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Description

ESMFold2 builds upon its predecessor, ESMFold, by establishing a new benchmark in single-sequence structure prediction and facilitating the creation of novel functional proteins via exploration of the latent space within the ESMC model. This advanced model is capable of forecasting high-resolution, all-atom 3D structures of biomolecular complexes straight from the amino acid sequence, and it allows for the incorporation of multiple sequence alignments to improve accuracy on difficult targets. Tailored for predicting structures through both sequence and structure modalities, it employs ESM representations that drive a series of looped folding layers while a diffusion model translates pairwise representations into atomic-resolution outcomes. ESMFold2 excels in predicting protein structures from amino acid sequences, providing detailed structural data, including precise all-atom coordinates for both backbone and side chains, along with confidence metrics and optional distogram predictions for in-depth structural evaluation. Furthermore, its innovative approach enhances the understanding of protein folding dynamics and functional implications, making it a valuable tool for researchers in the field.

Description

GROMACS is an open-source software suite that excels in high-performance molecular dynamics and analysis of outputs. This adaptable tool is capable of simulating the Newtonian equations of motion for systems ranging from hundreds to millions of particles, emphasizing materials modeling, biomolecular simulations, and particle-based systems. Although GROMACS is primarily aimed at biochemical molecules like proteins, lipids, and nucleic acids—which often exhibit complex bonded interactions—its remarkable speed in computing nonbonded interactions renders it beneficial for studying non-biological systems, including polymers. The software is capable of modeling particle ensembles in various states, including liquid, solid, and gas, and it accommodates a diverse array of molecular dynamics workflows, from fundamental energy minimization and equilibration to in-depth production simulations and trajectory analysis. Furthermore, GROMACS continues to evolve, incorporating new features and enhancements that broaden its applicability across different scientific disciplines.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Biohub Yes 
Python Yes 

Integrations

Biohub No 
Python No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Biohub

Founded

2016

Country

United States

Website

biohub.ai/models/esmfold2

Vendor Details

Company Name

GROMACS

Country

United States

Website

www.gromacs.org

Product Features

Alternatives

Alternatives

NAMD Reviews

NAMD

Theoretical and Computational Biophysics Group
Evo 2 Reviews

Evo 2

Arc Institute
ESMC Reviews

ESMC

Biohub