A Graph-Based Framework for Multiscale Modeling of Physiological Transport.
biophysical interactions
discrete network model
functional networks
hierarchical modeling
microvasculature and microenvironment
solute transport
spatio-temporal dynamics
systems biology
Journal
Frontiers in network physiology
ISSN: 2674-0109
Titre abrégé: Front Netw Physiol
Pays: Switzerland
ID NLM: 9918334487406676
Informations de publication
Date de publication:
2021
2021
Historique:
received:
27
10
2021
accepted:
30
11
2021
entrez:
17
3
2023
pubmed:
12
1
2022
medline:
12
1
2022
Statut:
epublish
Résumé
Trillions of chemical reactions occur in the human body every second, where the generated products are not only consumed locally but also transported to various locations in a systematic manner to sustain homeostasis. Current solutions to model these biological phenomena are restricted in computability and scalability due to the use of continuum approaches in which it is practically impossible to encapsulate the complexity of the physiological processes occurring at diverse scales. Here, we present a discrete modeling framework defined on an interacting graph that offers the flexibility to model multiscale systems by translating the physical space into a metamodel. We discretize the graph-based metamodel into functional units composed of well-mixed volumes with vascular and cellular subdomains; the operators defined over these volumes define the transport dynamics. We predict glucose drift governed by advective-dispersive transport in the vascular subdomains of an islet vasculature and cross-validate the flow and concentration fields with finite-element-based COMSOL simulations. Vascular and cellular subdomains are coupled to model the nutrient exchange occurring in response to the gradient arising out of reaction and perfusion dynamics. The application of our framework for modeling biologically relevant test systems shows how our approach can assimilate both multi-omics data from
Identifiants
pubmed: 36925576
doi: 10.3389/fnetp.2021.802881
pii: 802881
pmc: PMC10013063
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
802881Informations de copyright
Copyright © 2022 Deepa Maheshvare, Raha and Pal.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Références
Cell Rep. 2017 Aug 8;20(6):1490-1501
pubmed: 28793270
Magn Reson Imaging. 2012 Nov;30(9):1323-41
pubmed: 22770690
Comput Methods Appl Mech Eng. 2017 Sep 1;324:413-437
pubmed: 29200531
Nat Commun. 2018 May 1;9(1):1742
pubmed: 29717116
Nat Biomed Eng. 2018 Oct;2(10):773-787
pubmed: 31015649
Sci Rep. 2016 Oct 07;6:34885
pubmed: 27713548
Am J Physiol. 1996 Mar;270(3 Pt 2):H1115-30
pubmed: 8780210
J Cereb Blood Flow Metab. 2009 Aug;29(8):1429-43
pubmed: 19436317
J Mol Neurosci. 2012 Oct;48(2):429-40
pubmed: 22528452
Cell Metab. 2013 Aug 6;18(2):162-85
pubmed: 23791483
IEEE Trans Biomed Eng. 2019 Mar;66(3):873-880
pubmed: 30059292
Nucleic Acids Res. 2021 Jan 8;49(D1):D498-D508
pubmed: 33211880
PLoS Comput Biol. 2012;8(6):e1002577
pubmed: 22761565
Diabetes. 2016 Apr;65(4):1004-8
pubmed: 26822093
Drug Metab Dispos. 1987 Jan-Feb;15(1):27-31
pubmed: 2881755
J Math Biol. 2021 Apr 16;82(6):52
pubmed: 33864137
Sci Rep. 2020 Aug 6;10(1):13245
pubmed: 32764623
Med Biol Eng Comput. 2008 Nov;46(11):1097-112
pubmed: 19002516
Front Physiol. 2018 Mar 02;9:148
pubmed: 29551979
PLoS One. 2011;6(9):e24696
pubmed: 21935441
PLoS Comput Biol. 2018 Feb 15;14(2):e1006005
pubmed: 29447152
Nat Commun. 2020 Jun 4;11(1):2821
pubmed: 32499584
Mamm Genome. 2007 Jul;18(6-7):508-20
pubmed: 17514510
Nat Commun. 2019 Jun 6;10(1):2474
pubmed: 31171772
Phys Rev E Stat Nonlin Soft Matter Phys. 2012 Aug;86(2 Pt 1):021905
pubmed: 23005783
Diabetes. 1995 Mar;44(3):249-56
pubmed: 7883109
Endocrinology. 2017 May 1;158(5):1373-1385
pubmed: 28324008
Front Genet. 2019 Oct 22;10:1027
pubmed: 31749833
Lab Invest. 2010 Nov;90(11):1661-75
pubmed: 20697378
Endocr Rev. 2010 Jun;31(3):343-63
pubmed: 20164242
Sci Rep. 2020 Mar 17;10(1):4876
pubmed: 32184458
Islets. 2015;7(1):e1024405
pubmed: 26030186
Sci Adv. 2019 Apr 17;5(4):eaav6326
pubmed: 31001587
Nucleic Acids Res. 2012 Jan;40(Database issue):D790-6
pubmed: 22102587
Nat Commun. 2018 Jun 19;9(1):2386
pubmed: 29921957
Opt Express. 2008 Oct 27;16(22):17530-41
pubmed: 18958033
Mol Imaging Biol. 2022 Feb;24(1):144-155
pubmed: 34611767
Nat Biomed Eng. 2020 Sep;4(9):916-932
pubmed: 32601395
Circ Res. 1990 Oct;67(4):826-34
pubmed: 2208609
Proc Math Phys Eng Sci. 2019 Mar;475(2223):20180524
pubmed: 31007543
Am J Physiol Endocrinol Metab. 2016 Apr 15;310(8):E597-E611
pubmed: 26837808
Ann Biomed Eng. 2007 Mar;35(3):474-91
pubmed: 17151925
Phys Rev Lett. 2020 May 22;124(20):208101
pubmed: 32501061
Sci Rep. 2020 Sep 22;10(1):15413
pubmed: 32963286
Ann Biomed Eng. 2000 Mar;28(3):253-68
pubmed: 10784090
Biophys J. 2005 Jul;89(1):107-19
pubmed: 15834002