A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically Useful

The ultimate goal of most neuromusculoskeletal modeling research is to improve the treatment of movement impairments. However, even though neuromusculoskeletal models have become more realistic anatomically, physiologically, and neurologically over the past 25 years, they have yet to make a positive...

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Main Author: Benjamin J. Fregly
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/11/5/2037
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spelling doaj-4ecf77ea5bb347bb9fb4bea41daf81f62021-02-26T00:03:39ZengMDPI AGApplied Sciences2076-34172021-02-01112037203710.3390/app11052037A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically UsefulBenjamin J. Fregly0Department of Mechanical Engineering, Rice University, Houston, TX 77005, USAThe ultimate goal of most neuromusculoskeletal modeling research is to improve the treatment of movement impairments. However, even though neuromusculoskeletal models have become more realistic anatomically, physiologically, and neurologically over the past 25 years, they have yet to make a positive impact on the design of clinical treatments for movement impairments. Such impairments are caused by common conditions such as stroke, osteoarthritis, Parkinson’s disease, spinal cord injury, cerebral palsy, limb amputation, and even cancer. The lack of clinical impact is somewhat surprising given that comparable computational technology has transformed the design of airplanes, automobiles, and other commercial products over the same time period. This paper provides the author’s personal perspective for how neuromusculoskeletal models can become clinically useful. First, the paper motivates the potential value of neuromusculoskeletal models for clinical treatment design. Next, it highlights five challenges to achieving clinical utility and provides suggestions for how to overcome them. After that, it describes clinical, technical, collaboration, and practical needs that must be addressed for neuromusculoskeletal models to fulfill their clinical potential, along with recommendations for meeting them. Finally, it discusses how more complex modeling and experimental methods could enhance neuromusculoskeletal model fidelity, personalization, and utilization. The author hopes that these ideas will provide a conceptual blueprint that will help the neuromusculoskeletal modeling research community work toward clinical utility.https://www.mdpi.com/2076-3417/11/5/2037neuromusculoskeletal modelmusculoskeletal modelcomputational modelmodel personalizationtreatment optimizationtreatment design
collection DOAJ
language English
format Article
sources DOAJ
author Benjamin J. Fregly
spellingShingle Benjamin J. Fregly
A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically Useful
Applied Sciences
neuromusculoskeletal model
musculoskeletal model
computational model
model personalization
treatment optimization
treatment design
author_facet Benjamin J. Fregly
author_sort Benjamin J. Fregly
title A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically Useful
title_short A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically Useful
title_full A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically Useful
title_fullStr A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically Useful
title_full_unstemmed A Conceptual Blueprint for Making Neuromusculoskeletal Models Clinically Useful
title_sort conceptual blueprint for making neuromusculoskeletal models clinically useful
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2021-02-01
description The ultimate goal of most neuromusculoskeletal modeling research is to improve the treatment of movement impairments. However, even though neuromusculoskeletal models have become more realistic anatomically, physiologically, and neurologically over the past 25 years, they have yet to make a positive impact on the design of clinical treatments for movement impairments. Such impairments are caused by common conditions such as stroke, osteoarthritis, Parkinson’s disease, spinal cord injury, cerebral palsy, limb amputation, and even cancer. The lack of clinical impact is somewhat surprising given that comparable computational technology has transformed the design of airplanes, automobiles, and other commercial products over the same time period. This paper provides the author’s personal perspective for how neuromusculoskeletal models can become clinically useful. First, the paper motivates the potential value of neuromusculoskeletal models for clinical treatment design. Next, it highlights five challenges to achieving clinical utility and provides suggestions for how to overcome them. After that, it describes clinical, technical, collaboration, and practical needs that must be addressed for neuromusculoskeletal models to fulfill their clinical potential, along with recommendations for meeting them. Finally, it discusses how more complex modeling and experimental methods could enhance neuromusculoskeletal model fidelity, personalization, and utilization. The author hopes that these ideas will provide a conceptual blueprint that will help the neuromusculoskeletal modeling research community work toward clinical utility.
topic neuromusculoskeletal model
musculoskeletal model
computational model
model personalization
treatment optimization
treatment design
url https://www.mdpi.com/2076-3417/11/5/2037
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