TY - JOUR
T1 - Structure-based approach for the prediction of mu-opioid binding affnity of unclassified designer fentanyl-like molecules
AU - Floresta, Giuseppe
AU - Rescifina, Antonio
AU - Abbate, Vincenzo
PY - 2019/5/10
Y1 - 2019/5/10
N2 - Three quantitative structure-activity relationship (QSAR) models for predicting the affnity of mu-opioid receptor (µOR) ligands have been developed. The resulted models, exploiting the accessibility of the QSAR modeling, generate a useful tool for the investigation and identification of unclassified fentanyl-like structures. The models have been built using a set of 115 molecules using Forge as a software, and the quality was confirmed by statistical analysis, resulting in being effective for their predictive and descriptive capabilities. The three different approaches were then combined to produce a consensus model and were exploited to explore the chemical landscape of 3000 fentanyl-like structures, generated by a theoretical scaffold-hopping approach. The findings of this study should facilitate the identification and classification of new µOR ligands with fentanyl-like structures.
AB - Three quantitative structure-activity relationship (QSAR) models for predicting the affnity of mu-opioid receptor (µOR) ligands have been developed. The resulted models, exploiting the accessibility of the QSAR modeling, generate a useful tool for the investigation and identification of unclassified fentanyl-like structures. The models have been built using a set of 115 molecules using Forge as a software, and the quality was confirmed by statistical analysis, resulting in being effective for their predictive and descriptive capabilities. The three different approaches were then combined to produce a consensus model and were exploited to explore the chemical landscape of 3000 fentanyl-like structures, generated by a theoretical scaffold-hopping approach. The findings of this study should facilitate the identification and classification of new µOR ligands with fentanyl-like structures.
KW - Designer fentanyl-like molecules
KW - Fentanyl
KW - New psychoactive substances
KW - Novel synthetic opioids
KW - Opioid binding affnity
KW - QSAR
KW - µor
UR - http://www.scopus.com/inward/record.url?scp=85066061551&partnerID=8YFLogxK
U2 - 10.3390/ijms20092311
DO - 10.3390/ijms20092311
M3 - Article
SN - 1422-0067
VL - 20
JO - International Journal of Molecular Sciences
JF - International Journal of Molecular Sciences
IS - 9
M1 - 2311
ER -