ArticleJournal of animal science2020
Candidate serum metabolite biomarkers of residual feed intake and carcass merit in sheep.
Article in Journal of animal science, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Insights into the influence of diet and genetics on feed efficiency and meat production in sheep.Animal genetics · 2024Pooled it
- Awassi Ancestry-Associated Serum Metabolomic Signatures Reveal Immune-Metabolic Features Related to Health Robustness in Dairy Sheep.Veterinary sciences · 2026Article
- Candidate blood biomarkers linked with feed intake efficiency and weight gain in sheep.Scientific reports · 2026Article
- Microfused essential oil supplementation remodels the plasma metabolome and identifies candidate biomarkers associated with growth performance in Katahdin ewes.Frontiers in veterinary science · 2026Article
- Candidate serum metabolite biomarkers of subclinical Haemonchus contortus infection in sheep.Scientific reports · 2025Article
- Translating metabolomic evidence gathered from an animal model to a real human scenario: the post-mortem interval issue.Metabolomics : Official journal of the Metabolomic Society · 2025Article
- Merging metabolomics and genomics provides a catalog of genetic factors that influence molecular phenotypes in pigs linking relevant metabolic pathways.Genetics, selection, evolution : GSE · 2025Article
- Review
- Some plasma biomarkers of residual feed intake in beef cattle remain consistent regardless of intake level.Scientific reports · 2024Article
- Article
- Alterations in nutrient digestion and utilization associated with different residual feed intake in Hu sheep.Animal nutrition (Zhongguo xu mu shou yi xue hui) · 2023Article
- Predictive blood biomarkers of sheep pregnancy and litter size.Scientific reports · 2022Article
- Evaluation of the Links between Lamb Feed Efficiency and Rumen and Plasma Metabolomic Data.Metabolites · 2022Article
- Non-invasive metabolomics biomarkers of production efficiency and beef carcass quality traits.Scientific reports · 2022Article
- Metabolomic exploration of the effects of habituation to livestock trailer and extended transportation in goats.Frontiers in molecular biosciences · 2022Article
- Identification of Key Pathways Associated With Residual Feed Intake of Beef Cattle Based on Whole Blood Transcriptome Data Analyzed Using Gene Set Enrichment Analysis.Frontiers in veterinary science · 2022Article
- Alteration of the Canine Metabolome After a 3-Week Supplementation of Cannabidiol (CBD) Containing Treats: An Exploratory Study of Healthy Animals.Frontiers in veterinary science · 2021Article
- Metabolite Profile of Sheep Serum With High or Low Average Daily Gain.Frontiers in veterinary science · 2021Article
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Mutton and lamb sales continue to grow globally at a rate of 5% per year. However, sheep farming struggles with low profit margins due to high feed costs and modest carcass yields. Selecting those sheep expected to convert feed efficiently and have high carcass merit, as early as possible in their life cycle, could significantly improve the profitability of sheep farming. Unfortunately, direct measurement of feed conversion efficiency (via residual feed intake [RFI]) and carcass merit is a labor-intensive and expensive procedure. Thus, indirect, marker-assisted evaluation of these traits has been explored as a means of reducing the cost of its direct measurement. One promising and potentially inexpensive route to discover biomarkers of RFI and/or carcass merit is metabolomics. Using quantitative metabolomics, we profiled the blood serum metabolome (i.e., the sum of all measurable metabolites) associated with sheep RFI and carcass merit and identified candidate biomarkers of these traits. The study included 165 crossbred ram-lambs that underwent direct measurement of feed consumption to determine their RFI classification (i.e., low vs. high) using the GrowSafe System over a period 40 d. Carcass merit was evaluated after slaughter using standardized methods. Prior to being sent to slaughter, one blood sample was drawn from each animal, and serum prepared and frozen at -80 °C to limit metabolite degradation. A subset of the serum samples was selected based on divergent RFI and carcass quality for further metabolomic analyses. The analyses were conducted using three analytical methods (nuclear magnetic resonance spectroscopy, liquid chromatography mass spectrometry, and inductively coupled mass spectrometry), which permitted the identification and quantification of 161 unique metabolites. Biomarker analyses identified three significant (P < 0.05) candidate biomarkers of sheep RFI (AUC = 0.80), seven candidate biomarkers of carcass yield grade (AUC = 0.77), and one candidate biomarker of carcass muscle-to-bone ratio (AUC = 0.74). The identified biomarkers appear to have roles in regulating energy metabolism and protein synthesis. These results suggest that serum metabolites could be used to categorize and predict sheep for their RFI and carcass merit. Further validation using a larger (3×) and more diverse cohort of sheep is required to confirm these findings.
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