Chemoinformatics: Theory, Practice, & Products / Edition 1
by Barry A. Bunin, Brian Siesel, Guillermo Morales, Jurgen Bajorath
Chemoinformatics: Theory, Practice & Products covers theory, commercially available packages and applications of Chemoinformatics. Chemoinformatics is broadly defined as the use of information technology to assist in the acquisition, analysis and management of data and information relating to chemical compounds and their properties. This ranges from molecular
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Chemoinformatics: Theory, Practice & Products covers theory, commercially available packages and applications of Chemoinformatics. Chemoinformatics is broadly defined as the use of information technology to assist in the acquisition, analysis and management of data and information relating to chemical compounds and their properties. This ranges from molecular modelling, to reactions, to spectra, to structure-activity relationships associated with chemicals. Computational scientists, chemists, and biologists all rely on the rapidly evolving field of Chemoinformatics. Chemoinformatics: Theory, Practice & Products is an essential handbook for determining the right Chemoinformatics method or technology to use. There has been an explosion of new Chemoinformatics tools and techniques. Each technique has its own utility, scope, and limitations, as well as meeting resistance to use by experimentalists. The purpose of Chemoinformatics: Theory, Practice & Products is to provide computational scientists, medicinal chemists and biologists with unique practical information and the underlying theories relating to modern Chemoinformatics and related drug discovery informatics technologies. The book also provides a summary of currently available, state-of-the-art, commercial Chemoinformatics products, with a specific focus on databases, toolkits, and modelling technologies designed for drug discovery. It will be broadly useful as a reference text for experimentalists wishing to rapidly navigate the expanding field, as well as the more expert computational scientists wishing to stay up to date. It is primarily intended for applied researchers from the chemical and pharmaceutical industry, academic investigators, and graduate students.
Product Details
- ISBN-13:
- 9781402050008
- Publisher:
- Springer Netherlands
- Publication date:
- 01/28/2007
- Edition description:
- 2007
- Pages:
- 296
- Product dimensions:
- 6.20(w) x 9.50(h) x 0.70(d)
Table of Contents
Foreword ix
Chemoinformatics Theory 1
Chemoinformatics - What is it? 1
Chemo-versus Bio-informatics 2
Scientific Origins 4
Fundamental Concepts 4
Molecular descriptors and chemical spaces 4
Chemical spaces and molecular similarity 7
Molecular similarity, dissimilarity, and diversity 8
Modification and simplification of chemical spaces 9
Compound Classification and Selection 11
Cluster analysis 12
Partitioning 13
Support vector machines 16
Similarity Searching 17
Structural queries and graphs 17
Pharmacophores 18
Fingerprints 21
Machine Learning Methods 23
Genetic algorithms 23
Neural networks 24
Library Design 26
Diverse libraries 27
Diversity estimation 28
Multi-objective design 29
Focused libraries 29
Quantitative Structure-Activity Relationship Analysis 31
Model building 31
Model evaluation 32
3D-QSAR 33
4D-QSAR 34
Probabilistic methods 35
Virtual Screening and Compound Filtering 35
Biologically active compounds 35
Virtual and high-throughput screening 36
Filter functions 38
From Theory to Practice 40
Database design 40
Compound selection for medicinal chemistry 42
Computational hit identification 45
References 47
Practice and Products 51
Accelrys 51
ACD Labs 59
Barnard Chemical Information Ltd 67
BioByte 69
Cambridge Soft 73
CAS/Scifinder 80
ChemAxon 87
Chemical Computing Group 98
ChemInnovation Software 103
ChemNavigator 109
Chimera-Dock-Zinc from UCSF 112
Collaborative Drug Discovery (CDD, Inc.) 115
Daylight 123
Eidogen-Sertanty (previously Libraria) 127
Fujitsu Biosciences Group (previously Cache) 137
Genego 140
GVK-Bio 144
Hypercube 148
IDBS 152
Infochem 156
Jubilant Biosys 164
Leadscope 169
MDL 171
Milano Chemometrics and QSAR Research Group 180
Molecular Discovery 184
Molecular Networks 187
Open Eye Scientific Software 194
Planaria-Software 202
PubChem 203
PyMol 208
RasMol and Protein Explorer 211
Schrodinger, LLC 215
Scinova Technologies 223
Scitegic 226
Simulation Plus, Inc. 229
Spotfire 236
Summit PK 239
Symyx 243
TimTec 254
Tripos 259
Subject Appendices
Drug Discovery Informatics Registration Systems and Underlying Toolkits (Appendices 1 and 2)
Drug, Molecular Registration Systems, and Chemistry Data Cartridges 271
Chemoinformatics Toolkits to Develop Applications 272
Content Databases (Appendices 3-7)
Compound Availability Databases 273
SAR Database 273
Chemical Reaction Databases 274
Patent Databases 275
Other Compound and Drug Databases 275
Drug, Molecule, and Protein Visualization (Appendices 8-10)
Chemical Drawing, Structure Viewing and Modeling Packages 276
Data Analysis and Mining Tools 276
Small Molecule - Protein Visualization Tools 277
Modeling and Algorithms (Appendices 11-17)
Molecular Descriptors 278
Clogp, Tpsa, and Lipinski Property Calculation Systems 279
Qsar/Pharmacophore Programs 279
Docking and Crystallographic Software 280
Quantum Mechanics Calculations 280
PK/ADME/Tox Databases and Predictors 280
Multi-parameter Drug Development/Identification Software 281
Index 283
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