Cat_Wiz: a stereochemistry-guided toolkit for locating, diagnosing, and annotating Mg2+ ions in RNA structures

Misassigned Mg2+ ions are pervasive in RNA structural databases, obscuring mechanistic interpretation, undermining comparative analyses, and compromising machine-learning training sets. Here, we present Cat_Wiz, a Coot-integrated, stereochemistry-guided toolkit that facilitates the localization, diagnosis, correction, and annotation of Mg2+ binding sites. Cat_Wiz comprises three modules: MG_diagnosis,which validates and regularizes existing assignments; MG_detect, which identifies unmodeled ion binding sites; and MG_clamp, which classifies recurrent Mg2+ clamp motifs. Cat_Wiz also includes a complete binding site annotation system. The stereochemical principles implemented in Cat_Wiz were derived from an earlier analysis of the 1.55 Å resolution Escherichia coli ribosome and from surveys of the Cambridge Structural Database (CSD). These principles provide a robust experimental foundation for characterizing Mg2+ binding sites. Applications to ribosomes, hammerhead ribozymes, group I introns, and quaternary RNA assemblies demonstrate that Cat_Wiz rapidly locates overlooked ions, corrects misassignments, and improves stereochemical fidelity in hours rather than days. Beyond refinement, Cat_Wiz generates curated data that can seed diverse machine learning and artificial intelligence (AI) models. This transparent, cost-effective framework establishes reproducible standards for RNA-ion assignments and will drive progress in the design of RNA 3D architectures through the identification of unique Mg2+-dependent backbone folds. Cat_Wiz, that is based on universal stereochemical principles, applies also to Mg2+ binding sites in proteins and related biomolecular systems.

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Publication Details

Journal
Nucleic Acids Research
Published
2026-02-05
DOI
https://doi.org/10.1093/nar/gkag120
Citations
1
Primary Topic
RNA and protein synthesis mechanisms
Type
article
Field-Weighted Citation Impact
22.24
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article

Cat_Wiz: a stereochemistry-guided toolkit for locating, diagnosing, and annotating Mg2+ ions in RNA structures

Nawavi Naleem, Serdal Kırmızıaltın, Pascal Auffinger, Anja Henning-Knechtel
1 citations
Nucleic Acids Research
RNA and protein synthesis mechanisms
22.24
article

Cat_Wiz: a stereochemistry-guided toolkit for locating, diagnosing, and annotating Mg2+ ions in RNA structures

Nawavi Naleem, Serdal Kırmızıaltın, Pascal Auffinger, Anja Henning-Knechtel
article en
1 citations

Abstract

Misassigned Mg2+ ions are pervasive in RNA structural databases, obscuring mechanistic interpretation, undermining comparative analyses, and compromising machine-learning training sets. Here, we present Cat_Wiz, a Coot-integrated, stereochemistry-guided toolkit that facilitates the localization, diagnosis, correction, and annotation of Mg2+ binding sites. Cat_Wiz comprises three modules: MG_diagnosis,which validates and regularizes existing assignments; MG_detect, which identifies unmodeled ion binding sites; and MG_clamp, which classifies recurrent Mg2+ clamp motifs. Cat_Wiz also includes a complete binding site annotation system. The stereochemical principles implemented in Cat_Wiz were derived from an earlier analysis of the 1.55 Å resolution Escherichia coli ribosome and from surveys of the Cambridge Structural Database (CSD). These principles provide a robust experimental foundation for characterizing Mg2+ binding sites. Applications to ribosomes, hammerhead ribozymes, group I introns, and quaternary RNA assemblies demonstrate that Cat_Wiz rapidly locates overlooked ions, corrects misassignments, and improves stereochemical fidelity in hours rather than days. Beyond refinement, Cat_Wiz generates curated data that can seed diverse machine learning and artificial intelligence (AI) models. This transparent, cost-effective framework establishes reproducible standards for RNA-ion assignments and will drive progress in the design of RNA 3D architectures through the identification of unique Mg2+-dependent backbone folds. Cat_Wiz, that is based on universal stereochemical principles, applies also to Mg2+ binding sites in proteins and related biomolecular systems.

Nucleic Acids ResearchVol. 54(4)
New York University Abu Dhabi (AE), Architecture et Réactivité de l'arN (FR), New York University (US)
Openalex Percentile: Top 1%
RNA and protein synthesis mechanisms
22.24
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