Active spring muscle model - a new phenomenological model of skeletal muscle mechanics
Lead Research Organisation:
University of Birmingham
Department Name: Sport, Exercise & Rehabilitation Science
Abstract
Understanding Machina Carnis, how our muscles mechanically generate movement, is one of the fundamental research questions in human movement science and also has significant implications in many application areas including, to name a few, physiotherapy, sport/exercise science and humanoid robotics. Notwithstanding the scientific achievements over the centuries in elucidating the molecular mechanism of the muscle contraction in micro/nanoscopic levels, one would be surprised to find that our understanding of the muscle becomes substantially elusive when it comes to the actual force production. As a highlighting example, we do not yet have any model that fully explains muscle's behaviour when it is being stretched against an external force (called eccentric contraction). A well-known fact is that the muscle works as an efficient "brake" during eccentric contraction, actively stabilising itself against a stretch consuming a just minimal amount of metabolic energy. Eccentric contraction is known to make a critical contribution to the muscle's mechanical efficiency, but currently existing muscle models offer very limited explanations on eccentric contraction and little effort has been put forward to rationally recognize this issue and to develop an alternative model that has a wider explanatory scope.
This "inconvenient truth" in muscle mechanics has been particularly overlooked in the upper-layer, musculoskeletal modelling studies, where simple muscle models are highly preferred in order to efficiently simulate the behaviour a large group of muscles. Despite numerous problems of the conventional muscle models in predicting dynamic contractile behaviour of the muscle, including eccentric contraction, the eighty years old Hill-type muscle model is predominantly used as a standard phenomenological model of the musculoskeletal simulation studies. This is not because the researchers in this area are unaware of its weaknesses, but because there is no alternative model that can yet replace the Hill-type muscle model.
For these reasons, the proposed study aims to build and validate an effective alternative to the Hill-type muscle model. The key insight is on the recently proposed titin-based muscle contraction theories, collectively called the active spring model that shows great potential for elucidating many unexplained dynamic muscle behaviours. In addition to the traditional sliding-filament mechanism between the actin and the myosin filament, the active spring model highlights the mechanical role of titin, an additional spring-like filament that connects those filaments, in regulating the stiffness of the active muscle. It is important, however, that the proposed study does not aim to develop a purely explanatory, microscopic model of which the mechanical and parametric simplicity is often sacrificed, but aims to develop a simple and reliable phenomenological model that can be readily used by upper-layer musculoskeletal researchers. By developing such a model, the study is expected to bridge an eighty-years standing gap between muscle and musculoskeletal studies.
The proposed study will take an integrative approach to achieve this goal. The study will first focus on building a model of single fiber/muscle under a controlled in vitro setup. To ensure the reliability as a general-purpose muscle mechanics model, rigorous validations will be conducted under various dynamic contractile situations, including eccentric contraction and naturalistic locomotion-like stimulation patterns. After that, the model will be further validated in the in vivo human experiment, focusing on predicting the mechanics of leg muscle during locomotion, by incorporating novel non-invasive techniques that estimate the architectural and mechanical changes of the working muscle. As a pathway to impact, the model and the simulation code will be open to general musculoskeletal modellers/researchers via OpenMuscle.org, an open-source muscle project website.
This "inconvenient truth" in muscle mechanics has been particularly overlooked in the upper-layer, musculoskeletal modelling studies, where simple muscle models are highly preferred in order to efficiently simulate the behaviour a large group of muscles. Despite numerous problems of the conventional muscle models in predicting dynamic contractile behaviour of the muscle, including eccentric contraction, the eighty years old Hill-type muscle model is predominantly used as a standard phenomenological model of the musculoskeletal simulation studies. This is not because the researchers in this area are unaware of its weaknesses, but because there is no alternative model that can yet replace the Hill-type muscle model.
For these reasons, the proposed study aims to build and validate an effective alternative to the Hill-type muscle model. The key insight is on the recently proposed titin-based muscle contraction theories, collectively called the active spring model that shows great potential for elucidating many unexplained dynamic muscle behaviours. In addition to the traditional sliding-filament mechanism between the actin and the myosin filament, the active spring model highlights the mechanical role of titin, an additional spring-like filament that connects those filaments, in regulating the stiffness of the active muscle. It is important, however, that the proposed study does not aim to develop a purely explanatory, microscopic model of which the mechanical and parametric simplicity is often sacrificed, but aims to develop a simple and reliable phenomenological model that can be readily used by upper-layer musculoskeletal researchers. By developing such a model, the study is expected to bridge an eighty-years standing gap between muscle and musculoskeletal studies.
The proposed study will take an integrative approach to achieve this goal. The study will first focus on building a model of single fiber/muscle under a controlled in vitro setup. To ensure the reliability as a general-purpose muscle mechanics model, rigorous validations will be conducted under various dynamic contractile situations, including eccentric contraction and naturalistic locomotion-like stimulation patterns. After that, the model will be further validated in the in vivo human experiment, focusing on predicting the mechanics of leg muscle during locomotion, by incorporating novel non-invasive techniques that estimate the architectural and mechanical changes of the working muscle. As a pathway to impact, the model and the simulation code will be open to general musculoskeletal modellers/researchers via OpenMuscle.org, an open-source muscle project website.
Technical Summary
HMM has been the predominant muscle mechanics model in biomechanical studies due to its relatively simple and clear mechanical structure. However, it is well-known that the HMM suffers many problems that seriously undermine its reliability, such as its lack of explanation on eccentric contractions and dynamic force patterns during sub-maximal contractions. The proposed study aims to develop a new "active-spring" muscle model (ASMM) that can effectively replace the HMM. The ASMM highlights an active, spring-like property of the titin filament in regulating the stiffness of the muscle, and provides a novel insight of interpreting the muscle's dynamic contractile behaviour, including eccentric contractions, as a mechanical interaction between the cross-bridges and titin. The succinct mechanical structure of the ASMM finally opens up the possibility of developing a reliable phenomenological muscle model, whose complexity is as low as the HMM.
To develop this model, the proposed study will take a two-stage approach of developing and validating the model. In the first stage, the study will focus on in vitro experiments on electrically stimulated mouse muscles. The model development procedure will be focused on predicting 1) dynamic and residual force enhancements during eccentric contractions, 2) activation-dependent force production, and 3) a realistic force pattern under locomotion-like length and activation profile. The second stage of the development will be focused on a human in vivo study to ensure the model's applicability to human biomechanics studies. In this stage, the study will first focus on developing novel methods of non-invasively and reliably estimating the activation level and the force output of individual muscle in vivo, using high-density EMG, ultrasound tomography and tensiomyography. Ultimately, the performance of the developed muscle model in predicting the mechanics of the tibialis anterior during locomotion will be tested and validated.
To develop this model, the proposed study will take a two-stage approach of developing and validating the model. In the first stage, the study will focus on in vitro experiments on electrically stimulated mouse muscles. The model development procedure will be focused on predicting 1) dynamic and residual force enhancements during eccentric contractions, 2) activation-dependent force production, and 3) a realistic force pattern under locomotion-like length and activation profile. The second stage of the development will be focused on a human in vivo study to ensure the model's applicability to human biomechanics studies. In this stage, the study will first focus on developing novel methods of non-invasively and reliably estimating the activation level and the force output of individual muscle in vivo, using high-density EMG, ultrasound tomography and tensiomyography. Ultimately, the performance of the developed muscle model in predicting the mechanics of the tibialis anterior during locomotion will be tested and validated.
Planned Impact
Regarding the significant impact of Hill-type muscle model on biology/biomedical sciences, education and industry over eighty years, the impact of the new phenomenological muscle mechanics model is expected to be broad-reaching and substantial and also is not limited to fundamental research. The applicant will make sure that the developed model and its simulation code will be open to anyone who uses muscle models either in academia or industry. Specifically, the applicant will develop an "OpenMuscle" project web-site as a part of "SimTK.org", a free project-hosting platform for open-source biomedical computational models for education, research and industrial development. In addition, the applicant aims to facilitate the interaction between the developers (muscle/musculoskeletal mechanics researchers) and the existing or the potential users (clinicians, physiotherapists, roboticians and industrial product developers) via an "OpenMuscle workshop", designed to introduce the state-of-the-art of the muscle modelling research and to identify major demands from the application domain of musculoskeletal simulation models. In addition, the applicant will participate in the "Meet the Expert" event in Birmingham Science Museum in order to increase the public awareness on what is the the state-of-the-art models and techniques in muscle and musculoskeletal mechanics, how they helps us to better understand human movement, and how these techniques can be potentially utilized to cure various motor diseases.
People |
ORCID iD |
| Sang-Hoon Yeo (Principal Investigator) |
Publications
Kim S
(2021)
On the encoding capacity of human motor adaptation.
in Journal of neurophysiology
Wang Y
(2022)
Differentiable Simulation of Inertial Musculotendons
in ACM Transactions on Graphics
Wang Y
(2022)
Differentiable Simulation of Inertial Musculotendons
Oliver Deane
(2022)
Deep-SAGA: a Deep-learning-based System for Automatic Gaze Annotation from Eye-tracking Data
in Behavior Research Methods
Park TY
(2022)
Application of subject-specific helmets for the study of human visuomotor behavior using transcranial focused ultrasound: a pilot study.
in Computer methods and programs in biomedicine
Verheul J
(2023)
Muscle inertial contributions to ankle kinetics during the swing phase of running
in Journal of Biomechanics
Sinani C
(2023)
Implicit Motor Sequence Learning in Adults with and Without Developmental Coordination Disorder (DCD)
in Advances in Neurodevelopmental Disorders
Yeo SH
(2023)
Numerical instability of Hill-type muscle models.
in Journal of the Royal Society, Interface
Sardar SD
(2023)
Overt visual attention and between-limb asynchrony for bimanual reaching movements.
in Experimental brain research
Abdlkarim D
(2023)
A methodological framework to assess the accuracy of virtual reality hand-tracking systems: A case study with the Meta Quest 2
in Behavior Research Methods
Deane O
(2023)
Deep-SAGA: a deep-learning-based system for automatic gaze annotation from eye-tracking data.
in Behavior research methods
Verheul J
(2023)
A Hybrid Method for Ultrasound-Based Tracking of Skeletal Muscle Architecture.
in IEEE transactions on bio-medical engineering
Kim J
(2024)
Through the looking-glass: Mirror feedback modulates temporal and spatial aspects of bimanual coordination
in Human Movement Science
| Description | As a part of an ongoing collaboration with U of Calgary (Walter Herzog) and also a new collaborator in musculoskeletal simulation (Shinjiro Sueda, Texas A & M Univ), we evaluated the computational stability of the Hill-type muscle model, a conventional muscle model that has bee used in the majority of musculoskeletal simulation studies, and confirmed that the use of the Hill-type muscle model can seriously jeopardise the stability of the computational simulation due to its inherent computational instability originates from the wrong assumption. This simulation study, together with a review of the used of Hill-type muscle models in computer animation and biomechanics, was published to Royal Society Interface as a review article. In addition, as the result of work done by the former postdoc Jasper Verheul, we developed a new method of ultrasound-based muscle fiber tracking, which will be actively used for phase-2 human experimental study. This new method has been published in IEEE Tran on Biomedical Engineering. Also, another set of simulation studies on the development of a new musculoskeletal simulation model that disserentially simulates the mechanics of muscles and skeletons, and on the inertial effect of calf muscle during running measured by the development simulator are done, with findings that a significant improvement of the simulation accuracy can be achieved by the differential simulation. The result are published in ACM Transaction on Graphics and J of Biomechanics respectively. om 2024, with the recruitment of a new postdoc, the final phase of the research, which involves human experiments, has commenced. We have collected data on human gait with a specific focus on the mechanical and architectural changes of the tibialis anterior muscle, using motion capture, EMG, and ultrasound techniques. This was achieved with a state-of-the-art muscle tracking method, which is an improved version of the previous outcome of the grant. The results of data collection and analysis have been submitted to two major conferences, ISPG (International Society of Posture and Gait) and ISB (International Society of Biomechanics) 2025, both of which are under review. |
| Exploitation Route | The outcomes of the award so far, described above, are all expected to be highly useful to others. Especially, the ultrasound tracking method was made publically available so will be used not just by many researchers, but also users in the rehabilitation and biomedical industry that use the muscle tracking technique. Also, the new musculoskeletal simulator is a general simulator that can be used for many different musculoskeletal biomechanics studies. Finally, the review article about the Hill-type muscle is expected to significantly increase the public awareness about the numerical issues of the famous Hill-type muscle model and therefore is expected to legitimate the ongoing development of a new muscle mechanics model. |
| Sectors | Healthcare |
| Description | Collaborative research grant from Korean Ministry of Science and ICT (with Seoul National University) |
| Amount | â‚©40,000,000 (KRW) |
| Organisation | Government of South Korea |
| Sector | Public |
| Country | Korea, Republic of |
| Start | 01/2020 |
| End | 12/2020 |
| Description | UK-Korea exchange award (MRC funded) |
| Amount | £20,000 (GBP) |
| Funding ID | MC_PC_18068 |
| Organisation | Medical Research Council (MRC) |
| Sector | Public |
| Country | United Kingdom |
| Start | 03/2019 |
| End | 12/2020 |
| Description | Collaboration with Korean Institute of Science and Technology |
| Organisation | Korea Institute of Science and Technology |
| Country | Korea, Republic of |
| Sector | Public |
| PI Contribution | Exchange on brain imaging and stimulation methods, consortium budilng for Horizon Europe |
| Collaborator Contribution | This exchange activity was supported by internal exchange grant from KIST |
| Impact | Two major grant application - one rejected (Korean Goverement Research Funding) and one under review (UKRI ARIA grant) |
| Start Year | 2024 |
| Description | Collaboration with University of Calgary |
| Organisation | University of Calgary |
| Country | Canada |
| Sector | Academic/University |
| PI Contribution | Data collection has been conducted in Prof Walter Herzog in The University of Calgary, a world-leading expert in muscle mechanics and also the named collaborator of the grant. PI visited the lab in July 2019 and participated in data collection. Prior to the visit, PI has been involved in experimental design and data analysis. |
| Collaborator Contribution | Prof Walter Herzog and his postdoc Dr Ian Smith are participating in data collection and analysis. |
| Impact | Six rat soleus data obtained so far. The analysis on the data have resulted in the following two abstracts accepted at international conferences: S. Yeo and W. Herzog "Can a Simple Phenomenological Model Explain the Mechanics of Eccentric Contractions?", International Society of Biomechanics 2019 I. C. Smith, S. Yeo and W. Herzog "The relaxation shoulder is delayed by active stretch at long but not short muscle lengths in rat soleus muscle assessed in situ", Canadian Society of Biomechanics 2020 |
| Start Year | 2019 |
| Description | Research Partnership with Meta |
| Organisation | |
| Country | United States |
| Sector | Academic/University |
| PI Contribution | We are conducting research analysing human behavoiurs in ourdoor navigation setup |
| Collaborator Contribution | Meta provided four pairs of their new smart eye-tracking glasses (ARIA) |
| Impact | Two presentation in international conferences - Neural Control of Movement 2024 - Leuven Cycling Meeting 2025 |
| Start Year | 2023 |
| Description | Interview at UoB Exchange |
| Form Of Engagement Activity | A press release, press conference or response to a media enquiry/interview |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Public/other audiences |
| Results and Impact | Filmed interview about AI in human movement science at Birmingham Exchange, an institute for public engagement activities of the University of Birmingham. The interview will be available to visitors of the institution through an interactive meida. |
| Year(s) Of Engagement Activity | 2023 |
| Description | Invited Talk at MMU |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Schools |
| Results and Impact | Invited Talk at Musculoskeletal Science and Sports Medicine Center at Manchester Metropolitan University: "Hill-type muscle models for simulation studies: a critical appraisal from a computational perspective" |
| Year(s) Of Engagement Activity | 2022 |
| Description | Presentation at UAM 2023 |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Public/other audiences |
| Results and Impact | Presentation and demo to public audience at University Annual Meeting 2023, titled "Perception and Action in the WILD - Use of AI & Robotics technologies for human movement research outside the lab" |
| Year(s) Of Engagement Activity | 2023 |
| Description | Presentation in Birmingham Vision Forum |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | Local |
| Primary Audience | Public/other audiences |
| Results and Impact | A presentation about the human movement and muscle mechanics delivered in Birmingham Vision Forum (BVF) in 2019 at Selly Park Baptist Church. BVF is a church-led public event about introducing science to the public. The audience included secondary school pupils and locals. The talk sparked many questions on human movement and discussions afterwards, especially by pupils who reported increased interest in human movement science and biomechanics, which they haven't had an opportunity to learn in their school. |
| Year(s) Of Engagement Activity | 2019 |
| Description | Research Talk at Computer Science, University of Birmingham |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | Local |
| Primary Audience | Schools |
| Results and Impact | I gave a research talk titled "Human Movement Science - Understanding the Weakest but the Greatest Link." This talk included my ongoing work on muscle mechanics in the development of the active spring muscle model. |
| Year(s) Of Engagement Activity | 2023 |
| Description | Research seminar at KRIBB |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | Local |
| Primary Audience | Schools |
| Results and Impact | I gave an invited talk at Korea Research Institute of Bioscience and Biotechnology. My talk was titled "Towards a new model of muscle mechanics: titin-based muscle models", and focused on my work on muscle mechanics. |
| Year(s) Of Engagement Activity | 2022 |