ArticleAnimal microbiome2025
Metagenomic analysis reveals rumen microbiome enrichment and functional genes adjustment in carbohydrate metabolism induced by different sorting behavior in mid-lactation dairy cows.
Article in Animal microbiome, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 9 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
9 citing papers in PubMed.
- Subacute ruminal acidosis in high-producing dairy cows: an integrated diet-microbiota-epithelium-host framework for diagnosis and nutritional management.Journal of animal science and biotechnology · 2026Review
- Dietary 4-Hydroxy-2,5-Dimethyl-3(2H)-Furanone Supplementation in Hu Sheep: Implications on Fecal and Rumen Microbiota.Animals : an open access journal from MDPI · 2026Article
- Lactiplantibacillus plantarum-inoculated silage improves milk fat in dairy goats by reprogramming rumen microbiota to promote pyruvate metabolism.NPJ biofilms and microbiomes · 2026Article
- Effects of Dietary Concentrate-to-Roughage Ratio on Rumen Microbiota, Functional Profiles, and Fermentation Characteristics in Yak.Microorganisms · 2026Article
- A preliminary metagenomic and metabolomic investigation into the effects of Aspergillus niger cultures on microbial homeostasis and antibiotic resistance gene profiles in the rumen of fattening sheep.Journal of animal science and biotechnology · 2026Article
- Ability of the Chinese herbal residue to alleviate short-distance transportation stress in sheep through the remodeling of the rumen microbiome-metabolism axis.Journal of animal science and biotechnology · 2026Article
- Characterization of goat rumen-derived isolates and their effects onFrontiers in veterinary science · 2026Article
- Correction: Metagenomic analysis reveals rumen microbiome enrichment and functional genes adjustment in carbohydrate metabolism induced by different sorting behavior in mid-lactation dairy cows.Animal microbiome · 2025Article
- Dietary resveratrol modulates rumen microbiota and metabolic function in Tibetan sheep: an integrated 16S rRNA sequencing and metabolomics analysis.Frontiers in microbiology · 2025Article
Corrections and comments
- Erratum issued
Authors and funding
5 authors.
Funding
Abstract
backgroundThis study aimed to investigate differences in the structure and function of the rumen microbiome and its associated changes in rumen fermentation patterns and apparent nutrient digestibility in dairy cattle with different sorting behavior. Twenty-four Holstein cows in mid-lactation were initially enrolled in the experiment. All cows were fed and milked three times daily throughout the entire 28-day experimental period, comprising a 7-day pre-trial and a 21-day main trial. On days 1, 7, 14, and 21 of the main trial, feed sorting behavior was measured, and feed and feces samples were collected to determine apparent nutrient digestibility. Rumen content samples were collected on day 21 to measure pH, volatile fatty acids (VFA), and rumen microbiome structure and function. Based on feed sorting behavior, twelve cows were selected and divided into two groups: six cows that were severely sorted for fine particles-severely rejected long particles (SES; n = 6) and six cows that were slightly sorted for fine particles-slightly rejected long particles (SLS; n = 6).
resultsComparative analysis revealed significant differences between the groups. The SES group exhibited lower rumen pH values and higher concentrations of total VFA (TVFA) and acetate (P < 0.05) than the SLS group. Data on apparent nutrient digestibility showed that compared to the SLS group, the SES group lowered the digestibility of neutral detergent fiber (NDF) and acid detergent fiber (ADF) (P < 0.05). Differential analysis of rumen microbiota indicated that the SES group had a higher relative abundance of Prevotella, Lactobacillus, Bifidobacterium, Selenomonas, and Acetitomaculum by a lower relative abundance of Fibrobacter, Ruminobacter, Pseudobutyrivibrio, Butyrivibrio, and Ruminococcus. Carbohydrate-active enzyme (CAZyme) annotation revealed that the SES group showed increased abundance of GH13 and GH65 enzymes, while exhibiting decreased abundance of GH1, GH3, GH5, GH6, and GH94. Functional profiling of Kyoto encyclopedia of genes and genomes (KEGG) modules revealed that compared to the SLS group, the rumen microbiota in the SES group upregulated the abundance of carbohydrate metabolism, amino acid metabolism, energy metabolism, and lipid metabolism. In carbohydrate metabolism, the rumen microbiota in the SES group upregulated the abundance of starch and sucrose metabolism, the citrate cycle, and pyruvate metabolism, while downregulating the pentose phosphate pathway. Functional profiling of KEGG Orthology (KO) enzymes revealed that the microbiota in the SES group preferred energy production through increasing glycolysis and supported the metabolism changes toward acetate production and fatty acid biosynthesis.
conclusionOur findings reveal that feed sorting behavior significantly alters the rumen microbial ecosystem and its metabolic functions, negatively impacting fermentation efficiency, fiber digestibility, and overall nutrient utilization, even when cows are provided a well-balanced, standardized diet. This underscores the importance of early detection and management of feed sorting in dairy farms to promote cows' health and support sustainable dairy production.
Indexed as
Identifiers
What OpenQuestion 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 OpenQuestion graph.