Related Experiment Video
Updated: Jul 10, 2025

Protocol for Assessing the Relative Effects of Environment and Genetics on Antler and Body Growth for a Long-lived Cervid
Published on: August 8, 2017
Inferring Causalities of Environmental and Genetic Factors for Differential Somatic Cell Count and Mastitis Pathogens
Patricia Wagner1, Kerstin Brügemann1, Tong Yin1
1Institute of Animal Breeding and Genetics, Justus-Liebig-University of Gießen, Ludwigstr. 21b, 35390 Giessen, Germany.
This study models how environmental and genetic factors impact cow udder health. It reveals housing systems indirectly affect intramammary infection through production, highlighting genotype-environment interactions.
Area of Science:
- Veterinary Medicine
- Animal Genetics
- Dairy Science
Background:
- Udder health is crucial for dairy cow welfare and productivity.
- Understanding the interplay between environmental and genetic factors influencing udder health is complex.
- Previous research has identified genetic markers for mastitis but lacked a comprehensive causal model.
Purpose of the Study:
- To develop and validate a structural equation model (SEM) to elucidate causal pathways between environmental and genetic factors affecting udder health in Holstein Friesian cows.
- To quantify the direct and indirect effects of housing systems on intramammary infection (IMI) and production.
- To identify specific genetic markers and their interactions with environmental factors influencing udder health.
Main Methods:
- Utilized data from 537 Holstein Friesian cows, including genotyping and milk sample analysis.
- Developed a structural equation model with latent variables: intramammary infection (IMI), production, time, and genetics.
- Incorporated manifest variables such as udder pathogens, somatic cell counts, milk composition, and significant SNP markers.
Main Results:
- Housing systems showed a small direct effect on IMI (-0.05) but a significant positive effect on production (0.37).
- Production significantly influenced IMI (0.17), establishing an indirect link between housing and udder health.
- Genotype-environment interactions were observed, with specific genetic markers (SNPs) relevant to particular housing systems.
- A key SNP in the *EVA1A* gene, involved in the MAPK1 signaling pathway, was identified as important for udder health genetics.
Conclusions:
- Structural equation modeling effectively infers indirect associations between housing systems and udder health via production.
- Genotype-environment interactions play a significant role in udder health, necessitating system-specific genetic evaluations.
- The *EVA1A* gene and MAPK1 signaling pathway are critical targets for improving udder health through genetic selection.
Related Concept Videos
Mechanistic Models: Compartment Models in Individual and Population Analysis
Causality in Epidemiology
Criteria for Causality: Bradford Hill Criteria - II
Heritability
Epistasis Analysis
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...

