Molecular descriptors from atom weighted vectors (MD-AWV) are used in the prediction of aquatic toxicity of a large group of organic compounds of 392 benzene derivatives to the protozoo ciliate Tetrahymena pyriformis (log (IGC50) −1). These descriptors are calculated using the MD-LOVIs software and various Aggregation Operators are examined with the aim comparing their performances in predicting aquatic toxicity. Variability analysis is used to quantify the information content of these molecular descriptors by means of an information theory-based algorithm. Principal Component Analysis (PCA) is used to analyze the orthogonality of these descriptors and it is observed that MD-AWV provide linearly independent information from that of descriptors generated using the popular DRAGON package (0-2D). Multiple Linear Regression with Genetic Algorithms is used to obtain models of the structure–toxicity relationships; the best model shows values of Q2= 0.830 and R2=0.837 using six variables. Our models compare favorably with other previously published models that use the same data set. The obtained results suggest that MD-AWV provide an effective alternative for determining aquatic toxicity of benzene derivatives.
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                    Molecular descriptor from atomic weighted vectors to predict aquatic toxicity
                
                                    
                
                
                    Published:
16 January 2017
by MDPI
in MOL2NET'16, Conference on Molecular, Biomed., Comput. & Network Science and Engineering, 2nd ed.
congress CHEMBIOMOL-02: Chem. Biol. & Med. Chem. Workshop, Rostock, Germany-Bilbao, Spain-Galveston, Texas, USA, 2016
                
                                    
                
                
                    Abstract: 
                                    
                        Keywords: Aggregation Operator, Aquatic Toxicity, AWV
                    
                
                
                
                
                                    Comments on this paper
                                                                    
                                                    
                                    Yoan Martínez López
                            
            
                23 January 2017
            
        
                    From Yoan
                
            
                This article is the result of the application of the AWV for modeling the acute toxicity property with these molecular descriptors
            
        
                                    Naivi Flores Balmaseda
                            
            
                23 January 2017
            
        
                    Dear authors:
                
            
                Excellent work
            
        
        
            