# Analysis of Multi-Antimicrobial Resistance Patterns in U.S. Foodborne Pathogens (2015–2025) Using Data from the NCBI Pathogen Isolates Browser

**Authors:** Daniel Lao, Leo Pan-Wang, Kenneth Tianyi Yu, Yanzhi Chen, Erin Yang, Tailin Chen, Zuyi Huang

PMC · DOI: 10.3390/pathogens15010027 · Pathogens · 2025-12-24

## TL;DR

This study analyzes antimicrobial resistance patterns in U.S. foodborne pathogens from 2015 to 2025, revealing how resistance evolves through coordinated gene-drug-pathogen interactions.

## Contribution

The study identifies key antimicrobials and resistance genes driving multidrug resistance in foodborne pathogens using multivariate analysis of NCBI data.

## Key findings

- Tetracycline is a foundational driver of multidrug resistance in U.S. foodborne pathogens.
- Salmonella enterica dominates higher-order antimicrobial resistance categories.
- Resistance evolves through coordinated gene-drug-pathogen interactions rather than isolated events.

## Abstract

Antimicrobial resistance (AMR) in foodborne pathogens poses a major threat to global public health and food safety. Using 9393 U.S. isolates of Salmonella enterica, Campylobacter jejuni, and Escherichia coli/Shigella collected from poultry, cattle, and swine between 2015 and 2025 and archived in the NCBI Pathogen Isolates Browser, we applied multivariate statistical analysis to characterize antimicrobial resistance patterns in isolates showing resistance to one to six antimicrobials (AMR-1 to AMR-6). Six antimicrobials—tetracycline, streptomycin, sulfisoxazole, ampicillin, nalidixic acid, and ciprofloxacin—were identified through PCA-guided clustering and frequency profiling as the principal axes of co-resistance across pathogens. Tetracycline emerged as a foundational driver of multidrug resistance, while C. jejuni contributed almost exclusively to single-drug resistance and Salmonella enterica dominated higher-order AMR categories, reflecting species-specific ecological and genomic constraints. Gene analyses revealed a progressive, modular accumulation of resistance determinants, led by efflux pumps (mdsA, mdsB), tetracycline genes (tetA/B/O), aminoglycoside-modifying enzymes, sulfonamide genes (sul1/sul2), quinolone resistance determinants (gyrA, acrF, mdtM), and β-lactamases (blaEC, blaOXA, blaCTX). Together, these results demonstrate that multidrug resistance in U.S. foodborne pathogens evolves through coordinated gene–drug–pathogen interactions rather than isolated events, underscoring the need for integrated surveillance and targeted stewardship strategies focused on the dominant antimicrobials and high-risk foodborne pathogens.

## Linked entities

- **Genes:** mdsB (multidrug efflux RND transporter permease subunit MdsB) [NCBI Gene 44979336], tet(A) (tetracycline efflux MFS transporter Tet(A)) [NCBI Gene 33941499], tetB (multifunctional tetracycline-metal/H+ antiporter and Na+(K+)/H+ antiporter) [NCBI Gene 937890], tet(O) (tetracycline resistance ribosomal protection protein Tet(O)) [NCBI Gene 8154417], sul-1 (Putative extracellular sulfatase Sulf-1 homolog) [NCBI Gene 180619], sul-2 (Sulfatase N-terminal domain-containing protein) [NCBI Gene 179194], GYRA (DNA GYRASE A) [NCBI Gene 820238], acrF (multidrug efflux pump RND permease AcrF) [NCBI Gene 947768], mdtM (multidrug efflux system protein) [NCBI Gene 913623], blaOXA (class D beta-lactamase) [NCBI Gene 1132971]
- **Chemicals:** tetracycline (PubChem CID 54675776), streptomycin (PubChem CID 5297), sulfisoxazole (PubChem CID 5344), ampicillin (PubChem CID 6249), nalidixic acid (PubChem CID 4421), ciprofloxacin (PubChem CID 2764)
- **Species:** Salmonella enterica (taxon 28901), Campylobacter jejuni (taxon 197), Escherichia coli (taxon 562), Shigella (taxon 620)

## Full-text entities

- **Chemicals:** Tetracycline (MESH:D013752), nalidixic acid (MESH:D009268), sulfonamide (MESH:D013449), quinolone (MESH:D015363), ampicillin (MESH:D000667), sul1/sul2 (-), aminoglycoside (MESH:D000617), sulfisoxazole (MESH:D013444), streptomycin (MESH:D013307), ciprofloxacin (MESH:D002939)
- **Species:** Sus scrofa (pig, species) [taxon 9823], Escherichia coli (E. coli, species) [taxon 562], Campylobacter jejuni (species) [taxon 197], Shigella (genus) [taxon 620], Salmonella enterica (species) [taxon 28901], Bos taurus (bovine, species) [taxon 9913]

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12845395/full.md

## References

48 references — full list in the complete paper: https://tomesphere.com/paper/PMC12845395/full.md

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Source: https://tomesphere.com/paper/PMC12845395