Theoretical calculation and prediction of drug transport processes using simple parameters and partial least squares projections to latent structures (PLS) statistics.: The use of electrotopological state indices

被引:49
作者
Norinder, U [1 ]
Österberg, T
机构
[1] AstraZeneca R&D Sodertalje, SE-15185 Sodertalje, Sweden
[2] Pharm Corp, Pharmaceut Sci, SE-11287 Stockholm, Sweden
关键词
Molconn-Z; partial least squares projections to latent structures (PLS); Sybyl; human intestinal absorption; Caco-2 cell permeability; brain-blood partitioning; LALM chromatography; electrotopological state indices;
D O I
10.1002/jps.1061
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
A method of modeling and predicting drug transport processes using simple, theoretically computed molecular descriptors and multivariate statistics has been investigated in four data sets related to Caco-2 cell permeability, human intestinal absorption, brain-blood partitioning, and immobilized artificial membrane (IAM) chromatography. The program Molconn-Z was used to compute theoretical molecular descriptors related to electrotopological state indices. Additional parameters related to size and lipophilicity [i.e., calculated molar refraction (CMR) and octanol-water partition coefficient (CLOGP)] were also used in the statistical modeling. Good statistical models were derived (r(2) and Q(2) values ranged from 0.75 to 0.93 and 0.70 to 0.89, respectively) that permit fast computational (electronic) screening and prioritization of virtual libraries. (C) 2001 Wiley-Liss, Inc. and the American Pharmaceutical Association.
引用
收藏
页码:1076 / 1085
页数:10
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