RESEARCH: PROTEIN-DYNAMICS-DATASET
FOLDING PROJECT #17653 PROFILE

The project wants to create a huge dataset of moving proteins. This will help AI learn how proteins work. The dataset will include small, medium, and large proteins with different shapes.

With the explosion of AI-based models and architectures, a ripe opportunity presents itself to use these statistical models to help us bridge the gap large scale simulations and functional insight.

In particular, with the explosion of methods like AlphaFold2, there is a clear potential for these models to potentially predict dynamics, or use them to predict different conformations of a system at extremely large scales for a diverse set of sequences. However, for folks to be able to generate those kinds of models, a broad set of training data is needed that captures dynamics across a variety of different protein topologies.

This project seeks to generate that dataset - capturing dynamics of systems across a variety of different protein sizes and topologies.

17651: Small proteins (20,000 atoms)
17652: medium sized proteins (40,000 atoms)
17653: Large sized proteins (70,000 atoms).

AlphaFold2

A deep learning algorithm for protein structure prediction

AlphaFold2 is a powerful AI system that can predict the 3D shape of proteins from their amino acid sequence. This has revolutionized protein research by allowing scientists to understand how proteins fold and function.

Protein

A large biomolecule composed of chains of amino acids.

Proteins are the workhorses of our cells, carrying out a vast array of functions such as catalyzing reactions, transporting molecules, and providing structural support. Their shape is crucial to their function.

Topology

The arrangement of atoms or parts in a molecule.

Protein topology refers to the 3D arrangement of amino acids within a protein molecule. Understanding protein topology is essential for comprehending how proteins fold and interact with other molecules.

Dynamics

The movement and changes in shape of molecules over time.

Protein dynamics refers to the constant motion and flexibility of proteins. This dynamic behavior is crucial for protein function, allowing them to interact with other molecules and carry out their roles.

Conformation

A specific three-dimensional arrangement of a molecule.

A protein's conformation is its unique 3D shape. Proteins can exist in different conformations, and these changes are often involved in their function.

Amino Acid

The building blocks of proteins.

Amino acids are organic molecules that link together to form polypeptide chains, which then fold into proteins. There are 20 different amino acids commonly found in proteins.