Validation of a Digital Twin Performing Strength Training
Validation of a Digital Twin to Predict the Adaptation of Muscle Strength and Muscle Size Due to Strength Training
1 other identifier
interventional
23
1 country
1
Brief Summary
Background: Muscular strength training interventions have long been a cornerstone in the prevention, non-surgical management and rehabilitation of the entire spectrum of musculoskeletal injuries and diseases. The key goal of strength training, especially during rehabilitation, is to regain healthy musculoskeletal function. Yet, there remains a fundamental lack of understanding with regards to the relationship between subject-specific musculoskeletal biomechanics (i.e. multi-body dynamics function) and different types of strength training interventions because of limitations in assessing these parameters outside the research setting. Thus, clinicians, physiotherapists and coaches continue making training recommendations based on subjective and generalised guidelines, with ineffective or possibly harmful consequences for individual patients and athletes. Goal: This project aims to advance strength training guidelines and monitoring of training safety and efficiency by means of subject-specific anatomically-based modelling, biomechanical analysis of musculoskeletal function and mobile monitoring of training volume and muscular fatigue in the athletic and recreational setting. Method: For validation purposes, the investigators will conduct an 8-week intervention study in healthy volunteers with strength training of the key muscle-tendon groups associated with knee joint stability and relate the changes in musculoskeletal and biomechanical parameters to the training-specific parameters and muscular fatigue from mobile monitoring through correlation analysis. Relevance: In Switzerland, more than 1.3 Mio people are members of a fitness center. Strength training is not only a cornerstone in the maintenance of fitness and rehabilitation from musculoskeletal injuries and diseases as the most frequently reported health issues.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for not_applicable healthy
Started Jan 2022
Longer than P75 for not_applicable healthy
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
April 13, 2021
CompletedFirst Posted
Study publicly available on registry
April 19, 2021
CompletedStudy Start
First participant enrolled
January 1, 2022
CompletedPrimary Completion
Last participant's last visit for primary outcome
October 31, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
November 27, 2025
CompletedResults Posted
Study results publicly available
May 6, 2026
CompletedMay 6, 2026
February 1, 2026
3.8 years
April 13, 2021
January 16, 2026
April 15, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (2)
Stop-and-go (SAG) Ability
Change of the time for the stop and go task. Calculation: Post time minus pre time.
8 weeks
20 m Sprint Performance
Change of the Sprint time, s
8 weeks
Secondary Outcomes (2)
Change in Jump Performance CMJ
8 weeks
Changes in Jump Performance SJ
8 weeks
Study Arms (1)
2 trainings per week
EXPERIMENTALThis group performs two strength training sessions per week
Interventions
Conduct of an 6-week strength training intervention of key muscle-tendon groups associated with knee joint stability in the training-specific setting of each participant. Participants are asked to record exercise load and volume as well as monitor training-related variables and 1RM using the iOS Strength Control app. Participants perform the strength training self-directedly in their chosen fitness/training facilities as it fits into their weekly routine. Contact to the study investigator is ensured at all times in case of questions.
Eligibility Criteria
You may qualify if:
- Healthy participants; and
- Age 20-40 years old; and
- No acute or chronic musculoskeletal symptoms or pain; and
- Experience with strength training (at least 1-year strength training experience with one training session per week or more); and
- Familiar with strength exercises of key muscles associated with knee joint stability.
You may not qualify if:
- Acute or chronic musculoskeletal pain; and/or
- Musculoskeletal surgery within the last 12 months; and/or
- Ongoing rehabilitation or treatment of musculoskeletal complaints or injury; and/or
- Neuromusculoskeletal disease (e.g. cerebral palsy); and/or
- Pregnancy.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Silvio Lorenzettilead
- ZHAW School of Engineeringcollaborator
Study Sites (1)
Silvio Lorenzetti
Winterthur, Canton of Zurich, 8400, Switzerland
Related Publications (1)
Achermann BB, Regazzi N, Heynen R, Ludin D, Suter J, Drewek A, Lorenzetti SR. From Monitoring to Prediction: Velocity-Based Strength Training in Female Floorball Athletes. Sports (Basel). 2025 May 31;13(6):175. doi: 10.3390/sports13060175.
PMID: 40559687RESULT
MeSH Terms
Interventions
Intervention Hierarchy (Ancestors)
Limitations and Caveats
Several limitations must be considered when interpreting the present findings. The small sample size (n = 17) and the absence of a control group limit the generalization of the results and preclude definitive causal inferences concerning the effectiveness of the interventions.
Results Point of Contact
- Title
- Silvio Lorenzetti
- Organization
- ZHAW, School of Engineering
Study Officials
- PRINCIPAL INVESTIGATOR
Silvio Lorenzetti, Prof. Dr.
ZHAW School of Engineering
Publication Agreements
- PI is Sponsor Employee
- Yes
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- OTHER
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER GOV
- Responsible Party
- SPONSOR INVESTIGATOR
- PI Title
- PI
Study Record Dates
First Submitted
April 13, 2021
First Posted
April 19, 2021
Study Start
January 1, 2022
Primary Completion
October 31, 2025
Study Completion
November 27, 2025
Last Updated
May 6, 2026
Results First Posted
May 6, 2026
Record last verified: 2026-02
Data Sharing
- IPD Sharing
- Will not share