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Online chemical modeling environment (OCHEM): web platform for data storage, model development and publishing of chemical information
- Source :
- Journal of Computer-Aided Molecular Design
- Publisher :
- Springer Nature
-
Abstract
- The Online Chemical Modeling Environment is a web-based platform that aims to automate and simplify the typical steps required for QSAR modeling. The platform consists of two major subsystems: the database of experimental measurements and the modeling framework. A user-contributed database contains a set of tools for easy input, search and modification of thousands of records. The OCHEM database is based on the wiki principle and focuses primarily on the quality and verifiability of the data. The database is tightly integrated with the modeling framework, which supports all the steps required to create a predictive model: data search, calculation and selection of a vast variety of molecular descriptors, application of machine learning methods, validation, analysis of the model and assessment of the applicability domain. As compared to other similar systems, OCHEM is not intended to re-implement the existing tools or models but rather to invite the original authors to contribute their results, make them publicly available, share them with other users and to become members of the growing research community. Our intention is to make OCHEM a widely used platform to perform the QSPR/QSAR studies online and share it with other users on the Web. The ultimate goal of OCHEM is collecting all possible chemoinformatics tools within one simple, reliable and user-friendly resource. The OCHEM is free for web users and it is available online at http://www.ochem.eu . © 2011 The Author(s).
- Subjects :
- Information management
Databases, Factual
Computer science
Estimation of accuracy of predictions
Information Management
Molecular Similarity
Modeling workflow
Quantitative Structure-Activity Relationship
01 natural sciences
Partition-Coefficients
Descriptors
Article
Set (abstract data type)
World Wide Web
03 medical and health sciences
User-Computer Interface
Resource (project management)
CHIM/01 - CHIMICA ANALITICA
Applicability domain
Drug Discovery
Physical and Theoretical Chemistry
030304 developmental biology
0303 health sciences
Internet
On-line web platform
business.industry
Information Dissemination
Open access
E-State Indexes
0104 chemical sciences
Variety (cybernetics)
Computer Science Applications
Data sharing
010404 medicinal & biomolecular chemistry
On-line web platform, Modeling workflow, Estimation of accuracy of predictions, Applicability domain, Data sharing, Open access
In-Silico
Models, Chemical
Cheminformatics
Shape Signatures
Associative Neural Networks
The Internet
ddc:004
business
Prediction
Subjects
Details
- Language :
- English
- ISSN :
- 0920654X
- Volume :
- 25
- Issue :
- 6
- Database :
- OpenAIRE
- Journal :
- Journal of Computer-Aided Molecular Design
- Accession number :
- edsair.doi.dedup.....3c309e914ff29f80fcf1bcbaf8777874
- Full Text :
- https://doi.org/10.1007/s10822-011-9440-2