Kinase Inhibitor Data Modeling and de Novo Inhibitor Design with Fragment Approaches

被引:35
作者
Vieth, Michal [1 ]
Erickson, Jon [1 ]
Wang, Jibo [1 ]
Webster, Yue [1 ]
Mader, Mary [1 ]
Higgs, Richard [1 ]
Watson, Ian [1 ]
机构
[1] Eli Lilly & Co, Lilly Corp Ctr, Lilly Res Labs, Indianapolis, IN 46285 USA
关键词
MARKETED ORAL-DRUGS; PROTEIN-KINASES; SPACE; LIBRARIES; RECOGNITION; PREDICTION; DISCOVERY; ACCURACY; KINOMICS; DOCKING;
D O I
10.1021/jm901147e
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
A reconstructive approach based on computational fragmentation of existing inhibitors and validated kinase potency models to recombine and create "de novo" kinase inhibitor small molecule libraries is described. The screening results from model selected molecules from the corporate database and seven computationally derived small molecule libraries were used to evaluate this approach. Specifically, 1895 model selected database molecules were screened at 20 mu M in six kinase assays and yielded an overall hit rate of 84%. These models were then used in the de novo design of seven chemical libraries consisting of 20-50 compounds each. Then 179 compounds from synthesized libraries were tested against these six kinases with an overall hit. rate of 92%. Comparing predicted and observed selectivity profiles serves to highlight the strengths and limitations of the methodology, while analysis of functional group contributions from the libraries suggest general principles governing binding of ATP competitive compounds.
引用
收藏
页码:6456 / 6466
页数:11
相关论文
共 33 条
[1]  
[Anonymous], 1999, Advances in kernel methods: Support vector learning
[2]   ATOM PAIRS AS MOLECULAR-FEATURES IN STRUCTURE ACTIVITY STUDIES - DEFINITION AND APPLICATIONS [J].
CARHART, RE ;
SMITH, DH ;
VENKATARAGHAVAN, R .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 1985, 25 (02) :64-73
[3]  
*CHEMAXON KFT, 2008, CHEM LOGD
[4]  
CUI JJ, 2006, Patent No. 2006021886
[5]   Kinase-Targeted Library Design through the Application of the PharmPrint Methodology [J].
Deanda, Felix ;
Stewart, Eugene L. ;
Reno, Michael J. ;
Drewry, David H. .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2008, 48 (12) :2395-2403
[6]   THE USE OF POSITIONAL SCANNING SYNTHETIC PEPTIDE COMBINATORIAL LIBRARIES FOR THE RAPID-DETERMINATION OF OPIOID RECEPTOR LIGANDS [J].
DOOLEY, CT ;
HOUGHTEN, RA .
LIFE SCIENCES, 1993, 52 (18) :1509-1517
[7]   Nonlinear SVM approaches to QSPR/QSAR studies and drug design [J].
Doucet, Jean-Pierre ;
Barbault, Florent ;
Xia, Hairong ;
Panaye, Annick ;
Fan, Botao .
CURRENT COMPUTER-AIDED DRUG DESIGN, 2007, 3 (04) :263-289
[8]   Fast calculation of molecular polar surface area as a sum of fragment-based contributions and its application to the prediction of drug transport properties [J].
Ertl, P ;
Rohde, B ;
Selzer, P .
JOURNAL OF MEDICINAL CHEMISTRY, 2000, 43 (20) :3714-3717
[9]  
Fabbro D, 2002, CURR OPIN DRUG DISC, V5, P701
[10]   A small molecule-kinase interaction map for clinical kinase inhibitors [J].
Fabian, MA ;
Biggs, WH ;
Treiber, DK ;
Atteridge, CE ;
Azimioara, MD ;
Benedetti, MG ;
Carter, TA ;
Ciceri, P ;
Edeen, PT ;
Floyd, M ;
Ford, JM ;
Galvin, M ;
Gerlach, JL ;
Grotzfeld, RM ;
Herrgard, S ;
Insko, DE ;
Insko, MA ;
Lai, AG ;
Lélias, JM ;
Mehta, SA ;
Milanov, ZV ;
Velasco, AM ;
Wodicka, LM ;
Patel, HK ;
Zarrinkar, PP ;
Lockhart, DJ .
NATURE BIOTECHNOLOGY, 2005, 23 (03) :329-336