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Lesinski M, Bashford G, Markov A, Risch L, Cassel M. Reproducibility of freehand vs. foam cast as well as the intrarater reliability of foam cast ultrasound scans assessing the muscle architecture and tissue organization of the gastrocnemius medialis and vastus lateralis muscles. Front Sports Act Living 2024; 6:1383411. [PMID: 38756190 PMCID: PMC11096509 DOI: 10.3389/fspor.2024.1383411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Accepted: 04/15/2024] [Indexed: 05/18/2024] Open
Abstract
Background This study compares the reproducibility of freehand (FH) vs. foam cast (FC) scans and investigates the intrarater reliability of the ultrasound FC muscle architecture and tissue organization measurements of the gastrocnemius medialis (GM) and vastus lateralis (VL) muscles with fixed and repositioning FC scans. Methods Thirteen young adults (22 ± 3 years) underwent repeated sagittal B-mode ultrasound measurements of GM and VL. FH, FC, and repositioned FC scans were conducted. Muscle architecture measurements included muscle thickness (MT), pennation angle (PA), and fascicle length (FL). Spatial frequency analysis assessed muscle tissue organization. Results MT decreased from 2.1 to 1.8 cm in GM and from 2.4 to 2.2 cm in VL with the FC compared with the FH. Reproducibility between the FH and the FC showed poor to good intraclass correlation coefficients (ICCs) for MT (0.46-0.77) and PA (0.09-0.86) as well as poor to moderate ICCs for FL (0.41), with very low to moderate test-retest variability (TRV) (4%-18%). Tissue organization indicated low to good ICCs (0.21-0.80) with low to moderate TRV (4%-19.5%). The re-scanning results of fixed FC indicated excellent ICCs for MT (0.95-0.996), good for PA (0.77-0.90), and moderate for FL (0.73-0.76), with low TRV (5%-10%) for both muscles. Tissue organization displayed moderate to good ICCs (0.61-0.87) with very low to low TRV (4%-9%). For repositioned FC scans in GM and VL, MT showed good to excellent ICCs (0.86-0.98) with very low to low TRV (2%-8%). PA and FL demonstrated moderate to good ICCs (0.57-0.75), with very low to moderate TRV (2%-13%). Tissue organization revealed ICCs ranging from poor to good (0.13-0.87) for both muscles, with low to moderate TRV (5%-18%). Conclusion The FC systematically reduced MT by 2-3 mm. Furthermore, reproducibility revealed low ICCs and high data variability for several muscle architecture and tissue organization parameters. Thus, switching methods within a single study is not recommended. Nevertheless, FC ultrasound scans demonstrated excellent intrarater reliability for assessing MT. In the case of fixed FC scans particularly, moderate to excellent ICCs were observed for all muscle architecture and tissue organization parameters, accompanied by very low to low variability. Therefore, FC scans are recommended for investigating acute effects on muscle architecture and tissue organization when the FC remains on the leg throughout the period of measurements.
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Affiliation(s)
- Melanie Lesinski
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
| | - Gregory Bashford
- Department of Biological Systems Engineering, University of Nebraska, Lincoln, NE, United States
| | - Adrian Markov
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
| | - Lucie Risch
- Department of Sports Medicine, University Outpatient Clinic, University of Potsdam, Potsdam, Germany
| | - Michael Cassel
- Department of Sports Medicine, University Outpatient Clinic, University of Potsdam, Potsdam, Germany
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Lesinski M, Bashford G, Markov A, Risch L, Cassel M. Reliability of assessing skeletal muscle architecture and tissue organization of the gastrocnemius medialis and vastus lateralis muscle using ultrasound and spatial frequency analysis. Front Sports Act Living 2024; 6:1282031. [PMID: 38304420 PMCID: PMC10830747 DOI: 10.3389/fspor.2024.1282031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 01/05/2024] [Indexed: 02/03/2024] Open
Abstract
Introduction The purpose of this study was to investigate inter- and intra-rater reliability as well as the inter-rater interpretation error of ultrasound measurements assessing skeletal muscle architecture and tissue organization of the gastrocnemius medialis (GM) and vastus lateralis (VL) muscle. Methods The GM and VL of 13 healthy adults (22 ± 3 years) were examined thrice with sagittal B-mode ultrasound: intraday test-retest examination by one investigator (intra-rater) and separate examinations by two investigators (inter-rater). Additionally, images from one investigator were analysed by two interpretators (interpretation error). Muscle architecture was assessed by muscle thickness [MT], fascicle length [FL], as well as superior and inferior pennation angle [PA]. Muscle tissue organization was determined by spatial frequency analysis (SFA: peak spatial frequency radius, peak -6 dB width, PSFR/P6, normalized peak value of amplitude spectrum [Amax], power within peak [PWP], peak power percent). Reliability of ultrasound examination and image interpretation are presented as intraclass correlation coefficient (ICC), test-retest variability, standard error of measurement as well as bias and limits of agreement. Results GM and VL demonstrated excellent ICCs for inter- and intra-rater reliability, along with excellent ICCs for interpretation error of MT (0.91-0.99), showing minimal variability (<5%) and SEM% (<5%). Systematic bias for MT was less than 1 mm. For PA and FL poor to good ICCs for inter- and intra-rater reliability were revealed (0.41-0.90), with moderate variability (<12%), low SEM% (<10%) and systematic bias between 0.1-1.4°. Tissue organization analysis indicated moderate to good ICCs for inter- and intra-rater reliability. Notably, Amax and PWP consistently held the highest ICC values (0.77-0.87) across all analyses but with higher variability (<24%) and SEM% (<18%), compared to lower variability (<9%) and SEM% (<8%) in other tissue organization parameters. Interpretation error of all muscle tissue organization parameters showed excellent ICCs (0.96-0.999) with very low variability (≤1%) and SEM% (<2%), except Amax & PWP (TRV%: <6%; SEM%: <7%). Conclusion Our findings demonstrated excellent inter- and intra-rater reliability for MT. However, agreement for PA, FL, and SFA parameters was not as strong. Additionally, MT and all SFA parameters exhibited excellent agreement for inter-rater interpretation error. Therefore, the SFA seems to offer the possibility of objectively and reliably evaluating ultrasound images.
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Affiliation(s)
- Melanie Lesinski
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
| | - Gregory Bashford
- Department of Biological Systems Engineering, University of Nebraska, Lincoln, NE, United States
| | - Adrian Markov
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
| | - Lucie Risch
- Department of Sports Medicine, University Outpatient Clinic, University of Potsdam, Potsdam, Germany
| | - Michael Cassel
- Department of Sports Medicine, University Outpatient Clinic, University of Potsdam, Potsdam, Germany
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Crawford SK, Wille CM, Joachim MR, Lee KS, Heiderscheit BC. Ultrasound shear wave seeds reduced following hamstring strain injury but not after returning to sport. Insights Imaging 2024; 15:7. [PMID: 38191955 PMCID: PMC10774410 DOI: 10.1186/s13244-023-01571-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Accepted: 11/17/2023] [Indexed: 01/10/2024] Open
Abstract
OBJECTIVES The purpose of the study was to investigate differences in ultrasound shear wave speed (SWS) between uninjured and injured limbs following hamstring strain injury (HSI) at time of injury (TOI), return to sport (RTS), and 12 weeks after RTS (12wks). METHODS This observational, prospective, cross-sectional design included male and female collegiate athletes who sustained an HSI. SWS imaging was performed at TOI, RTS, and 12wks with magnetic resonance imaging. SWS maps were acquired by a musculoskeletal-trained sonographer at the injury location of the injured limb and location-matched on the contralateral limb. The average SWS from three 5 mm diameter Q-boxes on each limb were used for analysis. A linear mixed effects model was performed to determine differences in SWS between limbs across the study time points. RESULTS SWS was lower in the injured limb compared to the contralateral limb at TOI (uninjured - injured limb difference: 0.23 [0.05, 0.41] m/s, p = 0.006). No between-limb differences in SWS were observed at RTS (0.15 [-0.05, 0.36] m/s, p = 0.23) or 12wks (-0.11 [-0.41, 0.18] m/s, p = 0.84). CONCLUSIONS The SWS in the injured limb of collegiate athletes after HSI was lower compared to the uninjured limb at TOI but not at RTS or 12 weeks after RTS. CRITICAL RELEVANCE STATEMENT Hamstring strain injury with structural disruption can be detected by lower injured limb shear wave speed compared to the uninjured limb. Lack of between-limb differences at return to sport may demonstrate changes consistent with healing. Shear wave speed may complement traditional ultrasound or MRI for monitoring muscle injury. KEY POINTS • Ultrasound shear wave speed can non-invasively measure tissue elasticity in muscle injury locations. • Injured limb time of injury shear wave speeds were lower versus uninjured limb but not thereafter. • Null return to sport shear wave speed differences may correspond to structural changes associated with healing. • Shear wave speed may provide quantitative measures for monitoring muscle elasticity during recovery.
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Affiliation(s)
- Scott K Crawford
- Department of Kinesiology, University of Wisconsin-Madison, 1300 University Ave, Madison, WI, 53706, USA.
- Department of Orthopedics & Rehabilitation, University of Wisconsin-Madison, 1685 Highland Ave, Madison, WI, 53705, USA.
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA.
| | - Christa M Wille
- Department of Orthopedics & Rehabilitation, University of Wisconsin-Madison, 1685 Highland Ave, Madison, WI, 53705, USA
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA
- Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
| | - Mikel R Joachim
- Department of Orthopedics & Rehabilitation, University of Wisconsin-Madison, 1685 Highland Ave, Madison, WI, 53705, USA
- Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
| | - Kenneth S Lee
- Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA
| | - Bryan C Heiderscheit
- Department of Orthopedics & Rehabilitation, University of Wisconsin-Madison, 1685 Highland Ave, Madison, WI, 53705, USA
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA
- Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
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Umbrello M, Brogi E, Formenti P, Corradi F, Forfori F. Ultrasonographic Features of Muscular Weakness and Muscle Wasting in Critically Ill Patients. J Clin Med 2023; 13:26. [PMID: 38202033 PMCID: PMC10780243 DOI: 10.3390/jcm13010026] [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: 11/21/2023] [Revised: 12/12/2023] [Accepted: 12/18/2023] [Indexed: 01/12/2024] Open
Abstract
Muscle wasting begins as soon as in the first week of one's ICU stay and patients with multi-organ failure lose more muscle mass and suffer worse functional impairment as a consequence. Muscle wasting and weakness are mainly characterized by a generalized, bilateral lower limb weakness. However, the impairment of the respiratory and/or oropharyngeal muscles can also be observed with important consequences for one's ability to swallow and cough. Muscle wasting represents the result of the disequilibrium between breakdown and synthesis, with increased protein degradation relative to protein synthesis. It is worth noting that the resulting functional disability can last up to 5 years after discharge, and it has been estimated that up to 50% of patients are not able to return to work during the first year after ICU discharge. In recent years, ultrasound has played an increasing role in the evaluation of muscle. Indeed, ultrasound allows an objective evaluation of the cross-sectional area, the thickness of the muscle, and the echogenicity of the muscle. Furthermore, ultrasound can also estimate the thickening fraction of muscle. The objective of this review is to analyze the current understanding of the pathophysiology of acute skeletal muscle wasting and to describe the ultrasonographic features of normal muscle and muscle weakness.
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Affiliation(s)
- Michele Umbrello
- Department Intensive Care and Anesthesia, ASST Ovest Milanese, Ospedale Nuovo di Legnano, 20025 Legnano, Italy
| | - Etrusca Brogi
- Department Anaesthesia and Intensive Care, University of Pisa, 56126 Pisa, Italy
| | - Paolo Formenti
- Departement of Anesthesia and Intensive Care, ASST Nord Milano, Ospedale E Bassini, 20092 Cinisello Balsamo, Italy
| | - Francesco Corradi
- Department Anaesthesia and Intensive Care, University of Pisa, 56126 Pisa, Italy
| | - Francesco Forfori
- Department Anaesthesia and Intensive Care, University of Pisa, 56126 Pisa, Italy
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Crawford SK, Kliethermes SA, Heiderscheit BC, Bashford GR. Influence of ultrasound machine settings on quantitative measures derived from spatial frequency analysis of muscle tissue. BMC Musculoskelet Disord 2023; 24:664. [PMID: 37608370 PMCID: PMC10463672 DOI: 10.1186/s12891-023-06790-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 08/09/2023] [Indexed: 08/24/2023] Open
Abstract
BACKGROUND Ultrasound is a powerful tool for diagnostic purposes and provides insight into both normal and pathologic tissue structure. Spatial frequency analysis (SFA) methods characterize musculoskeletal tissue organization from ultrasound images. Both sonographers in clinical imaging and researchers may alter a minimized range of ultrasound settings to optimize image quality, and it is important to know how these small adjustments of these settings affect SFA parameters. The purpose of this study was to investigate the effects of making small adjustments in a typical default ultrasound machine setting on extracted spatial frequency parameters (peak spatial frequency radius (PSFR), Mmax, Mmax%, and Sum) in the biceps femoris muscle. METHODS Longitudinal B-mode images were collected from the biceps femoris muscle in 36 participants. The window depth, foci locations, and gain were systematically adjusted consistent with clinical imaging procedures for a total of 27 images per participant. Images were analyzed by identifying a region of interest (ROI) in the middle portion of the muscle belly in a template image and using a normalized two-dimensional cross-correlation technique between the template image and subsequent images. The ROI was analyzed in the frequency domain using conventional SFA methods. Separate linear mixed effects models were run for each extracted parameter. RESULTS PSFR was affected by modifications in focus location only (p < 0.001) with differences noted between all locations. Mmax% was influenced by the interaction of gain and focus location (p < 0.001) but was also independently affected by increasing window depth (p < 0.001). Both Mmax and Sum parameters were sensitive to small changes in machine settings with the interaction of focus location and window depth (p < 0.001 for both parameters) as well as window depth and gain (p < 0.001 for both) influencing the extracted values. CONCLUSIONS Frequently adjusted imaging settings influence some SFA statistics. PSFR and Mmax% appear to be most robust to small changes in image settings, making them best suited for comparison across individuals and between studies, which is appealing for the clinical utility of the SFA method.
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Affiliation(s)
- Scott K Crawford
- Department of Kinesiology, University of Wisconsin-Madison, 1300 University Ave, Madison, WI, 53706, USA.
- Department of Orthopedics & Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA.
| | - Stephanie A Kliethermes
- Department of Orthopedics & Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA
- Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
| | - Bryan C Heiderscheit
- Department of Orthopedics & Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA
- Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA
| | - Greg R Bashford
- Department of Biological Systems Engineering, University of Nebraska, Lincoln, NE, USA
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Crawford SK, Hickey J, Vlisides J, Chambers JS, Mosiman SJ, Heiderscheit BC. The effects of hip- vs. knee-dominant hamstring exercise on biceps femoris morphology, strength, and sprint performance: a randomized intervention trial protocol. BMC Sports Sci Med Rehabil 2023; 15:72. [PMID: 37365624 DOI: 10.1186/s13102-023-00680-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 06/14/2023] [Indexed: 06/28/2023]
Abstract
BACKGROUND The hamstrings are an important muscle group that contribute to horizontal force during sprint acceleration and are also the most injured muscle group in running-based sports. Given the significant time loss associated with hamstrings injury and impaired sprinting performance following return to sport, identifying exercises that drive adaptations that are both protective of strain injury and beneficial to sprint performance is important for the strength and conditioning professional. This paper describes the study protocol investigating the effects of a 6-week training program using either the hip-dominant Romanian deadlift (RDL) or the knee-dominant Nordic hamstring exercise (NHE) on hamstring strain injury risk factors and sprint performance. METHODS A permuted block randomized (1:1 allocation) intervention trial will be conducted involving young, physically-active men and women. A target sample size of 32 will be recruited and enrolled participants will undergo baseline testing involving extended-field-of-view ultrasound imaging and shear wave elastography of the biceps femoris long head muscle, maximal hamstrings strength testing in both the RDL and NHE, and on-field sprint performance and biomechanics. Participants will complete the 6-week training intervention using either the RDL or NHE, according to group allocation. Baseline testing will be repeated at the end of the 6-week intervention followed by 2 weeks of detraining and a final testing session. The primary outcome will be regional changes in fascicle length with secondary outcomes including pennation angle, muscle cross sectional area, hamstring strength, and maximal sprint performance and biomechanics. An exploratory aim will determine changes in shear wave velocity. DISCUSSION Despite extensive research showing the benefits of the NHE on reducing hamstring strain injury risk, alternative exercises, such as the RDL, may offer similar or potentially even greater benefits. The findings of this study will aim to inform future researchers and practitioners investigating alternatives to the NHE, such as the RDL, in terms of their effectiveness in reducing rates of hamstring strain injury in larger scale prospective intervention studies. TRIAL REGISTRATION The trial is prospectively registered on ClinicalTrials.gov (NCT05455346; July 15, 2022).
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Affiliation(s)
- Scott K Crawford
- Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, USA.
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA.
- Department of Kinesiology, Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, 1300 University Ave, Madison, WI, 53706, USA.
| | - Jack Hickey
- School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, VIC, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre, Australian Catholic University, Fitzroy, VIC, Australia
- Department of Sport Science and Nutrition, Maynooth University, County Kildare, Ireland
| | - Jessica Vlisides
- Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, USA
| | - Jennifer S Chambers
- Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, USA
| | - Samuel J Mosiman
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA
| | - Bryan C Heiderscheit
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA
- Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
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Ashir A, Jerban S, Barrère V, Wu Y, Shah SB, Andre MP, Chang EY. Skeletal Muscle Assessment Using Quantitative Ultrasound: A Narrative Review. SENSORS (BASEL, SWITZERLAND) 2023; 23:4763. [PMID: 37430678 PMCID: PMC10222479 DOI: 10.3390/s23104763] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 05/05/2023] [Accepted: 05/10/2023] [Indexed: 07/12/2023]
Abstract
Ultrasound (US) is an important imaging tool for skeletal muscle analysis. The advantages of US include point-of-care access, real-time imaging, cost-effectiveness, and absence of ionizing radiation. However, US can be highly dependent on the operator and/or US system, and a portion of the potentially useful information carried by raw sonographic data is discarded in image formation for routine qualitative US. Quantitative ultrasound (QUS) methods provide analysis of the raw or post-processed data, revealing additional information about normal tissue structure and disease status. There are four QUS categories that can be used on muscle and are important to review. First, quantitative data derived from B-mode images can help determine the macrostructural anatomy and microstructural morphology of muscle tissues. Second, US elastography can provide information about muscle elasticity or stiffness through strain elastography or shear wave elastography (SWE). Strain elastography measures the induced tissue strain caused either by internal or external compression by tracking tissue displacement with detectable speckle in B-mode images of the examined tissue. SWE measures the speed of induced shear waves traveling through the tissue to estimate the tissue elasticity. These shear waves may be produced using external mechanical vibrations or internal "push pulse" ultrasound stimuli. Third, raw radiofrequency signal analyses provide estimates of fundamental tissue parameters, such as the speed of sound, attenuation coefficient, and backscatter coefficient, which correspond to information about muscle tissue microstructure and composition. Lastly, envelope statistical analyses apply various probability distributions to estimate the number density of scatterers and quantify coherent to incoherent signals, thus providing information about microstructural properties of muscle tissue. This review will examine these QUS techniques, published results on QUS evaluation of skeletal muscles, and the strengths and limitations of QUS in skeletal muscle analysis.
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Affiliation(s)
- Aria Ashir
- Department of Radiology, University of California, San Diego, CA 92093, USA; (S.J.); (M.P.A.); (E.Y.C.)
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; (V.B.); (S.B.S.)
- Department of Radiology, Santa Barbara Cottage Hospital, Santa Barbara, CA 93105, USA
| | - Saeed Jerban
- Department of Radiology, University of California, San Diego, CA 92093, USA; (S.J.); (M.P.A.); (E.Y.C.)
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; (V.B.); (S.B.S.)
- Department of Orthopaedic Surgery, University of California, San Diego, CA 92093, USA;
| | - Victor Barrère
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; (V.B.); (S.B.S.)
- Department of Orthopaedic Surgery, University of California, San Diego, CA 92093, USA;
| | - Yuanshan Wu
- Department of Orthopaedic Surgery, University of California, San Diego, CA 92093, USA;
- Department of Bioengineering, University of California, San Diego, CA 92093, USA
| | - Sameer B. Shah
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; (V.B.); (S.B.S.)
- Department of Orthopaedic Surgery, University of California, San Diego, CA 92093, USA;
- Department of Bioengineering, University of California, San Diego, CA 92093, USA
| | - Michael P. Andre
- Department of Radiology, University of California, San Diego, CA 92093, USA; (S.J.); (M.P.A.); (E.Y.C.)
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; (V.B.); (S.B.S.)
| | - Eric Y. Chang
- Department of Radiology, University of California, San Diego, CA 92093, USA; (S.J.); (M.P.A.); (E.Y.C.)
- Research Service, Veterans Affairs San Diego Healthcare System, San Diego, CA 92161, USA; (V.B.); (S.B.S.)
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Sahinis C, Kellis E. Hamstring Muscle Quality Properties Using Texture Analysis of Ultrasound Images. ULTRASOUND IN MEDICINE & BIOLOGY 2023; 49:431-440. [PMID: 36319531 DOI: 10.1016/j.ultrasmedbio.2022.09.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 09/14/2022] [Accepted: 09/19/2022] [Indexed: 06/16/2023]
Abstract
The aim of this study was to examine the intra- and inter-muscular differences of the hamstring muscles using textural analysis of ultrasound (US) images, and the relationship between textural indicators with hamstring torque. Transverse US scans were obtained from 10 young males from four different measurement sites along the thigh of each individual hamstring muscle at rest. Maximum-knee-flexion isometric torque measurements were also obtained. Texture analysis was applied to US images, and five gray-level co-occurrence matrix (GLCM) features were quantified: entropy (ENT), angular second moment (ASM), inverse difference moment (IDM), contrast (CON) and correlation (COR). The intraclass correlation coefficients ranged from 0.77 to 0.99, and the standard error of measurement ranged from 0.06 to 10.05%, indicating high test-retest reliability. Analysis of the variance indicated significant differences between measurement sites and individual muscles, with the proximal measurement sites having greater values for ASM, IDM and COR and lower values for ENT and CON compared with the distal sites. Additionally, only the COR at the proximal measurement site exhibited a significant relationship (r = -0.66) with strength. The present study indicated significant differences among hamstrings and measurement locations with respect to the textural analysis and may provide a novel indicator of hamstring functional properties.
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Affiliation(s)
- Chrysostomos Sahinis
- Laboratory of Neuromechanics, Department of Physical Education and Sport Sciences at Serres, Aristotle University of Thessaloniki, Serres, Greece.
| | - Eleftherios Kellis
- Laboratory of Neuromechanics, Department of Physical Education and Sport Sciences at Serres, Aristotle University of Thessaloniki, Serres, Greece
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Crawford SK, Wille CM, Stiffler-Joachim MR, Lee KS, Bashford GR, Heiderscheit BC. Spatial frequency analysis detects altered tissue organization following hamstring strain injury at time of injury but not return to sport. BMC Med Imaging 2021; 21:190. [PMID: 34886796 PMCID: PMC8662852 DOI: 10.1186/s12880-021-00721-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 11/25/2021] [Indexed: 01/31/2023] Open
Abstract
Background Hamstring strain injury (HSI) diagnosis is often corroborated using ultrasound. Spatial frequency analysis (SFA) is a quantitative ultrasound method that has proven useful in characterizing altered tissue organization. The purpose of this study was to determine changes in muscular tissue organization using SFA following HSI. Methods Ultrasound B-mode images were captured at time of injury (TOI) and return to sport (RTS) in collegiate athletes who sustained an HSI. Spatial frequency parameters extracted from two-dimensional Fourier Transforms in user-defined regions of interest (ROI) were analyzed. Separate ROIs encompassed injured and adjacent tissue within the same image of the injured limb and mirrored locations in the contralateral limb at TOI. The ROIs for RTS images were drawn to correspond to the injury-matched location determined from TOI imaging. Peak spatial frequency radius (PSFR) and the fascicular banded pattern relative to image background (Mmax%) were compared between injured and adjacent portions within the same image with separate paired t-tests. Within-image differences of SFA parameters in the injured limb were calculated and compared between TOI and RTS with Wilcoxon rank sum tests. Results Within the injured limb at TOI, PSFR differences in injured and healthy regions did not strictly meet statistical significance (p = 0.06), while Mmax% was different between regions (p < 0.001). No differences were observed between regions in the contralateral limb at TOI (PSFR, p = 0.16; Mmax%, p = 0.30). Significant within-image differences in PSFR (p = 0.03) and Mmax% (p = 0.04) at RTS were detected relative to TOI. Conclusions These findings are a first step in determining the usefulness of SFA in muscle injury characterization and provide quantitative assessment of both fascicular disruption and edema presence in acute HSI.
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Affiliation(s)
- Scott K Crawford
- Department of Kinesiology, University of Wisconsin-Madison, 1300 University Ave, Madison, WI, 53706, USA. .,Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA.
| | - Christa M Wille
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA.,Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA.,Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
| | - Mikel R Stiffler-Joachim
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA.,Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
| | - Kenneth S Lee
- Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA
| | - Greg R Bashford
- Department of Biological Systems Engineering, University of Nebraska, Lincoln, NE, USA
| | - Bryan C Heiderscheit
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, WI, USA.,Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA.,Badger Athletic Performance Program, University of Wisconsin-Madison, Madison, WI, USA
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