Variability in competitive fitness among environmental and clinical azole-resistant <i>Aspergillus fumigatus</i> isolates
Bibliographic record
Abstract
ABSTRACT Azoles are the primary antifungal drugs used to treat infections caused by Aspergillus fumigatus . However, the emergence of azole resistance in A. fumigatus has become a global health concern despite the low proportion of resistant isolates in natural populations. In bacteria, antibiotic resistance incurs a fitness cost that renders strains less competitive in the absence of antibiotics. Consequently, fitness cost is a key determinant of the spread of resistant mutations. However, the cost of azole resistance and its underlying causes in A. fumigatus remain poorly understood. In this observation, we revealed that the 10 out of 15 screened azole-resistant isolates, which possessed the most common azole-targeted cyp51A mutations, particularly the presence of tandem repeats in the promoter region, exhibit fitness cost when competing with the susceptible isolates in azole-free environments. These results suggest that fitness cost may significantly influence the dynamics of azole resistance, which ultimately contributes to the low prevalence of azole-resistant A. fumigatus isolates in the environment and clinic. By constructing in situ cyp51A mutations in a parental azole-susceptible strain and reintroducing the wild-type cyp51A gene into the azole-resistant strains, we demonstrated that fitness cost is not directly dependent on cyp51A mutations but is instead associated with the evolution of variable mutations related to conidial germination or other unknown development-related processes. Importantly, our observations unexpectedly revealed that some azole-resistant isolates showed no detectable fitness cost, and some even exhibited significantly increased competitive fitness in azole-free environments, highlighting the potential risk associated with the prevalence of these isolates. IMPORTANCE Azole resistance in the human fungal pathogen Aspergillus fumigatus presents a global public health challenge. Understanding the epidemic trends and evolutionary patterns of azole resistance is critical to prevent and control the spread of azole-resistant isolates. The primary cause is the mutation of the drug target 14α-sterol-demethylase Cyp51A, yet its impact on competitive ability remains uncertain. Our competition assays revealed a diverse range of fitness outcomes for environmental and clinical cyp51A -mutated isolates. We have shown that this fitness cost is not reliant on cyp51A mutations but might be linked to unknown mutations induced by stress conditions. Among these isolates, the majority displayed fitness costs, while a few displayed enhanced competitive ability, which may have a potential risk of spread and the need to closely monitor these isolates. Our observation reveals the variation in fitness costs among azole-resistant isolates of A. fumigatus , highlighting the significant role of fitness cost in the spread of resistant strains.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".