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Published on: April 7, 2021
Age-dependent ventilator-induced lung injury: Mathematical modeling, experimental data, and statistical analysis
Quintessa Hay1, Christopher Grubb2, Sarah Minucci1
1Department of Mathematics & Applied Mathematics, Virginia Commonwealth University, Richmond, Virginia, United States of America.
Older mice show greater lung injury from mechanical ventilation due to differences in macrophage activation and inflammatory responses. A mathematical model highlights repair and M1 macrophage dynamics as key factors in age-related ventilator-induced lung injury.
Area of Science:
- Pulmonary Medicine
- Computational Biology
- Immunology
Background:
- Mechanical ventilation is life-saving but can cause ventilator-induced lung injury (VILI).
- Older individuals exhibit increased respiratory distress and altered inflammatory responses.
- Age-related differences in VILI pathogenesis require further investigation.
Purpose of the Study:
- To investigate age-dependent differences in lung injury following mechanical ventilation.
- To develop a mathematical model of the inflammatory response to VILI.
- To identify key parameters and potential interventions for mitigating VILI in older mice.
Main Methods:
- High-pressure mechanical ventilation of young and old mice for 2 hours.
- Analysis of macrophage phenotypes and lung tissue integrity.
- Development of a mathematical model incorporating inflammatory cells, mediators, epithelial cells, and repair mediators.
- Classification and sensitivity analyses to identify influential model parameters.
Main Results:
- Older mice exhibited greater baseline macrophage activation and significant airspace enlargement post-ventilation.
- The mathematical model identified parameters related to epithelial repair/damage and M1 macrophages as influential.
- In-silico interventions showed the most impact on simulated older mice with pre-existing lung conditions.
- M1 macrophage dynamics and pro-inflammatory responses were highlighted as drivers of age-dependent VILI.
Conclusions:
- Age significantly influences the inflammatory response and susceptibility to VILI.
- Mathematical modeling provides insights into VILI mechanisms and identifies potential therapeutic targets.
- M1 macrophages and pro-inflammatory pathways are critical areas for future research in age-related VILI.
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