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Unlocking Rice Germplasm Genetic Potential Using Genotypic Value to Develop Quality Core Collections

Acknowledgements第6-7页
TABLE OF CONTENTS第7-9页
ABSTRACT第9页
摘要第11-12页
1 Introduction第12-13页
2 Literature review第13-22页
    2.1 Germplasm resources第13-15页
    2.2 What is a core collection?第15-19页
        2.2.1 Methods for creating core collections第15-17页
            2.2.1.1 Definition of the material domain第15页
            2.2.1.2 Division of the domain into groups第15-16页
            2.2.1.3 Allocation of entries to the core set第16页
            2.2.1.4 Choice of accessions in the core第16-17页
        2.2.2 Challenges facing core collections第17页
        2.2.3 Promise第17-18页
        2.2.4 Core collection sample size第18页
        2.2.5 Core development strategies第18-19页
    2.3 Recent advances and plant breeding applications of core collections第19-22页
        2.3.1 The link between Core collections and genebank research第19页
        2.3.2 Study of plant diversity第19-20页
        2.3.3 Core concept with user's interest第20-21页
            2.3.3.1 The 'core selector' approach第20-21页
            2.3.3.2 The'bulk core collection'approach第21页
        2.3.4 Synteny among plant genomes第21-22页
3 Materials and methods第22-28页
    3.1 Rice sample preparation第22页
    3.2 Spectroscopic analysis第22-23页
        3.2.1 NIR Spectroscopy第22页
        3.2.2 Development of sample calibration第22页
        3.2.3 Data preprocessing第22-23页
        3.2.4 Derivation of calibration equations第23页
        3.2.5 NIRS rice sample trait analysis第23页
    3.3 Statistical models第23-27页
        3.3.1 Mahalanobis distance第24页
        3.3.2 Cluster analysis第24-27页
            3.3.2.1 Single linkage第25页
            3.3.2.2 Complete linkage clustering第25页
            3.3.2.3 Median linkage method第25页
            3.3.2.4 Centroid Method第25-26页
            3.3.2.5 Average Linkage (UPGMA)第26页
            3.3.2.6 Ward's Minimum-Variance Method第26页
            3.3.2.7 WPGMA-Weighted arithmetic average clustering第26页
            3.3.2.8 Flexible-Beta Method第26-27页
    3.4 Sampling strategies第27页
    3.5 Evaluation of core collection第27-28页
4 Results第28-57页
    4.1 Phenotypic values for 26 rice quality traits第28页
    4.2 Predicted genotypic values for 26 rice quality traits第28-29页
    4.3 Trend of core collection at increasing sample proportion第29-33页
    4.4 Development of 24 core collections第33-52页
        4.4.1 Core development procedure第33-38页
        4.4.2 Dendrograms for 24-core collections based on hierarchical cluster methods and sampling strategies第38-52页
    4.5 Comparison of core collections at different sampling proportion第52-57页
        4.5.1 Comparison of core collection at 10%, 15% and 20%第52-54页
        4.5.2 Analysis of the different cluster methods第54页
        4.5.3 Comparison of core collection with initial collection for traits第54-57页
5 Discussion第57-60页
    5.1 Gemplasm genetic resource第57页
    5.2 Core collections approaches and sampling strategies第57-58页
    5.3 Sample size and cluster methods第58-59页
    5.4 NIRS quality trait analysis第59-60页
6 References第60-67页
7 Appendix第67-73页

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