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MetalloGen: Automated 3D Conformer Generation for Diverse Coordination Complexes.

Kyunghoon Lee1,2, Shinyoung Park1, Minseong Park1

  • 1Department of Chemistry, KAIST, 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.

Journal of Chemical Information and Modeling
|October 28, 2025
PubMed
Summary
This summary is machine-generated.

MetalloGen generates accurate 3D conformers for coordination complexes, overcoming limitations of existing methods. This computational chemistry tool enhances structure-based modeling for inorganic and organometallic systems.

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Area of Science:

  • Computational Chemistry
  • Inorganic Chemistry
  • Organometallic Chemistry

Background:

  • Conformer generation is vital for computational chemistry, yet challenging for coordination complexes due to their complexity.
  • Existing methods lack the flexibility and reliability for diverse coordination geometries, ligands, and stereochemistry.

Purpose of the Study:

  • Introduce MetalloGen, a novel algorithm for automated 3D conformer generation of mononuclear coordination complexes.
  • Address limitations in current tools for handling polyhapto ligands and complex stereochemistry.

Main Methods:

  • MetalloGen accepts SMILES strings or molecular graphs as input.
  • Algorithm benchmarked on curated experimental data (Cambridge Structural Database), MOR41 benchmark set, and catalytic reactions.
  • Performance assessed for geometric accuracy, fidelity, and stereochemical control.

Main Results:

  • MetalloGen successfully reproduced appropriate geometries with high fidelity across all test sets.
  • Demonstrated robust stereochemical control, including for challenging cases with multiple polyhapto ligands.
  • Consistently outperformed conventional conformer generators for complex systems.

Conclusions:

  • MetalloGen provides a versatile and reliable solution for coordination complex conformer generation.
  • Enhances accuracy and efficiency in computational investigations of inorganic and organometallic chemistry.
  • Facilitates advanced structure-based modeling and property prediction for challenging chemical systems.