2005 journal article

Artificial neural network modeling of peptide mobility and peptide mapping in capillary zone electrophoresis

JOURNAL OF CHROMATOGRAPHY A, 1096(1-2), 58–68.

By: M. Jalali-Heravi n, Y. Shen n, M. Hassanisadi* & M. Khaledi n

author keywords: peptide mapping; capillary zone electrophoresis; electrophoretic mobility; artificial neural networks
MeSH headings : Amino Acid Sequence; Cytochromes c / chemistry; Electrophoresis, Capillary / methods; Glucagon / chemistry; Molecular Sequence Data; Multivariate Analysis; Neural Networks, Computer; Oligopeptides / isolation & purification; Peptide Fragments / chemistry; Peptide Mapping / methods; Regression Analysis
TL;DR: The present model exhibits better robustness than the MLR models in predicting CZE mobilities of a diverse data set at different experimental conditions and indicates the non-linear characteristics of the electrophoretic mobility of peptides. (via Semantic Scholar)
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

2005 journal article

Prediction of electrophoretic mobilities of peptides in capillary zone electrophoresis by quantitative structure-mobility relationships using the offord model and artificial neural networks

ELECTROPHORESIS, 26(10), 1874–1885.

By: M. Jalali-Heravi n, Y. Shen n, M. Hassanisadi n & M. Khaledi n

author keywords: artificial neural networks; capillary zone electrophoresis; electrophoretic mobility; peptide separation and mapping; structure-mobility relationship
MeSH headings : Electrophoresis, Capillary / methods; Neural Networks, Computer; Peptides / chemistry; Peptides / isolation & purification; Regression Analysis; Reproducibility of Results; Structure-Activity Relationship
TL;DR: A 3–4–1 back propagation artificial neural networks (BP‐ANN) model resulted in a significant improvement in the predictive ability of the QSMR over the MLR treatment, especially for peptides of higher charges that contain basic amino acids arginine, histidine, and lysine. (via Semantic Scholar)
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

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