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Distance between PLM representations of two proteins correlates with functional dissimilarity

Distance between PLM representations of two proteins correlates with functional dissimilarity

Created Nov 14, 2024Modified Apr 21, 2026

  • protein-language-models/representations

Summary

The distance between mean-pooled PLM embeddings of domains are negatively correlated with functional similarity of those domains (1).

See also

  • Function prediction
  • Protein language model embeddings are more predictive of homology than catalytic efficiency
1.
Ibtehaz N, Kagaya Y, Kihara D. Domain-PFP: Protein Function Prediction Using Function-Aware Domain Embedding Representations. openRxiv; 2023. Available from: https://doi.org/10.1101/2023.08.23.554486

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Backlinks

  • Distance between averaged PLM embeddings does not correlate with structural difference

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