• Home
  • Search
  • Beyond model interpretability using LDA and decision trees for α-amylase and α-glucosidase inhibitor classification studies.
  • Cite Icon18
  • https://doi.org/10.1111/cbdd.13518Copy DOI Icon

Beyond model interpretability using LDA and decision trees for α-amylase and α-glucosidase inhibitor classification studies.

Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

In this report are used two data sets involving the main antidiabetic enzyme targets α-amylase and α-glucosidase. The prediction of α-amylase and α-glucosidase inhibitory activity as antidiabetic is carried out using LDA and classification trees (CT). A large data set of 640 compounds for α-amylase and 1546 compounds in the case of α-glucosidase are selected to develop the tree model. In the case of CT-J48 have the better classification model performances for both targets with values above 80%-90% for the training and prediction sets, correspondingly. The best model shows an accuracy higher than 95% for training set; the model was also validated using 10-fold cross-validation procedure and through a test set achieving accuracy values of 85.32% and 86.80%, correspondingly. Additionally, the obtained model is compared with other approaches previously published in the international literature showing better results. Finally, we can say that the present results provided a double-target approach for increasing the estimation of antidiabetic chemicals identification aimed by double-way workflow in virtual screening pipelines.

Similar Papers
  • Research Article
  • Citations5

Alpha amylase and alpha glucosidase inhibitory activities of extracts of Dialium guineense stem bark

  • Jan 01, 2020
  • International Journal of Clinical Biology and Biochemistry
  • Abu Od +2
  • PDF
  • Research Article
  • Citations13

Effect of salicylic acid on phenolic compounds, antioxidant and antihyperglycemic activity of Lamiaceae plants grown in a temperate climate

  • Feb 08, 2022
  • Frontiers in Bioscience-Elite
  • Liubov Skrypnik +2
  • PDF
  • Research Article
  • Citations69

Relation of amino acid composition, hydrophobicity, and molecular weight with antidiabetic, antihypertensive, and antioxidant properties of mixtures of corn gluten and soy protein hydrolysates.

  • Dec 05, 2022
  • Food science & nutrition
  • Homaira Mirzaee +4
  • Research Article
  • Citations9

Antioxidant and anti-diabetic activities in commercial and homemade pomegranate molasses in Lebanon

  • Jan 03, 2022
  • Food Bioscience
  • Mira Bou Dargham +5
  • Research Article
  • Citations39

Carlina curetum plant phytoconstituents, enzymes inhibitory and cytotoxic activity on cervical epithelial carcinoma and colon cancer cell lines

  • Jun 26, 2019
  • European Journal of Integrative Medicine
  • Nidal Amin Jaradat +10
  • Research Article
  • Citations39

Synthesis and In Vitro α-Amylase and α-Glucosidase Dual Inhibitory Activities of 1,2,4-Triazole-Bearing bis-Hydrazone Derivatives and Their Molecular Docking Study.

  • Jun 05, 2023
  • ACS Omega
  • Imran Khan +8
  • Research Article
  • Citations1

Extraction and identification of polyphenols from Viburnum fordiae fruits with their α-amylase and α-glucosidase inhibitory activities

  • Mar 10, 2025
  • Natural Product Research
  • Jia Chen +6
  • Research Article
  • Citations7

Chemical composition and bioactivities of the polyphenolic-rich extract of Ormenis africana Jord. and Fourr

  • Nov 30, 2016
  • International Journal of Food Properties
  • Afef Béjaoui +3
  • Research Article
  • Citations2

Targeting OPA1 protein for therapeutic intervention in autosomal dominant optic atrophy: In silico drug discovery.

  • Jul 01, 2025
  • Journal of molecular graphics & modelling
  • Azhar Iqbal +9
  • Research Article
  • Citations1

Morphology of Vernonia amygdalina L. and Study of Its Antioxidant Property, α-Amylase and α-Glucosidase Inhibitory Activity, Hepatoprotective Potency and Toxicity

  • May 30, 2024
  • Tropical Journal of Natural Product Research
  • Thai T Cam +7
  • Research Article
  • Citations14

Optimization Extraction Conditions for Phenolic Compounds, Antioxidant and Inhibitory Activities of Angiotensin I-Converting Enzyme (ACE), α-Glucosidase and α-Amylase fromMentha Spicata L

  • Nov 20, 2015
  • Journal of Food Biochemistry
  • Muhammad H Alu'Datt +6
  • PDF
  • Research Article
  • Citations5

Free radical scavenging, α-amylase, α-glucosidase, and lipase inhibitory activities of metabolites from strawberry kombucha: Molecular docking and in vitro studies

  • May 07, 2024
  • Pharmacia
  • Adriyan Pramono +6
  • Research Article
  • Citations32

Chemical profiling of secondary metabolites from Himatanthus drasticus (Mart.) Plumel latex with inhibitory action against the enzymes α-amylase and α-glucosidase: In vitro and in silico assays

  • Feb 11, 2020
  • Journal of Ethnopharmacology
  • Francimauro S Morais +8
  • Research Article
  • Citations58

The difference among structure, physicochemical and functional properties of dietary fiber extracted from triticale and hull-less barley

  • Nov 06, 2021
  • LWT
  • Min Xiong +10
  • PDF
  • Research Article
  • Citations67

In Vitro Antidiabetic, Antioxidant Activity, and Probiotic Activities of Lactiplantibacillus plantarum and Lacticaseibacillus paracasei Strains

  • Jul 02, 2021
  • Current Microbiology
  • Gayeong Won +5
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.