Score Test Statistics for QTL Mapping under Selective Genotyping

碩士 === 國立臺灣大學 === 農藝學研究所 === 101 === The detection of quantitative trait loci (QTL) that govern many biologically and economically important traits is an important task in plant and animal breeding. Using genetic marker data, QTL mapping technique has been known to be an efficient tool to detect QTL...

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Main Authors: Yu-Chuang Fang, 房佑嬙
Other Authors: Chen-Hung Kao
Format: Others
Language:en_US
Published: 2013
Online Access:http://ndltd.ncl.edu.tw/handle/14476325888871324775
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spelling ndltd-TW-101NTU054170242015-10-13T23:10:17Z http://ndltd.ncl.edu.tw/handle/14476325888871324775 Score Test Statistics for QTL Mapping under Selective Genotyping 應用分數檢定統計量於選擇性基因型試驗之數量性狀基因座定位研究 Yu-Chuang Fang 房佑嬙 碩士 國立臺灣大學 農藝學研究所 101 The detection of quantitative trait loci (QTL) that govern many biologically and economically important traits is an important task in plant and animal breeding. Using genetic marker data, QTL mapping technique has been known to be an efficient tool to detect QTL location and estimate the QTL effect. In QTL mapping, selective genotyping, which genotypes only the individuals from high and low phenotypic values, is one of the most common strategies that can reduce the cost of marker genotyping and at the same time increase efficiency in QTL detection. In this thesis, with the posterior model of selective genotyping proposed by Lee et al. (2013), we derived score test statistic for the model and applied it to QTL detection. Moreover, we compare this score test statistics with that of the currently used model, and the threshold values of the score test statistics under selective genotyping are also investigated. As the result, we found out that the two score test statistics for the posterior model and currently used model perform equally well under single-QTL model. In the future, we intend to extend the single-QTL posterior model to multiple-QTL model for QTL detection under selective genotyping. Chen-Hung Kao 高振宏 2013 學位論文 ; thesis 28 en_US
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description 碩士 === 國立臺灣大學 === 農藝學研究所 === 101 === The detection of quantitative trait loci (QTL) that govern many biologically and economically important traits is an important task in plant and animal breeding. Using genetic marker data, QTL mapping technique has been known to be an efficient tool to detect QTL location and estimate the QTL effect. In QTL mapping, selective genotyping, which genotypes only the individuals from high and low phenotypic values, is one of the most common strategies that can reduce the cost of marker genotyping and at the same time increase efficiency in QTL detection. In this thesis, with the posterior model of selective genotyping proposed by Lee et al. (2013), we derived score test statistic for the model and applied it to QTL detection. Moreover, we compare this score test statistics with that of the currently used model, and the threshold values of the score test statistics under selective genotyping are also investigated. As the result, we found out that the two score test statistics for the posterior model and currently used model perform equally well under single-QTL model. In the future, we intend to extend the single-QTL posterior model to multiple-QTL model for QTL detection under selective genotyping.
author2 Chen-Hung Kao
author_facet Chen-Hung Kao
Yu-Chuang Fang
房佑嬙
author Yu-Chuang Fang
房佑嬙
spellingShingle Yu-Chuang Fang
房佑嬙
Score Test Statistics for QTL Mapping under Selective Genotyping
author_sort Yu-Chuang Fang
title Score Test Statistics for QTL Mapping under Selective Genotyping
title_short Score Test Statistics for QTL Mapping under Selective Genotyping
title_full Score Test Statistics for QTL Mapping under Selective Genotyping
title_fullStr Score Test Statistics for QTL Mapping under Selective Genotyping
title_full_unstemmed Score Test Statistics for QTL Mapping under Selective Genotyping
title_sort score test statistics for qtl mapping under selective genotyping
publishDate 2013
url http://ndltd.ncl.edu.tw/handle/14476325888871324775
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