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Updated: Jun 29, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Accuracy of AlphaFold models: Comparison with short NO contacts in atomic resolution protein crystal structures
1Department of Chemistry, University of Pavia, Pavia, Italy; Max Perutz Labs University of Vienna, Department of Structural and Computational Biology, Vienna, Austria.
Abstract:
Artificial intelligence (AI) has revolutionized structural biology by predicting protein 3D structures with near-experimental accuracy. Here, short backbone N-O distances in high-resolution crystal structures were compared to those in three-dimensional models based on AI AlphaFold/ColabFold, specifically considering their estimated standard errors. Experimental and computationally modeled distances very often differ significantly, showing that these models' precision is inadequate to reproduce experimental results at high resolution. T-tests and normal probability plots showed that these computational methods predict atomic position standard errors 3.5-6 times bigger than experimental errors. SYNOPSIS: Positional standard errors in AI-based protein 3D models are 3.5-6 times larger than in atomic resolution crystal structures.
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