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What is ESMFold2?

Building upon its predecessor, ESMFold, ESMFold2 sets a new standard in the realm of single-sequence structure prediction while also enabling the design of novel functional proteins by delving into the latent space of the ESMC model. This sophisticated model can accurately predict high-resolution, all-atom 3D structures of biomolecular complexes directly from amino acid sequences and incorporates multiple sequence alignments to enhance accuracy for challenging targets. Designed to predict structures using both sequence and structural modalities, it utilizes ESM representations that power a sequence of looped folding layers, while a diffusion model converts pairwise representations into atomic-resolution results. ESMFold2 stands out in its ability to forecast protein structures from amino acid sequences, providing comprehensive structural information, including exact all-atom coordinates for backbone and side chains, as well as confidence metrics and optional distogram predictions for thorough structural analysis. In addition, its groundbreaking methodology deepens the understanding of protein folding dynamics and their functional implications, positioning it as an indispensable tool for researchers engaging in this area of study. Ultimately, ESMFold2 not only advances structural biology but also opens new avenues for the development of protein-based applications.

What is Biohub?

Biohub is a user-friendly platform focused on enhancing the comprehension of protein biology. It provides access to the ESM model family, which features ESMC, ESMFold2, and ESM3, as well as interactive tools and resources specifically designed for developers engaged in protein science research. ESMC is recognized as a state-of-the-art protein language model, carefully trained on extensive evolutionary sequence data, enabling it to generate representations that clarify fundamental mechanisms related to protein structure and function. This model supports a variety of applications, including functional analysis, structural predictions, protein design, and exploring evolutionary relationships among diverse proteins. In addition, ESMFold2 excels in predicting high-resolution, all-atom 3D structures of biomolecular complexes from sequences, and it allows for the incorporation of multiple sequence alignments to enhance accuracy for challenging targets. Furthermore, ESM3 adopts a comprehensive methodology by concurrently modeling sequence, structure, and function, which facilitates the innovative design of new proteins through a synergistic approach. This remarkable combination of tools and models equips researchers with the means to push the boundaries of protein science, fostering groundbreaking discoveries that could transform the field. Overall, Biohub's offerings represent a significant leap forward in our ability to manipulate and understand protein interactions and functionalities.

Media

Media

Integrations Supported

Biohub
ESMC
ESMFold2
Python

Integrations Supported

Biohub
ESMC
ESMFold2
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Biohub

Date Founded

2016

Company Location

United States

Company Website

biohub.ai/models/esmfold2

Company Facts

Organization Name

Biohub

Date Founded

2016

Company Location

United States

Company Website

biohub.ai/

Categories and Features

Categories and Features

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