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Record W4416210027 · doi:10.1128/spectrum.01787-25

Reversion of heme-dependent metronidazole resistance in <i>Clostridioides difficile</i>

2025· article· en· W4416210027 on OpenAlexaff
L.B. Louis, Firyal Ramzan, Dale D. O. Martin, Abiola Olumuyiwa Olaitan

Bibliographic record

VenueMicrobiology Spectrum · 2025
Typearticle
Languageen
FieldMedicine
TopicClostridium difficile and Clostridium perfringens research
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsMetronidazoleReversionAnaerobic exerciseAntibiotic resistanceAntibioticsDrug resistanceAnaerobic bacteria

Abstract

fetched live from OpenAlex

ABSTRACT Since the emergence of epidemic Clostridioides difficile in the early 2000s, reduced susceptibility to metronidazole (MTZ), once a frontline antibiotic for treating C. difficile infection, has emerged. Consequently, MTZ is no longer a guideline-recommended antibiotic in many countries. Heme and Nim proteins have been shown to co-mediate MTZ non-susceptibility by increasing the MTZ minimum inhibitory concentration (MIC). This study aimed to identify drugs that reverse heme-dependent MTZ non-susceptibility in C. difficile . Drugs known to interfere with heme were screened for their ability to inhibit MTZ non-susceptible C. difficile . Broth and agar dilution methods were used to assess the reversion of MTZ non-susceptibility in diverse clinical isolates, and checkerboard assay was used to determine drug-MTZ interactions. Gene expression analysis was performed using quantitative PCR and reporter assays. We uncovered artemisinin (ART) as an adjuvant capable of resensitizing heme-dependent MTZ non-susceptible C. difficile . ART reduced elevated MTZ MIC (1–8 µg/mL) in non-susceptible strains to the susceptible level (≤0.5 µg/mL) despite the presence of heme. Additionally, we demonstrated that ART reverses nim -mediated MTZ resistance in Bacteroides fragilis . The findings showed that ART significantly reduced intracellular hemin levels in C. difficile , even in the presence of exogenous hemin. This study identifies an adjuvant that repotentiates MTZ activity in non-susceptible C. difficile , where resistance is co-mediated by heme and the nim gene, offering a novel approach to restore MTZ susceptibility in anaerobes. IMPORTANCE Metronidazole (MTZ) is a widely used antibiotic for treating anaerobic bacterial infections, including Clostridioides difficile infection. However, the increasing emergence of MTZ resistance among anaerobic pathogens poses a significant threat to its continued clinical effectiveness. Heme-dependent MTZ resistance, one of the mechanisms of resistance, has been associated with poorer treatment outcomes in patients. In this study, we identified artemisinin (ART) and demonstrated that it can reverse heme-dependent MTZ resistance in diverse clinical isolates of C. difficile . Furthermore, ART effectively reversed resistance mediated by the nim genes in both C. difficile and Bacteroides fragilis . These findings open a possible avenue for restoring the efficacy of MTZ against resistant anaerobic bacteria, particularly those with the Nim-mediated resistance mechanism.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.009
GPT teacher head0.267
Teacher spread0.258 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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