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Comprehensive strategies of machine-learning-based quantitative structure-activity relationship models [PDF]

open access: yesiScience, 2021
Summary: Early quantitative structure-activity relationship (QSAR) technologies have unsatisfactory versatility and accuracy in fields such as drug discovery because they are based on traditional machine learning and interpretive expert features.
Jiashun Mao   +11 more
doaj   +3 more sources

Feature Extraction Methods in Quantitative Structure–Activity Relationship Modeling: A Comparative Study [PDF]

open access: goldIEEE Access, 2020
Computational approaches for synthesizing new chemical compounds have resulted in a major explosion of chemical data in the field of drug discovery. The quantitative structure–activity relationship (QSAR) is a widely used classification and regression ...
Shrooq Alsenan   +2 more
openalex   +2 more sources

Large-Scale Screening of Antifungal Peptides Based on Quantitative Structure-Activity Relationship. [PDF]

open access: yesACS Med Chem Lett, 2022
Antifungal peptides are effective, biocompatible, and biodegradable, and thus, they are promising to be the next generation of drugs for treating infections caused by fungi.
Zhang J   +8 more
europepmc   +2 more sources

Cinnamic Derivatives as Antitubercular Agents: Characterization by Quantitative Structure–Activity Relationship Studies [PDF]

open access: goldMolecules, 2020
Tuberculosis, caused by Mycobacterium tuberculosis (Mtb), remains one of the top ten causes of death worldwide and the main cause of mortality from a single infectious agent.
Cátia Teixeira   +4 more
doaj   +2 more sources

An assessment of mutagenicity of chemical substances by (quantitative) structure–activity relationship

open access: yesGenes and Environment, 2020
Currently, there are more than 100,000 industrial chemicals substances produced and present in our living environments. Some of them may have adverse effects on human health.
Masamitsu Honma
doaj   +2 more sources

Predicting Antimicrobial Peptide Activity: A Machine Learning-Based Quantitative Structure–Activity Relationship Approach [PDF]

open access: yesPharmaceutics
Background: Peptides are a class of molecules that can be presented as good antimicrobials and with mechanisms that avoid resistance, and the design of peptides with good activity can be complex and laborious.
Eliezer I. Bonifacio-Velez de Villa   +3 more
doaj   +2 more sources

Quantitative Structure–Activity Relationship Evaluation of MDA-MB-231 Cell Anti-Proliferative Leads [PDF]

open access: yesMolecules, 2021
In the present endeavor, for the dataset of 219 in vitro MDA-MB-231 TNBC cell antagonists, a (QSAR) quantitative structure–activity relationships model has been carried out.
Ajaykumar Gandhi   +5 more
doaj   +2 more sources

Efficiency and Quantitative Structure-Activity Relationship of Monoaromatics Oxidation by Quinone-Activated Persulfate [PDF]

open access: yesFrontiers in Chemistry, 2021
Quinones and quinone-containing organics have potential of activating persulfate to produce sulfate radical. In this work, the optimal condition for quinone activation of persulfate was investigated.
Jiaqi Shi   +6 more
doaj   +2 more sources

Quantitative Structure–Activity Relationship Modeling of Kinase Selectivity Profiles [PDF]

open access: goldMolecules, 2017
The discovery of selective inhibitors of biological target proteins is the primary goal of many drug discovery campaigns. However, this goal has proven elusive, especially for inhibitors targeting the well-conserved orthosteric adenosine triphosphate ...
Sandeepkumar Kothiwale   +3 more
doaj   +2 more sources

Quantitative structure-activity relationship of some 1-benzylbenzimidazole derivatives as antifungal agents [PDF]

open access: yesActa Periodica Technologica, 2007
In the present study, the antifungal activity of some 1-benzylbenzimidazole derivatives against yeast Saccharomyces cerevisiae was investigated. The tested benzimidazoles displayed in vitro antifungal activity and minimum inhibitory concentration (MIC ...
Podunavac-Kuzmanović Sanja O.   +2 more
doaj   +3 more sources

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