How to Use AllMetal3D
Commercially Available Online Web Server
Use AllMetal3D online to predict metal and water binding sites from protein structure.
AllMetal3D and Water3D use three-dimensional convolutional neural networks to localize likely metal- and water-binding sites directly from protein structure. The model considers local atomic environments and coordination geometry, which makes it suitable for noncanonical sites that would be missed by simple motif matching.
On Neurosnap, you upload an Input Structure and inspect predicted sites as both a residue/site table and volumetric overlays. That is useful for active-site analysis, metal-site hypothesis generation, and inspection of predicted structures that lack cofactors.
How AllMetal3D Works
The method jointly scores where a site is, what kind of metal it may bind, and whether the local geometry is compatible with coordination. That is a stronger formulation than residue-level classification alone, because site identity and local geometry are learned together from three-dimensional neighborhoods.
On Neurosnap, Models and Mode let users choose which predictor family to apply and whether to favor faster or more exhaustive inference. The results page combines per-site probabilities with structure and volume overlays so researchers can inspect predicted maps in the context of the protein fold.
What is Neurosnap?
Neurosnap is the leading platform for bioinformatics and computational science focused on expanding access to powerful modeling and simulation tools. Because many state-of-the-art machine learning systems remain complex to install, configure, and scale, Neurosnap offers a clean, browser-based workspace that removes the burden of infrastructure management, dependency conflicts, and command-line tooling.
Built for biologists, chemists, and cross-disciplinary scientists, the platform enables advanced computational workflows without requiring expertise in software engineering or cloud architecture. Researchers can launch analyses through an intuitive interface, connect programmatically through a comprehensive API, and rely on automated resource management to scale workloads efficiently. By taking care of the underlying compute and operational complexity, Neurosnap allows teams to devote their energy to scientific progress and faster iteration. Security and data protection remain foundational principles, with clear safeguards outlined in our Terms of Use and Privacy Policy to ensure your work stays protected.
Advancing Discovery with AllMetal3D on Neurosnap
Using AllMetal3D on Neurosnap could drastically accelerate metal-site and water-site discovery from an input protein structure.
- Study-fit inputs: AllMetal3D works directly from a protein structure and can be applied to both experimental models and predicted structures such as AlphaFold outputs.
- Geometry-aware prediction: The model learns localization, site identity, and coordination geometry together instead of relying only on sequence motifs.
- Protocol control: Researchers can tune
ModelsandModeto select metal-focused, water-focused, or broader inference runs. - Readable evidence: Site tables, structure overlays, and volumetric maps make it easier to judge whether a predicted site is chemically plausible.
- Faster iteration: Managed execution on Neurosnap removes infrastructure overhead so teams can focus on site interpretation rather than custom 3D CNN inference workflows.
How to Use AllMetal3D on Neurosnap
To harness the capabilities of AllMetal3D, researchers can follow this streamlined workflow within Neurosnap:
- Access Neurosnap: Start by logging in to the Neurosnap website.
- Select Tool: From the list of available tools, choose AllMetal3D.
- Provide Inputs: Provide all the inputs specified within the submission panel and optionally configure the tool as desired.
- Run Tool: Submit the AllMetal3D job and Neurosnap will execute it in the cloud, automatically notifying you as soon as your results are ready.
- Review Output: Explore your results through rich visualizations, including figures, plots, and interactive views designed to help you analyze findings with clarity and confidence.
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