Related Experiment Video
Updated: Jul 11, 2025

In Ovo Feeding of Commercial Broiler Eggs: An Accurate and Reproducible Method to Affect Muscle Development and Growth
Published on: September 20, 2021
Genetic Variance Estimation over Time in Broiler Breeding Programmes for Growth and Reproductive Traits
Bolívar Samuel Sosa-Madrid1,2, Gerasimos Maniatis3, Noelia Ibáñez-Escriche2
1The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush Campus, Midlothian EH25 9RG, UK.
Monitoring genetic variance in breeding programs is crucial for sustainability. This study found that while genetic variance fluctuated, it generally showed a slight increase over time, indicating resilience against selection-driven loss.
Area of Science:
- Animal Genetics
- Quantitative Genetics
- Breeding Programs
Background:
- Directional selection in breeding programs can deplete genetic variation, threatening long-term sustainability.
- Previous studies relied on small experimental populations, limiting insights into real-world commercial breeding lines.
- Understanding genetic variance dynamics is vital for maintaining genetic progress in livestock.
Purpose of the Study:
- To monitor changes in genetic variance for body weight (BWT) and hen-housed egg production (HHP) in a large commercial broiler line over 23 years.
- To compare different statistical methods (REML, Gibbs sampling) for estimating variance components.
- To assess the impact of selection and drift on genetic variation over time.
Main Methods:
- Analysis of a large dataset (2,059,869 records, 2,062,112 animals) from a commercial broiler line.
- Estimation of variance components using sliding overlapping windows with frequentist (REML) and Bayesian (Gibbs sampling) methods.
- Application of "double trait covariances" analysis to confirm variance stability.
Main Results:
- Genetic variance for BWT and HHP showed marginal fluctuations but a slight overall increasing trend from 1999-2001 to 2020-2022.
- Heritability estimates followed a similar pattern, with slight increases observed for both traits.
- Double trait covariance analysis confirmed the maintenance of genetic variances, with high genetic correlations (>0.86 for BWT, >0.82 for HHP) between consecutive periods.
Conclusions:
- Genetic parameters in this commercial broiler line tended to increase slightly over time, suggesting resilience to selection-induced loss of variation.
- The findings indicate that factors like novel mutations might compensate for selection pressure, maintaining genetic variance.
- Continuous monitoring of genetic variance is essential for the long-term success of breeding programs.
Related Concept Videos
Genetic Variation
Genes exist in different versions called alleles,...
Heritability
Estimating Population Standard Deviation
Background and Environment Affect Phenotype
An example of how genetic background affects phenotype can be seen in horses. The Extension gene in horses is responsible for their coat color. A wild-type gene (EE) produces black pigment in the coat, while a mutant gene (ee) produces red pigment. A...
Estimating Population Mean with Known Standard Deviation
The confidence interval estimate will have the form as follows:
(point estimate - error bound, point estimate +...
Estimating Population Mean with Unknown Standard Deviation
William S. Gosset (1876–1937) of the...

