Multiscale modeling of human cerebrovasculature: A hybrid approach using image-based geometry and a mathematical algorithm.


Journal

PLoS computational biology
ISSN: 1553-7358
Titre abrégé: PLoS Comput Biol
Pays: United States
ID NLM: 101238922

Informations de publication

Date de publication:
06 2020
Historique:
received: 30 09 2019
accepted: 11 05 2020
revised: 02 07 2020
pubmed: 23 6 2020
medline: 22 9 2020
entrez: 23 6 2020
Statut: epublish

Résumé

The cerebral vasculature has a complex and hierarchical network, ranging from vessels of a few millimeters to superficial cortical vessels with diameters of a few hundred micrometers, and to the microvasculature (arteriole/venule) and capillary beds in the cortex. In standard imaging techniques, it is difficult to segment all vessels in the network, especially in the case of the human brain. This study proposes a hybrid modeling approach that determines these networks by explicitly segmenting the large vessels from medical images and employing a novel vascular generation algorithm. The framework enables vasculatures to be generated at coarse and fine scales for individual arteries and veins with vascular subregions, following the personalized anatomy of the brain and macroscale vasculatures. In this study, the vascular structures of superficial cortical (pial) vessels before they penetrate the cortex are modeled as a mesoscale vasculature. The validity of the present approach is demonstrated through comparisons with partially observed data from existing measurements of the vessel distributions on the brain surface, pathway fractal features, and vascular territories of the major cerebral arteries. Additionally, this validation provides some biological insights: (i) vascular pathways may form to ensure a reasonable supply of blood to the local surface area; (ii) fractal features of vascular pathways are not sensitive to overall and local brain geometries; and (iii) whole pathways connecting the upstream and downstream entire-scale cerebral circulation are highly dependent on the local curvature of the cerebral sulci.

Identifiants

pubmed: 32569287
doi: 10.1371/journal.pcbi.1007943
pii: PCOMPBIOL-D-19-01659
pmc: PMC7332106
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1007943

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Références

Med Eng Phys. 2006 Jun;28(5):416-29
pubmed: 16144769
Ann Biomed Eng. 2005 Nov;33(11):1517-35
pubmed: 16341920
Nat Neurosci. 2013 Jul;16(7):889-97
pubmed: 23749145
Stroke. 1991 Aug;22(8):1078-84
pubmed: 1866756
Int J Dev Neurosci. 2009 Apr;27(2):185-96
pubmed: 19038323
IEEE Trans Biomed Eng. 2019 Apr;66(4):946-955
pubmed: 30113890
R Soc Open Sci. 2018 May 9;5(5):171639
pubmed: 29892362
J Appl Physiol (1985). 1996 Nov;81(5):2123-33
pubmed: 8941537
Am J Physiol. 1993 Jul;265(1 Pt 2):H350-65
pubmed: 8342652
Brain Res. 2010 Feb 8;1313:62-78
pubmed: 20005216
Ann Biomed Eng. 2000 May;28(5):495-511
pubmed: 10925948
Am J Physiol. 1978 Apr;234(4):H371-83
pubmed: 645875
Ann Biomed Eng. 2000 Jan;28(1):14-25
pubmed: 10645784
Am J Physiol Heart Circ Physiol. 2010 Oct;299(4):H1064-76
pubmed: 20622105
Ann Biomed Eng. 2013 Nov;41(11):2264-84
pubmed: 23842693
Stroke. 1987 Nov-Dec;18(6):1133-40
pubmed: 3686589
Microcirculation. 2016 Oct;23(7):580-590
pubmed: 27647737
Neuroimage. 2011 Apr 1;55(3):986-98
pubmed: 21216296
Phys Med Biol. 2019 Jun 21;64(12):125021
pubmed: 31226100
J Vasc Res. 2008;45(1):69-77
pubmed: 17901708
Int J Numer Method Biomed Eng. 2014 Jul;30(7):755-66
pubmed: 24470176
Ann Biomed Eng. 2005 Aug;33(8):1015-26
pubmed: 16133910
Nature. 2014 Apr 3;508(7494):55-60
pubmed: 24670647
Dev Dyn. 2001 Apr;220(4):387-401
pubmed: 11307171
Med Eng Phys. 2010 Sep;32(7):790-4
pubmed: 20472487
PLoS Comput Biol. 2018 Nov 19;14(11):e1006549
pubmed: 30452440
R Soc Open Sci. 2016 Feb 10;3(2):150431
pubmed: 26998317
Sci Rep. 2017 Nov 15;7(1):15622
pubmed: 29142240
Comput Biol Med. 1999 Jan;29(1):19-38
pubmed: 10207653
Anat Rec. 1998 May;251(1):87-96
pubmed: 9605225
Brain Res Bull. 1981 Nov;7(5):519-79
pubmed: 7317796
J Neurol Neurosurg Psychiatry. 1966 Oct;29(5):398-403
pubmed: 5926462
Microcirculation. 2009 May;16(4):331-44, 2 p following 344
pubmed: 19301179
Stroke. 1989 Jan;20(1):45-52
pubmed: 2492126
Stroke. 1978 Mar-Apr;9(2):150-4
pubmed: 644608
Neuroimage. 2019 Nov 15;202:116109
pubmed: 31446129
Proc Natl Acad Sci U S A. 1926 Mar;12(3):207-14
pubmed: 16576980
Neurophotonics. 2015 Apr;2(2):025006
pubmed: 26158010

Auteurs

Satoshi Ii (S)

Graduate School of Systems Design, Tokyo Metropolitan University, Hachioji, Tokyo, Japan.
Graduate School of Engineering Science, Osaka University, Toyonaka, Osaka, Japan.

Hiroki Kitade (H)

Graduate School of Engineering Science, Osaka University, Toyonaka, Osaka, Japan.

Shunichi Ishida (S)

Graduate School of Engineering, Kobe University, Kobe, Hyogo, Japan.

Yohsuke Imai (Y)

Graduate School of Engineering, Kobe University, Kobe, Hyogo, Japan.

Yoshiyuki Watanabe (Y)

Graduate School of Medicine, Osaka University, Suita, Osaka, Japan.

Shigeo Wada (S)

Graduate School of Engineering Science, Osaka University, Toyonaka, Osaka, Japan.

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