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...

Full description

Saved in:
Bibliographic Details
Published inInterface focus Vol. 5; no. 2; p. 20140090
Main Authors Hedges, Kerry L., Clark, Alys R., Tawhai, Merryn H.
Format Journal Article
LanguageEnglish
Published England The Royal Society 06.04.2015
Subjects
Online AccessGet full text
ISSN2042-8898
2042-8901
2042-8901
DOI10.1098/rsfs.2014.0090

Cover

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.
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
BookMark eNqFUc1vFCEUJ6bG1tqrRzNHL7sFBnbgYmI2Vk2amFg9kzcMVDYzMMLQuv71Mp3Wj5oqF-Dx-3jvx1N04IM3CD0neE2wFKcx2bSmmLA1xhI_QkcUM7oSEpODu7OQ4hCdpLTDZbENEZg-QYeUC8YIZ0do2IZhhOhS8FWw1aXxJjpdge-qlNud0dMqjUY7W4pD6EyfKhtildyQe5jcwhpzPwQPcV-NJtqc5vKsUJDadJX5Nrp4A36GHlvokzm53Y_R57M3n7bvVucf3r7fvj5faU7ZtAIJFhppcc1qIhqqW86FhsZSsaGbuhWEQGfBasE5MOiYlJ0gLWjSQNM2TX2MThfd7EfYX0PfqzG6oXSoCFZzdmrOTs3ZqTm7wni1MMbcDqbTxk8RfrECOPXni3df1GW4UqxmVPJZ4OWtQAxfs0mTGlzSpu_Bm5CTIpuGUELLIAX64nevnyZ3v1IAbAHoGFKKxirtppsAi7XrH55hfY_236FhIcSwL98RtDPTXu1Cjr5c1ceLs4sr7qjCoia4qRmW6rsbFxWuXErZKHpP9G-P-l8eD3T2A0Vl50k
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
Cites_doi 10.1152/japplphysiol.00868.2012
10.1007/s10439-014-1011-y
10.1114/1.161
10.4103/2045-8932.87302
10.1152/jappl.1991.71.2.620
10.1007/978-3-642-87553-3
10.1115/1.4028800
10.1152/japplphysiol.00324.2009
10.1114/1.1588651
10.1016/0034-5687(70)90093-9
10.1109/ISBI.2012.6235821
10.1152/japplphysiol.01133.2007
10.1152/jappl.1983.55.4.1341
10.1093/rpd/ncq522
10.1152/jappl.1982.52.1.44
10.1007/978-1-4419-6856-2
10.1016/S0022-2836(65)80285-6
10.1152/ajpheart.00762.2002
10.1161/01.RES.30.4.451
10.1152/japplphysiol.00775.2010
10.1111/j.1440-1843.2012.02250.x
10.3389/fphys.2012.00191
10.1152/japplphysiol.01033.2004
10.1016/j.jtbi.2012.01.042
10.1089/jamp.2013.1072
10.1152/jappl.1963.18.3.519
10.1152/jappl.1971.31.2.207
10.4103/2045-8932.105035
10.1016/0010-4825(86)90034-X
10.1152/japplphysiol.01177.2009
10.1038/nature03490
10.1016/j.resp.2006.11.001
10.1152/jappl.1977.43.3.498
10.1152/jappl.1960.15.3.405
10.1152/jappl.1969.26.4.472
10.1152/jappl.1981.51.5.1072
10.1152/japplphysiol.00391.2005
10.1152/jappl.1990.68.4.1501
10.1113/jphysiol.1949.sp004363
10.1093/ajcn/72.6.1451
10.1152/jappl.1997.83.4.1370
10.1152/japplphysiol.00912.2003
10.1152/jappl.1997.82.3.908
10.1152/japplphysiol.00569.2002
10.1152/japplphysiol.01289.2006
10.1007/s10237-014-0563-y
10.1378/chest.130.4.1055
10.1152/jappl.1964.19.4.713
10.1016/j.jcp.2012.12.007
10.1152/japplphysiol.00520.2004
10.1002/cnm.1386
10.1007/s10439-009-9802-2
ContentType Journal Article
Copyright 2015 The Author(s) Published by the Royal Society. All rights reserved.
2015 The Author(s) Published by the Royal Society. All rights reserved. 2015
Copyright_xml – notice: 2015 The Author(s) Published by the Royal Society. All rights reserved.
– notice: 2015 The Author(s) Published by the Royal Society. All rights reserved. 2015
DBID AAYXX
CITATION
NPM
7X8
5PM
ADTOC
UNPAY
DOI 10.1098/rsfs.2014.0090
DatabaseName CrossRef
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
PubMed
MEDLINE - Academic
DatabaseTitleList
CrossRef
MEDLINE - Academic

PubMed
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
DocumentTitleAlternate Multi-scale models of the lung
EISSN 2042-8901
EndPage 20140090
ExternalDocumentID 10.1098/rsfs.2014.0090
PMC4342950
25844154
10_1098_rsfs_2014_0090
Genre Journal Article
GroupedDBID 0R~
4.4
53G
5VS
AAKDD
ABXXB
ACQIA
ADBBV
AENEX
ALMA_UNASSIGNED_HOLDINGS
AOIJS
BAWUL
BTFSW
DIK
EBS
EJD
HYE
HZ~
ICLEN
KQ8
MV1
NSAHA
O9-
OK1
OP1
RHF
RPM
RRY
V1E
AAYXX
ALMYZ
CITATION
H13
NPM
7X8
5PM
ACRPL
ADNMO
ADTOC
AGPVY
AGQPQ
AJZGM
BGBPD
UNPAY
ID FETCH-LOGICAL-c524t-a9afa79f03431872cb558ca7f286263b811adfafc855a4ad499d81bac17a7b773
IEDL.DBID UNPAY
ISSN 2042-8898
2042-8901
IngestDate Wed Oct 29 11:50:12 EDT 2025
Tue Sep 30 15:33:41 EDT 2025
Thu Jul 10 17:41:30 EDT 2025
Thu Apr 03 07:07:04 EDT 2025
Thu Apr 24 22:51:17 EDT 2025
Tue Jul 01 02:38:23 EDT 2025
Wed Jan 17 02:37:15 EST 2024
Tue May 24 16:17:53 EDT 2022
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords pulmonary perfusion
acute pulmonary embolism
wave speed limitation
forced expiration
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c524t-a9afa79f03431872cb558ca7f286263b811adfafc855a4ad499d81bac17a7b773
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’.
OpenAccessLink https://proxy.k.utb.cz/login?url=https://royalsocietypublishing.org/doi/pdf/10.1098/rsfs.2014.0090
PMID 25844154
PQID 1671212558
PQPubID 23479
PageCount 1
ParticipantIDs crossref_citationtrail_10_1098_rsfs_2014_0090
pubmed_primary_25844154
crossref_primary_10_1098_rsfs_2014_0090
pubmedcentral_primary_oai_pubmedcentral_nih_gov_4342950
unpaywall_primary_10_1098_rsfs_2014_0090
royalsociety_journals_RSFSv5i2_0831073409_zip_rsfs_5_issue_2_rsfs_2014_0090_rsfs_2014_0090
royalsociety_journals_10_1098_rsfs_2014_0090
proquest_miscellaneous_1671212558
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2015-04-06
PublicationDateYYYYMMDD 2015-04-06
PublicationDate_xml – month: 04
  year: 2015
  text: 2015-04-06
  day: 06
PublicationDecade 2010
PublicationPlace England
PublicationPlace_xml – name: England
PublicationTitle Interface focus
PublicationTitleAbbrev Interface Focus
PublicationTitleAlternate Interface Focus
PublicationYear 2015
Publisher The Royal Society
Publisher_xml – name: The Royal Society
References e_1_3_4_3_2
Burrowes KS (e_1_3_4_45_2) 2010; 26
West JB (e_1_3_4_52_2) 2000
e_1_3_4_9_2
e_1_3_4_7_2
e_1_3_4_40_2
e_1_3_4_5_2
e_1_3_4_23_2
e_1_3_4_44_2
e_1_3_4_21_2
e_1_3_4_42_2
e_1_3_4_27_2
e_1_3_4_48_2
e_1_3_4_25_2
e_1_3_4_46_2
e_1_3_4_29_2
e_1_3_4_30_2
e_1_3_4_51_2
e_1_3_4_11_2
e_1_3_4_34_2
e_1_3_4_55_2
e_1_3_4_32_2
e_1_3_4_53_2
e_1_3_4_15_2
e_1_3_4_38_2
e_1_3_4_13_2
e_1_3_4_36_2
e_1_3_4_19_2
e_1_3_4_17_2
e_1_3_4_2_2
e_1_3_4_8_2
e_1_3_4_41_2
e_1_3_4_6_2
e_1_3_4_4_2
e_1_3_4_22_2
e_1_3_4_20_2
e_1_3_4_43_2
Clark AR (e_1_3_4_28_2) 2013
e_1_3_4_26_2
e_1_3_4_49_2
e_1_3_4_24_2
e_1_3_4_47_2
e_1_3_4_50_2
e_1_3_4_12_2
e_1_3_4_33_2
e_1_3_4_54_2
e_1_3_4_10_2
e_1_3_4_31_2
e_1_3_4_16_2
e_1_3_4_37_2
e_1_3_4_14_2
e_1_3_4_35_2
e_1_3_4_18_2
e_1_3_4_39_2
References_xml – ident: e_1_3_4_31_2
  doi: 10.1152/japplphysiol.00868.2012
– ident: e_1_3_4_27_2
  doi: 10.1007/s10439-014-1011-y
– ident: e_1_3_4_12_2
  doi: 10.1114/1.161
– volume-title: Respiratory physiology: the essentials
  year: 2000
  ident: e_1_3_4_52_2
– ident: e_1_3_4_3_2
  doi: 10.4103/2045-8932.87302
– ident: e_1_3_4_18_2
  doi: 10.1152/jappl.1991.71.2.620
– ident: e_1_3_4_10_2
  doi: 10.1007/978-3-642-87553-3
– ident: e_1_3_4_7_2
  doi: 10.1115/1.4028800
– ident: e_1_3_4_25_2
  doi: 10.1152/japplphysiol.00324.2009
– ident: e_1_3_4_36_2
  doi: 10.1114/1.1588651
– ident: e_1_3_4_50_2
  doi: 10.1016/0034-5687(70)90093-9
– ident: e_1_3_4_30_2
  doi: 10.1109/ISBI.2012.6235821
– ident: e_1_3_4_37_2
  doi: 10.1152/japplphysiol.01133.2007
– ident: e_1_3_4_47_2
  doi: 10.1152/jappl.1983.55.4.1341
– ident: e_1_3_4_8_2
  doi: 10.1093/rpd/ncq522
– ident: e_1_3_4_35_2
  doi: 10.1152/jappl.1982.52.1.44
– ident: e_1_3_4_43_2
  doi: 10.1007/978-1-4419-6856-2
– ident: e_1_3_4_53_2
  doi: 10.1016/S0022-2836(65)80285-6
– ident: e_1_3_4_46_2
  doi: 10.1152/ajpheart.00762.2002
– ident: e_1_3_4_49_2
  doi: 10.1161/01.RES.30.4.451
– ident: e_1_3_4_4_2
  doi: 10.1152/japplphysiol.00775.2010
– ident: e_1_3_4_39_2
  doi: 10.1111/j.1440-1843.2012.02250.x
– ident: e_1_3_4_2_2
  doi: 10.3389/fphys.2012.00191
– ident: e_1_3_4_23_2
  doi: 10.1152/japplphysiol.01033.2004
– ident: e_1_3_4_44_2
  doi: 10.1016/j.jtbi.2012.01.042
– ident: e_1_3_4_6_2
  doi: 10.1089/jamp.2013.1072
– ident: e_1_3_4_42_2
  doi: 10.1152/jappl.1963.18.3.519
– ident: e_1_3_4_11_2
  doi: 10.1152/jappl.1971.31.2.207
– ident: e_1_3_4_9_2
  doi: 10.4103/2045-8932.105035
– ident: e_1_3_4_51_2
  doi: 10.1016/0010-4825(86)90034-X
– ident: e_1_3_4_24_2
  doi: 10.1152/japplphysiol.01177.2009
– ident: e_1_3_4_41_2
  doi: 10.1038/nature03490
– ident: e_1_3_4_16_2
  doi: 10.1016/j.resp.2006.11.001
– ident: e_1_3_4_54_2
  doi: 10.1152/jappl.1977.43.3.498
– ident: e_1_3_4_15_2
  doi: 10.1152/jappl.1960.15.3.405
– ident: e_1_3_4_48_2
  doi: 10.1152/jappl.1969.26.4.472
– ident: e_1_3_4_55_2
  doi: 10.1152/jappl.1981.51.5.1072
– ident: e_1_3_4_14_2
  doi: 10.1152/japplphysiol.00391.2005
– ident: e_1_3_4_21_2
  doi: 10.1152/jappl.1990.68.4.1501
– year: 2013
  ident: e_1_3_4_28_2
  article-title: Lack of functional information explains the poor performance of ‘clot load scores’ at predicting outcome in pulmonary embolism
  publication-title: Respirat. Physiol. Neurobiol
– ident: e_1_3_4_33_2
  doi: 10.1113/jphysiol.1949.sp004363
– ident: e_1_3_4_32_2
  doi: 10.1093/ajcn/72.6.1451
– ident: e_1_3_4_20_2
  doi: 10.1152/jappl.1997.83.4.1370
– ident: e_1_3_4_13_2
  doi: 10.1152/japplphysiol.00912.2003
– ident: e_1_3_4_34_2
  doi: 10.1152/jappl.1997.82.3.908
– ident: e_1_3_4_40_2
  doi: 10.1152/japplphysiol.00569.2002
– ident: e_1_3_4_17_2
  doi: 10.1152/japplphysiol.01289.2006
– ident: e_1_3_4_22_2
  doi: 10.1007/s10237-014-0563-y
– ident: e_1_3_4_38_2
  doi: 10.1378/chest.130.4.1055
– ident: e_1_3_4_26_2
  doi: 10.1152/jappl.1964.19.4.713
– ident: e_1_3_4_5_2
  doi: 10.1016/j.jcp.2012.12.007
– ident: e_1_3_4_29_2
  doi: 10.1152/japplphysiol.00520.2004
– volume: 26
  start-page: 862
  year: 2010
  ident: e_1_3_4_45_2
  article-title: Coupling of lung tissue tethering force to fluid dynamics in the pulmonary circulation
  publication-title: Int. J. Numer. Methods Biomed. Eng.
  doi: 10.1002/cnm.1386
– ident: e_1_3_4_19_2
  doi: 10.1007/s10439-009-9802-2
SSID ssj0000461802
Score 2.111998
Snippet The goal of translating multiscale model analysis of pulmonary function into population studies is challenging because of the need to derive a geometric model...
SourceID unpaywall
pubmedcentral
proquest
pubmed
crossref
royalsociety
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 20140090
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
URI https://royalsocietypublishing.org/doi/full/10.1098/rsfs.2014.0090
https://www.ncbi.nlm.nih.gov/pubmed/25844154
https://www.proquest.com/docview/1671212558
https://pubmed.ncbi.nlm.nih.gov/PMC4342950
https://royalsocietypublishing.org/doi/pdf/10.1098/rsfs.2014.0090
UnpaywallVersion publishedVersion
Volume 5
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAFT
  databaseName: Colorado Digital library
  customDbUrl:
  eissn: 2042-8901
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000461802
  issn: 2042-8898
  databaseCode: KQ8
  dateStart: 20110206
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVBFR
  databaseName: Free Medical Journals
  customDbUrl:
  eissn: 2042-8901
  dateEnd: 20241101
  omitProxy: true
  ssIdentifier: ssj0000461802
  issn: 2042-8898
  databaseCode: DIK
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://www.freemedicaljournals.com
  providerName: Flying Publisher
– providerCode: PRVAQN
  databaseName: PubMed Central
  customDbUrl:
  eissn: 2042-8901
  dateEnd: 20241101
  omitProxy: true
  ssIdentifier: ssj0000461802
  issn: 2042-8898
  databaseCode: RPM
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/
  providerName: National Library of Medicine
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELbQ9gAcgPJcHpWRkCgSKc3DsXOsKlYVEhWirARcLD9iiNhmo2QDtL-eGScb7W5bgcQtSiaT2JmJv7HH3xDyguvMqgRTpUxsg0Q5E-hQxYHQCc-dEwBxcaPw--P0aJq8-8yW2YS4F6bGoLnpEharYSLGL-mjj1fW9RxI4k3dOOTbDpH-OoOofStlAMdHZGt6_OHgCxaVw60nQvh6uN0xDH4DceOmgvWB6QLavCRpcvVdb5LrbVmps19qNlsZoCa3iV42rctL-bHXLvSeOd9gffyvtt8ht3r4Sg86e9sm1_LyLtnufxAN3e1ZrF_dI6eHQ4VDOnf0G14oDFWlpU2rcfYnwF2emKlEfTmehgJ-pk1x2hcUw7uqdgZuouozWuW1a3Fmz2sASZNbmv_2aQJw9j6ZTt5-OjwK-toOgWFRsghUppzimduPAcEIHhnNmDCKuwhDrFiLMFTWgekIxlSiLARmFhC2MiFXXHMePyCjcl7mjwg1JsuM3hfcZBCtpkrkMXLIWxA1WifxmATLDytNT3yO9TdmsluAFxJ7U2JvSuzNMXk5yFcd5ceVks-XdiLBK3GpRZX5vG1kmPIQQAG0aUwednYz6IoA8wFsSsaEr1nUIICM3-tXyuK7Z_5OYoAPDJ77etVWZP_baa58za-Xi388mZz8ZEUkfbk5HkOsL8-LqrudSe_5MtrQdkH57mD4f-mux_8u-oTcgGPmU6TSp2S0qNv8GaC_hd7xE3I7vZf_AQVKXeM
linkProvider Unpaywall
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELbQ9gAcgPJcXjISEkUipXk4do5VxapCokKUlYCLZTtxidhmo2QDtL-eGccb7W5bgcQtSiaT2JmJv7HH3xDykussVwmmSpk4DxJlTaBDFQdCJ7ywVgDExY3CH47Sw2ny_gtbZhPiXpgGg-a2T1ish4kYt6SPPl7n1nMgibdNa5FvO0T66wyi9q2UARwfka3p0cf9r1hUDreeCOHq4fbHMPgNxI2bCtYHpgto85KkydV3vUmud1Wtzn6p2WxlgJrcJnrZtD4v5cdut9C75nyD9fG_2n6H3PLwle739rZNrhXVXbLtfxAt3fEs1q_vkdODocIhnVt6ghdKQ1WV07bTOPsT4C5PzFSirhxPSwE_07Y89QXF8K66m4GbqOaM1kVjO5zZcxpA0hQ5LX67NAE4e59MJ-8-HxwGvrZDYFiULAKVKat4ZvdiQDCCR0YzJoziNsIQK9YiDFVuwXQEYypROQRmOSBsZUKuuOY8fkBG1bwqHhFqTJYZvSe4ySBaTZUoYuSQz0HUaJ3EYxIsP6w0nvgc62_MZL8ALyT2psTelNibY_JqkK97yo8rJV8s7USCV-JSi6qKedfKMOUhgAJo05g87O1m0BUB5gPYlIwJX7OoQQAZv9evVOV3x_ydxAAfGDz3zaqtSP_baa98zW-Xi386nhz_ZGUkXbk5HkOsL8_Lur-dSef5MtrQdkH5zmD4f-mux_8u-oTcgGPmUqTSp2S0aLriGaC_hX7u_fsP1yhc0w
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Comparison+of+generic+and+subject-specific+models+for+simulation+of+pulmonary+perfusion+and+forced+expiration&rft.jtitle=Interface+focus&rft.au=Hedges%2C+Kerry+L.&rft.au=Clark%2C+Alys+R.&rft.au=Tawhai%2C+Merryn+H.&rft.date=2015-04-06&rft.pub=The+Royal+Society&rft.issn=2042-8898&rft.eissn=2042-8901&rft.volume=5&rft.issue=2&rft_id=info:doi/10.1098%2Frsfs.2014.0090&rft_id=info%3Apmid%2F25844154&rft.externalDocID=PMC4342950
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2042-8898&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2042-8898&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2042-8898&client=summon