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Analysis of proteasome inhibition pbkp_rediction using atom-based quadratic indices enhanced by machine learning classification techniques
ArticleAbstract: In this work the use of 2D atom-based quadratic indices is shown in the pbkp_rediction of proteasomePalabras claves:Atom-based quadratic index, Classification and regression model, Machine learning, Proteasome inhibition, QSAR, ToMoCoMD-CARDD softwareAutores:Abad C., Garit J., Gerardo M. Casañola-Martin, Pérez-Giménez F., Thu H.L.T., Torrens F., Yovani Marrero-PonceFuentes:scopusA comparative study of nonlinear machine learning for the "in silico" depiction of tyrosinase inhibitory activity from molecular structure
ArticleAbstract: In the preset report, for the first time, support vector machine (SVM), artificial neural network (APalabras claves:Atom-based quadratic index, Machine learning technique, Multiple comparison test, Tyrosinase inhibitorAutores:Abad C., Cardoso G.C., Chávez M.D.C., García M.M., Gerardo M. Casañola-Martin, Morell Pérez C., Thu H.L.T., Torrens F., Yovani Marrero-PonceFuentes:scopusMulti-output model with Box–Jenkins operators of linear indices to pbkp_redict multi-target inhibitors of ubiquitin–proteasome pathway
ArticleAbstract: The ubiquitin–proteasome pathway (UPP) plays an important role in the degradation of cellular proteiPalabras claves:CHEMBL, Moving averages, Multi-scale and multi-output models, multi-target, QSAR, Ubiquitin–proteasome pathway inhibitorsAutores:Abad C., Gerardo M. Casañola-Martin, González‐díaz H., Merino-Sanjuán M., Pérez-Giménez F., Thu H.L.T., Yovani Marrero-PonceFuentes:scopusMulti-output model with box-jenkins operators of quadratic indices for pbkp_rediction of malaria and cancer inhibitors targeting ubiquitin-proteasome pathway (UPP) proteins
ArticleAbstract: The ubiquitin-proteasome pathway (UPP) is the primary degradation system of short-lived regulatory pPalabras claves:Atom-based quadratic indices, Cáncer, CHEMBL, MALARIA, Moving average, Multi-scale and multi-output model, multi-target, QSAR, UPP inhibitorAutores:Abad C., Gerardo M. Casañola-Martin, González‐díaz H., Merino-Sanjuán M., Pérez-Giménez F., Thu H.L.T., Yovani Marrero-PonceFuentes:scopusQSAR models for tyrosinase inhibitory activity description applying modern statistical classification techniques: A comparative study
ArticleAbstract: Cluster analysis (CA), Linear and Quadratic Discriminant Analysis (L(Q)DA), Binary Logistic RegressiPalabras claves:Atom-based quadratic indices, Modern statistical methods, Multiple Comparison Procedures, ROC curve, ToMoCoMD-CARDD software, Tyrosinase inhibitorAutores:Abad C., Amilkar Puris, Cardoso G.C., Gerardo M. Casañola-Martin, Rescigno A., Thu H.L.T., Torrens F., Yovani Marrero-PonceFuentes:scopusPbkp_rediction of ADME properties, Part 1: Classification models to pbkp_redict Caco-2 cell permeability using atom-based bilinear indices
ArticleAbstract: The pbkp_rediction of the permeability through cultured Caco-2 cells (an often-used in vitro model fPalabras claves:'In silico' modelling, Atom-based bilinear indices, Caco-2 cell, Computational ADME, Human intestinal absorption, Virtual ScreeningAutores:Abad C., Cañizares-Carmenate Y., Garit J., Torrens F., Yovani Marrero-PonceFuentes:googlescopus