RESEARCH: PROTEIN-DYNAMICS-DATASET
FOLDING PROJECT #17655 PROFILE

The project makes datasets of protein movements for different sizes. This helps AI learn how proteins work and predict their shapes, which is important for things like medicine and biotechnology.

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 and 17654: medium sized proteins (40,000 atoms)
17653 and 17655: Large sized proteins (70,000 atoms).

AI

Artificial Intelligence

A branch of computer science focused on creating intelligent systems that can perform tasks typically requiring human intelligence, such as learning, problem-solving, and decision-making.

Protein

A large biomolecule consisting of chains of amino acids.

Proteins are essential macromolecules that perform a vast array of functions within living organisms. They serve as structural components, catalyze biochemical reactions, transport molecules, and regulate cellular processes.

Topology

The arrangement of atoms or parts in a molecule or system.

Topology refers to the spatial relationships and connectivity between elements within a molecule or system. In protein structure prediction, topology describes the overall 3-dimensional arrangement of amino acids.

Dynamics

The motion and behavior of a system over time.

Dynamics encompasses the changes and movements of molecules or systems. In protein research, dynamics refers to the fluctuations and motions of proteins, influencing their function and interactions.

Conformation

A specific three-dimensional arrangement of a molecule.

Conformation describes the different spatial arrangements a molecule can adopt. Proteins exhibit various conformations that influence their function and interactions with other molecules.

AlphaFold2

An AI-powered system for predicting protein structures.

AlphaFold2 is a groundbreaking AI algorithm developed by DeepMind that revolutionized protein structure prediction. It leverages machine learning to accurately predict the 3D structures of proteins from their amino acid sequences.