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Zhao SS, Mackie SL, Larsson SC, Burgess S, Yuan S. Modifiable risk factors and inflammation-related proteins in polymyalgia rheumatica: genome-wide meta-analysis and Mendelian randomization. Rheumatology (Oxford) 2025; 64:3012-3018. [PMID: 38788669 PMCID: PMC7616751 DOI: 10.1093/rheumatology/keae308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2024] [Revised: 05/13/2024] [Accepted: 05/14/2024] [Indexed: 05/26/2024] Open
Abstract
OBJECTIVE PMR is an age-related inflammatory disease of unknown cause. We aimed to identify potentially modifiable risk factors and therapeutic targets for preventing or treating PMR. METHODS We meta-analysed genetic association data from 8156 cases of PMR (defined using diagnostic codes and self-report) and 416 495 controls of European ancestry from the UK Biobank and FinnGen. We then performed Mendelian randomization analyses to estimate the association between eight modifiable risk factors (using data from up to 1.2 million individuals) and 65 inflammation-related circulating proteins (up to 55 792 individuals), using the inverse variance weighted and pleiotropy robust methods. RESULTS We identified three novel genome-wide significant loci in the IL1R1, NEK6 and CCDC88B genes and confirmation of previously described associations with HLA-DRB1 and ANKRD55. Genetically predicted smoking intensity (OR 1.32; 95%CI 1.08-1.60; P = 0.006) and visceral adiposity (OR 1.22; 95%CI 1.10-1.37; P = 3.10 × 10-4) were associated with PMR susceptibility. Multiple circulating proteins related to IL-1 family signalling were associated with PMR. IL-1 receptor-like 2, also known as IL-36 receptor (OR 1.25; P = 1.89 × 10-32), serum amyloid A2 (OR 1.06, 9.91 × 10-10) and CXCL6 (OR 1.09, P = 4.85 × 10-7) retained significance after correction for multiple testing. CONCLUSION Reducing smoking and visceral adiposity at a population level might reduce incidence of PMR. We identified proteins that may play causal roles in PMR, potentially suggesting new therapeutic opportunities. Further research is needed before these findings are applied to clinical practice.
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Affiliation(s)
- Sizheng Steven Zhao
- Centre for Musculoskeletal Research, Division of Musculoskeletal and Dermatological Science, School of Biological Sciences, Faculty of Biological Medicine and Health, The University of Manchester, Manchester Academic Health Science Centre, Manchester, UK
| | - Sarah L Mackie
- Leeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds, Leeds, UK
- National Institute for Health Research Leeds Biomedical Research Centre, Leeds Teaching Hospitals, University of Leeds, Leeds, UK
| | - Susanna C Larsson
- Unit of Cardiovascular and Nutritional Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Stephen Burgess
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Heart and Lung Research Institute, University of Cambridge, Cambridge, UK
- Medical Research Council Biostatistics Unit, University of Cambridge, Cambridge, UK
| | - Shuai Yuan
- Unit of Cardiovascular and Nutritional Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
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Cesanelli L, Degens H, Rifat Toper C, Kamandulis S, Satkunskiene D. Lower calf raise efficiency in obesity is partially related to higher triceps surae MTU passive stiffness, hysteresis, and reduced relative strength. J Appl Physiol (1985) 2025; 138:1066-1078. [PMID: 40111915 DOI: 10.1152/japplphysiol.00702.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Revised: 11/14/2024] [Accepted: 03/15/2025] [Indexed: 03/22/2025] Open
Abstract
The objective of this study was to assess the efficiency of calf raise exercise in individuals with obesity, and to what extent this is related to the structural and mechanical properties of the triceps surae muscle-tendon-unit (MTU). In 22 obese (body mass index; BMI, 32.2 ± 1.5 kg/m2) and 22 nonobese (BMI, 23.3 ± 1.5 kg/m2) men we measured anthropometric parameters, gas exchange, heart rate, and rating of perceived exertion in sitting, standing, and during a self-paced 30-s calf raise exercise. Maximal voluntary isometric contraction of the plantar flexor muscles and passive resistive torque of the triceps surae MTUs were measured using an isokinetic dynamometer. B-mode ultrasound imaging of plantar flexor muscles and Achilles tendon was also performed. Individuals with obesity exhibited a greater metabolic energy cost during standing and calf raise exercise, and a lower exercise efficiency and ankle mobility (P < 0.05). Plantar flexor MTUs stiffness and hysteresis were greater, whereas gastrocnemius-medialis tendon strain was lower in subjects with obesity compared with controls (P < 0.05). There was a negative correlation between calf raise exercise net efficiency, plantar flexor MTUs hysteresis (r = 0.38; P < 0.05), and the body mass by maximal voluntary isometric torque ratio (r = 0.41; P < 0.05). These observations indicate that increased musculotendinous stiffness and hysteresis, together with a lower strength to body mass ratio, are among the factors contributing to higher metabolic energy costs, and lower exercise efficiency in individuals with obesity.NEW & NOTEWORTHY Obesity is associated with greater triceps surae muscle-tendon stiffness, hysteresis, and a lower muscle strength to body mass ratio that, reduce calf raise efficiency, contributing to reduced exercise tolerance in individuals with obesity.
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Affiliation(s)
- Leonardo Cesanelli
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
- Department of Health Promotion and Rehabilitation, Lithuanian Sports University, Kaunas, Lithuania
| | - Hans Degens
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
- Department of Life Sciences, Manchester Metropolitan University, Manchester, United Kingdom
| | - Cem Rifat Toper
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
| | - Sigitas Kamandulis
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
| | - Danguole Satkunskiene
- Department of Health Promotion and Rehabilitation, Lithuanian Sports University, Kaunas, Lithuania
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L C, P M, I B, A R, H D, D S. Obesity-driven musculotendinous remodeling impairs tissue resilience to mechanical damage. Cell Tissue Res 2025:10.1007/s00441-025-03967-1. [PMID: 40163175 DOI: 10.1007/s00441-025-03967-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2025] [Accepted: 03/18/2025] [Indexed: 04/02/2025]
Abstract
Obesity has been associated with lower muscle strength-to-body mass ratio. Here, we evaluated the effects of diet-induced obesity on the mechano-structural properties of isolated muscles and tendons. Thirty 10-week-old male C57BL/6 J mice were randomly assigned to either an obesogenic high-fat diet group (OB) for 24 weeks or a control group (CN) maintained on a standard chow diet. Soleus muscle (SOL) and Achilles tendon (AT) specimens were isolated and subjected either to failure testing, 300 cycles of passive stretch-destretch, or isometric twitch contractions. Morpho-structural and protein expression analyses were conducted to assess collagen and adipose tissue accumulation, concentrations of cross-linking factors, and any alterations in the POSTN-TGFβ1-Akt signaling pathway. OB SOL and AT tissues were more fragile than those from CN (p < 0.05). A piecewise linear regression model revealed a tendency for OB tissues to exhibit steeper mechanical property changes within the first 20 cycles compared to CN, followed by a similar plateau phase in both groups. OB SOL-AT complexes showed a slower twitch-contraction-relaxation pattern than CN (p < 0.05). OB tendons and muscles were larger than those of the CN, with muscles featuring bigger fibers, and higher collagen area fraction (p < 0.05). Elevated TGFβ1 and POSTN concentrations were observed in OB tissues (p < 0.05), alongside increased P-Akt and P-4EBP1 expression (p < 0.05). These findings highlight the detrimental effects of obesity on the structural integrity of muscle and tendon tissues and suggest a significant role of POSTN-TGFβ1-Akt signaling in obesity-associated musculotendinous remodeling.
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Affiliation(s)
- Cesanelli L
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania.
- Department of Health Promotion and Rehabilitation, Lithuanian Sports University, Kaunas, Lithuania.
| | - Minderis P
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
| | - Balnyte I
- Department of Histology and Embryology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Ratkevicius A
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
- Sports and Exercise Medicine Centre, Queen Mary University of London, London, UK
| | - Degens H
- Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
- Department of Life Sciences, Manchester Metropolitan University, Manchester, UK
| | - Satkunskiene D
- Department of Health Promotion and Rehabilitation, Lithuanian Sports University, Kaunas, Lithuania
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Gray AJ, Krupenevich RL, Batsis JA, Sawicki GS, Franz JR. Reduced Achilles tendon stiffness in aging associates with higher metabolic cost of walking. J Appl Physiol (1985) 2024; 137:1541-1548. [PMID: 39508895 PMCID: PMC11687843 DOI: 10.1152/japplphysiol.00377.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Revised: 09/24/2024] [Accepted: 10/20/2024] [Indexed: 11/15/2024] Open
Abstract
The mechanisms responsible for increased metabolic cost of walking in older adults are poorly understood. We recently proposed a theoretical premise by which age-related reductions in Achilles tendon stiffness (kAT) can disrupt the neuromechanics of calf muscle force production and contribute to faster rates of oxygen consumption during walking. The purpose of this study was to objectively evaluate this premise. We quantified kAT at a range of matched relative activations prescribed using electromyographic biofeedback and walking metabolic cost and ankle joint biomechanics in a group of 15 younger (age: 23 ± 4 yr) and 15 older (age: 72 ± 5 yr) adults. Older adults averaged 44% lower kAT than younger adults at matched triceps surae activations during isokinetic dorsiflexion tasks on a dynamometer (P = 0.046). Older adults also walked with a 17% higher net metabolic power (P = 0.017) but indistinguishable peak Achilles tendon forces than younger adults. Thus, data implicate altered tendon length-tension relations with age more than differences in the operating region of those length-tension relations between younger and older adults. In addition, we discovered empirical evidence that lesser kAT-likely due to the shorter muscle lengths and thus higher relative activations it imposes-was positively correlated with higher net metabolic power during walking (r = -0.365, P = 0.048). These results pave the way for interventions focused on restoring ankle muscle-tendon unit structural stiffness to improve walking energetics in aging.NEW & NOTEWORTHY This study provides the first empirical evidence to our knowledge that age-related decreases in kAT exact a potentially significant metabolic penalty during walking. These results pave the way for interventions focused on restoring ankle muscle-tendon unit structural stiffness to improve walking energetics in aging.
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Affiliation(s)
- Aubrey J Gray
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill and North Carolina State University, Chapel Hill, North Carolina, United States
| | - Rebecca L Krupenevich
- Division of Behavioral and Social Research, National Institute on Aging, Bethesda, Maryland, United States
| | - John A Batsis
- Division of Geriatric Medicine, Center for Aging and Health, University of North Carolina, Chapel Hill, North Carolina, United States
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States
| | - Gregory S Sawicki
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, United States
| | - Jason R Franz
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill and North Carolina State University, Chapel Hill, North Carolina, United States
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Pérez MÁ, Urrejola-Contreras G, Alvarez B, Steilen C, Latorre A, Torres-Banduc MA. Exploring the interplay between body mass index and passive muscle properties in relation to grip strength and jump performance in female university students. PeerJ 2024; 12:e18430. [PMID: 39553718 PMCID: PMC11568817 DOI: 10.7717/peerj.18430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 10/08/2024] [Indexed: 11/19/2024] Open
Abstract
Background Women typically have a higher body fat content than men. Fat accumulation is associated with muscle weakness and alterations in mechanical properties. This study aims to determine the relationship between BMI and weight status with the mechanical properties of muscle and tendon. It was hypothesized that the stiffness and tone of the forearm muscle and Achilles tendon would be correlated with weight status and BMI. Methods A cross-sectional study was conducted with 136 female university students. Grip strength was assessed using a dynamometer, body composition was analyzed through bioimpedance, and countermovement jump performance was evaluated with a force platform. Stiffness and tone were measured using the MyotonPro device. ANOVA was used to compare grip strength and countermovement jump performance according to body composition. The Pearson correlation coefficient was used to examine bivariate associations. Results Relative grip strength decreased with an increase in fat content, while forearm muscle stiffness and tone decreased with rising weight status and BMI. Stiffness of the Achilles tendon increased with an increase in fat content and showed a significant positive correlation with BMI. Multiple regression analysis revealed a weak correlation between BMI, body composition, and stiffness of the forearm muscles. Conclusion The results of this study support the notion that the stiffness of the forearm muscles and Achilles tendon is correlated with BMI in young adult women. Furthermore, an increase in body fat percentage is linked to a decrease in mechanical properties and poorer muscle function.
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Affiliation(s)
- Miguel Ángel Pérez
- Escuela de Ciencias de la Salud, Carrera de Kinesiología, Universidad Viña del Mar, Viña del Mar, Chile
| | - Gabriela Urrejola-Contreras
- Escuela de Ciencias de la Salud, Unidad de Ciencias Aplicadas, Universidad Viña del Mar, Viña del Mar, Chile
| | - Brian Alvarez
- Escuela de Ciencias de la Salud, Carrera de Kinesiología, Universidad Viña del Mar, Viña del Mar, Chile
| | - Camila Steilen
- Escuela de Ciencias de la Salud, Carrera de Kinesiología, Universidad Viña del Mar, Viña del Mar, Chile
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Morgan PT, Smeuninx B, Marshall RN, Korzepa M, Quinlan JI, McPhee JS, Breen L. Greater myofibrillar protein synthesis following weight-bearing activity in obese old compared with non-obese old and young individuals. GeroScience 2024; 46:3759-3778. [PMID: 37328646 PMCID: PMC11226697 DOI: 10.1007/s11357-023-00833-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 05/18/2023] [Indexed: 06/18/2023] Open
Abstract
The mechanisms through which obesity impacts age-related muscle mass regulation are unclear. In the present study, rates of integrated myofibrillar protein synthesis (iMyoPS) were measured over 48-h prior-to and following a 45-min treadmill walk in 10 older-obese (O-OB, body fat[%]: 33 ± 3%), 10 older-non-obese (O-NO, 20 ± 3%), and 15 younger-non-obese (Y-NO, 13 ± 5%) individuals. Surface electromyography was used to determine thigh muscle "activation". Quadriceps cross-sectional area (CSA), volume, and intramuscular thigh fat fraction (ITFF) were measured by magnetic resonance imaging. Quadriceps maximal voluntary contraction (MVC) was measured by dynamometry. Quadriceps CSA and volume were greater (muscle volume, Y-NO: 1182 ± 232 cm3; O-NO: 869 ± 155 cm3; O-OB: 881 ± 212 cm3, P < 0.01) and ITFF significantly lower (m. vastus lateralis, Y-NO: 3.0 ± 1.0%; O-NO: 4.0 ± 0.9%; O-OB: 9.1 ± 2.6%, P ≤ 0.03) in Y-NO compared with O-NO and O-OB, with no difference between O-NO and O-OB in quadriceps CSA and volume. ITFF was significantly higher in O-OB compared with O-NO. Relative MVC was lower in O-OB compared with Y-NO and O-NO (Y-NO: 5.5 ± 1.6 n·m/kg-1; O-NO: 3.9 ± 1.0 n·m/kg-1; O-OB: 2.9 ± 1.1 n·m/kg-1, P < 0.0001). Thigh muscle "activation" during the treadmill walk was greater in O-OB compared with Y-NO and O-NO (Y-NO: 30.5 ± 13.5%; O-NO: 35.8 ± 19.7%; O-OB: 68.3 ± 32.3%, P < 0.01). Habitual iMyoPS did not differ between groups, whereas iMyoPS was significantly elevated over 48-h post-walk in O-OB (+ 38.6 ± 1.2%·day-1, P < 0.01) but not Y-NO or O-NO (+ 11.4 ± 1.1%·day-1 and + 17.1 ± 1.1%·day-1, respectively, both P > 0.271). Equivalent muscle mass in O-OB may be explained by the muscle anabolic response to weight-bearing activity, whereas the age-related decline in indices of muscle quality appears to be exacerbated in O-OB and warrants further exploration.
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Affiliation(s)
- Paul T Morgan
- School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
- Department of Sport and Exercise Sciences, Institute of Sport, Manchester Metropolitan University, 99 Oxford Road, Manchester, M1 7EL, UK
| | - Benoit Smeuninx
- School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
- Monash Institute of Pharmacological Sciences, Monash University, Parkville, VIC, Australia
| | - Ryan N Marshall
- School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
| | - Marie Korzepa
- School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
| | - Jonathan I Quinlan
- School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
- NIHR Birmingham Biomedical Research Centre, University Hospital Birmingham NHS Foundation Trust and University of Birmingham, Birmingham, UK
| | - Jamie S McPhee
- Department of Sport and Exercise Sciences, Institute of Sport, Manchester Metropolitan University, 99 Oxford Road, Manchester, M1 7EL, UK
| | - Leigh Breen
- School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK.
- NIHR Birmingham Biomedical Research Centre, University Hospital Birmingham NHS Foundation Trust and University of Birmingham, Birmingham, UK.
- MRC-Versus Arthritis Centre for Musculoskeletal Ageing Research, University of Birmingham, Birmingham, UK.
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Iida N, Thoreson AR, Reisdorf RL, Tsukamoto I, El Hor H, Zhao C. Relationship Between the Changes of Tendon Elastic Moduli With Ultrasound Shear Wave Elastography and Mechanical Compression Test. ULTRASOUND IN MEDICINE & BIOLOGY 2024; 50:586-591. [PMID: 38272742 DOI: 10.1016/j.ultrasmedbio.2024.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 12/07/2023] [Accepted: 01/01/2024] [Indexed: 01/27/2024]
Abstract
OBJECTIVE The purpose of this study was to investigate the consistency of the changes in the elastic modulus measured with ultrasound shear wave elastography (SWE) with changes measured through mechanical testing using tendons that were artificially altered by chemical modifications. METHODS Thirty-six canine flexor digitorum profundus tendons were used for this experiment. To mimic tendon mechanical property changes induced by tendinopathy conditions, tendons were treated with collagenase to soften the tissue by collagen digestion or with 1-ethyl-3-(3-dimethylaminopropyl)carbodiimide hydrochloride (EDC) to stiffen the tissues through chemical crosslinking. Tendons were randomly assigned to one of three groups: immersion in phosphate-buffered saline (PBS) as a control group (n = 12), collagenase treatment (n = 12) or EDC treatment (n = 12). Immediately following SWE measurement of each tendon, mechanical compression testing was performed as a gold standard to validate the SWE measurement. Both tests were conducted before and after treatment. RESULTS The compressive modulus and SWE shear modulus significantly decreased after collagenase treatment. Conversely, both moduli significantly increased after EDC treatment. There was no significant difference in either modulus before or after PBS treatment. As a result of a regression analysis with the percentage change of the compressive modulus as the dependent variable and SWE shear modulus as the independent variable, the best-fit regression was found to be an exponential function and the coefficient of determination was 0.687. CONCLUSION The changes in the compressive moduli and SWE shear moduli in tendons induced by chemical treatments were correlated by approximately 70%.
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Affiliation(s)
- Naoya Iida
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Andrew R Thoreson
- Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA
| | | | - Ichiro Tsukamoto
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Hicham El Hor
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Chunfeng Zhao
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA.
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Liu M, Feng J. Association between adiposity and facial aging: results from a Mendelian randomization study. Eur J Med Res 2023; 28:350. [PMID: 37715292 PMCID: PMC10503104 DOI: 10.1186/s40001-023-01236-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Accepted: 07/16/2023] [Indexed: 09/17/2023] Open
Abstract
BACKGROUND Skin, as a sociologically meaningful interface, has psychological implications different from other organs, particularly in the context of the global population aging. Growing evidence suggests that facial aging is associated with an increased risk of adiposity. Existing research, however, were observational, and while they may find some correlations, it is difficult to simply disentangle non-causal or reverse-causal links because these associations may be confounded or fail to accurately reflect true causative linkages. OBJECTIVES We conducted a 2-sample Mendelian randomization (MR) study to examine the potential effect of facial aging on the risk of broad obesity and its three major adiposity indicators, including body mass index (BMI), body fat percentage (BF%) and waist circumference (WC). METHODS Genetic instruments from IEU OpenGWAS project, one of the largest available genome-wide association studies (GWAS) for facial aging (423,999 samples) were used to investigate the relation to broad obesity (32,858 cases, 65,839 controls). Using the inverse-variance weighted (IVW) technique, single nucleotide polymorphisms (SNPs) associated with adiposity indicators (BMI (461,460 samples), BF% (454,633 samples), and WC (462,166 samples)) were investigated in relationship to facial aging. Further sensitivity analyses were performed, including Mendelian randomization-Egger (MR-Egger), weighted median estimates, and leave-one-out analysis, to evaluate the consistency of the results and related potential issues in MR studies. RESULTS We identified strong and significant correlations between adiposity and facial aging in the 17 broad obesity-associated SNPs (IVW estimate of odds ratio OR = 1.020, 95% CI 1.010-1.029, P = 7.303e - 05), 458 BMI-associated SNPs (IVW estimate of odds ratio OR = 1.047, 95% CI 1.0357-1.058, P = 1.154e - 16),for the 395 BF%-associated SNPs (OR = 1.056, 95%CI 1.040-1.072,P = 7.617e - 12), or for the 374 WC-associated SNPs (OR = 1.072, 95% CI 1057-1.087,P = 1.229e - 23). A range of complementary methodologies have been employed to evaluate horizontal pleiotropy and related potential caveats occurring in MR research. CONCLUSIONS Using Mendelian randomization as an alternative approach to investigate causality, we found a causal relationship between adiposity and facial aging, which was statistically strong and significant.
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Affiliation(s)
- Meiqi Liu
- Department of Plastic and Cosmetic Surgery, Nanfang Hospital, Southern Medical University, 1838 Guangzhou North Road, Guangzhou, 510515, Guangdong, People's Republic of China
| | - Jingwei Feng
- Department of Plastic and Cosmetic Surgery, Nanfang Hospital, Southern Medical University, 1838 Guangzhou North Road, Guangzhou, 510515, Guangdong, People's Republic of China.
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Shojaee A. Equine tendon mechanical behaviour: Prospects for repair and regeneration applications. Vet Med Sci 2023; 9:2053-2069. [PMID: 37471573 PMCID: PMC10508504 DOI: 10.1002/vms3.1205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 05/03/2023] [Accepted: 07/06/2023] [Indexed: 07/22/2023] Open
Abstract
Tendons are dense connective tissues that play an important role in the biomechanical function of the musculoskeletal system. The mechanical forces have been implicated in every aspect of tendon biology. Tendon injuries are frequently occurring and their response to treatments is often unsatisfactory. A better understanding of tendon biomechanics and mechanobiology can help develop treatment options to improve clinical outcomes. Recently, tendon tissue engineering has gained more attention as an alternative treatment due to its potential to overcome the limitations of current treatments. This review first provides a summary of tendon mechanical properties, focusing on recent findings of tendon mechanobiological responses. In the next step, we highlight the biomechanical parameters of equine energy-storing and positional tendons. The final section is devoted to how mechanical loading contributes to tenogenic differentiation using bioreactor systems. This study may help develop novel strategies for tendon injury prevention or accelerate and improve tendon healing.
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Affiliation(s)
- Asiyeh Shojaee
- Division of PhysiologyDepartment of Basic SciencesFaculty of Veterinary MedicineFerdowsi University of MashhadMashhadIran
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Adam NC, Smith CR, Herzog W, Amis AA, Arampatzis A, Taylor WR. In Vivo Strain Patterns in the Achilles Tendon During Dynamic Activities: A Comprehensive Survey of the Literature. SPORTS MEDICINE - OPEN 2023; 9:60. [PMID: 37466866 DOI: 10.1186/s40798-023-00604-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 07/02/2023] [Indexed: 07/20/2023]
Abstract
Achilles' tendon (AT) injuries such as ruptures and tendinopathies have experienced a dramatic rise in the mid- to older-aged population. Given that the AT plays a key role at all stages of locomotion, unsuccessful rehabilitation after injury often leads to long-term, deleterious health consequences. Understanding healthy in vivo strains as well as the complex muscle-tendon unit interactions will improve access to the underlying aetiology of injuries and how their functionality can be effectively restored post-injury. The goals of this survey of the literature with a systematic search were to provide a benchmark of healthy AT strains measured in vivo during functional activities and identify the sources of variability observed in the results. Two databases were searched, and all articles that provided measured in vivo peak strains or the change in strain with respect to time were included. In total, 107 articles that reported subjects over the age of 18 years with no prior AT injury and measured while performing functional activities such as voluntary contractions, walking, running, jumping, or jump landing were included in this review. In general, unclear anatomical definitions of the sub-tendon and aponeurosis structures have led to considerable confusion in the literature. MRI, ultrasound, and motion capture were the predominant approaches, sometimes coupled with modelling. The measured peak strains increased from 4% to over 10% from contractions, to walking, running, and jumping, in that order. Importantly, measured AT strains were heavily dependent on measurement location, measurement method, measurement protocol, individual AT geometry, and mechanical properties, as well as instantaneous kinematics and kinetics of the studied activity. Through a comprehensive review of approaches and results, this survey of the literature therefore converges to a united terminology of the structures and their common underlying characteristics and presents the state-of-knowledge on their functional strain patterns.
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Affiliation(s)
- Naomi C Adam
- Institute for Biomechanics, ETH Zürich, Leopold-Ruzicka-Weg 4, 8093, Zurich, Switzerland
| | - Colin R Smith
- Institute for Biomechanics, ETH Zürich, Leopold-Ruzicka-Weg 4, 8093, Zurich, Switzerland
| | - Walter Herzog
- Human Performance Laboratory, Faculty of Kinesiology, The University of Calgary, Calgary, Canada
| | - Andrew A Amis
- Department of Mechanical Engineering, Imperial College London, London, UK
| | - Adamantios Arampatzis
- Department of Training and Movement Sciences, Humboldt-Universität zu Berlin, and Berlin School of Movement Science, Berlin, Germany
| | - William R Taylor
- Institute for Biomechanics, ETH Zürich, Leopold-Ruzicka-Weg 4, 8093, Zurich, Switzerland.
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Korcari A, Nichols AEC, Buckley MR, Loiselle AE. Scleraxis-lineage cells are required for tendon homeostasis and their depletion induces an accelerated extracellular matrix aging phenotype. eLife 2023; 12:e84194. [PMID: 36656751 PMCID: PMC9908079 DOI: 10.7554/elife.84194] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 01/18/2023] [Indexed: 01/20/2023] Open
Abstract
Aged tendons have disrupted homeostasis, increased injury risk, and impaired healing capacity. Understanding mechanisms of homeostatic disruption is crucial for developing therapeutics to retain tendon health through the lifespan. Here, we developed a novel model of accelerated tendon extracellular matrix (ECM) aging via depletion of Scleraxis-lineage cells in young mice (Scx-DTR). Scx-DTR recapitulates many aspects of tendon aging including comparable declines in cellularity, alterations in ECM structure, organization, and composition. Single-cell RNA sequencing demonstrated a conserved decline in tenocytes associated with ECM biosynthesis in aged and Scx-DTR tendons, identifying the requirement for Scleraxis-lineage cells during homeostasis. However, the remaining cells in aged and Scx-DTR tendons demonstrate functional divergence. Aged tenocytes become pro-inflammatory and lose proteostasis. In contrast, tenocytes from Scx-DTR tendons demonstrate enhanced remodeling capacity. Collectively, this study defines Scx-DTR as a novel model of accelerated tendon ECM aging and identifies novel biological intervention points to maintain tendon function through the lifespan.
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Affiliation(s)
- Antonion Korcari
- Center for Musculoskeletal Research, Department of Orthopaedics & Rehabilitation, University of Rochester Medical CenterRochesterUnited States
- Department of Biomedical Engineering, University of RochesterRochesterUnited States
| | - Anne EC Nichols
- Center for Musculoskeletal Research, Department of Orthopaedics & Rehabilitation, University of Rochester Medical CenterRochesterUnited States
| | - Mark R Buckley
- Center for Musculoskeletal Research, Department of Orthopaedics & Rehabilitation, University of Rochester Medical CenterRochesterUnited States
- Department of Biomedical Engineering, University of RochesterRochesterUnited States
| | - Alayna E Loiselle
- Center for Musculoskeletal Research, Department of Orthopaedics & Rehabilitation, University of Rochester Medical CenterRochesterUnited States
- Department of Biomedical Engineering, University of RochesterRochesterUnited States
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12
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Kayser F, Bori E, Fourny S, Hontoir F, Clegg P, Dugdale A, Vandeweerd JM, Innocenti B. Ex vivo study correlating the stiffness of the ovine patellar tendon to age and weight. Int Biomech 2022; 9:1-9. [PMID: 35929916 PMCID: PMC9359184 DOI: 10.1080/23335432.2022.2108899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Tendons play a crucial role in the musculoskeletal system. In humans, tendon injuries, especially chronic tendinopathy, are very common and the patellar tendon is a frequent location for tendinopathy or injuries. The biomechanical characteristics of the patellar tendon, such as elasticity and stiffness, are of paramount importance and constitute major outcome measures in research studies. We aimed to assess whether the stiffness of the healthy ovine patellar tendon changes with age and weight in a population of normal animals. Sixty-eight 'patella-patellar tendon-tibial tuberosity' units from thirty-four Ile-de-France ewes of body mass 65 to 95 kg, euthanized for reasons other than musculoskeletal diseases, underwent a tensile test providing a measure of the tendon stiffness. Animals were sorted into three categories of age (1-2 yo, 3-5 yo, 6-10 yo). We found a positive but not significant correlation between age category and stiffness (r = 0.22, p = 0.27). There was a significantly positive correlation between weight and stiffness (r = 0.39, p = 0.04). In conclusion, the study characterized biomechanical properties of healthy tendons, provided useful reference values, and established the basis for future biomechanical tests on healing tendons in sheep. The most appropriate sheep population for those future studies would be non-overweight young adults presenting with no lameness.
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Affiliation(s)
- Françoise Kayser
- Department of Medical Imaging, CHU UCL NAMUR (Centre Hospitalier Universitaire-Université Catholique de Louvain-NAMUR) site Godinne, Yvoir, Belgium
| | - Edoardo Bori
- BEAMS Department (Bio-Electro and Mechanical System), ULB (Université Libre de Bruxelles)-Ecole Polytechnique de Bruxelles, Bruxelles, Belgium
| | - Sophie Fourny
- Department of Veterinary Medicine, University of Namur, Namur, Belgium
| | - Fanny Hontoir
- NaRILiS (Namur Research Institute for Life Sciences)-IRVU (Integrated Veterinary Research Unit), Department of Veterinary Medicine, University of Namur, Namur, Belgium
| | - Peter Clegg
- Faculty of Health and Life Sciences, Department of Musculoskeletal Biology, University of Liverpool, Neston, UK
| | - Alexandra Dugdale
- Units E & F, Telford Court, Dunkirk Trading Estate, Gates Lane, Chester Gates Veterinary Specialists CVS (UK) Ltd, Chester, UK
| | - Jean-Michel Vandeweerd
- NaRILiS (Namur Research Institute for Life Sciences)-IRVU (Integrated Veterinary Research Unit), Department of Veterinary Medicine, University of Namur, Namur, Belgium
| | - Bernardo Innocenti
- BEAMS Department (Bio-Electro and Mechanical System), ULB (Université Libre de Bruxelles), Bruxelles, Belgium
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13
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DeSchmidt AM, Gong AT, Batista JE, Song AY, Bidinger SL, Schul AL, Wang EY, Norfleet JE, Sweet RM. Characterization of Puncture Forces of the Human Trachea and Cricothyroid Membrane. J Biomech Eng 2022; 144:1140296. [PMID: 35445243 DOI: 10.1115/1.4054380] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Indexed: 12/12/2022]
Abstract
Accurate human tissue biomechanical data represents a critical knowledge gap that will help facilitate the advancement of new medical devices, patient-specific predictive models, and training simulators. Tissues related to the human airway are a top priority, as airway medical procedures are common and critical. Placement of a surgical airway, though less common, is often done in an emergent (cricothyrotomy) or urgent (tracheotomy) fashion. This study is the first to report relevant puncture force data for the human cricothyroid membrane and tracheal annular ligaments. Puncture forces of the cricothyroid membrane and tracheal annular ligaments were collected from 39 and 42 excised human donor tracheas, respectively, with a mechanized load frame holding various surgical tools. The average puncture force of the cricothyroid membrane using an 11 blade scalpel was 1.01 ± 0.36 N, and the average puncture force of the tracheal annular ligaments using a 16 gauge needle was 0.98 ± 0.34 N. This data can be used to inform medical device and airway training simulator development as puncture data of these anatomies has not been previously reported.
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Affiliation(s)
- Aleah M DeSchmidt
- Department of Surgery, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000; Department of Bioengineering, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000
| | - Alex T Gong
- Department of Surgery, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000
| | | | - Agnes Y Song
- Department of Surgery, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000; Department of Bioengineering, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000
| | - Sophia L Bidinger
- Electrical Engineering Division, University of Cambridge, 9 JJ Thomson Avenue, Cambridge CB3 0FA, UK
| | - Alyssa L Schul
- Philips Healthcare, 22100 Bothell Everett Hwy, Bothell, WA 98021
| | - Everet Y Wang
- Department of Surgery, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000
| | - Jack E Norfleet
- Medical Simulation Research Branch Simulation and Training Technology Center, U.S. Army CCDC Soldier Center, 12423 Research Parkway, Orlando, FL 32826
| | - Robert M Sweet
- Department of Surgery, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000; Department of Urology, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000;Department of Bioengineering, University of Washington, 1959 NE Pacific Ave Magnuson Health Sciences T293, Seattle, WA 98195-0000
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14
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Pinto Pereira SM, Garfield V, Farmaki AE, Tomlinson DJ, Norris T, Fatemifar G, Denaxas S, Finan C, Cooper R. Adiposity and grip strength: a Mendelian randomisation study in UK Biobank. BMC Med 2022; 20:201. [PMID: 35650572 PMCID: PMC9161610 DOI: 10.1186/s12916-022-02393-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 04/27/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Muscle weakness, which increases in prevalence with age, is a major public health concern. Grip strength is commonly used to identify weakness and an improved understanding of its determinants is required. We aimed to investigate if total and central adiposity are causally associated with grip strength. METHODS Up to 470,786 UK Biobank participants, aged 38-73 years, with baseline data on four adiposity indicators (body mass index (BMI), body fat percentage (BF%), waist circumference (WC) and waist-hip-ratio (WHR)) and maximum grip strength were included. We examined sex-specific associations between each adiposity indicator and grip strength. We explored whether associations varied by age, by examining age-stratified associations (< 50 years, 50-59 years, 60-64 years,65 years +). Using Mendelian randomisation (MR), we estimated the strength of the adiposity-grip strength associations using genetic instruments for each adiposity trait as our exposure. RESULTS In males, observed and MR associations were generally consistent: higher BMI and WC were associated with stronger grip; higher BF% and WHR were associated with weaker grip: 1-SD higher BMI was associated with 0.49 kg (95% CI: 0.45 kg, 0.53 kg) stronger grip; 1-SD higher WHR was associated with 0.45 kg (95% CI:0.41 kg, 0.48 kg) weaker grip (covariate adjusted observational analyses). Associations of BMI and WC with grip strength were weaker at older ages: in males aged < 50 years and 65 years + , 1-SD higher BMI was associated with 0.93 kg (95% CI: 0.84 kg, 1.01 kg) and 0.13 kg (95% CI: 0.05 kg, 0.21 kg) stronger grip, respectively. In females, higher BF% was associated with weaker grip and higher WC was associated with stronger grip; other associations were inconsistent. CONCLUSIONS Using different methods to triangulate evidence, our findings suggest causal links between adiposity and grip strength. Specifically, higher BF% (in both sexes) and WHR (males only) were associated with weaker grip strength.
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Affiliation(s)
- Snehal M Pinto Pereira
- Institute of Sport, Exercise and Health, Division of Surgery & Interventional Science, University College London, London, UK.
| | - Victoria Garfield
- Institute of Cardiovascular Science, University College London, London, UK
| | | | - David J Tomlinson
- Department of Sport and Exercise Sciences, Musculoskeletal Science and Sports Medicine Research Centre, Manchester Metropolitan University, Manchester, UK
| | - Thomas Norris
- Institute of Sport, Exercise and Health, Division of Surgery & Interventional Science, University College London, London, UK
| | | | - Spiros Denaxas
- Institute of Health Informatics, University College London, London, UK
| | - Chris Finan
- Institute of Cardiovascular Science, University College London, London, UK
- UCL British Heart Foundation Research Accelerator, London, UK
- Department of Cardiology, Division Heart and Lungs, University Medical Centre Utrecht, Utrecht, Netherlands
| | - Rachel Cooper
- Department of Sport and Exercise Sciences, Musculoskeletal Science and Sports Medicine Research Centre, Manchester Metropolitan University, Manchester, UK
- AGE Research Group, Faculty of Medical Sciences, Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- NIHR Newcastle Biomedical Research Centre, Newcastle University and Newcastle Upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
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15
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Lynch DH, Spangler HB, Franz JR, Krupenevich RL, Kim H, Nissman D, Zhang J, Li YY, Sumner S, Batsis JA. Multimodal Diagnostic Approaches to Advance Precision Medicine in Sarcopenia and Frailty. Nutrients 2022; 14:1384. [PMID: 35405997 PMCID: PMC9003228 DOI: 10.3390/nu14071384] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 03/21/2022] [Accepted: 03/23/2022] [Indexed: 12/12/2022] Open
Abstract
Sarcopenia, defined as the loss of muscle mass, strength, and function with aging, is a geriatric syndrome with important implications for patients and healthcare systems. Sarcopenia increases the risk of clinical decompensation when faced with physiological stressors and increases vulnerability, termed frailty. Sarcopenia develops due to inflammatory, hormonal, and myocellular changes in response to physiological and pathological aging, which promote progressive gains in fat mass and loss of lean mass and muscle strength. Progression of these pathophysiological changes can lead to sarcopenic obesity and physical frailty. These syndromes independently increase the risk of adverse patient outcomes including hospitalizations, long-term care placement, mortality, and decreased quality of life. This risk increases substantially when these syndromes co-exist. While there is evidence suggesting that the progression of sarcopenia, sarcopenic obesity, and frailty can be slowed or reversed, the adoption of broad-based screening or interventions has been slow to implement. Factors contributing to slow implementation include the lack of cost-effective, timely bedside diagnostics and interventions that target fundamental biological processes. This paper describes how clinical, radiographic, and biological data can be used to evaluate older adults with sarcopenia and sarcopenic obesity and to further the understanding of the mechanisms leading to declines in physical function and frailty.
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Affiliation(s)
- David H. Lynch
- Division of Geriatric Medicine, Center for Aging and Health, University of North Carolina, Chapel Hill, NC 27599, USA;
| | - Hillary B. Spangler
- Division of Medicine and Pediatrics, University of North Carolina, Chapel Hill, NC 27599, USA;
| | - Jason R. Franz
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill, North Carolina State University, Chapel Hill, NC 27599, USA; (J.R.F.); (R.L.K.); (H.K.)
| | - Rebecca L. Krupenevich
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill, North Carolina State University, Chapel Hill, NC 27599, USA; (J.R.F.); (R.L.K.); (H.K.)
| | - Hoon Kim
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill, North Carolina State University, Chapel Hill, NC 27599, USA; (J.R.F.); (R.L.K.); (H.K.)
| | - Daniel Nissman
- Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC 27599, USA; (D.N.); (J.Z.)
| | - Janet Zhang
- Department of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC 27599, USA; (D.N.); (J.Z.)
| | - Yuan-Yuan Li
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA; (Y.-Y.L.); (S.S.)
| | - Susan Sumner
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA; (Y.-Y.L.); (S.S.)
| | - John A. Batsis
- Division of Geriatric Medicine, Center for Aging and Health, University of North Carolina, Chapel Hill, NC 27599, USA;
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA; (Y.-Y.L.); (S.S.)
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16
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Elshafei M, Costa DE, Shihab E. Toward the Personalization of Biceps Fatigue Detection Model for Gym Activity: An Approach to Utilize Wearables' Data from the Crowd. SENSORS (BASEL, SWITZERLAND) 2022; 22:1454. [PMID: 35214356 PMCID: PMC8877759 DOI: 10.3390/s22041454] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 02/05/2022] [Accepted: 02/11/2022] [Indexed: 06/14/2023]
Abstract
Nowadays, wearables-based Human Activity Recognition (HAR) systems represent a modern, robust, and lightweight solution to monitor athlete performance. However, user data variability is a problem that may hinder the performance of HAR systems, especially the cross-subject HAR models. Such a problem may have a lesser effect on the subject-specific model because it is a tailored model that serves a specific user; hence, data variability is usually low, and performance is often high. However, such a performance comes with a high cost in data collection and processing per user. Therefore, in this work, we present a personalized model that achieves higher performance than the cross-subject model while maintaining a lower data cost than the subject-specific model. Our personalization approach sources data from the crowd based on similarity scores computed between the test subject and the individuals in the crowd. Our dataset consists of 3750 concentration curl repetitions from 25 volunteers with ages and BMI ranging between 20-46 and 24-46, respectively. We compute 11 hand-crafted features and train 2 personalized AdaBoost models, Decision Tree (AdaBoost-DT) and Artificial Neural Networks (AdaBoost-ANN), using data from whom the test subject shares similar physical and single traits. Our findings show that the AdaBoost-DT model outperforms the cross-subject-DT model by 5.89%, while the AdaBoost-ANN model outperforms the cross-subject-ANN model by 3.38%. On the other hand, at 50.0% less of the test subject's data consumption, our AdaBoost-DT model outperforms the subject-specific-DT model by 16%, while the AdaBoost-ANN model outperforms the subject-specific-ANN model by 10.33%. Yet, the subject-specific models achieve the best performances at 100% of the test subjects' data consumption.
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