Naslov
QSAR analysis for antioxidant activity of dipicolinic acid derivatives

Autori
Rastija, Vesna ; Molnar, Maja ; Silađi, Tena ; Masand, Vijay Hariram

Izvornik
Combinatorial chemistry & high throughput screening (1386-2073) 21 (2018), 3; 204-214

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
QSAR ; antioxidant activity ; dipicolinic acid, polar surface area, hydrogen bond donors
(QSAR ; antioxidant activity ; dipicolinic acid, polar surface area, hydrogen bond donors.)

Sažetak
The aim of this study was to derive robust and reliable QSAR models for clarification and prediction of antioxidant activity of 43 heterocyclic and Schiff bases dipicolinic acid derivatives. Statistical performance of two different algorithms for splitting data into training and test set (randomly and ranking method), as well as models obtained by two set of descriptors calculated by different computer programs (DRAGON and ADMEWORKS). The best internal validation result has model obtained by DRAGON descriptors (MATS4m, EEig03d, BELm4, Mor10p), split by ranking method (R2 = 0.805 ; R2ext = 0.833 ; F = 30.914). The best external validation result has model obtained by ADMEWORKS descriptors (NDB, MATS5p, MDEN33, TPSA), split by random method (R2 = 0.692 ; R2ext = 0.848 ; F = 16.818). Important structural requirements for great antioxidant activity are: low number of double bonds in molecules ; absence of tertial nitrogen atoms ; higher number of hydrogen bond donors ; enhanced molecular polarity ; and symmetrical moiety. Two new compounds with potentially great antioxidant activities were proposed.

Izvorni jezik
Engleski

Znanstvena područja
Kemija, Farmacija, Biotehnologija

POVEZANOST RADA