Comparison of generic and subject-specific models for simulation of pulmonary perfusion and forced expiration
The goal of translating multiscale model analysis of pulmonary function into population studies is challenging because of the need to derive a geometric model for each subject. This could be addressed by using a generic model with appropriate customization to subject-specific data. Here, we present...
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| Published in | Interface focus Vol. 5; no. 2; p. 20140090 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
England
The Royal Society
06.04.2015
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| Subjects | |
| Online Access | Get full text |
| ISSN | 2042-8898 2042-8901 2042-8901 |
| DOI | 10.1098/rsfs.2014.0090 |
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| Abstract | The goal of translating multiscale model analysis of pulmonary function into population studies is challenging because of the need to derive a geometric model for each subject. This could be addressed by using a generic model with appropriate customization to subject-specific data. Here, we present a quantitative comparison of simulating two fundamental behaviours of the lung—its haemodynamic response to vascular occlusion, and the forced expiration in 1 s (FEV1) following bronchoconstriction—in subject-specific and generic models. When the subjects are considered as a group, there is no significant difference between predictions of mean pulmonary artery pressure (mPAP), pulmonary vascular resistance or forced expiration; however, significant differences are apparent in the prediction of arterial oxygen, for both baseline and post-occlusion. Despite the apparent consistency of the generic and subject-specific models, a third of subjects had generic model under-prediction of the increase in mPAP following occlusion, and half had the decrease in arterial oxygen over-predicted; two subjects had considerable differences in the percentage reduction of FEV1 following bronchoconstriction. The generic model approach can be useful for physiologically directed studies but is not appropriate for simulating pathophysiological function that is strongly dependent on interaction with lung structure. |
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| AbstractList | The goal of translating multiscale model analysis of pulmonary function into population studies is challenging because of the need to derive a geometric model for each subject. This could be addressed by using a generic model with appropriate customization to subject-specific data. Here, we present a quantitative comparison of simulating two fundamental behaviours of the lung—its haemodynamic response to vascular occlusion, and the forced expiration in 1 s (FEV1) following bronchoconstriction—in subject-specific and generic models. When the subjects are considered as a group, there is no significant difference between predictions of mean pulmonary artery pressure (mPAP), pulmonary vascular resistance or forced expiration; however, significant differences are apparent in the prediction of arterial oxygen, for both baseline and post-occlusion. Despite the apparent consistency of the generic and subject-specific models, a third of subjects had generic model under-prediction of the increase in mPAP following occlusion, and half had the decrease in arterial oxygen over-predicted; two subjects had considerable differences in the percentage reduction of FEV1 following bronchoconstriction. The generic model approach can be useful for physiologically directed studies but is not appropriate for simulating pathophysiological function that is strongly dependent on interaction with lung structure. The goal of translating multiscale model analysis of pulmonary function into population studies is challenging because of the need to derive a geometric model for each subject. This could be addressed by using a generic model with appropriate customization to subject-specific data. Here, we present a quantitative comparison of simulating two fundamental behaviours of the lung—its haemodynamic response to vascular occlusion, and the forced expiration in 1 s (FEV 1 ) following bronchoconstriction—in subject-specific and generic models. When the subjects are considered as a group, there is no significant difference between predictions of mean pulmonary artery pressure (mPAP), pulmonary vascular resistance or forced expiration; however, significant differences are apparent in the prediction of arterial oxygen, for both baseline and post-occlusion. Despite the apparent consistency of the generic and subject-specific models, a third of subjects had generic model under-prediction of the increase in mPAP following occlusion, and half had the decrease in arterial oxygen over-predicted; two subjects had considerable differences in the percentage reduction of FEV 1 following bronchoconstriction. The generic model approach can be useful for physiologically directed studies but is not appropriate for simulating pathophysiological function that is strongly dependent on interaction with lung structure. |
| Author | Hedges, Kerry L. Tawhai, Merryn H. Clark, Alys R. |
| AuthorAffiliation | Auckland Bioengineering Institute , University of Auckland , Private Bag 92019, Auckland , New Zealand |
| AuthorAffiliation_xml | – name: Auckland Bioengineering Institute , University of Auckland , Private Bag 92019, Auckland , New Zealand |
| Author_xml | – sequence: 1 givenname: Kerry L. surname: Hedges fullname: Hedges, Kerry L. – sequence: 2 givenname: Alys R. surname: Clark fullname: Clark, Alys R. – sequence: 3 givenname: Merryn H. surname: Tawhai fullname: Tawhai, Merryn H. email: m.tawhai@auckland.ac.nz |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/25844154$$D View this record in MEDLINE/PubMed |
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| CitedBy_id | crossref_primary_10_1513_AnnalsATS_202211_915ST crossref_primary_10_1016_j_jtbi_2020_110337 crossref_primary_10_1109_TIM_2020_2968727 crossref_primary_10_1152_japplphysiol_00898_2023 crossref_primary_10_1098_rsfs_2015_0003 crossref_primary_10_1371_journal_pone_0144105 crossref_primary_10_1177_0954411916683221 crossref_primary_10_1016_j_cmpb_2019_03_014 crossref_primary_10_1002_wsbm_1349 crossref_primary_10_1016_j_morpho_2019_09_003 crossref_primary_10_1097_CCM_0000000000004073 crossref_primary_10_1152_ajpheart_00591_2022 crossref_primary_10_1016_j_resp_2022_103884 crossref_primary_10_3389_fphys_2023_1186646 crossref_primary_10_1016_j_jtbi_2017_08_024 |
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| Notes | Theme issue ‘Multiscale modelling in biomechanics: theoretical, computational and translational challenges’ organized by Marco Viceconti, Ahmet Erdemir, Merryn Tawhai and Jay Humphrey ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 One contribution of 11 to a theme issue ‘Multiscale modelling in biomechanics: theoretical, computational and translational challenges’. |
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| SubjectTerms | Acute Pulmonary Embolism Forced Expiration Pulmonary Perfusion Wave Speed Limitation |
| Title | Comparison of generic and subject-specific models for simulation of pulmonary perfusion and forced expiration |
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