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Declercq J, Vandeputte FJ, Clinckemaillie G, Roose S, Timmermans A, Corten K. The peri-articular muscle envelope of the hip (PAME) shows atrophy in patients with refractory groin pain after iliopsoas tenotomy. Hip Int 2025; 35:190-197. [PMID: 39760249 DOI: 10.1177/11207000241309600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/07/2025]
Abstract
BACKGROUND Iliopsoas tenotomy is commonly used to address refractory groin pain resulting from iliopsoas tendinopathy. However, consensus and high-level research on its effectiveness are lacking, with concerns about poor outcomes and complications. Little is known of the effects of iliopsoas tenotomy on the peri-articular muscle envelope of the hip. As the iliopsoas loses its function as the most important hip flexor, the rectus femoris takes over its function, which makes the rectus prone to tendinopathy. METHODS A retrospective review of patients (n = 17) undergoing iliopsoas tenotomy between January 2016 and January 2021 was conducted. Pelvic MRI scans were evaluated for muscle quality and volume using a Quartile classification system and cross-sectional area (CSA) measurements. Reliability tests determined the most consistent reference points. Statistical analyses assessed changes between ipsilateral and contralateral sides. RESULTS Following iliopsoas tenotomy, significant reduced cross sectional area was seen in the psoas, iliacus, gluteus minimus, gluteus maximus, rectus femoris, piriformis, obturator internus and obturator externus. Significant increased fatty degeneration was seen in the psoas, iliacus, gluteus minimus, tensor fascia latae, piriformis, obturator internus and obturator externus. The gluteus medius was the only muscle where no difference was seen in the cross sectional area or the fatty degeneration. 15 patients (88%) presented with rectus tendinopathy and 8 of these patients had a surgical debridement of the rectus femoris. CONCLUSIONS Our findings reveal that patients with persistent groin pain following iliopsoas tenotomy exhibit changes in the peri-articular muscle envelope, displaying atrophy or fatty degeneration in all muscles except the gluteus medius. Awareness of potential risks is crucial when contemplating iliopsoas tenotomy. Persistent groin pain after iliopsoas tenotomy may be linked to secondary rectus femoris tendinopathy. Caution is recommended in the consideration of iliopsoas tenotomy for patients with pre-existing iliopsoas tendinopathy.
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Affiliation(s)
| | | | | | | | - Annick Timmermans
- REVEAL Research Centre, Hasselt University, Hasselt, Limburg, Belgium
| | - Kristoff Corten
- Ziekenhuis Oost-Limburg, Genk, Limburg, Belgium
- European Hip Centre, Westerlo, Belgium
- REVEAL Research Centre, Hasselt University, Hasselt, Limburg, Belgium
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Rosa Mohana-Borges ÁV, Cheng KY, Chung CB. MR Imaging Diagnosis of Greater Trochanteric Syndrome. Magn Reson Imaging Clin N Am 2025; 33:83-94. [PMID: 39515963 DOI: 10.1016/j.mric.2024.06.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2024]
Abstract
Greater trochanteric syndrome (GTS) is a common condition clinically manifested by pain and tenderness over the greater trochanter. MR imaging plays a pivotal role in investigating the underlying cause of GTS. MR imaging can detect abnormalities not only in symptomatic but also in asymptomatic hips, thereby revealing structural damage in the gluteal tendons and muscles during both clinical and preclinical phases. This review article emphasizes the importance of detailed knowledge of anatomy of the greater trochanter and adjacent soft tissues, along with the imaging appearance of pathology of the abductor tendons and muscles as well as the peritrochanteric bursae.
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Affiliation(s)
- Áurea Valéria Rosa Mohana-Borges
- Department of Radiology, University of California, San Diego, 200 West Arbor Drive, San Diego, CA 92103, USA; Department of Radiology, VA San Diego, 3350 La Jolla Village Drive, La Jolla, CA 92161, USA
| | - Karen Y Cheng
- Department of Radiology, University of California, San Diego, 200 West Arbor Drive, San Diego, CA 92103, USA
| | - Christine B Chung
- Department of Radiology, University of California, San Diego, 200 West Arbor Drive, San Diego, CA 92103, USA; Department of Radiology, VA San Diego, 3350 La Jolla Village Drive, La Jolla, CA 92161, USA.
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3
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Nieminen A, Nurminen J, Aavikko A, Puhakka J, Haapala J, Keemu H, Kukkonen J, Alho A, Uusalo P, Mäkelä K, Kosola J. Platelet-rich plasma does not influence magnetic resonance imaging findings of the gluteus muscles after total hip arthroplasty through the Hardinge approach. Skeletal Radiol 2025:10.1007/s00256-025-04876-8. [PMID: 39870845 DOI: 10.1007/s00256-025-04876-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 01/14/2025] [Accepted: 01/15/2025] [Indexed: 01/29/2025]
Abstract
OBJECTIVE Total hip arthroplasty through the Hardinge approach damages the hip abductor muscles. MRI can be used to assess adverse postoperative events. In this prospective randomized controlled trial, we evaluated MRI findings and whether platelet-rich plasma affected postoperative healing of the gluteal muscles (gluteus medius and minimus). MATERIALS AND METHODS Forty patients with hip osteoarthritis requiring treatment with total hip arthroplasty, aged between 60 and 76 years, were included. Patients were randomized into two groups: 19 patients in the platelet-rich plasma group and 21 in the placebo group. Platelet-rich plasma or placebo was injected into the gluteus medius tendon incision line during closure. Postoperative hip MRI and plain radiographs were taken 3 and 12 months after surgery. RESULTS MRI showed fatty atrophy of the gluteal muscles in all 40 patients (100%), gluteal muscle tear in 11 patients (28%), and atrophy in 16 patients (40%) at both 3 and 12 months postoperatively. Fluid collections related to the operated hip joint were seen in 18 patients (45%) at 3 months and 13 patients (33%) at 12 months, heterotopic ossification formation in nine patients (23%) at 3 months, and 12 patients (31%) at 12 months. There were no significant differences in imaging findings between the two groups. CONCLUSION MRI can be a valuable tool for evaluating postoperative healing after total hip arthroplasty. Fatty atrophy of the gluteal muscles was a common finding. Platelet-rich plasma injection into the gluteus medius tendon did not improve healing detected by MRI.
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Affiliation(s)
- Anette Nieminen
- Department of Orthopedics and Traumatology, Turku University Hospital, University of Turku, Luolavuorentie 2, 20700, Turku, Finland.
| | - Janne Nurminen
- Department of Radiology, Turku University Hospital, University of Turku, Turku, Finland
| | - Anni Aavikko
- Department of Orthopedics and Traumatology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Jani Puhakka
- Department of Orthopedics and Traumatology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Jussi Haapala
- Department of Orthopedics and Traumatology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Hannes Keemu
- Department of Orthopedics and Traumatology, Turku University Hospital, University of Turku, Luolavuorentie 2, 20700, Turku, Finland
| | - Juha Kukkonen
- Department of Surgery, Satakunta Central Hospital, Pori, Finland
| | - Ari Alho
- Department of Anaesthesiology and Intensive Care, University of Turku, Turku, Finland
- Division of Perioperative Services, Intensive Care and Pain Medicine, Turku University Hospital, Turku, Finland
| | - Panu Uusalo
- Department of Anaesthesiology and Intensive Care, University of Turku, Turku, Finland
- Division of Perioperative Services, Intensive Care and Pain Medicine, Turku University Hospital, Turku, Finland
| | - Keijo Mäkelä
- Department of Orthopedics and Traumatology, Turku University Hospital, University of Turku, Luolavuorentie 2, 20700, Turku, Finland
| | - Jussi Kosola
- Department of Orthopedics and Traumatology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
- Department of Orthopedics and Traumatology, Kanta-Häme Central Hospital, Hämeenlinna, Finland
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Davis DL, Roberts A, Calderon R, Kim S, Ryan AS, Sanses TVD. Gluteal muscle fatty infiltration, fall risk, and mobility limitation in older women with urinary incontinence: a pilot study. Skeletal Radiol 2023; 52:47-55. [PMID: 35896734 PMCID: PMC10091062 DOI: 10.1007/s00256-022-04132-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 05/31/2022] [Accepted: 07/18/2022] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Gluteal muscle quality influences risk of falling and mobility limitation. We sought (1) to compare gluteal muscle fatty infiltration (FI) between groups of older women with urinary incontinence (UI) at risk for falling (at-risk group) and not at risk for falling (not-at-risk group), and (2) to determine correlation of gluteal FI with Timed Up and Go (TUG) and Short Physical Performance Battery (SPPB) performance. MATERIALS AND METHODS Prospective pilot study of gluteal FI on pelvis MRI for 19 women with UI, aged ≥ 70 years. A musculoskeletal radiologist selected axial T1-weighted MR images; then, two blinded medical student research assistants analyzed gluteal FI by quantitative fuzzy C-means segmentation. TUG and SPPB tests were performed. TUG ≥ 12 s defined participants as at risk for falling. Descriptive, correlation, and reliability analyses were performed. RESULTS Mean age, 76.3 ± 4.8 years; no difference for age or body mass index (BMI) between the at-risk (n = 5) versus not-at-risk (n = 14) groups. SPPB score (p = 0.013) was lower for the at-risk group (6.4 ± 3.1) than for the not-at-risk group (10.2 ± 1.9). Fuzzy C-means FI-%-estimate differed between the at-risk group and the not-at-risk group for bilateral gluteus medius/minimus (33.2% ± 15.6% versus 19.5% ± 4.1%, p = 0.037) and bilateral gluteus maximus (33.6% ± 15.6% versus 19.7% ± 6.9%, p = 0.047). Fuzzy C-means FI-%-estimate for bilateral gluteus maximus had significant (p < 0.050) moderate correlation with age (rho = - 0.64), BMI (rho = 0.65), and TUG performance (rho = 0.52). Fuzzy C-means FI-%-estimates showed excellent inter-observer and intra-observer reliability (intraclass correlation coefficient, ≥ 0.892). CONCLUSION Older women with UI at risk for falling have greater levels of gluteal FI and mobility limitation as compared to those not at risk for falling.
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Affiliation(s)
- Derik L Davis
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, 22 S. Greene Street, Baltimore, MD, 21201, USA.
| | - Andrew Roberts
- University of Maryland School of Medicine, Baltimore, MD, USA
| | | | - Shihyun Kim
- Department of Obstetrics and Gynecology, Howard University College of Medicine, Washington, DC, USA
| | - Alice S Ryan
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Tatiana V D Sanses
- Department of Obstetrics and Gynecology, Howard University College of Medicine, Washington, DC, USA
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Wongsak S, Jarungvittayakon C, Chulsomlee K, Jaovisidha S, Sa-ngasoongsong P. Abductor muscle function after anterolateral approach in patients with unilateral end-stage hip osteoarthritis undergoing total hip arthroplasty: A prospective study. Front Surg 2023; 10:1134355. [PMID: 37035573 PMCID: PMC10079918 DOI: 10.3389/fsurg.2023.1134355] [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: 12/30/2022] [Accepted: 03/13/2023] [Indexed: 04/11/2023] Open
Abstract
Background Total hip arthroplasty (THA) is a successful procedure for treating end-stage hip osteoarthritis (OA). Regarding the surgical approach for THA, the anterolateral (AL) approach, which requires anterior hemimyotomy of the gluteus medius muscle, has shown a long-term favorable outcome. However, to date, complete information related to hip abductor muscle outcomes after the AL approach is unavailable. This study therefore aimed to evaluate the postoperative outcome of patients who undergo THA using the AL approach in terms of hip abductor muscle recovery, pain, function, and muscle healing status. Methods Twenty patients diagnosed with unilateral end-stage hip OA underwent cementless THA with the AL approach. All patient procedures were performed by a single surgeon. Preoperative and postoperative data were collected at 2-week, 6-week, 3-month, and 6-month follow-up periods. Hip abductor muscle power was measured via handheld dynamometer. The healing of the musculotendinous repair was evaluated with magnetic resonance imaging at 9 months. Results After THA, hip abductor muscle power in the operated hip significantly increased as early as 3 months post-procedure when compared with the preoperative value (p < 0.05). The other parameters-including pain score, Harris hip score, and WOMAC score-significantly improved as early as 2 weeks post-operation (p < 0.05). In all patients, MRI scans showed good healing of the muscle repair site without a gap in the gluteus medius muscle. However, three patients (15%) had some fibrosis and tendon swelling at the repair site. Conclusion This study demonstrated that patients with end-stage hip OA could experience significantly improved hip abductor motor function as early as 3 months after undergoing THA with the AL approach. Moreover, despite patients experiencing anterior hemimyotomy of the gluteus medius muscle, no significant complications emerged at the muscle repair site in the AL approach.
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Affiliation(s)
- Siwadol Wongsak
- Department of Orthopedics, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Chavarat Jarungvittayakon
- Department of Orthopedics, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
- Correspondence: Chavarat Jarungvittayakon
| | - Kulapat Chulsomlee
- Department of Diagnostic and Therapeutic Radiology, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
- Chakri Naruebodindra Medical Institute, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Suphaneewan Jaovisidha
- Department of Diagnostic and Therapeutic Radiology, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Paphon Sa-ngasoongsong
- Department of Orthopedics, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
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Imaging in Hip Arthroplasty Management Part 2: Postoperative Diagnostic Imaging Strategy. J Clin Med 2022; 11:jcm11154416. [PMID: 35956033 PMCID: PMC9369831 DOI: 10.3390/jcm11154416] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2022] [Revised: 07/20/2022] [Accepted: 07/24/2022] [Indexed: 12/04/2022] Open
Abstract
Hip arthroplasty (HA) is a frequently used procedure with high success rates, but 7% to 27% of the patients complain of persistent postsurgical pain 1 to 4 years post-operation. HA complications depend on the post-operative delay, the type of material used, the patient’s characteristics, and the surgical approach. Radiographs are still the first imaging modality used for routine follow-up, in asymptomatic and painful cases. CT and MRI used to suffer from metallic artifacts but are nowadays central in HA complications diagnosis, both having their advantages and drawbacks. Additionally, there is no consensus on the optimal imaging workup for HA complication diagnosis, which may have an impact on patient management. After a brief reminder about the different types of prostheses, this article reviews their normal and pathologic appearance, according to each imaging modality, keeping in mind that few abnormalities might be present, not anyone requiring treatment, depending on the clinical scenario. A diagnostic imaging workup is also discussed, to aid the therapist in his imaging studies prescription and the radiologist in their practical aspects.
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7
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Banitalebi H, Aaen J, Storheim K, Negård A, Myklebust TÅ, Grotle M, Hellum C, Espeland A, Anvar M, Indrekvam K, Weber C, Brox JI, Brisby H, Hermansen E. A novel MRI index for paraspinal muscle fatty infiltration: reliability and relation to pain and disability in lumbar spinal stenosis: results from a multicentre study. Eur Radiol Exp 2022; 6:38. [PMID: 35854201 PMCID: PMC9296716 DOI: 10.1186/s41747-022-00284-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 04/28/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Fatty infiltration of the paraspinal muscles may play a role in pain and disability in lumbar spinal stenosis. We assessed the reliability and association with clinical symptoms of a method for assessing fatty infiltration, a simplified muscle fat index (MFI). METHODS Preoperative axial T2-weighted magnetic resonance imaging (MRI) scans of 243 patients aged 66.6 ± 8.5 years (mean ± standard deviation), 119 females (49%), with symptomatic lumbar spinal stenosis were assessed. Fatty infiltration was assessed using both the MFI and the Goutallier classification system (GCS). The MFI was calculated as the signal intensity of the psoas muscle divided by that of the multifidus and erector spinae. Observer reliability was assessed in 102 consecutive patients for three independent investigators by intraclass correlation coefficient (ICC) and 95% limits of agreement (LoA) for continuous variables and Gwet's agreement coefficient (AC1) for categorical variables. Associations with patient-reported pain and disability were assessed using univariate and multivariate regression analyses. RESULTS Interobserver reliability was good for the MFI (ICC 0.79) and fair for the GCS (AC1 0.33). Intraobserver reliability was good or excellent for the MFI (ICC range 0.86-0.91) and moderate to almost perfect for the GCS (AC1 range 0.55-0.92). Mean interobserver differences of MFI measurements ranged from -0.09 to -0.04 (LoA -0.32 to 0.18). Adjusted for potential confounders, none of the disability or pain parameters was significantly associated with MFI or GCS. CONCLUSION The proposed MFI demonstrated high observer reliability but was not associated with preoperative pain or disability.
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Affiliation(s)
- Hasan Banitalebi
- Department of Diagnostic Imaging, Akershus University Hospital, Lørenskog, Norway. .,Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| | - Jørn Aaen
- Department of Orthopaedic Surgery, Ålesund Hospital, Møre and Romsdal Hospital Trust, Ålesund, Norway.,Department of Circulation and Medical Imaging, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Kjersti Storheim
- Communication and Research Unit for Musculoskeletal Health (FORMI), Oslo University Hospital, Oslo, Norway
| | - Anne Negård
- Department of Diagnostic Imaging, Akershus University Hospital, Lørenskog, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Tor Åge Myklebust
- Department of Research and Innovation, Møre and Romsdal Hospital Trust, Ålesund, Norway.,Department of Registration, Cancer Registry Norway, Oslo, Norway
| | - Margreth Grotle
- Communication and Research Unit for Musculoskeletal Health (FORMI), Oslo University Hospital, Oslo, Norway.,Department of Physiotherapy, Faculty of Health Science, Oslo Metropolitan University, P.O. box 4, St. Olafs plass, Oslo, Norway
| | - Christian Hellum
- Division of Orthopaedic Surgery, Oslo University Hospital Ulleval, Oslo, Norway
| | - Ansgar Espeland
- Department of Radiology, Haukeland University Hospital, Bergen, Norway.,Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | | | - Kari Indrekvam
- Department of Clinical Medicine, University of Bergen, Bergen, Norway.,Kysthospitalet in Hagevik. Orthopaedic Clinic, Haukeland University Hospital, Bergen, Norway
| | - Clemens Weber
- Department of Neurosurgery, Stavanger University Hospital, Stavanger, Norway.,Department of Quality and Health Technology, University of Stavanger, Stavanger, Norway
| | - Jens Ivar Brox
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, Oslo, Norway
| | - Helena Brisby
- Department of Orthopaedics, Sahlgrenska University Hospital, Gothenburg, Sweden.,Department of Orthopaedics, Institute for clinical sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Erland Hermansen
- Department of Orthopaedic Surgery, Ålesund Hospital, Møre and Romsdal Hospital Trust, Ålesund, Norway.,Hofseth BioCare, Ålesund, Norway
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Perraton Z, Lawrenson P, Mosler AB, Elliott JM, Weber KA, Flack NA, Cornwall J, Crawford RJ, Stewart C, Semciw AI. Towards defining muscular regions of interest from axial magnetic resonance imaging with anatomical cross-reference: a scoping review of lateral hip musculature. BMC Musculoskelet Disord 2022; 23:533. [PMID: 35658932 PMCID: PMC9166386 DOI: 10.1186/s12891-022-05439-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Accepted: 05/09/2022] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND Measures of hip muscle morphology and composition (e.g., muscle size and fatty infiltration) are possible with magnetic resonance imaging (MRI). Standardised protocols or guidelines do not exist for evaluation of hip muscle characteristics, hindering reliable and valid inter-study analysis. This scoping review aimed to collate and synthesise MRI methods for measuring lateral hip muscle size and fatty infiltration to inform the future development of standardised protocols. METHODS Five electronic databases (Medline, CINAHL, Embase, SportsDISCUS and AMED) were searched. Healthy or musculoskeletal pain populations that used MRI to assess lateral hip muscle size and fatty infiltration were included. Lateral hip muscles of interest included tensor fascia late (TFL), gluteus maximus, gluteus medius, and gluteus minimus. Data on MRI parameters, axial slice location, muscle size and fatty infiltrate measures were collected and analysed. Cross referencing for anatomical locations were made between MRI axial slice and E-12 anatomical plastinate sections. RESULTS From 2684 identified publications, 78 studies contributed data on volume (n = 31), cross sectional area (CSA) (n = 24), and fatty infiltration (n = 40). Heterogeneity was observed for MRI parameters and anatomical boundaries scrutinizing hip muscle size and fatty infiltration. Seven single level axial slices were identified that provided consistent CSA measurement, including three for both gluteus maximus and TFL, and four for both gluteus medius and minimus. For assessment of fatty infiltration, six axial slice locations were identified including two for TFL, and four for each of the gluteal muscles. CONCLUSIONS Several consistent anatomical levels were identified for single axial MR slice to facilitate muscle size and fatty infiltration muscle measures at the hip, providing the basis for reliable and accurate data synthesis and improvements in the validity of future between studies analyses. This work establishes the platform for standardised methods for the MRI assessment of lateral hip musculature and will aid in the examination of musculoskeletal conditions around the hip joint. Further studies into whole muscle measures are required to further optimise methodological parameters for hip muscle assessment.
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Affiliation(s)
- Zuzana Perraton
- School of Allied Health, La Trobe University, Melbourne, Australia
| | - Peter Lawrenson
- School of Allied Health, La Trobe University, Melbourne, Australia
- School of Health and Rehabilitation Sciences, University of Queensland, Brisbane, Australia
- Department of Anatomy, School of Biomedical Sciences, The University of Otago, Dunedin, New Zealand
| | - Andrea B Mosler
- School of Allied Health, La Trobe University, Melbourne, Australia
| | - James M Elliott
- School of Health and Rehabilitation Sciences, University of Queensland, Brisbane, Australia
- Faculty of Medicine and Health and Northern Sydney Local Health District, The University of Sydney, The Kolling Institute, Sydney, Australia
- Department of Physical Therapy and Human Movement Sciences, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Kenneth A Weber
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Palo Alto, CA, USA
| | - Natasha Ams Flack
- Department of Anatomy, School of Biomedical Sciences, The University of Otago, Dunedin, New Zealand
| | - Jon Cornwall
- University of Otago, Centre for Early Learning in Medicine, Otago Medical School, Dunedin, New Zealand
| | | | | | - Adam I Semciw
- School of Allied Health, La Trobe University, Melbourne, Australia.
- Allied Health Research, Northern Health, Epping, VIC, Australia.
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The Utility of Machine Learning Algorithms for the Prediction of Early Revision Surgery After Primary Total Hip Arthroplasty. J Am Acad Orthop Surg 2022; 30:513-522. [PMID: 35196268 DOI: 10.5435/jaaos-d-21-01039] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 01/21/2022] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Revision total hip arthroplasty (THA) is associated with increased morbidity, mortality, and healthcare costs due to a technically more demanding surgical procedure when compared with primary THA. Therefore, a better understanding of risk factors for early revision THA is essential to develop strategies for mitigating the risk of patients undergoing early revision. This study aimed to develop and validate novel machine learning (ML) models for the prediction of early revision after primary THA. METHODS A total of 7,397 consecutive patients who underwent primary THA were evaluated, including 566 patients (6.6%) with confirmed early revision THA (<2 years from index THA). Electronic patient records were manually reviewed to identify patient demographics, implant characteristics, and surgical variables that may be associated with early revision THA. Six ML algorithms were developed to predict early revision THA, and these models were assessed by discrimination, calibration, and decision curve analysis. RESULTS The strongest predictors for early revision after primary THA were Charlson Comorbidity Index, body mass index >35 kg/m2, and depression. The six ML models all achieved excellent performance across discrimination (area under the curve >0.80), calibration, and decision curve analysis. CONCLUSION This study developed ML models for the prediction of early revision surgery for patients after primary THA. The study findings show excellent performance on discrimination, calibration, and decision curve analysis for all six candidate models, highlighting the potential of these models to assist in clinical practice patient-specific preoperative quantification of increased risk of early revision THA.
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10
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Exercise-induced muscle damage: mechanism, assessment and nutritional factors to accelerate recovery. Eur J Appl Physiol 2021; 121:969-992. [PMID: 33420603 DOI: 10.1007/s00421-020-04566-4] [Citation(s) in RCA: 70] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Accepted: 11/17/2020] [Indexed: 12/11/2022]
Abstract
There have been a multitude of reviews written on exercise-induced muscle damage (EIMD) and recovery. EIMD is a complex area of study as there are a host of factors such as sex, age, nutrition, fitness level, genetics and familiarity with exercise task, which influence the magnitude of performance decrement and the time course of recovery following EIMD. In addition, many reviews on recovery from exercise have ranged from the impact of nutritional strategies and recovery modalities, to complex mechanistic examination of various immune and endocrine signaling molecules. No one review can adequately address this broad array of study. Thus, in this present review, we aim to examine EIMD emanating from both endurance exercise and resistance exercise training in recreational and competitive athletes and shed light on nutritional strategies that can enhance and accelerate recovery following EIMD. In addition, the evaluation of EIMD and recovery from exercise is often complicated and conclusions often depend of the specific mode of assessment. As such, the focus of this review is also directed at the available techniques used to assess EIMD.
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