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Paris MT, Rice CL. Voluntary activation of human knee extensors during isotonic shortening contractions. Eur J Appl Physiol 2024:10.1007/s00421-024-05441-2. [PMID: 38436666 DOI: 10.1007/s00421-024-05441-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Accepted: 02/16/2024] [Indexed: 03/05/2024]
Abstract
PURPOSE The interpolated twitch technique (ITT) is often used to assess voluntary activation during isometric contractions; however, this may have limited relevance to dynamic contractions. Although the ITT has been applied to relatively slow isokinetic contractions (< 150°/s), it has received limited consideration during unconstrained velocity (i.e., isotonic) contractions, despite their relevance to natural movements. Here, we explored the ITT during isotonic knee extension contractions using a modified dynamometer. METHODS Young males (n = 6) and females (n = 4) performed isometric and isotonic knee extension contractions of sub-maximal and maximal intensities with doublet (150 Hz) muscle belly stimulations to assess voluntary activation. Following each voluntary isotonic contraction (velocity range ~ 35°/s to ~ 275°/s), resting potentiated doublets were evaluated during passive joint rotation at the same angular velocity achieved during voluntary efforts, to account for force-velocity characteristics. Correlations between voluntary activation and the proportion of maximal torque or power were evaluated for isometric and isotonic contractions, respectively. RESULTS Isometric voluntary activation was strongly correlated with increasing torque output (r = 0.96, p < 0.001). Doublet torque during passive joint rotation displayed a hyperbolic relationship with increasing angular velocity (r = 0.98, p < 0.001). Isotonic voluntary activation was strongly correlated with increasing power output (r = 0.89, p < 0.001). During maximal effort contractions, no differences were observed in voluntary activation between isometric and isotonic conditions (89.4% vs. 89.2%, p = 0.904). CONCLUSIONS The ITT is a valid approach to evaluate voluntary activation during an isotonic contraction using a modified dynamometer. Participants were able to achieve a similar high level of voluntary activation during isometric and isotonic contractions.
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Affiliation(s)
- Michael T Paris
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, London, ON, Canada
- School of Kinesiology and Health Science, Faculty of Health, York University, Toronto, ON, Canada
| | - Charles L Rice
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, London, ON, Canada.
- Department of Anatomy and Cell Biology, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, Canada.
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Paris MT, Kulkarni SV, Rice CL. Electrically Evoked Isotonic Plantar Flexion Contractions Are Impaired Less than Voluntary After a Dynamic Fatiguing Task. Med Sci Sports Exerc 2023; 55:2096-2102. [PMID: 37379258 DOI: 10.1249/mss.0000000000003243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/30/2023]
Abstract
PURPOSE Evaluating central and peripheral processes responsible for reduced power after dynamic fatiguing tasks are often limited to isometric torque, which may not accurately reflect dynamic contractile performance. Here, we compare voluntary and electrically evoked peak power (and its determinants: dynamic torque and velocity) and rate of velocity development (RVD) before and after a dynamic fatiguing task using concentric Plantar flexion contractions. METHODS Young (18-32 yr) males ( n = 11) and females ( n = 2) performed maximal-effort isotonic Plantar flexion contractions using a load of 20% isometric torque until an approximately 75% reduction in peak power. Voluntary and electrically evoked (300 Hz tibial nerve stimulation) contractions loaded to 20% and 40% isometric torque through 25° ankle joint range of motion were compared before and 0, 2.5, 5, and 10 min after task termination. RESULTS At task termination, peak power and RVD of voluntary contractions at both loads were reduced more (~40% to 50% reduction) than electrically evoked (~25% to 35% reduction) contractions ( P < 0.001 and P = 0.003). Throughout the recovery period, electrically evoked peak power and RVD returned to baseline sooner (<5 min) than voluntary contractions, which were still depressed at 10 min. Reductions in peak power for the 20% load were equally due to impaired dynamic torque and velocity, whereas velocity was impaired more than dynamic torque ( P < 0.001) for the 40% load. CONCLUSIONS The relative preservation of electrically evoked power and RVD compared with voluntary contractions at task termination and quicker recovery to baseline indicates that the reductions in dynamic contractile performance after task termination are due to both central and peripheral processes; however, the relative contribution of dynamic torque and velocity is load dependent.
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Affiliation(s)
- Michael T Paris
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, London, ON, CANADA
| | - Sohum V Kulkarni
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, London, ON, CANADA
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3
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Kulkarni SV, Paris MT, Rice CL. Calcaneal tendon stiffness is not associated with dynamic time-dependent contractile output. Appl Physiol Nutr Metab 2023; 48:331-339. [PMID: 36735922 DOI: 10.1139/apnm-2022-0436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The ability to rapidly generate muscular torque and velocity is important in specialized activities and daily tasks of living. Tendon stiffness is one factor in the neuromuscular system that influences musculoskeletal torque transmission. Previous studies have reported weak-to-moderate correlations between tendon stiffness and rate of torque development (RTD). However, these correlations have been reported only for isometric contractions, which may not be relevant to contractions involving joint rotation (i.e., dynamic). The purpose was to investigate the effect of calcaneal tendon stiffness on the dynamic RTD and rate of velocity development (RVD) in plantar flexor muscles. Young adult males (n = 13) and females (n = 2) performed prone isometric- and isotonic-mode maximal voluntary plantar flexion contractions (MVC). Ultrasound imaging was used to quantify tendon morphological characteristics to estimate Young's elastic modulus (YM). Maximal voluntary and electrically evoked (300 Hz) isometric- and isotonic-mode (at 10% and 40% MVC loads) contractions were evaluated for RTD and RVD through a 25° ankle joint range of motion. YM was correlated with isometric RTD, but only for evoked contractions (RTD0-50 ms: r = 0.54, p = 0.02, RTD0-200 ms: r = 0.62, p = 0.01). Conversely, YM was not correlated with dynamic RTD (voluntary: r = -0.07-0.41, p = 0.06-0.40, evoked: r = -0.2-0.3, p = 0.14-0.24) nor RVD (voluntary: r = -0.08-0.24, p = 0.27-0.40, evoked: r = 0.12-0.3, p = 0.14-0.34). These correlations would indicate that calcaneal tendon stiffness is an important factor for rapid isometric torque development, but less so for isotonic contractions. The determinants of dynamic contractile rates are more complex and warrant further study.
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Affiliation(s)
- Sohum V Kulkarni
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, 1151 Richmond Street, London, ON N6A 3K7, Canada
| | - Michael T Paris
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, 1151 Richmond Street, London, ON N6A 3K7, Canada
| | - Charles L Rice
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, 1151 Richmond Street, London, ON N6A 3K7, Canada.,Department of Anatomy and Cell Biology, Schulich School of Medicine and Dentistry, The University of Western Ontario, 1151 Richmond Street, London, ON N6A 3K7, Canada
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4
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Truong D, Abo S, Whish-Wilson GA, D'Souza AN, Beach LJ, Mathur S, Mayer KP, Ntoumenopoulos G, Baldwin C, El-Ansary D, Paris MT, Mourtzakis M, Morris PE, Pastva AM, Granger CL, Parry SM, Sarwal A. Methodological and Clinimetric Evaluation of Inspiratory Respiratory Muscle Ultrasound in the Critical Care Setting: A Systematic Review and Meta-Analysis. Crit Care Med 2023; 51:e24-e36. [PMID: 36661463 DOI: 10.1097/ccm.0000000000005739] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
OBJECTIVE Significant variations exist in the use of respiratory muscle ultrasound in intensive care with no society-level consensus on the optimal methodology. This systematic review aims to evaluate, synthesize, and compare the clinimetric properties of different image acquisition and analysis methodologies. DATA SOURCES Systematic search of five databases up to November 24, 2021. STUDY SELECTION Studies were included if they enrolled at least 50 adult ICU patients, reported respiratory muscle (diaphragm or intercostal) ultrasound measuring either echotexture, muscle thickness, thickening fraction, or excursion, and evaluated at least one clinimetric property. Two independent reviewers assessed titles, abstracts, and full text against eligibility. DATA EXTRACTION Study demographics, ultrasound methodologies, and clinimetric data. DATA SYNTHESIS Sixty studies, including 5,025 patients, were included with 39 studies contributing to meta-analyses. Most commonly measured was diaphragm thickness (DT) or diaphragm thickening fraction (DTF) using a linear transducer in B-mode, or diaphragm excursion (DE) using a curvilinear transducer in M-mode. There are significant variations in imaging methodology and acquisition across all studies. Inter- and intrarater measurement reliabilities were generally excellent, with the highest reliability reported for DT (ICC, 0.98; 95% CI, 0.94-0.99). Pooled data demonstrated acceptable to excellent accuracy for DT, DTF, and DE to predicting weaning outcome after 48 to 72 hours postextubation (DTF AUC, 0.79; 95% CI, 0.73-0.85). DT imaging was responsive to change over time. Only three eligible studies were available for intercostal muscles. Intercostal thickening fraction was shown to have excellent accuracy of predicting weaning outcome after 48-hour postextubation (AUC, 0.84; 95% CI, 0.78-0.91). CONCLUSIONS Diaphragm muscle ultrasound is reliable, valid, and responsive in ICU patients, but significant variation exists in the imaging acquisition and analysis methodologies. Future work should focus on developing standardized protocols for ultrasound imaging and consider further research into the role of intercostal muscle imaging.
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Affiliation(s)
- Dominic Truong
- Department of Physiotherapy, The University of Melbourne, Parkville, VIC, Australia
| | - Shaza Abo
- Department of Physiotherapy, The University of Melbourne, Parkville, VIC, Australia
| | | | - Aruska N D'Souza
- Department of Physiotherapy, The Royal Melbourne Hospital, Parkville, VIC, Australia
| | - Lisa J Beach
- Department of Physiotherapy, The Royal Melbourne Hospital, Parkville, VIC, Australia
| | - Sunita Mathur
- School of Rehabilitation Therapy, Queen's University, Kingston, ON, Canada
| | - Kirby P Mayer
- Department of Physical Therapy, College of Health Sciences, University of Kentucky, Lexington, KY
| | | | - Claire Baldwin
- Caring Futures Institute and College of Nursing and Health Sciences, Flinders University, Bedford Park, SA, Australia
| | - Doa El-Ansary
- Department of Surgery, Melbourne Medical School, University of Melbourne, Melbourne, VIC, Australia
- School of Health Sciences, Swinburne University of Technology, Melbourne, VIC, Australia
| | - Michael T Paris
- School of Kinesiology, University of Western Ontario, London, ON, Canada
- Department of Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada
| | - Marina Mourtzakis
- Department of Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada
| | - Peter E Morris
- Division of Pulmonary, Allergy, and Critical Care Medicine, Heersink School of Medicine, University of Alabama, Birmingham, AL
| | | | - Catherine L Granger
- Department of Physiotherapy, The University of Melbourne, Parkville, VIC, Australia
- Department of Physiotherapy, The Royal Melbourne Hospital, Parkville, VIC, Australia
| | - Selina M Parry
- Department of Physiotherapy, The University of Melbourne, Parkville, VIC, Australia
| | - Aarti Sarwal
- Atrium Wake Forest School of Medicine, Winston Salem, NC
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Paris MT, Zero AM, Rice CL. Test-retest repeatability of electrically evoked isotonic power and isometric torque in the plantar flexors. Appl Physiol Nutr Metab 2023; 48:91-95. [PMID: 36322945 DOI: 10.1139/apnm-2022-0348] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Electrically evoked isometric torque has good to excellent repeatability, but the degree of repeatability for electrically evoked isotonic power is unknown. We evaluated the test-retest repeatability of plantar flexion isometric torque and isotonic power evoked using brief tetanic trains at 10 and 50 Hz. Both torque and power had excellent (intraclass correlation coefficient >0.9) repeatability at low and high frequencies. Similar to isometric torque, electrically evoked isotonic power is a stable measure for studying dynamic muscle function.
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Affiliation(s)
- Michael T Paris
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, London, ON, N6A 3K7, Canada
| | - Alexander M Zero
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, London, ON, N6A 3K7, Canada
| | - Charles L Rice
- School of Kinesiology, Faculty of Health Sciences, The University of Western Ontario, London, ON, N6A 3K7, Canada.,Department of Anatomy and Cell Biology, Schulich School of Medicine and Dentistry, The University of Western Ontario, London, ON, N6A 3K7, Canada
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6
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Ged Y, Sanchez A, Patil S, Knezevic A, Stein E, Petruzella S, Weiss K, Duzgol C, Chaim J, Akin O, Mourtzakis M, Paris MT, Scott J, Kuo F, Kotecha R, Hakimi AA, Lee CH, Motzer RJ, Voss MH, Furberg H. Associations between Pretreatment Body Composition Features and Clinical Outcomes among Patients with Metastatic Clear Cell Renal Cell Carcinoma Treated with Immune Checkpoint Blockade. Clin Cancer Res 2022; 28:5180-5189. [PMID: 36190538 PMCID: PMC9793646 DOI: 10.1158/1078-0432.ccr-22-1389] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 08/24/2022] [Accepted: 09/29/2022] [Indexed: 01/24/2023]
Abstract
PURPOSE High body mass index (BMI) may lead to improved immune-checkpoint blockade (ICB) outcomes in metastatic clear cell renal cell carcinoma (mccRCC). However, BMI is a crude body size measure. We investigated BMI and radiographically assessed body composition (BC) parameters association with mccRCC ICB outcomes. EXPERIMENTAL DESIGN Retrospective study of ICB-treated patients with mccRCC. BMI and BC variables [skeletal muscle index (SMI) and multiple adiposity indexes] were determined using pretreatment CT scans. We examined the associations between BMI and BC variables with ICB outcomes. Therapeutic responses per RECIST v1.1 were determined. We compared whole-transcriptomic patterns with BC variables in a separate cohort of 62 primary tumor samples. RESULTS 205 patients with mccRCC were included in the cohort (74% were male, 71% were overweight/obese, and 53% were classified as low SMI). High-BMI patients experienced longer overall survival (OS) than normal-weight patients [unadjusted HR, 0.66; 95% confidence interval (CI), 0.45-0.97; P = 0.035]. The only BC variable associated with OS was SMI [unadjusted HR comparing low vs. high SMI 1.65 (95% CI: 1.13-2.43); P = 0.009]. However, this OS association became nonsignificant after adjusting for International Metastatic Renal Cell Carcinoma Database Consortium score and line of therapy. No OS association was seen for adiposity and no BC variable was associated with progression-free survival or radiological responses. Tumors from patients with low SMI displayed increased angiogenic, inflammatory, and myeloid signals. CONCLUSIONS Our findings highlight the relevance of skeletal muscle in the BMI paradox. Future studies should investigate if addressing low skeletal muscle in metastatic patients treated with ICB can improve survival.
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Affiliation(s)
- Yasser Ged
- Department of Medicine, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY,Department of Medicine, Johns Hopkins University, Baltimore, MD
| | - Alejandro Sanchez
- Department of Surgery, MSKCC, New York,Department of Surgery, Division of Urology, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT
| | - Sujata Patil
- Department of Biostatistics, Cleveland Clinic, Cleveland, OH,Department of Epidemiology and Biostatistics, MSKCC, New York, NY
| | - Andrea Knezevic
- Department of Epidemiology and Biostatistics, MSKCC, New York, NY
| | - Emily Stein
- Department of Epidemiology and Biostatistics, MSKCC, New York, NY
| | | | - Kate Weiss
- Department of Medicine, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY
| | | | | | - Oguz Akin
- Department of Radiology, MSKCC, New York, NY
| | | | - Michael T. Paris
- Department of Kinesiology, University of Waterloo, Waterloo Canada
| | - Jessica Scott
- Department of Medicine, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY
| | | | - Ritesh Kotecha
- Department of Medicine, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY
| | | | - Chung-Han Lee
- Department of Medicine, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY
| | - Robert J. Motzer
- Department of Medicine, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY
| | - Martin H. Voss
- Department of Medicine, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY
| | - Helena Furberg
- Department of Epidemiology and Biostatistics, MSKCC, New York, NY
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7
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Paris MT, Bell KE, Avrutin E, Rosati K, Mourtzakis M. Influence of Subcutaneous Adipose Tissue and Skeletal Muscle Thickness on Rectus Femoris Echo Intensity in Younger and Older Males and Females. J Ultrasound Med 2022; 41:2355-2364. [PMID: 34921442 DOI: 10.1002/jum.15922] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 11/30/2021] [Accepted: 12/05/2021] [Indexed: 06/14/2023]
Abstract
OBJECTIVES Ultrasound measurements of muscle echo intensity are commonly used surrogates of muscle composition (eg, intramuscular adipose tissue). However, given that soundwaves are increasingly attenuated with tissue depth, the interpretation of echo intensity may be confounded by adipose and skeletal muscle thickness. Our objectives are to compare the associations between adipose or muscle tissue thickness and rectus femoris echo intensity in younger and older males and females. METHODS Participants included in this analysis were derived from 3 previously published cohorts of younger (<45 years) and older (≥60 years) males and females. Ultrasound images of the rectus femoris were evaluated for muscle thickness, echo intensity, and subcutaneous adipose tissue thickness. RESULTS Older adults (n: 49 males, 19 females) had a higher body mass index (P = .001) compared with younger adults (n: 37 males, 49 females). Muscle thickness was negatively associated with echo intensity in older males (r = -0.59) and females (r = -0.53), whereas no associations were observed in younger males (r = 0.00) or females (r = -0.11). Subcutaneous adipose tissue thickness displayed no associations with echo intensity in any group. CONCLUSIONS Despite the known influence of subcutaneous adipose tissue thickness on beam attenuation, we observed no association with muscle echo intensity, indicating that adipose tissue correction may be required to better understand muscle echo intensity across differences in adiposity. The negative associations between muscle thickness and echo intensity in older, but not younger adults, suggests these associations may be related to the co-occurrence of skeletal muscle atrophy and intramuscular adipose tissue infiltration with advancing age.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Kirsten E Bell
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Egor Avrutin
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Katherine Rosati
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
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Paris MT, McNeil CJ, Power GA, Rice CL, Dalton BH. Age-related performance fatigability: a comprehensive review of dynamic tasks. J Appl Physiol (1985) 2022; 133:850-866. [PMID: 35952347 DOI: 10.1152/japplphysiol.00319.2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Adult ageing is associated with a myriad of changes within the neuromuscular system, leading to reductions in contractile function of old adults. One of the consequences of these age-related neuromuscular adaptations is altered performance fatigability, which can limit the ability of old adults to perform activities of daily living. Whereas age-related fatigability of isometric tasks has been well characterized, considerably less is known about fatigability of old adults during dynamic tasks involving movement about a joint, which provides a more functionally relevant task compared to static contractions. This review provides a comprehensive summary of age-related fatigability in dynamic contractions, where the importance of task specificity is highlighted with a brief discussion of the potential mechanisms responsible for differences in fatigability between young and old adults. The angular velocity of the task is critical for evaluating age-related fatigability, as tasks which constrain angular velocity (i.e., isokinetic) produce equivocal age-related differences in fatigability, whereas tasks involving unconstrained velocity (i.e., isotonic-like) consistently induce greater fatigability of old compared to young adults. These unconstrained velocity tasks, that are more closely associated with natural movements, offer an excellent model to uncover the underlying age-related mechanisms of increased fatigability. Future work evaluating the mechanisms of increased age-related fatigability of dynamic tasks should be evaluated using task-specific contractions (i.e., dynamic), particularly for assessment of spinal and supra-spinal components. Advancing our understanding of age-related fatigability is likely to yield novel insights and approaches for improving mobility limitations in old adults.
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Affiliation(s)
- Michael T Paris
- School of Kinesiology, University of Western Ontario, London, ON, Canada
| | - Chris J McNeil
- School of Health and Exercise Science, University of British Columbia, Kelowna, BC, Canada
| | - Geoffrey A Power
- Department of Human Health and Nutritional Sciences, University of Guelph, Guelph, ON, Canada
| | - Charles L Rice
- School of Kinesiology, University of Western Ontario, London, ON, Canada.,Department of Anatomy and Cell Biology, University of Western Ontario, London, ON, Canada
| | - Brian H Dalton
- School of Health and Exercise Science, University of British Columbia, Kelowna, BC, Canada
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Zero AM, Paris MT, Rice CL. Frequency dependent coexistence of muscle fatigue and potentiation assessed by concentric isotonic contractions in human plantar flexors. J Appl Physiol (1985) 2022; 133:490-505. [PMID: 35796610 DOI: 10.1152/japplphysiol.00214.2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The purpose was to investigate whether post-activation potentiation (PAP) mitigates power (i.e., torque x angular velocity) loss during dynamic fatiguing contractions and subsequent recovery by enhancing either muscle torque or angular velocity in human plantar flexors. In 12 participants, electrically stimulated (1, 10 and 50 Hz) dynamic contractions were done during a voluntary isotonic fatiguing protocol (20 and 50% voluntary decreases) until a 75% loss in voluntary peak power, and throughout 30 minutes of recovery. At the initial portion of fatigue (20% decrease), power responses of evoked low frequencies (1 and 10 Hz) were enhanced due to PAP (156 and 137%, respectively, P<0.001), while voluntary maximal efforts were depressed due to fatiguing mechanisms. Following the fatiguing task, prolonged low-frequency force depression (PLFFD) was evident by reduced 10:50 Hz peak power ratios (21 - 24%) from 3-min onwards during the 30-min recovery (P<0.005). Inducing PAP with maximal voluntary contractions during PLFFD enhanced the peak power responses of low frequencies (1 and 10 Hz) by 128 - 160 %, P<0.01. This PAP response mitigated the effects of PLFFD as the 1:50 (P<0.05) and 10:50 (P>0.4) Hz peak power ratios were greater or not different from the pre-fatigue values. Additionally, PAP enhanced peak torque more than peak angular velocity during both baseline and fatigue measurements (P<0.03). These results indicate that PAP can ameliorate PLFFD acutely when evaluated during concentric isotonic contractions and that peak torque is enhanced to a greater degree compared to peak angular velocity at baseline and in a fatigued state.
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Affiliation(s)
- Alexander M Zero
- School of Kinesiology, Faculty of Health Sciences, grid.39381.30Western University, London, ON, Canada
| | - Michael T Paris
- School of Kinesiology, Faculty of Health Sciences, grid.39381.30Western University, London, ON, Canada
| | - Charles L Rice
- Department of Anatomy and Cell Biology, grid.443228.bWestern University, London, Ontario, Canada
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10
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Paris MT, Zero AM, Rice CL. Prolonged Low Frequency Force Depression Assessed Using Isometric and Isotonic Contractions Following a Dynamic Fatiguing Task. FASEB J 2022. [DOI: 10.1096/fasebj.2022.36.s1.r2183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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Zero AM, Paris MT, Rice CL. Dynamic Muscle Fatigue and Potentiation in Human Plantar Flexors. FASEB J 2022. [DOI: 10.1096/fasebj.2022.36.s1.r3534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | | | - Charles L. Rice
- KinesiologyUniversity of Western OntarioLondonON
- Anatomy and Cell BiologyUniversity of Western OntarioLondonON
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12
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Fanous J, Paris MT, Rice CL. Revisiting the Anconeus using Functional Ultrasound Imaging. FASEB J 2022. [DOI: 10.1096/fasebj.2022.36.s1.r2133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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13
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Paris MT, Bell KE, Avrutin E, Mourtzakis M. Association of strength, power, and function with muscle thickness, echo intensity, and lean tissue in older males. Appl Physiol Nutr Metab 2022; 47:521-528. [PMID: 35104155 DOI: 10.1139/apnm-2021-0690] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Dual-energy X-ray absorptiometry (DXA) appendicular lean tissue is used to screen older adults for sarcopenia. However, emerging data indicates that ageing-related muscle atrophy largely occurs within specific muscles, which may be masked using appendicular lean tissue. Comparisons between appendicular lean tissue and site-specific measures of muscle in relation to strength and physical function are needed to advance our understanding of these features in the context of poor muscle function in aged adults. Our primary objective was to compare correlations between lean tissue and site-specific muscle characteristics in relation to strength and physical function in older males. Older males (≥65 years) were evaluated for muscle strength, physical function (6-minute walk and 30-second sit-to-stand), and muscle size (appendicular and site-specific) and composition (echo intensity) using DXA and ultrasound. Of the 32 older males (75.4 ± 7.9 years), 12 had low appendicular lean tissue. All DXA and ultrasound muscle characteristics were associated (r = 0.39 to 0.83, p < 0.05) with torque or power producing capabilities. Except for the knee flexors, no differences in correlation coefficients were observed between muscle thickness or regional lean tissue in relation to muscle strength. Neither DXA nor ultrasound muscle characteristics were associated with physical function. In older males, ultrasound-based muscle thickness and DXA lean tissue provided similar associations with strength. Novelty: Lean tissue and muscle thickness provide similar associations with strength. Muscle thickness can distinguish low and normal appendicular lean tissue in older adults.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada.,Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Kirsten E Bell
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada.,Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Egor Avrutin
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada.,Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada.,Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
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Bell KE, Paris MT, Avrutin E, Mourtzakis M. Altered features of body composition in older adults with type 2 diabetes and prediabetes compared with matched controls. J Cachexia Sarcopenia Muscle 2022; 13:1087-1099. [PMID: 35174664 PMCID: PMC8978006 DOI: 10.1002/jcsm.12957] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Revised: 12/08/2021] [Accepted: 02/01/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Ageing is accompanied by muscle loss and fat gain, which may elevate the risk of type 2 diabetes (T2D). However, there is a paucity of data on the distribution of regional lean and fat tissue in older adults with T2D or prediabetes compared with healthy controls. The objective of this study was to compare regional body composition [by dual-energy x-ray absorptiometry (DXA)], muscle and subcutaneous adipose tissue (SAT) thicknesses (by ultrasound), and ultrasound-based muscle texture features in older adults with T2D or prediabetes compared with normoglycaemic controls. METHODS Eighteen adults > 60 years with T2D or prediabetes (T2D group) were individually matched to normoglycaemic participants [healthy matched (HM) group] for age (±5 years), sex, and body fat (±2.5%). In a single study visit, all participants received a whole-body DXA scan and ultrasound assessment of the abdomen and anterior thigh. At these two landmarks, we used ultrasound to measure muscle and SAT thickness, as well as texture features of the rectus femoris and rectus abdominis. We also conducted an exploratory subanalysis on a subset of participants (n = 14/18 in the T2D group and n = 10/18 in the HM group) who underwent additional assessments including strength testing of the knee extensors (using a Biodex dynamometer), and a fasting blood sample for the measurement of circulating markers of glucose metabolism [glucose, insulin, c-peptide, and the homoeostatic model assessment of insulin resistance (HOMA-IR)]. RESULTS The T2D group was 72 ± 8 years old (mean ± SD), predominantly male (n = 15/18; 83%), and overweight (BMI: 27.8 ± 4.2 kg/m2 , 33.2 ± 5.3% body fat). DXA-derived upper arm lean mass was 0.4 kg greater (P = 0.034), and leg fat mass was 1.4 kg lower (P = 0.048), in the T2D vs. HM group. Ultrasound-based texture features were distinct between the groups [rectus abdominis blob size: 0.07 ± 0.06 vs. 0.30 ± 0.43 cm2 , P = 0.045; rectus femoris local binary pattern (LBP) entropy: 4.65 ± 0.05 vs. 4.59 ± 0.08 A.U., P = 0.007]. When all participants who underwent additional assessments were pooled (n = 24), we observed that certain ultrasound-based muscle texture features correlated significantly with muscle strength (rectus abdominis histogram skew vs. power during an isokinetic contraction at 60°/s: r = 0.601, P = 0.003) and insulin resistance (rectus femoris LBP entropy vs. HOMA-IR: r = 0.419, P = 0.042). CONCLUSIONS Our findings suggest a novel body composition phenotype specific to older adults with T2D or prediabetes. We are also the first to report that ultrasound-based texture features correspond with functional outcomes. Future larger scale studies are needed to uncover the mechanisms underpinning these regional body composition differences.
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Affiliation(s)
- Kirsten E Bell
- Department of Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada
| | - Michael T Paris
- Department of Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada
| | - Egor Avrutin
- Department of Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada
| | - Marina Mourtzakis
- Department of Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada
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Kelly CR, Mourtzakis M, Furberg H, Tandon P, Paris MT. Rectus Abdominis Muscle Thickness is a Valid Measure of Cross-Sectional Area: Implications for Ultrasound. Acad Radiol 2022; 29:382-387. [PMID: 34253439 PMCID: PMC9447478 DOI: 10.1016/j.acra.2021.06.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Revised: 06/02/2021] [Accepted: 06/03/2021] [Indexed: 11/17/2022]
Abstract
RATIONALE AND OBJECTIVES The rectus abdominis muscle exhibits early and significant muscle atrophy, which has largely been characterized using ultrasound measured muscle thickness. However, the validity of rectus abdominis muscle thickness as a metric of muscle size has not been established, limiting precise interpretation of age-related changes. In a heterogeneous cohort of women and men, our objectives were to: (1) evaluate the association between rectus abdominis muscle thickness and cross-sectional area (CSA), and (2) examine if the visceral adipose tissue (VAT) compartment confounds the validity of rectus abdominis muscle thickness. MATERIALS AND METHODS Abdominal computed tomography scans of the third lumbar vertebrae from clinical and healthy populations were used to evaluate rectus abdominis thickness and CSA, and VAT CSA. Computed tomography scans were utilized due to the limited field of view of ultrasound imaging to capture the rectus abdominis CSA. RESULTS A total of 348 individuals (31% women) were included in this analysis, with a mean ± standard deviation age and body mass index of 51.2 ± 15.4 years and 28.0 ± 5.1 kg/m2, respectively. Significant correlations were observed between rectus abdominis thickness and CSA for women (r = 0.758; p < 0.001) and men (r = 0.688; p < 0.001). Independent of age, VAT CSA was negatively associated with rectus abdominis thickness in men (p = 0.011), but not women (p = 0.446). CONCLUSION These data support the use of rectus abdominis muscle thickness as a measurement of muscle size in both women and men; however, the VAT compartment may confound its validity to a minor extent in men.
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Affiliation(s)
- Ciara R Kelly
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Helena Furberg
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Puneeta Tandon
- Department of Gastroenterology, University of Alberta, Edmonton, Alberta, Canada
| | - Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada.
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Paris MT, Bell KE, Avrutin E, Mourtzakis M. Body size normalization of ultrasound measured anterior upper leg muscle thickness in younger and older males and females. Eur J Clin Nutr 2022; 76:958-963. [DOI: 10.1038/s41430-022-01070-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 12/14/2021] [Accepted: 01/06/2022] [Indexed: 11/09/2022]
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Paris MT, Bell KE, Avrutin E, Mourtzakis M. Associations between skeletal muscle echo intensity and thickness in relation to glucose homeostasis in healthy and glucose impaired older males. Exp Gerontol 2021; 154:111547. [PMID: 34506901 DOI: 10.1016/j.exger.2021.111547] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 08/18/2021] [Accepted: 08/30/2021] [Indexed: 12/25/2022]
Abstract
BACKGROUND Aging-related changes in muscle composition and mass may predispose older adults to developing insulin resistance. Ultrasound echo intensity and thickness are surrogates of muscle composition and mass, however, their associations with glucose homeostasis are not well established. We examined how muscle echo intensity and thickness correlate with markers of glucose homeostasis in older (≥65 years) males with normal (n = 22) or impaired (n = 10) glucose control. METHODS Echo intensity was measured for the biceps brachii, rectus abdominis, and rectus femoris. Muscle thickness was evaluated for the biceps brachii + brachioradialis, rectus abdominis, and rectus femoris + vastus intermedius. Glucose homeostasis was evaluated using a 2-h oral glucose tolerance test. RESULTS In older males with normal glucose homeostasis, higher echo intensity of the rectus abdominis and rectus femoris was moderately (r = 0.36 to 0.59) associated with 2-h glucose. On the contrary, higher muscle echo intensity of the rectus abdominis, biceps brachii, and rectus femoris was moderately-to-strongly (r = -0.36 to -0.79) associated with indices of better glucose homeostasis in the impaired group. Rectus abdominis muscle thickness was moderately associated (r = 0.36) with better glucose tolerance in the normal glucose homeostasis; however, in the glucose impaired group, muscle thickness was associated with (r = 0.37 to 0.73) with poorer glucose homeostasis. CONCLUSIONS Muscle echo intensity displays divergent associations with glucose homeostasis in older males with normal compared to impaired glucose control. Larger muscle thickness was associated with poorer glucose homeostasis in the glucose impaired group, but rectus abdominis muscle thickness was correlated with better homeostasis in healthy older males.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Kirsten E Bell
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Egor Avrutin
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada.
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Paris MT, Bell KE, Avrutin E, Mourtzakis M. Older males exhibit reduced anterior upper leg and anterior abdominal muscle thickness compared to younger males when matched for relative appendicular lean tissue. Arch Gerontol Geriatr 2021; 96:104483. [PMID: 34274873 DOI: 10.1016/j.archger.2021.104483] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Revised: 07/06/2021] [Accepted: 07/07/2021] [Indexed: 12/14/2022]
Abstract
Background Ageing-related muscle atrophy does not occur uniformly across the body; rather, atrophy occurs to a greater extent in specific muscle groups compared to others. However, site-specific comparisons of muscle mass between older and younger adults typically do not account for relative muscle mass (i.e., matched for age- and sex-specific percentiles), which may confound site-specific differences. Furthermore, the uniformity of ageing-related differences in muscle composition (e.g., intramuscular adipose tissue) across the body are not well characterized. Purpose To examine site-specific muscle mass and composition differences between younger and older males matched for relative muscle mass. Methods Younger (18-44 years old, n = 19) and older (≥65 years old, n = 19) males were matched for relative appendicular lean tissue index (NHANES age- and sex-specific Z-scores) measured using dual-energy x-ray absorptiometry. Site-specific differences in skeletal muscle size (thickness) and composition (echo-intensity) were evaluated using ultrasound for 8 distinct landmarks across the body. Results Relative appendicular lean tissue mass was well matched between younger and older males (Z-score difference: -0.02, p = 0.927). Compared with younger males, older males had smaller muscle thickness for the anterior upper leg (difference: -1.08 cm, p < 0.001) and anterior abdomen (difference: -0.53 cm, p < 0.001). However, older adults displayed higher echo intensity across all muscles (p < 0.05), except for the posterior upper arm (p = 0.377), in comparison to the younger males. Conclusions When matched for relative appendicular lean tissue, muscle thickness differences between younger and older males are not-uniform across the body, whereas echo intensity was more uniformly higher in the older males.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada
| | - Kirsten E Bell
- Department of Kinesiology, University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada
| | - Egor Avrutin
- Department of Kinesiology, University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada.
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Paris MT, Mourtzakis M. Muscle Composition Analysis of Ultrasound Images: A Narrative Review of Texture Analysis. Ultrasound Med Biol 2021; 47:880-895. [PMID: 33451817 DOI: 10.1016/j.ultrasmedbio.2020.12.012] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 12/08/2020] [Accepted: 12/12/2020] [Indexed: 06/12/2023]
Abstract
Skeletal muscle composition, often characterized by the degree of intramuscular adipose tissue, deteriorates with aging and disease and contributes to impairments in function and metabolism. Ultrasound can provide surrogate measures of muscle composition through measurement of echo intensity; however, there are several limitations associated with its analysis. More complex image processing features, broadly known as texture analysis, can also provide surrogates of muscle composition and may circumvent some of the limitations associated with muscle echo intensity. Here, texture features from the intensity histogram, gray-level co-occurrence matrix, run-length matrix, local binary pattern, blob analysis, texture anisotropy index and wavelet analysis are discussed. The purpose of this review was to provide a conceptual understanding of texture analysis as it pertains to muscle composition of ultrasound images.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada.
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
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20
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Paris MT, Letofsky N, Mourtzakis M. Site-specific skeletal muscle echo intensity and thickness differences in subcutaneous adipose tissue matched older and younger adults. Clin Physiol Funct Imaging 2020; 41:156-164. [PMID: 33159381 DOI: 10.1111/cpf.12679] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2020] [Revised: 10/23/2020] [Accepted: 11/04/2020] [Indexed: 12/25/2022]
Abstract
BACKGROUND Age-related deterioration of muscle mass does not occur uniformly across the body. However, there is limited knowledge on the uniformity of age-related muscle composition changes across the body. OBJECTIVE Our primary objective was to evaluate muscle composition differences between younger and older adults across multiple muscle groups. METHODS We re-analysed data from a previously published cohort to evaluate differences in ultrasound muscle composition (echo intensity) between younger (<45 years) and older (>60 years) adults, when matched for adipose tissue mass at the anterior upper arm, anterior upper leg and abdominal muscles. Analysis of echo intensity is confounded by subcutaneous adipose tissue (SAT) thickness overlaying the muscle; we accounted for these effects by matching older and younger adults (1:1), stratified by sex, for absolute SAT thickness at each landmark. RESULTS From 96 adults (n = females), 58 (n = 34) were SAT matched at the anterior upper arm, 52 (n = 30) at the anterior upper leg and 60 (n = 30) at the abdominal region; thus, there were no age group differences in SAT thickness at each landmark. In comparison with younger adults, older adults presented with greater echo intensity at the anterior upper leg (females:40.3 ± 6.8 vs. 52.4 ± 7.6; males:35.7 ± 8.0 vs. 54.3 ± 9.8, p < .01) and abdominal (females:38.7 ± 27.6 vs. 73.4 ± 31.0; males:18.7 ± 15.2 vs. 60.9 ± 23.4, p < .01) muscles, but not anterior upper arm muscles (females:47.0 ± 6.5 vs. 53.2 ± 13.1; males:43.4 ± 8.9 vs. 48.9 ± 10.1, p = .18). CONCLUSIONS Distinct age-related differences in trunk and lower limb muscle composition were evident compared to upper limb muscles; highlighting the importance of quantifying specific muscle groups when evaluating age-associated muscle characteristics.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Noah Letofsky
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
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Paris MT, Bell KE, Mourtzakis M. Myokines and adipokines in sarcopenia: understanding cross-talk between skeletal muscle and adipose tissue and the role of exercise. Curr Opin Pharmacol 2020; 52:61-66. [PMID: 32668398 DOI: 10.1016/j.coph.2020.06.003] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 06/03/2020] [Accepted: 06/05/2020] [Indexed: 12/12/2022]
Abstract
Detrimental age-associated changes in skeletal muscle and adipose tissue increase the risk of sarcopenia. Age-related changes in myokines, such as myostatin and irisin, as well as adipokines, such as leptin and adiponectin, contribute to cross-talk between muscle and adipose tissue. These age-related changes in myokines and adipokines have important implications for sarcopenia, however, recent literature highlights discrepancies in these relationships. Exercise may alter serum profiles and muscle receptor expression of these factors, but future work is needed to determine whether these changes in myokines and adipokines relate to improvements in muscle mass and function. Here, we describe myokine-mediated and adipokine-mediated interactions between muscle and adipose tissue, and discuss the fundamental importance of these cytokines to understanding the development of sarcopenia.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, ON N2L 1A3, Canada
| | - Kirsten E Bell
- Department of Kinesiology, University of Waterloo, Waterloo, ON N2L 1A3, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, ON N2L 1A3, Canada.
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22
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Paris MT, Bell KE, Avrutin E, Mourtzakis M. Ultrasound image resolution influences analysis of skeletal muscle composition. Clin Physiol Funct Imaging 2020; 40:277-283. [DOI: 10.1111/cpf.12636] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Revised: 03/30/2020] [Accepted: 04/20/2020] [Indexed: 12/25/2022]
Affiliation(s)
- Michael T. Paris
- Department of Kinesiology University of Waterloo Waterloo ON Canada
| | - Kirsten E. Bell
- Department of Kinesiology University of Waterloo Waterloo ON Canada
| | - Egor Avrutin
- Department of Kinesiology University of Waterloo Waterloo ON Canada
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Paris MT, Tandon P, Heyland DK, Furberg H, Premji T, Low G, Mourtzakis M. Automated body composition analysis of clinically acquired computed tomography scans using neural networks. Clin Nutr 2020; 39:3049-3055. [PMID: 32007318 DOI: 10.1016/j.clnu.2020.01.008] [Citation(s) in RCA: 49] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2019] [Revised: 01/07/2020] [Accepted: 01/12/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND & AIMS The quantity and quality of skeletal muscle and adipose tissue is an important prognostic factor for clinical outcomes across several illnesses. Clinically acquired computed tomography (CT) scans are commonly used for quantification of body composition, but manual analysis is laborious and costly. The primary aim of this study was to develop an automated body composition analysis framework using CT scans. METHODS CT scans of the 3rd lumbar vertebrae from critically ill, liver cirrhosis, pancreatic cancer, and clear cell renal cell carcinoma patients, as well as renal and liver donors, were manually analyzed for body composition. Ninety percent of scans were used for developing and validating a neural network for the automated segmentation of skeletal muscle and adipose tissues. Network accuracy was evaluated with the remaining 10 percent of scans using the Dice similarity coefficient (DSC), which quantifies the overlap (0 = no overlap, 1 = perfect overlap) between human and automated segmentations. RESULTS Of the 893 patients, 44% were female, with a mean (±SD) age and body mass index of 52.7 (±15.8) years old and 28.0 (±6.1) kg/m2, respectively. In the testing cohort (n = 89), DSC scores indicated excellent agreement between human and network-predicted segmentations for skeletal muscle (0.983 ± 0.013), and intermuscular (0.900 ± 0.034), visceral (0.979 ± 0.019), and subcutaneous (0.986 ± 0.016) adipose tissue. Network segmentation took ~350 milliseconds/scan using modern computing hardware. CONCLUSIONS Our network displayed excellent ability to analyze diverse body composition phenotypes and clinical cohorts, which will create feasible opportunities to advance our capacity to predict health outcomes in clinical populations.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Puneeta Tandon
- Department of Gastroenterology, University of Alberta, Edmonton, AB, Canada
| | - Daren K Heyland
- Department of Critical Care, Kingston General Hospital, Kingston, ON, Canada; Clinical Evaluation Research Unit, Queens University, Kingston, ON, Canada
| | - Helena Furberg
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Tahira Premji
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Gavin Low
- Department of Radiology, University of Alberta, Edmonton, AB, Canada
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada.
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Paris MT. Body Composition Analysis of Computed Tomography Scans in Clinical Populations: The Role of Deep Learning. Lifestyle Genom 2019; 13:28-31. [PMID: 31822001 DOI: 10.1159/000503996] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Accepted: 10/04/2019] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Body composition is increasingly being recognized as an important prognostic factor for health outcomes across cancer, liver cirrhosis, and critically ill patients. Computed tomography (CT) scans, when taken as part of routine care, provide an excellent opportunity to precisely measure the quantity and quality of skeletal muscle and adipose tissue. However, manual analysis of CT scans is costly and time-intensive, limiting the widespread adoption of CT-based measurements of body composition. SUMMARY Advances in deep learning have demonstrated excellent success in biomedical image analysis. Several recent publications have demonstrated excellent accuracy in comparison to human raters for the measurement of skeletal muscle, visceral adipose, and subcutaneous adipose tissue from the lumbar vertebrae region, indicating that analysis of body composition may be successfully automated using deep neural networks. Key Messages: The high accuracy and drastically improved speed of CT body composition analysis (<1 s/scan for neural networks vs. 15 min/scan for human analysis) suggest that neural networks may aid researchers and clinicians in better understanding the role of body composition in clinical populations by enabling cost-effective, large-scale research studies. As the role of body composition in clinical settings and the field of automated analysis advance, it will be critical to examine how clinicians interact with these systems and to evaluate whether these technologies are beneficial in improving treatment and health outcomes for patients.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada,
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Paris MT, Furberg HF, Petruzella S, Akin O, Hötker AM, Mourtzakis M. Influence of Contrast Administration on Computed Tomography-Based Analysis of Visceral Adipose and Skeletal Muscle Tissue in Clear Cell Renal Cell Carcinoma. JPEN J Parenter Enteral Nutr 2018; 42:1148-1155. [PMID: 29350403 DOI: 10.1002/jpen.1067] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2017] [Revised: 10/24/2017] [Accepted: 11/13/2017] [Indexed: 12/20/2022]
Abstract
BACKGROUND Computed tomography (CT) scans are being utilized to examine the influence of skeletal muscle and visceral adipose quantity and quality on health-related outcomes in clinical populations. However, little is known about the influence of contrast administration on these parameters. METHODS Precontrast, arterial, and 3-minute postcontrast CT images of 45 patients with clear cell renal cell carcinoma were downloaded from The Cancer Imaging Archive and retrospectively analyzed for visceral adipose cross-sectional area (CSA) and density, and muscle CSA and density at the third lumbar vertebrae. Low muscle CSA index was defined as ≤38.9 cm2 /m2 for women and ≤55.4 cm2 /m2 for men. Low muscle density was defined as <41 Hounsfield units (HU) for body mass index (BMI) <24.9 kg/m2 and <33 HU for BMI ≥25.0 kg/m2 . RESULTS In both the arterial and 3-minute phases, contrast administration decreased visceral adipose CSA (-20.9 and -20.9 cm2 ; P < .001) and increased visceral adipose density (4.8 and 5.8 HU; P < .001), relative to precontrast images. Muscle CSA index marginally increased in the arterial (0.6 cm2 /m2 ; P = .007) and 3-minute phases (0.8 cm2 /m2 ; P < .001). This likely represents clinically insignificant changes because it does not alter the identification of low muscle CSA (44.4% vs 42.2%; P = 1.00). Skeletal muscle density increased in the arterial (6.4 HU; P < .001) and 3-minute phases (8.7 HU; P < .001), which altered the identification of low muscle density (6.7% vs 31.1%; P < .001). CONCLUSIONS Future analyses should consider the phase of contrast during CT imaging because it may alter the interpretations of several parameters.
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Affiliation(s)
- Michael T Paris
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Helena F Furberg
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Stacey Petruzella
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Oguz Akin
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Andreas M Hötker
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Marina Mourtzakis
- Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
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Paris MT, Lafleur B, Dubin JA, Mourtzakis M. Development of a bedside viable ultrasound protocol to quantify appendicular lean tissue mass. J Cachexia Sarcopenia Muscle 2017; 8:713-726. [PMID: 28722298 PMCID: PMC5659058 DOI: 10.1002/jcsm.12213] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Revised: 04/03/2017] [Accepted: 04/11/2017] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Ultrasound is a non-invasive and readily available tool that can be prospectively applied at the bedside to assess muscle mass in clinical settings. The four-site protocol, which images two anatomical sites on each quadriceps, may be a viable bedside method, but its ability to predict musculature has not been compared against whole-body reference methods. Our primary objectives were to (i) compare the four-site protocol's ability to predict appendicular lean tissue mass from dual-energy X-ray absorptiometry; (ii) optimize the predictability of the four-site protocol with additional anatomical muscle thicknesses and easily obtained covariates; and (iii) assess the ability of the optimized protocol to identify individuals with low lean tissue mass. METHODS This observational cross-sectional study recruited 96 university and community dwelling adults. Participants underwent ultrasound scans for assessment of muscle thickness and whole-body dual-energy X-ray absorptiometry scans for assessment of appendicular lean tissue. Ultrasound protocols included (i) the nine-site protocol, which images nine anterior and posterior muscle groups in supine and prone positions, and (ii) the four-site protocol, which images two anterior sites on each quadriceps muscle group in a supine position. RESULTS The four-site protocol was strongly associated (R2 = 0.72) with appendicular lean tissue mass, but Bland-Altman analysis displayed wide limits of agreement (-5.67, 5.67 kg). Incorporating the anterior upper arm muscle thickness, and covariates age and sex, alongside the four-site protocol, improved the association (R2 = 0.91) with appendicular lean tissue and displayed narrower limits of agreement (-3.18, 3.18 kg). The optimized protocol demonstrated a strong ability to identify low lean tissue mass (area under the curve = 0.89). CONCLUSIONS The four-site protocol can be improved with the addition of the anterior upper arm muscle thickness, sex, and age when predicting appendicular lean tissue mass. This optimized protocol can accurately identify low lean tissue mass, while still being easily applied at the bedside.
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Affiliation(s)
| | - Benoit Lafleur
- Department of KinesiologyUniversity of WaterlooWaterlooCanada
| | - Joel A. Dubin
- School of Public Health and Health SystemsUniversity of WaterlooWaterlooCanada
- Department of Statistics and Actuarial ScienceUniversity of WaterlooWaterlooCanada
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Paris MT, Mourtzakis M, Day A, Leung R, Watharkar S, Kozar R, Earthman C, Kuchnia A, Dhaliwal R, Moisey L, Compher C, Martin N, Nicolo M, White T, Roosevelt H, Peterson S, Heyland DK. Validation of Bedside Ultrasound of Muscle Layer Thickness of the Quadriceps in the Critically Ill Patient (VALIDUM Study). JPEN J Parenter Enteral Nutr 2016; 41:171-180. [PMID: 26962061 DOI: 10.1177/0148607116637852] [Citation(s) in RCA: 94] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
BACKGROUND In critically ill patients, muscle atrophy is associated with long-term disability and mortality. Bedside ultrasound may quantify muscle mass, but it has not been validated in the intensive care unit (ICU). Here, we compared ultrasound-based quadriceps muscle layer thickness (QMLT) with precise quantifications of computed tomography (CT)-based muscle cross-sectional area (CSA). METHODS Patients ≥18 years old with abdominal CT scans performed for clinical reasons were recruited from 9 ICUs for an ultrasound assessment of the quadriceps. CT scans of the third lumbar vertebra, performed <24 hours before or <72 hours after ICU admission, were analyzed for CSA. Low muscularity was defined as 170 cm2 for men and 110 cm2 for women. The ultrasound probe was maximally compressed against the skin and QMLT was measured on 2 sites of each quadriceps <72 hours of the CT scan. RESULTS Mean CT-derived muscle CSA was 109 ± 25 cm2 for women and 168 ± 37 cm2 for men, where 58% of patients exhibited low muscularity; only 2.7% patients were underweight according to body mass index. QMLT was positively correlated with CT CSA ( r = 0.45, P < .001). Based on logistic regression to predict low muscularity, QMLT independently generated a concordance index ( c) of 0.67 ( P < .002), which increased to 0.77 ( P < .001) when age, sex, body mass index, Charlson Comorbidity Index, and admission type (surgical vs medical) were added. CONCLUSIONS Our results suggest that QMLT alone with our current protocol may not accurately identify patients with low muscle mass.
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Affiliation(s)
- Michael T Paris
- 1 Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | | | - Andrew Day
- 2 Clinical Evaluation Research Unit, Kingston General Hospital, Kingston, Ontario, Canada
| | - Roger Leung
- 2 Clinical Evaluation Research Unit, Kingston General Hospital, Kingston, Ontario, Canada
| | - Snehal Watharkar
- 1 Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | | | - Carrie Earthman
- 4 Food Science and Nutrition, University of Minnesota, St Paul, Minnesota, USA
| | - Adam Kuchnia
- 4 Food Science and Nutrition, University of Minnesota, St Paul, Minnesota, USA
| | - Rupinder Dhaliwal
- 2 Clinical Evaluation Research Unit, Kingston General Hospital, Kingston, Ontario, Canada
| | - Lesley Moisey
- 1 Kinesiology, University of Waterloo, Waterloo, Ontario, Canada
| | - Charlene Compher
- 5 School of Nursing, University of Pennsylvania, Philadelphia, Pennsylvania, USA.,6 Clinical Nutrition Support Services, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Niels Martin
- 7 Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Michelle Nicolo
- 7 Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Tom White
- 8 Surgery, Intermountain Medical Center, Murray, Utah, USA
| | - Hannah Roosevelt
- 9 Food and Nutrition, Rush University Medical Center, Chicago, Illinois, USA
| | - Sarah Peterson
- 9 Food and Nutrition, Rush University Medical Center, Chicago, Illinois, USA
| | - Daren K Heyland
- 2 Clinical Evaluation Research Unit, Kingston General Hospital, Kingston, Ontario, Canada
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