Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canis
Multivariate statistical models were utilized to identify the interaction between the inhibitory activity and the molecular properties of the different antimycotics against Microsporum canis. Information on the inhibitory potency against M. canis and molecular properties of antifungal agents were...
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doaj-3192b10d52bb4680aee0adc1415b3a402021-10-02T17:11:03ZengJournal of Pure and Applied MicrobiologyJournal of Pure and Applied Microbiology0973-75102581-690X2020-03-0114124725410.22207/JPAM.14.1.25Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canisDerick Erl P. Sumalapao0https://orcid.org/0000-0003-0361-8853Nelson R. Villarante1https://orcid.org/0000-0003-3878-3509Josephine D. Agapito2https://orcid.org/0000-0002-4620-2471Abubakar S. Asaad3https://orcid.org/0000-0003-0589-7358Nina G. Gloriani4https://orcid.org/0000-0001-9275-5758Department of Epidemiology and Biostatistics, College of Public Health, University of the Philippines Manila, Philippines.Department of Physical Sciences and Mathematics, College of Arts and Sciences, University of the Philippines Manila, Philippines.Department of Biology, College of Arts and Sciences, University of the Philippines Manila, Philippines.Department of Epidemiology and Biostatistics, College of Public Health, University of the Philippines Manila, Philippines.Department of Medical Microbiology, College of Public Health, University of the Philippines Manila, Philippines.Multivariate statistical models were utilized to identify the interaction between the inhibitory activity and the molecular properties of the different antimycotics against Microsporum canis. Information on the inhibitory potency against M. canis and molecular properties of antifungal agents were obtained from literature. The relationship between the inhibitory potency and the molecular properties of the different antimycotics against M. canis was established using multiple linear regression analysis (MLRA) and principal component analysis (PCA). Three major descriptors: topological polar surface area, molecular weight, and rotatable bond count of the antimycotics were identified to confer inhibitory action against M. canis using MLRA (r2 =0.8968, p<0.0001) and PCA (95.86% total contribution rate). Both MLRA and PCA as statistical approaches demonstrate their potential as tools in computational structure design and for possible synthesis of next generation antimycotics as more effective treatments of fungal infections.https://microbiologyjournal.org/topological-polar-surface-area-molecular-weight-and-rotatable-bond-count-account-for-the-variations-in-the-inhibitory-potency-of-antimycotics-against-microsporum-canis/dermatophytesfungal infectionsmolecular descriptorsmultivariate data analysisregression equation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Derick Erl P. Sumalapao Nelson R. Villarante Josephine D. Agapito Abubakar S. Asaad Nina G. Gloriani |
spellingShingle |
Derick Erl P. Sumalapao Nelson R. Villarante Josephine D. Agapito Abubakar S. Asaad Nina G. Gloriani Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canis Journal of Pure and Applied Microbiology dermatophytes fungal infections molecular descriptors multivariate data analysis regression equation |
author_facet |
Derick Erl P. Sumalapao Nelson R. Villarante Josephine D. Agapito Abubakar S. Asaad Nina G. Gloriani |
author_sort |
Derick Erl P. Sumalapao |
title |
Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canis |
title_short |
Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canis |
title_full |
Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canis |
title_fullStr |
Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canis |
title_full_unstemmed |
Topological Polar Surface Area, Molecular Weight, and Rotatable Bond Count Account for the Variations in the Inhibitory Potency of Antimycotics against Microsporum canis |
title_sort |
topological polar surface area, molecular weight, and rotatable bond count account for the variations in the inhibitory potency of antimycotics against microsporum canis |
publisher |
Journal of Pure and Applied Microbiology |
series |
Journal of Pure and Applied Microbiology |
issn |
0973-7510 2581-690X |
publishDate |
2020-03-01 |
description |
Multivariate statistical models were utilized to identify the interaction between the inhibitory activity
and the molecular properties of the different antimycotics against Microsporum canis. Information on
the inhibitory potency against M. canis and molecular properties of antifungal agents were obtained
from literature. The relationship between the inhibitory potency and the molecular properties of the
different antimycotics against M. canis was established using multiple linear regression analysis (MLRA)
and principal component analysis (PCA). Three major descriptors: topological polar surface area,
molecular weight, and rotatable bond count of the antimycotics were identified to confer inhibitory
action against M. canis using MLRA (r2
=0.8968, p<0.0001) and PCA (95.86% total contribution rate).
Both MLRA and PCA as statistical approaches demonstrate their potential as tools in computational
structure design and for possible synthesis of next generation antimycotics as more effective treatments
of fungal infections. |
topic |
dermatophytes fungal infections molecular descriptors multivariate data analysis regression equation |
url |
https://microbiologyjournal.org/topological-polar-surface-area-molecular-weight-and-rotatable-bond-count-account-for-the-variations-in-the-inhibitory-potency-of-antimycotics-against-microsporum-canis/ |
work_keys_str_mv |
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1716852032109805568 |