Nearest neighbour adjustment and linear variance models in plant breeding trials
- PMID: 18383446
- DOI: 10.1002/bimj.200710414
Nearest neighbour adjustment and linear variance models in plant breeding trials
Abstract
This paper reviews methods for nearest neighbour analysis that adjust for local trend in one dimension. Such methods are commonly used in plant breeding and variety testing. The focus is on simple differencing methods, including first differences and the Papadakis method. We discuss mixed model representations of these methods on the scale of the observed data. Modelling observed data has a number of practical advantages compared to differencing, for example the facility to conveniently compute adjusted cultivar means. Most models considered involve a linear variance-covariance structure and can be represented as state-space models. The reviewed methods and models are exemplified using three datasets.
Similar articles
-
A stage-wise approach for the analysis of multi-environment trials.Biom J. 2012 Nov;54(6):844-60. doi: 10.1002/bimj.201100219. Epub 2012 Sep 25. Biom J. 2012. PMID: 23007738
-
Mixed model estimation methods for the Rasch model.J Appl Meas. 2005;6(3):273-88. J Appl Meas. 2005. PMID: 15942071
-
A new classification rule for incomplete doubly multivariate data using mixed effects model with performance comparisons on the imputed data.Stat Med. 2006 May 30;25(10):1715-28. doi: 10.1002/sim.2320. Stat Med. 2006. PMID: 16220496
-
An introduction to statistical methods used in binary outcome modeling.Semin Cardiothorac Vasc Anesth. 2008 Sep;12(3):153-66. doi: 10.1177/1089253208323415. Semin Cardiothorac Vasc Anesth. 2008. PMID: 18805850 Review.
-
Modeling QTL for complex traits: detection and context for plant breeding.Curr Opin Plant Biol. 2009 Apr;12(2):231-40. doi: 10.1016/j.pbi.2009.01.006. Epub 2009 Mar 11. Curr Opin Plant Biol. 2009. PMID: 19282235 Review.
Cited by
-
Mr.Bean: a comprehensive statistical and visualization application for modeling agricultural field trials data.Front Plant Sci. 2024 Jan 3;14:1290078. doi: 10.3389/fpls.2023.1290078. eCollection 2023. Front Plant Sci. 2024. PMID: 38235208 Free PMC article.
-
Genomic Selection in Preliminary Yield Trials in a Winter Wheat Breeding Program.G3 (Bethesda). 2018 Jul 31;8(8):2735-2747. doi: 10.1534/g3.118.200415. G3 (Bethesda). 2018. PMID: 29945967 Free PMC article.
-
Association Mapping in Scandinavian Winter Wheat for Yield, Plant Height, and Traits Important for Second-Generation Bioethanol Production.Front Plant Sci. 2015 Nov 26;6:1046. doi: 10.3389/fpls.2015.01046. eCollection 2015. Front Plant Sci. 2015. PMID: 26635859 Free PMC article.
-
Flexible modelling of spatial variation in agricultural field trials with the R package INLA.Theor Appl Genet. 2019 Dec;132(12):3277-3293. doi: 10.1007/s00122-019-03424-y. Epub 2019 Sep 18. Theor Appl Genet. 2019. PMID: 31535162 Free PMC article.
-
Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective?Plant Methods. 2019 Nov 27;15:143. doi: 10.1186/s13007-019-0527-4. eCollection 2019. Plant Methods. 2019. PMID: 31798669 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources