The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variate
This paper studied the expert system of genotype discrimination for the STR locus D5S818 based on near-infrared spectroscopyâprincipal discriminant variate (PDV). Six genotypes, i.e. genotypes 10â10, 10â11, 11â11, 11â12, 11â13 and 13â13, were selected as research subjects. Based on the optimum polym...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2012-04-01
|
Series: | Journal of Pharmaceutical Analysis |
Online Access: | http://www.sciencedirect.com/science/article/pii/S2095177911000499 |
id |
doaj-23c521ffbd5c481fb97c1b9bedf11a2d |
---|---|
record_format |
Article |
spelling |
doaj-23c521ffbd5c481fb97c1b9bedf11a2d2021-04-02T04:53:53ZengElsevierJournal of Pharmaceutical Analysis2095-17792012-04-0122117122The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variateZai-Zhen Wu0Jian-Hua Tang1Bin Zhang2Li-Ping Guo3Hong-Ping Xie4Bing-Ren Gu5College of Pharmaceutical Sciences, Soochow University, Suzhou 215123, ChinaCollege of Pharmaceutical Sciences, Soochow University, Suzhou 215123, ChinaCollege of Pharmaceutical Sciences, Soochow University, Suzhou 215123, ChinaCollege of Chemistry and Chemical Engineering, Chongqing University of Science and Technology, Chongqing 401331, ChinaCollege of Pharmaceutical Sciences, Soochow University, Suzhou 215123, China; Corresponding authors.Suzhou Institute for Drug Control, Suzhou 215002, China; Corresponding authors.This paper studied the expert system of genotype discrimination for the STR locus D5S818 based on near-infrared spectroscopyâprincipal discriminant variate (PDV). Six genotypes, i.e. genotypes 10â10, 10â11, 11â11, 11â12, 11â13 and 13â13, were selected as research subjects. Based on the optimum polymerase chain reaction (PCR) conditions, about 54 measuring samples for each genotype were obtained; these samples were tested by near-infrared spectroscopy directly. With differences between homozygote genotypes and heterozygote ones, and differences of the total number of core repeat units between the six genotypes, two types of genotyping-tree structure were constructed and their respective PDV models were studied using the near-infrared spectra of the samples as recognition variables. Finally, based on the classification ability of these two genotyping-tree structures, an optimum expert system of genotype discrimination was built using the PDV models. The result demonstrated that the built expert system had good discriminability and robustness; without any preprocessing for PCR products, the six genotypes studied could be discriminated rapidly and correctly. It provided a methodological support for establishing an expert system of genotype discrimination for all genotypes of locus D5S818 and other STR loci. Keywords: Short tandem repeat, Near-infrared spectroscopy, Principal discriminant variate, Genotyping-tree structure, Expert systemhttp://www.sciencedirect.com/science/article/pii/S2095177911000499 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zai-Zhen Wu Jian-Hua Tang Bin Zhang Li-Ping Guo Hong-Ping Xie Bing-Ren Gu |
spellingShingle |
Zai-Zhen Wu Jian-Hua Tang Bin Zhang Li-Ping Guo Hong-Ping Xie Bing-Ren Gu The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variate Journal of Pharmaceutical Analysis |
author_facet |
Zai-Zhen Wu Jian-Hua Tang Bin Zhang Li-Ping Guo Hong-Ping Xie Bing-Ren Gu |
author_sort |
Zai-Zhen Wu |
title |
The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variate |
title_short |
The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variate |
title_full |
The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variate |
title_fullStr |
The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variate |
title_full_unstemmed |
The expert system of genotype discrimination for D5S818 locus based on near-infrared spectroscopyâprincipal discriminant variate |
title_sort |
expert system of genotype discrimination for d5s818 locus based on near-infrared spectroscopyâprincipal discriminant variate |
publisher |
Elsevier |
series |
Journal of Pharmaceutical Analysis |
issn |
2095-1779 |
publishDate |
2012-04-01 |
description |
This paper studied the expert system of genotype discrimination for the STR locus D5S818 based on near-infrared spectroscopyâprincipal discriminant variate (PDV). Six genotypes, i.e. genotypes 10â10, 10â11, 11â11, 11â12, 11â13 and 13â13, were selected as research subjects. Based on the optimum polymerase chain reaction (PCR) conditions, about 54 measuring samples for each genotype were obtained; these samples were tested by near-infrared spectroscopy directly. With differences between homozygote genotypes and heterozygote ones, and differences of the total number of core repeat units between the six genotypes, two types of genotyping-tree structure were constructed and their respective PDV models were studied using the near-infrared spectra of the samples as recognition variables. Finally, based on the classification ability of these two genotyping-tree structures, an optimum expert system of genotype discrimination was built using the PDV models. The result demonstrated that the built expert system had good discriminability and robustness; without any preprocessing for PCR products, the six genotypes studied could be discriminated rapidly and correctly. It provided a methodological support for establishing an expert system of genotype discrimination for all genotypes of locus D5S818 and other STR loci. Keywords: Short tandem repeat, Near-infrared spectroscopy, Principal discriminant variate, Genotyping-tree structure, Expert system |
url |
http://www.sciencedirect.com/science/article/pii/S2095177911000499 |
work_keys_str_mv |
AT zaizhenwu theexpertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT jianhuatang theexpertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT binzhang theexpertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT lipingguo theexpertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT hongpingxie theexpertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT bingrengu theexpertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT zaizhenwu expertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT jianhuatang expertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT binzhang expertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT lipingguo expertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT hongpingxie expertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate AT bingrengu expertsystemofgenotypediscriminationford5s818locusbasedonnearinfraredspectroscopyaprincipaldiscriminantvariate |
_version_ |
1724172808101036032 |