Computational Modeling of Aldose Reductase Inhibitory Activity of Flavonoids Derivatives for Diabetic Complications Treatment

被引:1
|
作者
Diaz-Amador, Roberto [1 ]
Canizares-Carmenate, Yudith [2 ]
Taboada-Crispi, Alberto [3 ]
Castillo-Garit, Juan A. [4 ]
机构
[1] Univ Cent Marta Abreu Las Villas, Dept Comp Sci, Santa Clara, Cuba
[2] Univ Cent Marta Abreu Las Villas, Fac Quim Farm, Unit Comp Aided Mol Biosil Discovery & Bioinforma, Santa Clara 54830, Villa Clara, Cuba
[3] Univ Cent Marta Abreu Las Villas, Informat Res Ctr, Santa Clara, Cuba
[4] Univ Ciencias Med Villa Clara, Unidad Toxicol Expt, Carretera Acueducto & Circunvalac, Santa Clara 50200, Villa Clara, Cuba
关键词
Aldose reductase; diabetic complications; dietary sources; flavonoids; regression tree; virtual screening;
D O I
10.2174/1570180818666210604113206
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Background: Diabetes mellitus is a chronic metabolic disease that constitutes a risk factor for patients infected by COVID-19. Aldose reductase (ALR2) is an enzyme that catalyzes the formation of sorbitol in the metabolism of glucose via polyols in diabetic patients and leads to a group of diabetic complications: cataracts, retinopathies, neuropathies, and nephropathies. Introduction: Inhibitors of this enzyme are therapeutic targets for the prophylaxis and treatment of these conditions. The aim of this work was to identify flavonoids isolated from medicinal plants, fruits, and vegetables as potential inhibitors of ALR2. Methods: In this study, using the MATLAB numerical computation system and the molecular descriptors implemented in the DRAGON software, a regression tree was developed, with an R-2 of 0.953 and adequate parameters for its fit. Results: The model was validated to take into account internal and external validation procedures. Besides, the applicability domain was determined to guarantee the reliability of the predictions. Due to its good predictive power (R-ext(2) = 0.949), the model was used to predict the inhibition of ALR2 by flavonoids reported in dietary sources. The most promising flavonoids are Myricetin and Tricin (pIC(50) predicted = 7.296), which are within the application domain and meet drug-like properties for oral administration. Conclusion: Finally, we can conclude that the proposed tools are useful for the rapid and economical identification of flavonoid-based potential drug candidates against ALR2 in diabetic complications.
引用
收藏
页码:1094 / 1105
页数:12
相关论文
共 50 条
  • [1] Inhibitory action on aldose reductase by soybean flavonoids
    deOliveira, TT
    Nagem, TJ
    deMiranda, LCG
    dePaula, VF
    Teixeira, MA
    JOURNAL OF THE BRAZILIAN CHEMICAL SOCIETY, 1997, 8 (03) : 211 - 213
  • [2] Aldose reductase in diabetic microvascular complications
    Chung, SSM
    Chung, SK
    CURRENT DRUG TARGETS, 2005, 6 (04) : 475 - 486
  • [3] Aldose Reductase: a cause and a potential target for the treatment of diabetic complications
    Thakur, Sapna
    Gupta, Sonu Kumar
    Ali, Villayat
    Singh, Priyanka
    Verma, Malkhey
    ARCHIVES OF PHARMACAL RESEARCH, 2021, 44 (07) : 655 - 667
  • [4] Aldose Reductase: a cause and a potential target for the treatment of diabetic complications
    Sapna Thakur
    Sonu Kumar Gupta
    Villayat Ali
    Priyanka Singh
    Malkhey Verma
    Archives of Pharmacal Research, 2021, 44 : 655 - 667
  • [5] Genetic analysis of aldose reductase in diabetic complications
    Chung, SSM
    Chung, SK
    CURRENT MEDICINAL CHEMISTRY, 2003, 10 (15) : 1375 - 1387
  • [6] Flavonoids with aldose reductase inhibiting activity: Pharmacophore modeling and implications for mechanism
    Liu Hai-Bo
    Wang Zhan-Li
    Qiao Ying-Xin
    Zhou Jia-Ju
    ACTA PHYSICO-CHIMICA SINICA, 2007, 23 (07) : 1059 - 1064
  • [7] Aldose reductase inhibitory activity studies of THERACURMIN
    Dahan, Zeyad A.
    Hussain, Sayyed
    Gyananath, G.
    Zubaidha, P. K.
    NATURAL PRODUCT RESEARCH, 2018, 32 (18) : 2248 - 2251
  • [8] Synthesis and aldose reductase inhibitory activity of a new series of benzo[h]cinnolinone derivatives
    Costantino, L
    Rastelli, G
    Cignarella, G
    Barlocco, D
    FARMACO, 2000, 55 (08): : 544 - 552
  • [9] Novel spiroindoline derivatives targeting aldose reductase against diabetic complications: Bioactivity, cytotoxicity, and molecular modeling studies
    Gulec, Ozcan
    Turkes, Cuneyt
    Arslan, Mustafa
    Demir, Yeliz
    Dincer, Busra
    Ece, Abdulilah
    Kufrevioglu, Omer Irfan
    Beydemir, Sukru
    BIOORGANIC CHEMISTRY, 2024, 145
  • [10] Aldose Reductase Inhibitory Activity of the Compounds from the Seed of Psoralea corylifolia
    Shim, Sang Hee
    Kim, Yujin
    Lee, Joo Young
    Song, Dae-Geun
    Pan, Cheol-Ho
    Jung, Sang Hoon
    JOURNAL OF THE KOREAN SOCIETY FOR APPLIED BIOLOGICAL CHEMISTRY, 2009, 52 (05): : 568 - 572