Multi-omics strategy reveals potential role of antimicrobial resistance and virulence factor genes responsible for Simmental diarrheic calves caused by Escherichia coli
Diarrhea
Virulence Factors
Epidemiology
Antibiotic resistance
diarrhea
Cattle Diseases
Microbiology
Gene
metagenome
Diagnosis, Treatment, and Epidemiology of Nontuberculous Mycobacterial Diseases
antibiotic resistance genes
Antibiotics
Biochemistry, Genetics and Molecular Biology
Drug Resistance, Bacterial
Health Sciences
Escherichia coli
Genetics
Animals
Metabolomics
Molecular Biology
Biology
Internal medicine
Escherichia coli Infections
virulence factor genes
Ecology
Obesity-associated Microbiome
Virulence
Life Sciences
Virulence factor
Multiomics
Diversity and Function of Gut Microbiome
Ecology and Evolution of Viruses in Ecosystems
metabolomics
QR1-502
Gastrointestinal Microbiome
Anti-Bacterial Agents
FOS: Biological sciences
Environmental Science
Physical Sciences
Medicine
Cattle
Research Article
DOI:
10.1128/msystems.01348-23
Publication Date:
2024-05-14T13:00:27Z
AUTHORS (10)
ABSTRACT
ABSTRACT
Escherichia coli
(
E. coli
) is reported to be an important pathogen associated with calf diarrhea. Antibiotic resistance genes (ARGs) and virulence factor genes (VFGs) pose a considerable threat to both animal and human health. However, little is known about the characterization of ARGs and VFGs presented in the gut microbiota of diarrheic calves caused by
E. coli
. In this study, we used multi-omics strategy to analyze the ARG and VFG profiles of Simmental calves with diarrhea caused by
E. coli
K99. We found that gut bacterial composition and their microbiome metabolic functions varied greatly in diarrheic calves compared to healthy calves. In total, 175 ARGs were identified, and diarrheal calves showed a significantly higher diversity and abundance of ARGs than healthy calves. Simmental calves with diarrhea showed higher association of VFGs with pili function, curli assembly, and ferrienterobactin transport of
E. coli
. Co-occurrence patterns based on Pearson correlation analysis revealed that
E. coli
had a highly significant (
P
< 0.0001) correlation coefficient (>0.8) with 16 ARGs and 7 VFGs. Metabolomics analysis showed that differentially expressed metabolites in Simmental calves with diarrhea displayed a high correlation with the aforementioned ARGs and VFGs. Phylotype analysis of
E. coli
genomes showed that the predominant phylogroup B1 in diarrheic Simmental calves was associated with 10 ARGs and 3 VFGs. These findings provide an overview of the diversity and abundance of the gut microbiota in diarrheic calves caused by
E. coli
and pave the way for further studies on the mechanisms of antibiotic resistance and virulence in the calves affected with diarrhea.
IMPORTANCE
Simmental is a well-recognized beef cattle breed worldwide. They also suffer significant economic losses due to diarrhea. In this study, fecal metagenomic analysis was applied to characterize the antibiotic resistance gene (ARG) and virulence factor gene (VFG) profiles of diarrheic Simmental calves. We identified key ARGs and VFGs correlated with
Escherichia coli
isolated from Simmental calves. Additionally, metabolomics analysis showed that differentially expressed metabolites in Simmental calves with diarrhea displayed a high correlation with the aforementioned ARGs and VFGs. Our findings provide an insight into the diversity and abundance of the gut microbiota in diarrheic calves caused by
Escherichia coli
and pave the way for further studies on the mechanisms of antibiotic resistance and virulence in the diarrheal calves from cattle hosts.
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