Quantum molecular similarity: Use of atoms in molecules derived quantities as QSAR variables

Sean E. O'Brien, Paul L A Popelier

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Abstract

    We demonstrate how quantum mechanically derived data can be used in QSAR. Quantum Molecular Similarity Measures have utilised the total electron density with which to compare molecules. We have been able to use the properties of Bond Critical Points (BCPs) as defined by the topological theory of Atoms in Molecules (AIM) to accurately summarise and characterise any molecular electron density in a compact manner. Expanding earlier ideas we use 9 properties of the electron density, as measured at BCPs, as QSAR variables. These variables are determined for a series of congeners for which some physical property or activity has been measured. Using the Partial Least Squares (PLS) methodology the variables are fitted to this activity and a QSAR with predictive power is produced. Additionally, PLS highlights the variables which are most important in predicting the activity. To simplify interpretation of the QSAR, we reduce each variable set which is centred on the same BCP to its first Principal Component (PC). These provide us with a quantum chemical fingerprint of a region of molecular electron density which can be directly linked to the chemist's intuitive view of a bond. We apply this methodology to various groups of molecules and cover a range of properties. Physical properties are predicted and interpreted as well as biological and environmentally relevant toxicities and biodegradabilities.
    Original languageEnglish
    Title of host publicationEuropean Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS 2000|Eur. Congr. Comput. Methods Appl. Sci. Eng., ECCOMAS
    Place of PublicationBarcelona
    Publication statusPublished - 2000
    EventEuropean Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS 2000 - Barcelona
    Duration: 1 Jul 2000 → …

    Conference

    ConferenceEuropean Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS 2000
    CityBarcelona
    Period1/07/00 → …

    Keywords

    • Atoms in molecules
    • Bcp space
    • PLS
    • QSAR
    • Quantum molecular similarity

    Fingerprint

    Dive into the research topics of 'Quantum molecular similarity: Use of atoms in molecules derived quantities as QSAR variables'. Together they form a unique fingerprint.

    Cite this