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  1. Article ; Online: ReaLigands: A Ligand Library Cultivated from Experiment and Intended for Molecular Computational Catalyst Design.

    Chen, Shu-Sen / Meyer, Zack / Jensen, Brendan / Kraus, Alex / Lambert, Allison / Ess, Daniel H

    Journal of chemical information and modeling

    2023  Volume 63, Issue 23, Page(s) 7412–7422

    Abstract: Computational catalyst design requires identification of a metal and ligand that together result in the desired reaction reactivity and/or selectivity. A major impediment to translating computational designs to experiments is evaluating ligands that are ... ...

    Abstract Computational catalyst design requires identification of a metal and ligand that together result in the desired reaction reactivity and/or selectivity. A major impediment to translating computational designs to experiments is evaluating ligands that are likely to be synthesized. Here, we provide a solution to this impediment with our ReaLigands library that contains >30,000 monodentate, bidentate (didentate), tridentate, and larger ligands cultivated by dismantling experimentally reported crystal structures. Individual ligands from mononuclear crystal structures were identified using a modified depth-first search algorithm and charge was assigned using a machine learning model based on quantum-chemical calculated features. In the library, ligands are sorted based on direct ligand-to-metal atomic connections and on denticity. Representative principal component analysis (PCA) and uniform manifold approximation and projection (UMAP) analyses were used to analyze several tridentate ligand categories, which revealed both the diversity of ligands and connections between ligand categories. We also demonstrated the utility of this library by implementing it with our building and optimization tools, which resulted in the very rapid generation of barriers for 750 bidentate ligands for Rh-hydride ethylene migratory insertion.
    MeSH term(s) Ligands ; Small Molecule Libraries
    Chemical Substances Ligands ; Small Molecule Libraries
    Language English
    Publishing date 2023-11-21
    Publishing country United States
    Document type Journal Article
    ZDB-ID 190019-5
    ISSN 1549-960X ; 0095-2338
    ISSN (online) 1549-960X
    ISSN 0095-2338
    DOI 10.1021/acs.jcim.3c01310
    Database MEDical Literature Analysis and Retrieval System OnLINE

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  2. Article: The vegetation of Offield Bog (Offield Family Nature Preserve, Emmet County, MI) floristic quality, community description and management implications.

    Degabriele, Alexis / DeMoss, Jennifer / Farinas, Serge / Meyer, Zack

    Abstract: http://deepblue.lib.umich.edu/bitstream/2027.42/64848/1/DeGabriele_DeMoss_Farinas_Meyer_2009 ... ...

    Abstract http://deepblue.lib.umich.edu/bitstream/2027.42/64848/1/DeGabriele_DeMoss_Farinas_Meyer_2009.pdf
    Language en_us
    Document type Article
    Database AGRIS - International Information System for the Agricultural Sciences and Technology

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