Blood-brain barrier permeability mechanisms in view of quantitative structure-activity relationships (QSAR)

被引:43
作者
Bujak, Renata [1 ]
Struck-Lewicka, Wiktoria [1 ]
Kaliszan, Michal [2 ]
Kaliszan, Roman [1 ]
Markuszewski, Michal J. [1 ]
机构
[1] Med Univ Gdansk, Dept Biopharmaceut & Pharmacodynam, Al Gen Hallera 107, PL-80416 Gdansk, Poland
[2] Med Univ Gdansk, Dept Forens Med, PL-80204 Gdansk, Poland
关键词
Blood-brain barrier; Quantitative structure-activity relationships (QSAR); Molecular descriptors; Multiple linear regression (MLR); LogP; ASTROCYTE-ENDOTHELIAL INTERACTIONS; IN-SILICO; ORGANIC SOLUTES; PREDICTION; PENETRATION; MODELS; VITRO; COMBINATION;
D O I
10.1016/j.jpba.2015.01.046
中图分类号
O65 [分析化学];
学科分类号
070302 [分析化学];
摘要
The goal of the present paper was to develop a quantitative structure-activity relationship (QSAR) method using a simple statistical approach, such as multiple linear regression (MLR) for predicting the blood-brain barrier (BBB) permeability of chemical compounds. The "best" MLR models, comprised log P and either molecular mass (M) or isolated atomic energy (E-isol), tested on a structurally diverse set of 66 compounds, is characterized the by correlation coefficients (R) around 0.8. The obtained models were validated using leave-one-out (LOO) cross-validation technique and the correlation coefficient of leave-one-out-R-LOO(2) (Q(2)) was at least 0.6. Analysis of a case from legal medicine demonstrated informative value of our QSAR model. To best authors' knowledge the present study is a first application of the developed QSAR models of BBB permeability to case from the legal medicine. Our data indicate that molecular energy-related descriptors, in combination with the well-known descriptors of lipophilicity may have a supportive value in predicting blood-brain distribution, which is of utmost importance in drug development and toxicological studies. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:29 / 37
页数:9
相关论文
共 45 条
[1]
Astrocyte-endothelial interactions at the blood-brain barrier [J].
Abbott, NJ ;
Rönnbäck, L ;
Hansson, E .
NATURE REVIEWS NEUROSCIENCE, 2006, 7 (01) :41-53
[2]
Astrocyte-endothelial interactions and blood-brain barrier permeability [J].
Abbott, NJ .
JOURNAL OF ANATOMY, 2002, 200 (06) :629-638
[4]
Classification of stationary phases and other materials by gas chromatography [J].
Abraham, MH ;
Poole, CF ;
Poole, SK .
JOURNAL OF CHROMATOGRAPHY A, 1999, 842 (1-2) :79-114
[5]
Baczek T., 2002, ACTA POLON TOXICOL, V10, P153
[6]
PEPTIDASES, PEPTIDES, AND THE MAMMALIAN BLOOD-BRAIN-BARRIER [J].
BROWNLEES, J ;
WILLIAMS, CH .
JOURNAL OF NEUROCHEMISTRY, 1993, 60 (03) :793-803
[7]
Clark D.E., 1992, J PHARM SCI, V88, P815
[8]
de Boer A(Bert). G., 2002, Current Medicinal Chemistry - Central Nervous System Agents, V2, P203, DOI 10.2174/1568015023358012
[9]
Passive permeability and P-glycoprotein-mediated efflux differentiate central nervous system (CNS) and non-CNS marketed drugs [J].
Doan, KMM ;
Humphreys, JE ;
Webster, LO ;
Wring, SA ;
Shampine, LJ ;
Serabjit-Singh, CJ ;
Adkison, KK ;
Polli, JW .
JOURNAL OF PHARMACOLOGY AND EXPERIMENTAL THERAPEUTICS, 2002, 303 (03) :1029-1037
[10]
A simple model for the prediction of blood-brain partitioning [J].
Feher, M ;
Sourial, E ;
Schmidt, JM .
INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2000, 201 (02) :239-247