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Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example

BACKGROUND: Deep brain stimulation (DBS) is an established clinical therapy and computational models have played an important role in advancing the technology. Patient-specific DBS models are now common tools in both academic and industrial research, as well as clinical software systems. However, th...

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Autores principales: Gunalan, Kabilar, Chaturvedi, Ashutosh, Howell, Bryan, Duchin, Yuval, Lempka, Scott F., Patriat, Remi, Sapiro, Guillermo, Harel, Noam, McIntyre, Cameron C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5404874/
https://www.ncbi.nlm.nih.gov/pubmed/28441410
http://dx.doi.org/10.1371/journal.pone.0176132
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author Gunalan, Kabilar
Chaturvedi, Ashutosh
Howell, Bryan
Duchin, Yuval
Lempka, Scott F.
Patriat, Remi
Sapiro, Guillermo
Harel, Noam
McIntyre, Cameron C.
author_facet Gunalan, Kabilar
Chaturvedi, Ashutosh
Howell, Bryan
Duchin, Yuval
Lempka, Scott F.
Patriat, Remi
Sapiro, Guillermo
Harel, Noam
McIntyre, Cameron C.
author_sort Gunalan, Kabilar
collection PubMed
description BACKGROUND: Deep brain stimulation (DBS) is an established clinical therapy and computational models have played an important role in advancing the technology. Patient-specific DBS models are now common tools in both academic and industrial research, as well as clinical software systems. However, the exact methodology for creating patient-specific DBS models can vary substantially and important technical details are often missing from published reports. OBJECTIVE: Provide a detailed description of the assembly workflow and parameterization of a patient-specific DBS pathway-activation model (PAM) and predict the response of the hyperdirect pathway to clinical stimulation. METHODS: Integration of multiple software tools (e.g. COMSOL, MATLAB, FSL, NEURON, Python) enables the creation and visualization of a DBS PAM. An example DBS PAM was developed using 7T magnetic resonance imaging data from a single unilaterally implanted patient with Parkinson’s disease (PD). This detailed description implements our best computational practices and most elaborate parameterization steps, as defined from over a decade of technical evolution. RESULTS: Pathway recruitment curves and strength-duration relationships highlight the non-linear response of axons to changes in the DBS parameter settings. CONCLUSION: Parameterization of patient-specific DBS models can be highly detailed and constrained, thereby providing confidence in the simulation predictions, but at the expense of time demanding technical implementation steps. DBS PAMs represent new tools for investigating possible correlations between brain pathway activation patterns and clinical symptom modulation.
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spelling pubmed-54048742017-05-12 Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example Gunalan, Kabilar Chaturvedi, Ashutosh Howell, Bryan Duchin, Yuval Lempka, Scott F. Patriat, Remi Sapiro, Guillermo Harel, Noam McIntyre, Cameron C. PLoS One Research Article BACKGROUND: Deep brain stimulation (DBS) is an established clinical therapy and computational models have played an important role in advancing the technology. Patient-specific DBS models are now common tools in both academic and industrial research, as well as clinical software systems. However, the exact methodology for creating patient-specific DBS models can vary substantially and important technical details are often missing from published reports. OBJECTIVE: Provide a detailed description of the assembly workflow and parameterization of a patient-specific DBS pathway-activation model (PAM) and predict the response of the hyperdirect pathway to clinical stimulation. METHODS: Integration of multiple software tools (e.g. COMSOL, MATLAB, FSL, NEURON, Python) enables the creation and visualization of a DBS PAM. An example DBS PAM was developed using 7T magnetic resonance imaging data from a single unilaterally implanted patient with Parkinson’s disease (PD). This detailed description implements our best computational practices and most elaborate parameterization steps, as defined from over a decade of technical evolution. RESULTS: Pathway recruitment curves and strength-duration relationships highlight the non-linear response of axons to changes in the DBS parameter settings. CONCLUSION: Parameterization of patient-specific DBS models can be highly detailed and constrained, thereby providing confidence in the simulation predictions, but at the expense of time demanding technical implementation steps. DBS PAMs represent new tools for investigating possible correlations between brain pathway activation patterns and clinical symptom modulation. Public Library of Science 2017-04-25 /pmc/articles/PMC5404874/ /pubmed/28441410 http://dx.doi.org/10.1371/journal.pone.0176132 Text en © 2017 Gunalan et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gunalan, Kabilar
Chaturvedi, Ashutosh
Howell, Bryan
Duchin, Yuval
Lempka, Scott F.
Patriat, Remi
Sapiro, Guillermo
Harel, Noam
McIntyre, Cameron C.
Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example
title Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example
title_full Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example
title_fullStr Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example
title_full_unstemmed Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example
title_short Creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example
title_sort creating and parameterizing patient-specific deep brain stimulation pathway-activation models using the hyperdirect pathway as an example
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5404874/
https://www.ncbi.nlm.nih.gov/pubmed/28441410
http://dx.doi.org/10.1371/journal.pone.0176132
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