Exploration of the effect of farm, breed, sex and animal on detailed mineral profile of beef and their latent explanatory factors

Minerals in meat vary with different extrinsic and intrinsic sources; therefore, we aimed to quantify different sources of variation in mineral profile of beef. Longissimus thoracis muscle (N.182) from young bulls and heifers was analysed using ICP-OES for 6 macrominerals, 5 essential microminerals and 9 environmental microminerals. Results of mixed models show that breed and sex have little effect on mineral profile. Major sources of variation, such as farm, individual animal within farm and side/sample within animal, differed markedly from mineral to mineral, affecting reproducibility coefficients. Multivariate factor analysis revealed that five latent factors explained 69% of the co-variance of 20 minerals. The first was a quantitative factor, followed by others based on Na-Fe-Cu, on K-B-Pb, on Fe-Mn and on Zn content, respectively. In conclusion, minerals’ major source of variation depends on complex relationships between the animal’s genetics, physiology, farm environment, management and feeding, whose understanding is favoured by latent factor analyses.