Quantitative structure-activity relationship study for prediction of antifungal properties of phenolic compounds

被引:6
|
作者
Appell, Michael [1 ]
Tu, Yi-Shu [1 ,2 ]
Compton, David L. [3 ]
Evans, Kervin O. [3 ]
Wang, Lijuan C. [1 ]
机构
[1] ARS, Mycotoxin Prevent & Appl Microbiol Res Unit, USDA, Natl Ctr Agr Utilizat Res, 1815 N Univ St, Peoria, IL 61604 USA
[2] Insil Taiwan Inc, 17F 3 Pk St Nangang Dist, Taipei 11503, Taiwan
[3] ARS, Renewable Prod Technol Res Unit, USDA, Natl Ctr Agr Utilizat Res, 1815 N Univ St, Peoria, IL 61604 USA
关键词
Food safety; Machine learning; QSAR; Mycotoxin; Fungicide; QSAR; VALIDATION; THYMOL; MODELS;
D O I
10.1007/s11224-020-01549-1
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Antifungal compounds are of interest to reduce commodity spoilage and exposure to mycotoxins. In this study, a series of quantitative structure-activity relationship (QSAR) equations based on topological properties were developed to gain insight into the antifungal activities of phenolic compounds. The molecules were geometry optimized using B3LYP/6-311+G** density functional theory calculations. Analysis of the frontier orbital properties revealed that conjugated phenolic compounds possessed smaller band gap energies. Genetic function approximation (GFA) on populations of 100 one to two descriptor models over 10,000 generations identified several models for antifungal activity against Fusarium verticillioides, Fusarium oxysporum, Aspergillus flavus, Aspergillus fumigatus, Penicillium expansum, and Penicillium brevicompactum. Phenolic compounds with greater antifungal activity possessed a lower electrophilicity index. The correlation coefficients for the one and two descriptor models ranged from 0.627 to 0.790 and 0.762 to 0.939, respectively. Molecular descriptors associated with electrostatic and topological properties are important to describe the antifungal activities of the phenolic compounds studied.
引用
收藏
页码:1621 / 1630
页数:10
相关论文
共 50 条
  • [1] Quantitative structure-activity relationship study for prediction of antifungal properties of phenolic compounds
    Michael Appell
    Yi-Shu Tu
    David L. Compton
    Kervin O. Evans
    Lijuan C. Wang
    Structural Chemistry, 2020, 31 : 1621 - 1630
  • [2] Cellular apoptosis and cytotoxicity of phenolic compounds: A quantitative structure-activity relationship study
    Selassie, CD
    Kapur, S
    Verma, RP
    Rosario, M
    JOURNAL OF MEDICINAL CHEMISTRY, 2005, 48 (23) : 7234 - 7242
  • [3] Predictive Quantitative Structure-Activity Relationship Modeling of the Antifungal and Antibiotic Properties of Triazolothiadiazine Compounds
    Appell, Michael
    Compton, David L.
    Evans, Kervin O.
    METHODS AND PROTOCOLS, 2021, 4 (01) : 1 - 11
  • [4] Study of the molluscicidal activity of some phenolic compounds: Structure-activity relationship
    Lahlou, M
    PHARMACEUTICAL BIOLOGY, 2004, 42 (03) : 258 - 261
  • [5] Quantitative structure-activity relationship between antioxidant capacity of phenolic compounds and the plasmonic properties of silver nanoparticles
    Bhutto, Aijaz A.
    Kalay, Saban
    Sherazi, S. T. H.
    Culha, Mustafa
    TALANTA, 2018, 189 : 174 - 181
  • [6] Quantitative structure-activity relationship of antifungal activity of rosin derivatives
    Wang, Hui
    Thi Thanh Hien Nguyen
    Li, Shujun
    Liang, Tao
    Zhang, Yuanyuan
    Li, Jian
    BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2015, 25 (02) : 347 - 354
  • [7] Quantitative structure-activity relationship analysis of phenolic antioxidants
    Lien, EJ
    Ren, SJ
    Bui, HYH
    Wang, RB
    FREE RADICAL BIOLOGY AND MEDICINE, 1999, 26 (3-4) : 285 - 294
  • [8] Phenolic derivatives with potential anticancer properties - a structure-activity relationship study
    Calheiros, R.
    Fiuza, S. M.
    Gomes, C. A.
    Marques, M. P. M.
    Girao da Cruz, M. T.
    Milhazes, N.
    Borges, F.
    FUNDAMENTAL & CLINICAL PHARMACOLOGY, 2004, 18 : 120 - 120
  • [9] Quantitative structure-activity relationships of phenolic compounds causing apoptosis
    Hansch, C
    Bonavida, B
    Jazirehi, AR
    Cohen, JJ
    Milliron, C
    Kurup, A
    BIOORGANIC & MEDICINAL CHEMISTRY, 2003, 11 (04) : 617 - 620
  • [10] New Nitrogen Compounds Coupled to Phenolic Units with Antioxidant and Antifungal Activities: Synthesis and Structure-Activity Relationship
    Bettencourt, Ana
    Castro, Marian
    Silva, Joao
    Fernandes, Francisco
    Coutinho, Olga
    Sousa, M. Joao
    Proenca, M. Fernanda
    Areias, Filipe
    MOLECULES, 2018, 23 (10):