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Effects of atlas-based anatomy on modelled light transport in the neonatal head
Objective. Diffuse optical tomography (DOT) provides a relatively convenient method for imaging haemodynamic changes related to neuronal activity on the cerebral cortex. Due to practical challenges in obtaining anatomical images of neonates, an anatomical framework is often created from an age-appro...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
IOP Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10460200/ https://www.ncbi.nlm.nih.gov/pubmed/37167982 http://dx.doi.org/10.1088/1361-6560/acd48c |
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author | Hirvi, Pauliina Kuutela, Topi Fang, Qianqian Hannukainen, Antti Hyvönen, Nuutti Nissilä, Ilkka |
author_facet | Hirvi, Pauliina Kuutela, Topi Fang, Qianqian Hannukainen, Antti Hyvönen, Nuutti Nissilä, Ilkka |
author_sort | Hirvi, Pauliina |
collection | PubMed |
description | Objective. Diffuse optical tomography (DOT) provides a relatively convenient method for imaging haemodynamic changes related to neuronal activity on the cerebral cortex. Due to practical challenges in obtaining anatomical images of neonates, an anatomical framework is often created from an age-appropriate atlas model, which is individualized to the subject based on measurements of the head geometry. This work studies the approximation error arising from using an atlas instead of the neonate's own anatomical model. Approach. We consider numerical simulations of frequency-domain (FD) DOT using two approaches, Monte Carlo simulations and diffusion approximation via finite element method, and observe the variation in (1) the logarithm of amplitude and phase shift measurements, and (2) the corresponding inner head sensitivities (Jacobians), due to varying segmented anatomy. Varying segmentations are sampled by registering 165 atlas models from a neonatal database to the head geometry of one individual selected as the reference model. Prior to the registration, we refine the segmentation of the cerebrospinal fluid (CSF) by separating the CSF into two physiologically plausible layers. Main results. In absolute measurements, a considerable change in the grey matter or extracerebral tissue absorption coefficient was found detectable over the anatomical variation. In difference measurements, a small local 10%-increase in brain absorption was clearly detectable in the simulated measurements over the approximation error in the Jacobians, despite the wide range of brain maturation among the registered models. Significance. Individual-level atlas models could potentially be selected within several weeks in gestational age in DOT difference imaging, if an exactly age-appropriate atlas is not available. The approximation error method could potentially be implemented to improve the accuracy of atlas-based imaging. The presented CSF segmentation algorithm could be useful also in other model-based imaging modalities. The computation of FD Jacobians is now available in the widely-used Monte Carlo eXtreme software. |
format | Online Article Text |
id | pubmed-10460200 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | IOP Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-104602002023-09-07 Effects of atlas-based anatomy on modelled light transport in the neonatal head Hirvi, Pauliina Kuutela, Topi Fang, Qianqian Hannukainen, Antti Hyvönen, Nuutti Nissilä, Ilkka Phys Med Biol Paper Objective. Diffuse optical tomography (DOT) provides a relatively convenient method for imaging haemodynamic changes related to neuronal activity on the cerebral cortex. Due to practical challenges in obtaining anatomical images of neonates, an anatomical framework is often created from an age-appropriate atlas model, which is individualized to the subject based on measurements of the head geometry. This work studies the approximation error arising from using an atlas instead of the neonate's own anatomical model. Approach. We consider numerical simulations of frequency-domain (FD) DOT using two approaches, Monte Carlo simulations and diffusion approximation via finite element method, and observe the variation in (1) the logarithm of amplitude and phase shift measurements, and (2) the corresponding inner head sensitivities (Jacobians), due to varying segmented anatomy. Varying segmentations are sampled by registering 165 atlas models from a neonatal database to the head geometry of one individual selected as the reference model. Prior to the registration, we refine the segmentation of the cerebrospinal fluid (CSF) by separating the CSF into two physiologically plausible layers. Main results. In absolute measurements, a considerable change in the grey matter or extracerebral tissue absorption coefficient was found detectable over the anatomical variation. In difference measurements, a small local 10%-increase in brain absorption was clearly detectable in the simulated measurements over the approximation error in the Jacobians, despite the wide range of brain maturation among the registered models. Significance. Individual-level atlas models could potentially be selected within several weeks in gestational age in DOT difference imaging, if an exactly age-appropriate atlas is not available. The approximation error method could potentially be implemented to improve the accuracy of atlas-based imaging. The presented CSF segmentation algorithm could be useful also in other model-based imaging modalities. The computation of FD Jacobians is now available in the widely-used Monte Carlo eXtreme software. IOP Publishing 2023-07-07 2023-07-03 /pmc/articles/PMC10460200/ /pubmed/37167982 http://dx.doi.org/10.1088/1361-6560/acd48c Text en © 2023 The Author(s). Published on behalf of Institute of Physics and Engineering in Medicine by IOP Publishing Ltd https://creativecommons.org/licenses/by/4.0/Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence (https://creativecommons.org/licenses/by/4.0/) . Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. |
spellingShingle | Paper Hirvi, Pauliina Kuutela, Topi Fang, Qianqian Hannukainen, Antti Hyvönen, Nuutti Nissilä, Ilkka Effects of atlas-based anatomy on modelled light transport in the neonatal head |
title | Effects of atlas-based anatomy on modelled light transport in the
neonatal head |
title_full | Effects of atlas-based anatomy on modelled light transport in the
neonatal head |
title_fullStr | Effects of atlas-based anatomy on modelled light transport in the
neonatal head |
title_full_unstemmed | Effects of atlas-based anatomy on modelled light transport in the
neonatal head |
title_short | Effects of atlas-based anatomy on modelled light transport in the
neonatal head |
title_sort | effects of atlas-based anatomy on modelled light transport in the
neonatal head |
topic | Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10460200/ https://www.ncbi.nlm.nih.gov/pubmed/37167982 http://dx.doi.org/10.1088/1361-6560/acd48c |
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