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scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations

SIGNIFICANCE: Monte Carlo (MC) simulations are currently the gold standard in the near-infrared and diffuse correlation spectroscopy (NIRS/DCS) communities for generating light transport paths through tissue. However, realistic and diverse models that capture complex tissue layers are not easily ava...

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Autores principales: Wu, Melissa M., Horstmeyer, Roarke, Carp, Stefan A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557038/
https://www.ncbi.nlm.nih.gov/pubmed/37811478
http://dx.doi.org/10.1117/1.JBO.28.10.100501
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author Wu, Melissa M.
Horstmeyer, Roarke
Carp, Stefan A.
author_facet Wu, Melissa M.
Horstmeyer, Roarke
Carp, Stefan A.
author_sort Wu, Melissa M.
collection PubMed
description SIGNIFICANCE: Monte Carlo (MC) simulations are currently the gold standard in the near-infrared and diffuse correlation spectroscopy (NIRS/DCS) communities for generating light transport paths through tissue. However, realistic and diverse models that capture complex tissue layers are not easily available to all; moreover, manually placing optodes on such models can be tedious and time consuming. Such limitations may hinder the adoption of representative models for basic simulations and the use of these models for large-scale simulations, e.g., for training machine learning algorithms. AIM: We aim to provide the NIRS/DCS communities with an open-source, user-friendly database of morphologically and optically realistic head models, as well as a succinct software pipeline to prepare these models for mesh-based Monte Carlo simulations of light transport. APPROACH: Sixteen anatomical models were created from segmented T1-weighted magnetic resonance imaging (MRI) head scans and converted to tetrahedral mesh volumes. Approximately 800 companion scalp surface locations were distributed on each model, comprising full head coverage. A pipeline was created to place custom source and optical detectors at each location, and guidance is provided on how to use these parameters to set up MC simulations. RESULTS: The models, head surface locations, and all associated code are freely available under the scatterBrains project on Github. CONCLUSIONS: The NIRS/DCS community benefits from having shared resources for conducting MC simulations on realistic head geometries. We hope this will make MRI-based head models and virtual optode placement easily accessible to all. Contributions to the database are welcome and encouraged.
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spelling pubmed-105570382023-10-07 scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations Wu, Melissa M. Horstmeyer, Roarke Carp, Stefan A. J Biomed Opt JBO Letters SIGNIFICANCE: Monte Carlo (MC) simulations are currently the gold standard in the near-infrared and diffuse correlation spectroscopy (NIRS/DCS) communities for generating light transport paths through tissue. However, realistic and diverse models that capture complex tissue layers are not easily available to all; moreover, manually placing optodes on such models can be tedious and time consuming. Such limitations may hinder the adoption of representative models for basic simulations and the use of these models for large-scale simulations, e.g., for training machine learning algorithms. AIM: We aim to provide the NIRS/DCS communities with an open-source, user-friendly database of morphologically and optically realistic head models, as well as a succinct software pipeline to prepare these models for mesh-based Monte Carlo simulations of light transport. APPROACH: Sixteen anatomical models were created from segmented T1-weighted magnetic resonance imaging (MRI) head scans and converted to tetrahedral mesh volumes. Approximately 800 companion scalp surface locations were distributed on each model, comprising full head coverage. A pipeline was created to place custom source and optical detectors at each location, and guidance is provided on how to use these parameters to set up MC simulations. RESULTS: The models, head surface locations, and all associated code are freely available under the scatterBrains project on Github. CONCLUSIONS: The NIRS/DCS community benefits from having shared resources for conducting MC simulations on realistic head geometries. We hope this will make MRI-based head models and virtual optode placement easily accessible to all. Contributions to the database are welcome and encouraged. Society of Photo-Optical Instrumentation Engineers 2023-10-05 2023-10 /pmc/articles/PMC10557038/ /pubmed/37811478 http://dx.doi.org/10.1117/1.JBO.28.10.100501 Text en © 2023 The Authors https://creativecommons.org/licenses/by/4.0/Published by SPIE under a Creative Commons Attribution 4.0 International License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI.
spellingShingle JBO Letters
Wu, Melissa M.
Horstmeyer, Roarke
Carp, Stefan A.
scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations
title scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations
title_full scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations
title_fullStr scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations
title_full_unstemmed scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations
title_short scatterBrains: an open database of human head models and companion optode locations for realistic Monte Carlo photon simulations
title_sort scatterbrains: an open database of human head models and companion optode locations for realistic monte carlo photon simulations
topic JBO Letters
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557038/
https://www.ncbi.nlm.nih.gov/pubmed/37811478
http://dx.doi.org/10.1117/1.JBO.28.10.100501
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