Minimal model quantification of pulmonary gas exchange in intensive care patients

Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and simple enough for clinical practice. This study aimed at finding the necessary ‘minimal’ modeling complexity to represent the gas exchange of...

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Published inMedical engineering & physics Vol. 33; no. 2; pp. 240 - 248
Main Authors Karbing, Dan S., Kjærgaard, Søren, Andreassen, Steen, Espersen, Kurt, Rees, Stephen E.
Format Journal Article
LanguageEnglish
Published Kidlington Elsevier Ltd 01.03.2011
Elsevier
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Online AccessGet full text
ISSN1350-4533
1873-4030
1873-4030
DOI10.1016/j.medengphy.2010.10.007

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Abstract Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and simple enough for clinical practice. This study aimed at finding the necessary ‘minimal’ modeling complexity to represent the gas exchange of both oxygen and carbon dioxide. Three models of varying complexity were compared for their ability to fit measured data from intensive care patients and to provide adequate description of patients’ gas exchange abnormalities. Pairwise F-tests showed that a two parameter model provided superior fit to patient data compared to a shunt only model ( p < 0.001), and that a three parameter model provided superior fit compared to the two parameter model ( p < 0.1). The three parameter model describes larger ranges of ventilation to perfusion ratios than the two parameter model, and is identifiable from data routinely available in clinical practice.
AbstractList Abstract Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and simple enough for clinical practice. This study aimed at finding the necessary ‘minimal’ modeling complexity to represent the gas exchange of both oxygen and carbon dioxide. Three models of varying complexity were compared for their ability to fit measured data from intensive care patients and to provide adequate description of patients’ gas exchange abnormalities. Pairwise F -tests showed that a two parameter model provided superior fit to patient data compared to a shunt only model ( p < 0.001), and that a three parameter model provided superior fit compared to the two parameter model ( p < 0.1). The three parameter model describes larger ranges of ventilation to perfusion ratios than the two parameter model, and is identifiable from data routinely available in clinical practice.
Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and simple enough for clinical practice. This study aimed at finding the necessary ‘minimal’ modeling complexity to represent the gas exchange of both oxygen and carbon dioxide. Three models of varying complexity were compared for their ability to fit measured data from intensive care patients and to provide adequate description of patients’ gas exchange abnormalities. Pairwise F-tests showed that a two parameter model provided superior fit to patient data compared to a shunt only model ( p < 0.001), and that a three parameter model provided superior fit compared to the two parameter model ( p < 0.1). The three parameter model describes larger ranges of ventilation to perfusion ratios than the two parameter model, and is identifiable from data routinely available in clinical practice.
Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and simple enough for clinical practice. This study aimed at finding the necessary 'minimal' modeling complexity to represent the gas exchange of both oxygen and carbon dioxide. Three models of varying complexity were compared for their ability to fit measured data from intensive care patients and to provide adequate description of patients' gas exchange abnormalities. Pairwise F-tests showed that a two parameter model provided superior fit to patient data compared to a shunt only model (p < 0.001), and that a three parameter model provided superior fit compared to the two parameter model (p < 0.1). The three parameter model describes larger ranges of ventilation to perfusion ratios than the two parameter model, and is identifiable from data routinely available in clinical practice.
Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and simple enough for clinical practice. This study aimed at finding the necessary 'minimal' modeling complexity to represent the gas exchange of both oxygen and carbon dioxide. Three models of varying complexity were compared for their ability to fit measured data from intensive care patients and to provide adequate description of patients' gas exchange abnormalities. Pairwise F-tests showed that a two parameter model provided superior fit to patient data compared to a shunt only model (p<0.001), and that a three parameter model provided superior fit compared to the two parameter model (p<0.1). The three parameter model describes larger ranges of ventilation to perfusion ratios than the two parameter model, and is identifiable from data routinely available in clinical practice.Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and simple enough for clinical practice. This study aimed at finding the necessary 'minimal' modeling complexity to represent the gas exchange of both oxygen and carbon dioxide. Three models of varying complexity were compared for their ability to fit measured data from intensive care patients and to provide adequate description of patients' gas exchange abnormalities. Pairwise F-tests showed that a two parameter model provided superior fit to patient data compared to a shunt only model (p<0.001), and that a three parameter model provided superior fit compared to the two parameter model (p<0.1). The three parameter model describes larger ranges of ventilation to perfusion ratios than the two parameter model, and is identifiable from data routinely available in clinical practice.
Author Andreassen, Steen
Rees, Stephen E.
Kjærgaard, Søren
Karbing, Dan S.
Espersen, Kurt
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Issue 2
Keywords Intensive care
Theoretical models
Respiratory insufficiency
Ventilation–perfusion ratio
Respiratory function tests
Human
Ventilation perfusion relationship
Respiratory disease
Ventilation-perfusion ratio
Modeling
Lung function
Theoretical model
Respiratory failure
Gas exchange
Mathematical model
Comparative study
Biomedical engineering
Language English
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Snippet Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe physiology and...
Abstract Mathematical models are required to describe pulmonary gas exchange. The challenge remains to find models which are complex enough to describe...
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SubjectTerms Anesthesia. Intensive care medicine. Transfusions. Cell therapy and gene therapy
Biological and medical sciences
Carbon Dioxide - metabolism
Computer Simulation
Computerized, statistical medical data processing and models in biomedicine
Critical Care - methods
Emergency and intensive respiratory care
Humans
Intensive care
Intensive care medicine
Lung - physiopathology
Medical sciences
Models and simulation
Models, Biological
Models, Statistical
Monitoring, Physiologic - instrumentation
Oxygen - metabolism
Pneumology
Pulmonary Gas Exchange - physiology
Radiology
Reproducibility of Results
Respiration
Respiration, Artificial - instrumentation
Respiratory function tests
Respiratory Function Tests - instrumentation
Respiratory insufficiency
Respiratory Insufficiency - pathology
Respiratory system : syndromes and miscellaneous diseases
Sensitivity and Specificity
Theoretical models
Ventilation-Perfusion Ratio - physiology
Ventilation–perfusion ratio
Title Minimal model quantification of pulmonary gas exchange in intensive care patients
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https://dx.doi.org/10.1016/j.medengphy.2010.10.007
https://www.ncbi.nlm.nih.gov/pubmed/21050794
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