Evidence map›Paper›PMID 42059394›Full record

ArticleMicrobiology spectrum2026

Early-life development of the microbiome and resistome in antibiotic-naïve dairy calves.

Maggie M Murphy, Lee J Pinnell, Enrique Doster, Cory A Wolfe, Lance A Baker, Vinicius S Machado, Paul S Morley

Abstract read
In one paragraph

Article in Microbiology spectrum, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Maggie M MurphyVERO-Veterinary Education, Research, and Outreach Program, Texas A&M University, Canyon, Texas, USA.
Lee J PinnellVERO-Veterinary Education, Research, and Outreach Program, Texas A&M University, Canyon, Texas, USA.
Enrique DosterVERO-Veterinary Education, Research, and Outreach Program, Texas A&M University, Canyon, Texas, USA.
Cory A WolfeVERO-Veterinary Education, Research, and Outreach Program, Texas A&M University, Canyon, Texas, USA.
Lance A BakerDepartment of Agricultural Sciences, West Texas A&M University, Canyon, Texas, USA.
Vinicius S MachadoDepartment of Veterinary Sciences, Texas Tech University, Lubbock, Texas, USA.
Paul S MorleyVERO-Veterinary Education, Research, and Outreach Program, Texas A&M University, Canyon, Texas, USA.ORCID 0000-0001-8138-2714

Funding

Texas A&M UniversityU.S. Department of Agriculture AP19VSCEAH00C014
6 · The paper itself

Abstract

This study aimed to characterize early-life changes in the fecal microbiome and resistome of calves. Fecal samples were collected from 49 Holstein heifers born and raised at a large organic dairy in Texas without antimicrobial drug exposures. Samples were collected from five age groups: early pre-weaning at 2-3 days old (Pre 1), late pre-weaning at 5 weeks old (Pre 2), prior to weaning at 12-13 weeks old (Pre 3), post-weaning in group hutches at 12-13 weeks old (Post 1), and later post-weaning at 13-14 weeks old (Post 2). Fecal samples were analyzed using 16S rRNA gene sequencing to characterize microbial communities and target-enriched shotgun sequencing to characterize antimicrobial resistance genes in the resistome. Richness of microbial communities increased as calves aged through the Pre 1, 2, and 3 samplings, before plateauing in the Post 1 and 2 groups. Diversity also increased in the Pre 1 and 2 groups, remaining similar thereafter. In contrast, resistome richness and diversity decreased during early life and then stabilized at around 5 weeks of age (Pre 2). Changes in microbial community structures were dramatic during the first 12 weeks, largely due to a significant decrease in the relative abundance (RA) of Pseudomonadota (Proteobacteria) and an increase in the RA of Bacillota (Firmicutes) and Bacteroidota. The resistome changed with an increased RA of tetracycline resistance genes, while drug and biocide resistance genes decreased. The apparent stabilization of microbial community features after 12 weeks of age may reflect a period when gut microbiome structure begins to establish greater stability.IMPORTANCEEarly-life development of the gut microbiome can have lasting effects on animal health, immune maturation, and productivity. Using 16S rRNA gene sequencing together with target-enriched metagenomic sequencing, we provide an in-depth characterization of the fecal microbiome and resistome of antibiotic-naïve dairy calves during early life. We demonstrate that microbiome diversity increased with age while resistome diversity decreased, revealing distinct temporal trajectories and suggesting ecological succession as a potential driver of resistance gene dynamics independent of antimicrobial drug exposure. Major resistome features appeared to stabilize earlier than overall microbiome structure, highlighting critical windows in early development when resistance gene composition may be most dynamic. These findings establish an important baseline for interpreting microbiome-resistome interactions and for evaluating how management practices and antimicrobial exposures may influence calf health and antimicrobial resistance ecology in dairy production systems.

Indexed as

Anti-Bacterial AgentsBacteriaDrug Resistance, BacterialGastrointestinal MicrobiomeMicrobiotaAnimalsCattleDairyingFecesFemaleRNA, Ribosomal, 16STexasWeaningAnti-Bacterial AgentsRNA, Ribosomal, 16Santimicrobial resistancecattlefecesmicrobial ecologyorganic

Identifiers

PMID42059394
PMCPMC13228081

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LicenceCC BY
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Registered trials

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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.