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ESM2 150M Protein Molecular Function

Developed by andrewdalpino
A protein molecular function prediction model based on the Gene Ontology (GO) and the ESM2 architecture
Downloads 175
Release Time : 5/15/2025

Model Overview

This model uses the Evolutionary Scale Model (ESM) to predict protein functions from amino acid sequences, focusing on the prediction of the molecular function sub - graph of the Gene Ontology.

Model Features

Advanced architecture
Based on the ESM2 Transformer architecture, using advanced deep learning techniques for protein function prediction
Multi - stage training
Pretrained on UniRef50 and fine - tuned on the AmiGO dataset to ensure model performance
Specific function prediction
Focusing on the prediction of the molecular function sub - graph of the Gene Ontology, providing precise functional analysis

Model Capabilities

Protein sequence analysis
Molecular function prediction
GO term classification

Use Cases

Bioinformatics
Protein function annotation
Predict the molecular function of a protein based on its amino acid sequence
Provide the GO terms of the molecular functions that the protein may participate in
Protein research assistance
Help researchers quickly understand the possible functions of newly discovered proteins
Accelerate the protein function research process
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