HAVRÁNKOVÁ, Eva, E.M. PEÑA-MÉNDEZ, Jozef CSÖLLEI and Josef HAVEL. Prediction of biological activity of compounds containing a 1,3,5-triazinyl sulfonamide scaffold by artificial neural networks using simple molecular descriptors. Bioorganic Chemistry. San Diego: Academic Press Inc Elsevier Science, 2021, vol. 107, February 2021, p. 1-15. ISSN 0045-2068. Available from: https://dx.doi.org/10.1016/j.bioorg.2020.104565.
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Basic information
Original name Prediction of biological activity of compounds containing a 1,3,5-triazinyl sulfonamide scaffold by artificial neural networks using simple molecular descriptors
Authors HAVRÁNKOVÁ, Eva (203 Czech Republic, guarantor, belonging to the institution), E.M. PEÑA-MÉNDEZ, Jozef CSÖLLEI and Josef HAVEL (203 Czech Republic, belonging to the institution).
Edition Bioorganic Chemistry, San Diego, Academic Press Inc Elsevier Science, 2021, 0045-2068.
Other information
Original language English
Type of outcome Article in a journal
Field of Study 10400 1.4 Chemical sciences
Country of publisher United States of America
Confidentiality degree is not subject to a state or trade secret
WWW URL
Impact factor Impact factor: 5.307
RIV identification code RIV/00216224:14160/21:00120916
Organization unit Faculty of Pharmacy
Doi http://dx.doi.org/10.1016/j.bioorg.2020.104565
UT WoS 000618103400003
Keywords in English ANN; Structural descriptors1.3.5-triazinyl sulfonamide derivatives; Carbonic anhydrase
Tags rivok, ÚChL
Tags International impact, Reviewed
Changed by Changed by: Mgr. Marie Šípková, DiS., učo 437722. Changed: 6/4/2021 16:40.
Abstract
Simple molecular descriptors of extensive series of 1,3,5-triazinyl sulfonamide derivatives, based on the structure of sulfonamides and their physicochemical properties, were designed and calculated. These descriptors were successfully applied as inputs for artificial neural network (ANN) modelling of the relationship between the structure and biological activity. The optimized ANN architecture was applied to the prediction of the inhibition activity of 1,3,5-triazinyl sulfonamides against human carbonic anhydrase (hCA) II, tumour-associated hCA IX, and their selectivity (hCA II/hCA IX).
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