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Multi-phase variety trials using both composite and individual replicate samples: a model-based design approach

Journal Article


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Abstract


  • The present paper provides an approach for the design and analysis of variety trials that are used to obtain quality trait data. These trials are multi-phase in nature, comprising a field phase followed by one or more laboratory phases. Typically the laboratory phases are costly relative to the field phase and this imposes a limit on the number of samples that can be tested. Historically, this has been achieved by sacrificing field replication, either by testing a single replicate plot for each variety or a single composite sample, obtained by combining material from several field replicates. An efficient statistical analysis cannot be applied to such data so that valid inference and accurate prediction of genetic effects may be precluded. A solution that has appeared recently in the literature is the use of partial replication, in which some varieties are tested using multiple field replicates and the remainder as single replicates only. In the present paper, an approach is proposed in which some varieties are tested using individual field replicate samples and others as composite samples. Replication in the laboratory is achieved by splitting a relatively small number of field samples into sub-samples for separate processing. It is shown that, if necessary, some of the composite samples may be split for this purpose. It is also shown that, given a choice of field compositing and laboratory replication strategy, an efficient design for a laboratory phase may be obtained using model-based techniques. The methods are illustrated using two examples. It is demonstrated that the approach provides more accurate variety predictions compared with the partial replication approach and that the gains can be substantial if the field variation is large relative to the laboratory variation. Copyright © Cambridge University Press 2014.

Publication Date


  • 2015

Citation


  • Smith, A. B., Butler, D. G., Cavanagh, C. R. & Cullis, B. R. (2015). Multi-phase variety trials using both composite and individual replicate samples: a model-based design approach. Journal of Agricultural Science, 153 1017-1029.

Scopus Eid


  • 2-s2.0-85000135639

Ro Full-text Url


  • http://ro.uow.edu.au/cgi/viewcontent.cgi?article=5525&context=eispapers

Ro Metadata Url


  • http://ro.uow.edu.au/eispapers/4504

Has Global Citation Frequency


Number Of Pages


  • 12

Start Page


  • 1017

End Page


  • 1029

Volume


  • 153

Place Of Publication


  • Canada

Abstract


  • The present paper provides an approach for the design and analysis of variety trials that are used to obtain quality trait data. These trials are multi-phase in nature, comprising a field phase followed by one or more laboratory phases. Typically the laboratory phases are costly relative to the field phase and this imposes a limit on the number of samples that can be tested. Historically, this has been achieved by sacrificing field replication, either by testing a single replicate plot for each variety or a single composite sample, obtained by combining material from several field replicates. An efficient statistical analysis cannot be applied to such data so that valid inference and accurate prediction of genetic effects may be precluded. A solution that has appeared recently in the literature is the use of partial replication, in which some varieties are tested using multiple field replicates and the remainder as single replicates only. In the present paper, an approach is proposed in which some varieties are tested using individual field replicate samples and others as composite samples. Replication in the laboratory is achieved by splitting a relatively small number of field samples into sub-samples for separate processing. It is shown that, if necessary, some of the composite samples may be split for this purpose. It is also shown that, given a choice of field compositing and laboratory replication strategy, an efficient design for a laboratory phase may be obtained using model-based techniques. The methods are illustrated using two examples. It is demonstrated that the approach provides more accurate variety predictions compared with the partial replication approach and that the gains can be substantial if the field variation is large relative to the laboratory variation. Copyright © Cambridge University Press 2014.

Publication Date


  • 2015

Citation


  • Smith, A. B., Butler, D. G., Cavanagh, C. R. & Cullis, B. R. (2015). Multi-phase variety trials using both composite and individual replicate samples: a model-based design approach. Journal of Agricultural Science, 153 1017-1029.

Scopus Eid


  • 2-s2.0-85000135639

Ro Full-text Url


  • http://ro.uow.edu.au/cgi/viewcontent.cgi?article=5525&context=eispapers

Ro Metadata Url


  • http://ro.uow.edu.au/eispapers/4504

Has Global Citation Frequency


Number Of Pages


  • 12

Start Page


  • 1017

End Page


  • 1029

Volume


  • 153

Place Of Publication


  • Canada