SHED: Shannon Entropy Descriptors from topological feature distributions

被引:83
作者
Gregori-Puigjane, Elisabet
Mestres, Jordi
机构
[1] Inst Municipal Invest Med, Res Unit Biomed Informat, Chemogenom Lab, Barcelona 08003, Spain
[2] Univ Pompeu Fabra, Catalonia, Spain
关键词
D O I
10.1021/ci0600509
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
A novel set of molecular descriptors called SHED (SHannon Entropy Descriptors) is presented. They are derived from distributions of atom-centered feature pairs extracted directly from the topology of molecules. The value of a SHED is then obtained by applying the information-theoretical concept of Shannon entropy to quantify the variability in a feature-pair distribution. The collection of SHED values reflecting the overall distribution of pharmacophoric features in a molecule constitutes its SHED profile. Similarity between pairs of molecules is then assessed by calculating the Euclidean distance of their SHED profiles. Under the assumption that molecules having similar pharmacological profiles should contain similar features distributed in a similar manner, examples are given to show the ability of SHED for scaffold hopping in virtual chemical screening and pharmacological profiling compared to that of substructural BCI fingerprints and threedimensional GRIND descriptors.
引用
收藏
页码:1615 / 1622
页数:8
相关论文
共 27 条
[1]   Use of structure Activity data to compare structure-based clustering methods and descriptors for use in compound selection [J].
Brown, RD ;
Martin, YC .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 1996, 36 (03) :572-584
[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]   Chemogenomic profiling: Identifying the functional interactions of small molecules in yeast [J].
Giaever, G ;
Flaherty, P ;
Kumm, J ;
Proctor, M ;
Nislow, C ;
Jaramillo, DF ;
Chu, AM ;
Jordan, MI ;
Arkin, AP ;
Davis, RW .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (03) :793-798
[4]   Variability of molecular descriptors in compound databases revealed by Shannon entropy calculations [J].
Godden, JW ;
Stahura, FL ;
Bajorath, J .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 2000, 40 (03) :796-800
[5]   Information content in organic molecules: Aggregation states and solvent effects [J].
Graham, DJ .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2005, 45 (05) :1223-1236
[6]   Chem-bioinformatics: Comparative QSAR at the interface between chemistry and biology [J].
Hansch, C ;
Hoekman, D ;
Leo, A ;
Weininger, D ;
Selassie, CD .
CHEMICAL REVIEWS, 2002, 102 (03) :783-812
[7]   Comparison of fingerprint-based methods for virtual screening using multiple bioactive reference structures [J].
Hert, J ;
Willett, P ;
Wilton, DJ .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 2004, 44 (03) :1177-1185
[8]   Neighborhood behavior of in silico structural spaces with respect to in vitro activity spaces - A novel understanding of the molecular similarity principle in the context of multiple receptor binding profiles [J].
Horvath, D ;
Jeandenans, C .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 2003, 43 (02) :680-690
[9]   Binding and functional affinity of sarpogrelate, its metabolite M-1 and ketanserin for human recombinant alpha-1-adrenoceptor subtypes [J].
Israilova, M ;
Suzuki, F ;
Tanaka, T ;
Nagatomo, T ;
Taniguchi, T ;
Muramatsu, I .
PHARMACOLOGY, 2002, 65 (02) :69-73
[10]   Pharmacophore identification of α1A-adrenoceptor antagonists [J].
Li, MY ;
Tsai, KC ;
Xia, L .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2005, 15 (03) :657-664