Comparison of BLUPF90IOD3 and MiXBLUP implementations of the single-step model applied to the Polish national dairy cattle evaluation

The integration of phenotypic, genomic and pedigree data into a single-step model for predicting genomically enhanced estimated breeding values (GEBVs) has become crucial for the accurate genetic evaluation of dairy cattle. This study compared two widely used software implementations, MiXBLUP and BLUPF90IOD3, for the prediction of breeding values using the single-step G-BLUP model based on data from the Polish national evaluation for stature. Four core animal sets were tested, which differed in the selection of bulls and cows. The GEBVs were predicted and validated using different subsets of the population. Both software packages resulted in high correlations (0.89 and 0.97) between full and truncated dataset predictions and similar validation performance, with MiXBLUP exhibiting slightly greater consistency across different sets of core animals. The ranking of the top 50 bulls remained stable across the implementations. This study concludes that both software implementations provide comparable GEBV predictions, suggesting that software choice should consider computational efficiency, cost and modeling flexibility, with MiXBLUP offering additional options for GEBV estimation.

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Publication Details

Journal
Journal of Dairy Research
Published
2026-02-13
DOI
https://doi.org/10.1017/s0022029926102088
Primary Topic
Genetic and phenotypic traits in livestock
Type
article
Field-Weighted Citation Impact
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article

Comparison of BLUPF90IOD3 and MiXBLUP implementations of the single-step model applied to the Polish national dairy cattle evaluation

Dawid Słomian, Michalina Jakimowicz, Tomasz Suchocki, Joanna Szyda
Journal of Dairy Research
Genetic and phenotypic traits in livestock
article

Comparison of BLUPF90IOD3 and MiXBLUP implementations of the single-step model applied to the Polish national dairy cattle evaluation

Dawid Słomian, Michalina Jakimowicz, Tomasz Suchocki, Joanna Szyda
article en

Abstract

The integration of phenotypic, genomic and pedigree data into a single-step model for predicting genomically enhanced estimated breeding values (GEBVs) has become crucial for the accurate genetic evaluation of dairy cattle. This study compared two widely used software implementations, MiXBLUP and BLUPF90IOD3, for the prediction of breeding values using the single-step G-BLUP model based on data from the Polish national evaluation for stature. Four core animal sets were tested, which differed in the selection of bulls and cows. The GEBVs were predicted and validated using different subsets of the population. Both software packages resulted in high correlations (0.89 and 0.97) between full and truncated dataset predictions and similar validation performance, with MiXBLUP exhibiting slightly greater consistency across different sets of core animals. The ranking of the top 50 bulls remained stable across the implementations. This study concludes that both software implementations provide comparable GEBV predictions, suggesting that software choice should consider computational efficiency, cost and modeling flexibility, with MiXBLUP offering additional options for GEBV estimation.

Journal of Dairy Research
Wrocław University of Science and Technology (PL), Wrocław University of Environmental and Life Sciences (PL), National Research Institute of Animal Production (PL)
Openalex Percentile: Top 56%
Genetic and phenotypic traits in livestock
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Comparison of BLUPF90IOD3 and MiXBLUP implementations of the single-step model applied to the Polish national dairy cattle evaluation — Dawid Słomian, Michalina Jakimowicz, et al. · Journal of Dairy Research (2026) | TGRS Research Map | TGRS