main Methods:
- Utilized AlphaFold2 (AF2) to predict structures of G protein-bound TAS2R14 and TAS2R46.
- Compared AF2 predictions with existing cryogenic electron microscopy (cryo-EM) data.
- Performed Molecular Dynamics (MD) simulations on AF2-predicted structures at different temperatures (85 K and 310 K).
Main Results:
- AF2 predictions for TAS2R14 and TAS2R46 showed good agreement with cryo-EM determined structures.
- AF2-predicted structures for all 25 TAS2Rs can serve as initial models for drug development.
- MD simulations refined AF2 structures, with significant thermal fluctuations observed at 310 K compared to 85 K cryo-EM data.
Conclusions:
- AF2-predicted structures offer a viable starting point for drug discovery when experimental structures are unavailable.
- MD simulations are crucial for refining AF2 structures to achieve sufficient accuracy for drug design.
- Combining AF2 predictions with MD simulations at physiological temperatures (310 K) provides a robust framework for TAS2R drug discovery.
More Related Videos
18:45Harvesting and Cryo-cooling Crystals of Membrane Proteins Grown in Lipidic Mesophases for Structure Determination by Macromolecular Crystallography
Published on: September 2, 2012
12:27A Pipeline to Investigate the Structures and Signaling Pathways of Sphingosine 1-Phosphate Receptors
Published on: June 8, 2022
Related Concept Videos
G Protein-coupled Receptors
GPCRs are also called heptahelical, 7TM, or serpentine receptors, and consist of seven (H1-H7) transmembrane alpha-helices that span the bilayer to form a cylindrical core. The transmembrane helices are connected by three extracellular loops and three...
Transducer Mechanism: G Protein–Coupled Receptors
GPCRs are also called heptahelical, 7TM, or...
G-Protein Gated Ion Channels
Sensory organs,...
Activation and Inactivation of G Proteins
The Physiology of Taste
Globular and Fibrous Proteins
Globular proteins are also known as spheroproteins and typically are approximately round in shape. They contain a mix of amino acid types and contain differing sequences in their primary structures. Globular proteins have many different functions, such as enzymes, cellular messengers, and molecular transporters. These roles often require the proteins to be...