AlphaFold Description
Proteins, which are remarkably complex machines, play a crucial role not only in the biological functions of your body but also in every living organism's processes. They serve as the fundamental units of life. As of now, there are approximately 100 million identified proteins, with discoveries being made regularly. Each protein possesses a distinctive three-dimensional shape that is essential to its functionality and purpose. However, determining a protein's precise structure is often a costly and lengthy endeavor, resulting in an understanding of only a small percentage of the proteins recognized by science. Addressing this growing disparity and developing methods to predict the structures of millions of yet-to-be-discovered proteins could significantly advance our ability to combat diseases, expedite the discovery of new treatments, and potentially unveil the secrets of life's mechanisms. The implications of such advancements could transform both medicine and our understanding of biology.
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Biohub
Biohub serves as an accessible platform dedicated to advancing the understanding of protein biology. It offers users the ESM model family, which includes ESMC, ESMFold2, and ESM3, alongside interactive tools and resources tailored for developers involved in protein science research. ESMC stands out as a cutting-edge protein language model, meticulously trained on vast amounts of evolutionary sequence data, allowing it to create representations that elucidate key mechanisms underlying protein structure and function. This model facilitates various applications such as functional analysis, predicting structures, designing proteins, and investigating the evolutionary connections among different proteins. Meanwhile, ESMFold2 specializes in predicting high-resolution, all-atom 3D structures of biomolecular complexes from sequences, while offering the option of including multiple sequence alignments to improve accuracy for difficult targets. Additionally, ESM3 takes a holistic approach by simultaneously modeling sequence, structure, and function, thus enabling the generation of innovative proteins through conditioning on a blend of these aspects. This unique integration of tools and models empowers researchers to explore new frontiers in protein science.
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Integrations
Company Details
Company:
DeepMind
Year Founded:
2010
Headquarters:
United Kingdom
Website:
deepmind.com/research/case-studies/alphafold
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Types of Training
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