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AllMetal3D

Identify likely metal and water binding sites from a protein structure.

Overview

Predict metal and water binding sites in proteins using 3D convolutional neural networks (AllMetal3D/Water3D).

Run AllMetal3D on Neurosnap

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AllMetal3D service preview

Features

  • Predicts metal-binding and water-binding sites directly from an input protein structure using 3D CNNs.
  • Provides per-site probabilities for different metal ions and water occupancy.
  • Uses a joint model of localization, identity, and coordination geometry to improve metal-site precision.
  • Considers local 3D atomic environments rather than only sequence motifs, enabling detection of noncanonical sites.
  • Can be applied to experimentally determined and predicted structures (such as AlphaFold models).
  • Outputs machine-readable result files for downstream analysis and integration into custom workflows.

Statistics

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API Request

Access AllMetal3D using the Neurosnap API by sending a request using any programming language with HTTP support. To safely generate an API key, visit the API tab of your overview page.

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Citations

Please cite the original work when using AllMetal3D in publications or research outputs.

AllMetal3D, Simon Duerr, Ursula Roethlisberger, BioRxiv, 2024

Neurosnap Inc. (2022). Neurosnap: An online platform for computational biology and chemistry. Available at: https://neurosnap.ai/

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