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 in | Medical engineering & physics Vol. 33; no. 2; pp. 240 - 248 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Kidlington
Elsevier Ltd
01.03.2011
Elsevier |
Subjects | |
Online Access | Get full text |
ISSN | 1350-4533 1873-4030 1873-4030 |
DOI | 10.1016/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 |
Author_xml | – sequence: 1 givenname: Dan S. surname: Karbing fullname: Karbing, Dan S. email: dank@hst.aau.dk organization: Center for Model-based Medical Decision Support, Department of Health Science and Technology, Aalborg University, Fredrik Bajers Vej 7, E4-204, DK-9220 Aalborg East, Denmark – sequence: 2 givenname: Søren surname: Kjærgaard fullname: Kjærgaard, Søren organization: Anaesthesia and Intensive Care, Region North Jutland, Aalborg Hospital, Aarhus University, Søndre Skovvej 3, 2nd Floor, DK-9000 Aalborg, Denmark – sequence: 3 givenname: Steen surname: Andreassen fullname: Andreassen, Steen organization: Center for Model-based Medical Decision Support, Department of Health Science and Technology, Aalborg University, Fredrik Bajers Vej 7, E4-204, DK-9220 Aalborg East, Denmark – sequence: 4 givenname: Kurt surname: Espersen fullname: Espersen, Kurt organization: Department of Intensive Care, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen East, Denmark – sequence: 5 givenname: Stephen E. surname: Rees fullname: Rees, Stephen E. organization: Center for Model-based Medical Decision Support, Department of Health Science and Technology, Aalborg University, Fredrik Bajers Vej 7, E4-204, DK-9220 Aalborg East, Denmark |
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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 |
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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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