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https://doi.org/10.26434/chemr...
Article . 2020 . Peer-reviewed
License: CC BY NC ND
Data sources: Crossref
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https://chemrxiv.org/engage/ap...
Article
License: CC BY NC ND
Data sources: UnpayWall
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https://doi.org/10.26434/chemr...
Article . 2020 . Peer-reviewed
License: CC BY NC ND
Data sources: Crossref
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hilbert curve assisted structure embedding method

Authors: Gergely Zahoranszky-Kohalmi; Kanny K. Wan; Alexander G. Godfrey;

hilbert curve assisted structure embedding method

Abstract

This work introduces a novel chemical space embedding method "Hilbert-Curve Assisted Structure Embedding (HCASE)" with help of pseudo-Hilbert Curves and Scaffold- Keys. The method was designed to produce an embedding that can be intuitively interpreted by medicinal chemists and data analysts. We analyzed the embedding of approved drug molecules (DrugBank) and natural products (CANVASS) into chemical spaces defined by Bemis-Murcko scaffolds extracted from ChEMBL (v24.1) database and from ChEMBL (v23) Natural Products. The implementation of HCASE algorithm and the input and results files of the analyses are available at https://github.com/ncats/hcase .

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  • citations
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    1
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
hybrid