Udder and Teat Morphology in Relation to Milk Yield in Dairy Mares: Farm-Level Confounding in a Multi-Farm Observational Study

Mare’s milk carries cultural and economic importance in Central Asia, yet udder and teat morphology in relation to individual milk yield remain poorly characterized, and farm-level confounding inflates apparent associations in multi-farm data. We analyzed 333 mares with complete morphology and yield records across 12 farms. A linear mixed-effects model with farm as a random intercept estimated ICC = 0.747; approximately three-quarters of yield variance occurred between farms. Leave-one-farm-out ICC values ranged from 0.663 to 0.768, indicating that no single farm drove the result. Pooled Pearson correlations attenuated markedly after within-farm demeaning; udder depth showed near-complete attenuation (raw r = −0.503; demeaned r = 0.098). Among udder and teat traits, within-farm correlations were weak, with the largest being for teat length × udder width (r = 0.207; 95% CI: 0.087–0.348) and teat length (r = 0.178; CI: 0.076–0.318). No morphological fixed effect was statistically significant. After farm adjustment, teat length and teat length × udder width are hypothesis-generating traits that warrant prospective evaluation with parity and lactation-stage control.

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Journal
Animals
Published
2026-11-11
DOI
https://doi.org/10.3390/ani16223569
Primary Topic
Genetic and phenotypic traits in livestock
Type
article
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article

Udder and Teat Morphology in Relation to Milk Yield in Dairy Mares: Farm-Level Confounding in a Multi-Farm Observational Study

Александр Ковальчук, Lyudmila Mukhina
Animals
Genetic and phenotypic traits in livestock
article

Udder and Teat Morphology in Relation to Milk Yield in Dairy Mares: Farm-Level Confounding in a Multi-Farm Observational Study

Александр Ковальчук, Lyudmila Mukhina
article en

Abstract

Mare’s milk carries cultural and economic importance in Central Asia, yet udder and teat morphology in relation to individual milk yield remain poorly characterized, and farm-level confounding inflates apparent associations in multi-farm data. We analyzed 333 mares with complete morphology and yield records across 12 farms. A linear mixed-effects model with farm as a random intercept estimated ICC = 0.747; approximately three-quarters of yield variance occurred between farms. Leave-one-farm-out ICC values ranged from 0.663 to 0.768, indicating that no single farm drove the result. Pooled Pearson correlations attenuated markedly after within-farm demeaning; udder depth showed near-complete attenuation (raw r = −0.503; demeaned r = 0.098). Among udder and teat traits, within-farm correlations were weak, with the largest being for teat length × udder width (r = 0.207; 95% CI: 0.087–0.348) and teat length (r = 0.178; CI: 0.076–0.318). No morphological fixed effect was statistically significant. After farm adjustment, teat length and teat length × udder width are hypothesis-generating traits that warrant prospective evaluation with parity and lactation-stage control.

AnimalsVol. 16(22)
Institute of Plant Biology and Biotechnology (KZ), Zhangir Khan West Kazakhstan Agrarian Technical University (KZ)
Genetic and phenotypic traits in livestock
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