Computational Toxicology : Volume II - Reisfeld, Brad.; Mayeno, Arthur N.; SpringerLink (Online service) (Totowa, NJ : Humana Press : Imprint: Humana, 2013)
Methods for Building QSARs -- Accessing and Using Chemical Databases -- From QSAR to QSIIR: Searching for Enhanced Computational Toxicology Models -- Mutagenicity, Carcinogenicity and Other Endpoints -- Classification Models for Safe Drug Molecules -- QSAR and Metabolic Assessment Tools in the Assessment of Genotoxicity -- Gene Expression Networks -- Construction of Cell Type-Specific Logic Models of Signaling Networks Using CellNetOptimizer -- Regulatory Networks -- Computational Reconstruction of Metabolic Networks from KEGG -- Biomarkers -- Biomarkers: Environmental Public Health Indicators -- Modeling for Regulatory Purposes (Risk and Safety Assessment) -- Developmental Toxicity Prediction -- Predictive Computational Toxicology to Support Drug Safety Assessment -- Developing a Practical Toxicogenomics Data Analysis System Utilizing Open-Source Software -- Systems Toxicology from Genes to Organs -- Agent Based Models of Cellular Systems -- Linear Algebra -- Ordinary Differential Equations -- On the Development and Validation of QSAR Models -- Principal Components Analysis -- Partial Least Square Methods: Partial Least Squares Correlation and Partial Least Square Regression -- Maximum Likelihood -- Bayesian Inference.
Keywords: Pharmacology; Bioinformatics .; Computational biology .; Pharmacology/Toxicology.; Computer Appl. in Life Sciences