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Composite survival index to compare virulence changes in azole-resistant Aspergillus fumigatus clinical isolates
Eleftheria Mavridou1, Joseph Meletiadis, Pavol Jancura
1Department of Medical Microbiology, Nijmegen Institute for Infection, Inflammation and Immunity, Nijmegen, The Netherlands. MavridouRita@gmail.com
Abstract:
Understanding resistance to antifungal agents in Aspergillus fumigatus is of increasing importance for the treatment of invasive infections in immunocompromised patients. Although a number of molecular resistance mechanisms are described in detail, the potential accompanying virulence changes and impact on clinical outcome have had little attention. We developed a new measure of survival, the composite survival index (CSI) to use as a measure of the virulence properties of A. fumigatus. Using a novel mathematical model we found a strong correlation between the in vitro growth characteristics and virulence in vivo expressed as CSI. Our model elucidates how three critical parameters (the lag phase (τ), decay constant (λ), and growth rate (ν)) interact with each other resulting in a CSI that correlated with virulence. Hence, strains with a long lag phase and high decay constant were less virulent in a murine model of invasive aspergillosis, whereas high virulence for isolates with a high CSI was associated in vitro with rapid growth and short lag phases. Resistant isolates with cyp51A mutations, which account for the majority of azole resistant aspergillosis cases, did not show a lower virulence compared to azole-susceptible isolates. In contrast, the CSI index revealed that a non-cyp51A-mediated resistance mechanism was associated with a dramatic decrease in CSI. Because of its predictive value, the mathematical model developed may serve to explore strain characteristics in vitro to predict virulence in vivo and significantly reduce the number of experimental animals required in such studies. The proposed measure of survival, the CSI can be used more in a general form in survival studies to explore optimal treatment options.
Insights
Understanding antifungal resistance in Aspergillus fumigatus is crucial. A new composite survival index (CSI) correlates in vitro growth with in vivo virulence, aiding prediction and reducing animal testing.
Area of Science:
- Mycology
- Infectious Diseases
- Computational Biology
Background:
- Antifungal resistance in Aspergillus fumigatus poses a significant challenge for immunocompromised patients.
- Limited understanding exists regarding the impact of resistance mechanisms on fungal virulence and clinical outcomes.
Purpose of the Study:
- To develop a novel method for assessing Aspergillus fumigatus virulence.
- To correlate in vitro growth characteristics with in vivo virulence using a mathematical model.
Main Methods:
- Development of a composite survival index (CSI) as a measure of virulence.
- Utilizing a novel mathematical model to analyze in vitro growth parameters (lag phase, decay constant, growth rate).
- Evaluation of virulence in a murine model of invasive aspergillosis.
Main Results:
- A strong correlation was found between in vitro growth characteristics and in vivo virulence (CSI).
- Strains with longer lag phases and higher decay constants exhibited lower virulence.
- Azole-resistant isolates with cyp51A mutations did not show reduced virulence, but non-cyp51A resistance mechanisms were linked to decreased CSI.
Conclusions:
- The developed mathematical model and CSI can predict Aspergillus fumigatus virulence in vitro, potentially reducing animal experimentation.
- The CSI offers a valuable tool for survival studies and optimizing antifungal treatment strategies.
Related Concept Videos
Antifungal Agents
Antimicrobial Effectiveness
Comparing the Survival Analysis of Two or More Groups
