ReviewJDS communications2025
Genomics and phenomics: Who will be the dairy cows of the future?
Review in JDS communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
2 citing papers in PubMed.
- Calcium Homeostasis and Parturient Paresis in Ruminants: Mechanistic Insights and Clinical Management.Animals : an open access journal from MDPI · 2026Review
- The Future of Dairy: Introduction.JDS communications · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The dairy industry has experienced unprecedented genetic progress, more than doubling milk yield over recent decades, but this has often resulted in reduced fertility, longevity, and robustness. This review addresses the question "Who will be the dairy cows of the future?" by highlighting the integration of genomics, phenomics, and advanced breeding strategies. From our perspective, future cows are expected to be healthier, more resilient, and longer-lived, with improved fertility, feed efficiency, and reduced methane emissions. Precision technologies, wearable sensors, and automated systems are providing novel phenotypes and driving selection for adaptability, welfare, and efficiency. Genomic selection, reproductive and other biological technologies, and beef-on-dairy crossbreeding are reshaping dairy breeding programs, while collaborations are critical for advancing multiple-trait evaluations and safeguarding genetic diversity. Despite Holstein breed dominance, maintaining across- and within-breed variation is essential for long-term sustainability. Ultimately, as a consequence of the wide adoption of precision technologies, more complex breeding goals, and effective breeding strategies, the dairy cow of the future will balance productive efficiency with resilience, welfare, and environmental efficiency, ensuring global sustainability of dairy production.
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.