# Integrated FTIR and Whole-Genome Sequencing Reveal Scale-Dependent Genotype–Phenotype Relationships in Multidrug-Resistant Pseudomonas aeruginosa

**Authors:** György Lengyel, Eszter Kaszab, Enikő Fehér, Szilvia Marton, László Orosz, Ágnes Sarkadi-Nagy, Katalin Burián, Krisztián Bányai

PMC · DOI: 10.3390/pathogens15020189 · Pathogens · 2026-02-08

## TL;DR

This study combines genome sequencing and infrared spectroscopy to explore how genetic differences in drug-resistant Pseudomonas aeruginosa relate to observable traits.

## Contribution

The study introduces a novel integrated approach using WGS and FTIR to reveal scale-dependent genotype-phenotype relationships in multidrug-resistant P. aeruginosa.

## Key findings

- Genomic analysis showed a conserved resistance backbone supplemented by acquired resistance genes and variable virulence factors.
- FTIR spectroscopy captured phenotypic variation linked to regulatory and metabolic adaptations rather than deep phylogeny.
- Scale-dependent agreement between genomic and phenotypic data supports FTIR as a rapid screening tool for outbreak surveillance.

## Abstract

Multidrug-resistant Pseudomonas aeruginosa is a major cause of healthcare-associated infections, particularly in high-burden clinical settings where rapid tools to capture clinically relevant resistance and virulence phenotypes are needed. In this study, we applied an integrated whole-genome sequencing (WGS) and Fourier-transform infrared (FTIR) spectroscopy approach to evaluate genotype–phenotype relationships in multidrug-resistant P. aeruginosa isolates collected during the COVID-19 pandemic. High-quality WGS data were used to characterize antimicrobial resistance determinants, mobile genetic elements, and virulence gene repertoires, while FTIR spectroscopy provided culture-based phenotypic fingerprints reflecting cell envelope composition. Genomic analyses revealed a conserved efflux-centered intrinsic resistance backbone, variably supplemented by acquired β-lactamases and aminoglycoside-modifying enzymes, alongside a largely conserved core virulome with heterogeneity driven primarily by type III secretion system effector profiles. Comparison of FTIR- and WGS-derived distance matrices revealed a weak but statistically significant global association, indicating a non-linear relationship between genomic relatedness and phenotypic similarity. Cluster-level concordance was strongly scale-dependent, with high agreement emerging only at finer clustering resolutions, consistent with FTIR capturing phenotypic variation linked to regulatory, metabolic, and cell envelope adaptations rather than deep phylogenetic structure. Together, these findings show that multidrug resistance and virulence in P. aeruginosa are shaped by a modular genomic architecture that manifests as distinct, measurable phenotypic states. The observed scale-dependent concordance supports FTIR spectroscopy as a rapid, cost-effective phenotypic screening tool for outbreak-oriented surveillance, complementing WGS in integrated antimicrobial resistance monitoring workflows.

## Linked entities

- **Species:** Pseudomonas aeruginosa (taxon 287)

## Full-text entities

- **Genes:** VIM-2 [NCBI Gene 14678525], tet(A) [NCBI Gene 4290853], Beta-Lactamase [NCBI Gene 4290808], sul1 [NCBI Gene 14678523], qacEDelta1 [NCBI Gene 14678524]
- **Diseases:** cytotoxic (MESH:D064420), COVID-19 (MESH:D000086382), infection (MESH:D007239), AMR (MESH:D060467), Antibiotic (MESH:D004761), MDR (MESH:D018088), injury to (MESH:D014947)
- **Chemicals:** fluoroquinolones (MESH:D024841), trimethoprim (MESH:D014295), tetracycline (MESH:D013752), OXA (-), silicon (MESH:D012825), beta-lactam (MESH:D047090), lipopolysaccharide (MESH:D008070), lipid (MESH:D008055), agar (MESH:D000362), sulfonamide (MESH:D013449), polysaccharide (MESH:D011134), alginate (MESH:D000464), Aminoglycoside (MESH:D000617), ethanol (MESH:D000431), lipid A (MESH:D008050), tetracyclines (MESH:D013754), carbapenem (MESH:D015780), iron (MESH:D007501), water (MESH:D014867)
- **Species:** Homo sapiens (human, species) [taxon 9606], Pseudomonas mosselii (species) [taxon 78327], Pseudomonas aeruginosa (species) [taxon 287], Enterobacterales (order) [taxon 91347]

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12942922/full.md

## References

52 references — full list in the complete paper: https://tomesphere.com/paper/PMC12942922/full.md

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Source: https://tomesphere.com/paper/PMC12942922