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DUS-barley-GP

Repository for R scripts used in: Random Forest-based genomic prediction allows selection of barley genotypes from the variety collection for inclusion evaluation in distinctness, uniformity, and stability (DUS) trials.

  • script_1_marker_prep.R = Genetic marker quality control.
  • script_2_marker_imputation_running.R = Genetic marker imputation using Random Forest.
  • script_3_geno_pheno_combine.R = Some phenotypic data quality control and linking up genetic and phenotypic datasets.
  • script_4_distances_h2.R = Analyses on population structure and trait heritability.
  • script_5_GWAS_slim.R = Association mapping for major genetic loci.
  • script_6_prediction_comp.R = Testing different genomic prediction methods.
  • script_7_prediction_candidate.R = Genomic selection for subset selection of candidates.
  • script_8_similar_var_select_and_plots.R = Subset selection using predicted values and plotting genomic prediction results.

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Repository for R scripts used in: Random Forest-based genomic prediction allows selection of barley genotypes from the variety collection for inclusion evaluation in distinctness, uniformity, and stability (DUS) trials.

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