Pharmaceutical Analysis Research Aided By Chemometrics | Posted on:2008-10-23 | Degree:Master | Type:Thesis | Country:China | Candidate:H Wang | Full Text:PDF | GTID:2144360215487385 | Subject:Drug analysis | Abstract/Summary: | PDF Full Text Request | Accomplished analysis of several pharmaceutical emphasized indifferent experiment phases used the Chemometrics as data process tool.The various Chemometrics methods in different phases included theOrthogonal Experimental Design method before pharmaceutical analysisexperiment; Nonlinear Least-squared Algorithms used for data-fitting ofexperiment result at the end of experiment; Back Propagation (BP)Artifical Neural Networks (ANN) used for a quantitativestructure-activity relationship (QSAR) model after experiment. The studyobjective were Pharmacokinetics of isosorbide-5-mononitrate (IS-5-MN),Reverse ion-pair chromatography retention mechanism of alkaloids,QSAR of Angiotensin Converting Enzyme Inhibitors (ACEI)respectively.The details are summarized as follows:1. Using orthogonal experimental design method got a optimizedElectrospray-Mass condition for isosorbide-5-mononitrate. Based it ananalytical method was developed for determination of IS-5-MN in humanplasma by high performance liquid chromatography/electrospray-mass(HPLC/ESI-MS) spectrometry. A NH2 column was applied and Acyclovirwas used as internal standard in the procedure. The sample pretreated method was simple and results were accurate and precise. Method linearrange was 0.04-3.33μg/ml and RSD was 0.9982 respectively. Theanalytical method was successfully applied to the pharmacokinetics study.2. Using Nonlinear Least-squared Algorithms analyzedchromatography data of ten alkaloids in statistics. It shows that whenapplying perfluorinated carboxylic acid as ion-pair reagent, the retensionmechanism of ten alkaloids depend on the compositive associationconstant of the analyte ion, counter ion of ion-pair reagent and theproperty of the stationary ligand, which constant we define into N. Theperfluorinated carboxylic acid is suit to the LC-ESI-MS in a relativeconcentration for the analysis of alkaloids of nature product.3. The geometries and electronic structures of 20 ACEI had beenoptimized by using quantum chemical methods and 10 quantum-chemicalparameters such as energies, atom-charges et. al., were calculated. NineBP artificial neural networks with different nodes were trained to researchQSAR of ACEI, A 3-layers BP artificial neural network model with 6nodes in hidden layer was developed. The results of statistic analysis are:r2=0.995, S=0.050, which shows that artificial neural network model M6is more accurate and precise than multiple linear regression models. Theestablished ANN model can be applied to predict the activity of ACEItrustfully.
| Keywords/Search Tags: | Chemometrics, Orthogonal experimental design, Isosorbide-5-mononitrate, Nonlinear least-square algorithm, Ion-pair chromatography, BP Neural Network, Angiotensin converting enzyme inhibitors, Quantitative structure-activity relationship | PDF Full Text Request | Related items |
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