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Benedikt S, Zelger P, Horling L, Stock K, Pallua J, Schirmer M, Degenhart G, Ruzicka A, Arora R. Deep Convolutional Neural Networks Provide Motion Grading for High-Resolution Peripheral Quantitative Computed Tomography of the Scaphoid. Diagnostics (Basel) 2024; 14:568. [PMID: 38473040 DOI: 10.3390/diagnostics14050568] [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: 01/05/2024] [Revised: 02/20/2024] [Accepted: 02/29/2024] [Indexed: 03/14/2024] Open
Abstract
In vivo high-resolution peripheral quantitative computed tomography (HR-pQCT) studies on bone characteristics are limited, partly due to the lack of standardized and objective techniques to describe motion artifacts responsible for lower-quality images. This study investigates the ability of such deep-learning techniques to assess image quality in HR-pQCT datasets of human scaphoids. In total, 1451 stacks of 482 scaphoid images from 53 patients, each with up to six follow-ups within one year, and each with one non-displaced fractured and one contralateral intact scaphoid, were independently graded by three observers using a visual grading scale for motion artifacts. A 3D-CNN was used to assess image quality. The accuracy of the 3D-CNN to assess the image quality compared to the mean results of three skilled operators was between 92% and 96%. The 3D-CNN classifier reached an ROC-AUC score of 0.94. The average assessment time for one scaphoid was 2.5 s. This study demonstrates that a deep-learning approach for rating radiological image quality provides objective assessments of motion grading for the scaphoid with a high accuracy and a short assessment time. In the future, such a 3D-CNN approach can be used as a resource-saving and cost-effective tool to classify the image quality of HR-pQCT datasets in a reliable, reproducible and objective way.
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Affiliation(s)
- Stefan Benedikt
- Department of Orthopedics and Traumatology, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Philipp Zelger
- Department of Otorhinolaryngology, Hearing, Speech & Voice Disorders, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Lukas Horling
- Department of Orthopedics and Traumatology, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Kerstin Stock
- Department of Orthopedics and Traumatology, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Johannes Pallua
- Department of Orthopedics and Traumatology, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Michael Schirmer
- Medical University of Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
- Office Dr. Schirmer, 6060 Hall, Austria
| | - Gerald Degenhart
- Department of Radiology, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Alexander Ruzicka
- Department of Orthopedics and Traumatology, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Rohit Arora
- Department of Orthopedics and Traumatology, University Hospital Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
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Tan J, Murphy M, Hart NH, Rantalainen T, Bhoyroo R, Chivers P. Association of developmental coordination disorder and low motor competence with impaired bone health: A systematic review. RESEARCH IN DEVELOPMENTAL DISABILITIES 2022; 129:104324. [PMID: 35970085 DOI: 10.1016/j.ridd.2022.104324] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 07/10/2022] [Accepted: 08/08/2022] [Indexed: 06/15/2023]
Abstract
AIMS Individuals with developmental coordination disorder (DCD) and low motor competence (LMC) may be at increased risk of low bone health due to their lifetime physical activity patterns. Impaired bone health increases an individual's risk of osteoporosis and fracture; therefore, it is necessary to determine whether a bone health detriment is present in this group. Accordingly, this systematic review explores the association between DCD/LMC and bone health. METHODS AND PROCEDURES Studies were included with assessment of bone health in a DCD/LMC population. Study bias was assessed using the JBI critical appraisal checklist. Due to heterogeneity, meta-analysis was not possible and narrative synthesis was performed with effect size and direction assessed via harvest plots. OUTCOMES AND RESULTS A total of 16 (15 paediatric/adolescent) studies were included. Deficits in bone measures were reported for the DCD/LMC group and were more frequent in weight-bearing sites. Critical appraisal indicated very low confidence in the results, with issues relating to indirectness and imprecision relating to comorbidities. CONCLUSIONS AND IMPLICATIONS Individuals with DCD or LMC are at increased risk of bone health deficits. Bone impairment locations indicate insufficient loading via physical activity as a potential cause of bone deficits. Results indicate a potential for earlier osteoporosis onset.
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Affiliation(s)
- Jocelyn Tan
- School of Nursing, Midwifery, Health Sciences & Physiotherapy, University of Notre Dame Australia, Fremantle, Australia; Western Australian Bone Research Collaboration, Perth, WA, Australia.
| | - Myles Murphy
- School of Nursing, Midwifery, Health Sciences & Physiotherapy, University of Notre Dame Australia, Fremantle, Australia; Western Australian Bone Research Collaboration, Perth, WA, Australia; School of Medical and Health Science, Edith Cowan University, Joondalup, Australia
| | - Nicolas H Hart
- Western Australian Bone Research Collaboration, Perth, WA, Australia; Institute for Health Research, University of Notre Dame Australia, Fremantle, Australia; School of Medical and Health Science, Edith Cowan University, Joondalup, Australia; School of Nursing, Queensland University of Technology, Brisbane, Australia; Caring Futures Institute, Flinders University, Adelaide, Australia
| | - Timo Rantalainen
- Western Australian Bone Research Collaboration, Perth, WA, Australia; Institute for Health Research, University of Notre Dame Australia, Fremantle, Australia; School of Medical and Health Science, Edith Cowan University, Joondalup, Australia; Gerontology Research Center, University of Jyväskylä, Jyväskylä, Finland
| | - Ranila Bhoyroo
- School of Population Health, Curtin University, Perth, Australia; Disciplines of Psychology and Exercise Health, Murdoch University, Perth, Australia
| | - Paola Chivers
- Western Australian Bone Research Collaboration, Perth, WA, Australia; Institute for Health Research, University of Notre Dame Australia, Fremantle, Australia; School of Medical and Health Science, Edith Cowan University, Joondalup, Australia
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Via JD, Owen PJ, Daly RM, Mundell NL, Livingston PM, Rantalainen T, Foulkes SJ, Millar JL, Murphy DG, Fraser SF. Musculoskeletal Responses to Exercise plus Nutrition in Men with Prostate Cancer on Androgen Deprivation: A 12-month RCT. Med Sci Sports Exerc 2021; 53:2054-2065. [PMID: 33867499 DOI: 10.1249/mss.0000000000002682] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
PURPOSE Androgen deprivation therapy (ADT) for prostate cancer (PCa) has multiple adverse effects on musculoskeletal health. This 12-month randomised controlled trial aimed to assess the effects of multi-component exercise training combined with whey protein, calcium and vitamin D supplementation on bone mineral density (BMD), structure and strength, body composition, muscle strength and physical function in ADT-treated men. METHODS Seventy ADT-treated men were randomised to exercise plus supplementation (Ex+Suppl; n=34) or usual care (Control; n=36). Ex+Suppl involved thrice weekly progressive resistance training plus weight-bearing impact exercise with daily multi-nutrient supplementation. Primary outcomes were DXA hip and spine areal BMD. Secondary outcomes included: tibia and radius pQCT volumetric BMD, bone structure and strength; DXA body composition; pQCT muscle and fat cross-sectional area and muscle density; muscle strength and physical function. RESULTS Sixty men (86%) completed the study. Mean exercise and supplement adherence were 56% and 77%, respectively. There were no effects of the intervention on bone or body composition outcomes. Ex+Suppl improved leg muscle strength (net difference [95% CI] 14.5% [-0.2, 29.2], P=0.007) and dynamic mobility (four-square-step test time, -9.3% [-17.3, -1.3], P=0.014) relative to controls. Per-protocol analysis of adherent participants (≥66% exercise, ≥80% supplement) showed Ex+Suppl preserved femoral neck aBMD (1.9% [0.1, 3.8], P=0.026) and improved total body lean mass (1.0 kg [-0.23, 2.22], P=0.044) relative to controls. CONCLUSION Exercise training combined with multi-nutrient supplementation had limited effect on ameliorating the adverse musculoskeletal consequences of ADT, likely related to the modest intervention adherence.
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Affiliation(s)
- Jack Dalla Via
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia Deakin University, Faculty of Health, Geelong, Victoria, Australia Gerontology Research Center and Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland Sports Cardiology Lab, Clinical Research Domain, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia Radiation Oncology, Alfred Health, Melbourne, Victoria, Australia Division of Cancer Surgery, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, Victoria, Australia
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Owen PJ, Hart NH, Latella C, Hendy AM, Lamon S, Rantalainen T. Identifying and Assessing Inter-Muscular Fat at the Distal Diaphyseal Femur Measured by Peripheral Quantitative Computed Tomography (pQCT). J Clin Densitom 2021; 24:106-111. [PMID: 31848038 DOI: 10.1016/j.jocd.2019.11.001] [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] [Received: 10/07/2019] [Revised: 11/22/2019] [Accepted: 11/25/2019] [Indexed: 10/25/2022]
Abstract
INTRODUCTION Inter-/intramuscular fat can be assessed with peripheral Quantitative Computed Tomography (pQCT) and is of interest as an indicator of "muscle quality." Typical pQCT scan sites (forearm, lower leg) have a low amount of inter-/intramuscular fat, however distal diaphyseal femur scan sites with conspicuous inter-/intramuscular fat have been identified as potentially more prudent scan sites, even in healthy adolescents. However, current state of the art analysis methods require labor-intensive manual segmentation of the scan. The purpose of the present study was to evaluate the reliability of a novel open source automated enclosing convex polygon approach (source code https://github.com/tjrantal/pQCT, commit cec9bce) to quantify inter-/intramuscular fat from femoral pQCT scans in healthy adults. METHODOLOGY The distal diaphyseal femur (25% of tibial length from the knee joint towards the hip) of 27 adults aged 18-50 yr were scanned twice, 1 wk apart, using pQCT. Subcutaneous fat, muscle, inter-/intramuscular fat, and marrow areas, and corresponding densities were evaluated using a method we have reported previously, as well as the novel enclosing convex polygon method. RESULTS The session-to-session reliability of the assessments was fair to excellent using the previously reported method as indicated by intraclass correlation coefficient (ICC2,1) ranging from 0.45 to 1.00, while the novel method produced excellent reliability (ICC2,1 0.78-1.00). CONCLUSION Distal diaphyseal femur appears to be a potentially informative and prudent scan site for inter-/intramuscular fat evaluation with pQCT.
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Affiliation(s)
- Patrick J Owen
- Deakin University, Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Geelong, Victoria, Australia
| | - Nicolas H Hart
- Exercise Medicine Research Institute, Edith Cowan University, Perth, Western Australia, Australia; Institute for Health Research, University of Notre Dame Australia, Perth, Western Australia, Australia; Western Australian Bone Research Collaboration, Perth, Western Australia, Australia
| | - Christopher Latella
- Neurophysiology Research Laboratory, School of Medical and Health Sciences, Edith Cowan University, Perth, Wetsern Australia, Australia
| | - Ashlee M Hendy
- Deakin University, Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Geelong, Victoria, Australia
| | - Séverine Lamon
- Deakin University, Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Geelong, Victoria, Australia
| | - Timo Rantalainen
- Deakin University, Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Geelong, Victoria, Australia; Exercise Medicine Research Institute, Edith Cowan University, Perth, Western Australia, Australia; Institute for Health Research, University of Notre Dame Australia, Perth, Western Australia, Australia; Western Australian Bone Research Collaboration, Perth, Western Australia, Australia; Gerontology Research Center and Faculty of Sport and Health Sciences, University of Jyväskylä, Finland.
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Dalla Via J, Daly RM, Owen PJ, Mundell NL, Rantalainen T, Fraser SF. Bone mineral density, structure, distribution and strength in men with prostate cancer treated with androgen deprivation therapy. Bone 2019; 127:367-375. [PMID: 31189088 DOI: 10.1016/j.bone.2019.06.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 06/05/2019] [Accepted: 06/06/2019] [Indexed: 12/26/2022]
Abstract
Androgen deprivation therapy (ADT) improves survival in men with advanced prostate cancer (PCa), but has been associated with compromised skeletal health and increased fracture risk. However, limited previous research has investigated determinants of bone strength beyond DXA-derived areal bone mineral density (aBMD) in this population group. The aim of this cross-sectional study was to investigate the effects of ADT in men with PCa on BMD, bone structure, estimates of whole bone strength and cortical bone distribution. A total of 70 ADT-treated men, 52 PCa controls and 70 healthy controls had DXA lumbar spine and proximal femur aBMD and pQCT distal (4%) and proximal (66%) tibia and radius cortical and trabecular volumetric BMD (vBMD), bone structure, strength and cortical bone distribution assessed. Analyses included BMI and/or tibia/radius length as covariates. On average, ADT-treated men had a higher BMI than PCa (P < 0.05) but not healthy controls. ADT-treated men had 7.2-7.8% lower lumbar spine aBMD than PCa (P = 0.037) and healthy controls (P = 0.010), with a trend for a lower total hip aBMD in the ADT-treated men (P = 0.07). At the distal tibia, total bone area was 6.2-7.3% greater in ADT-treated men than both controls (P < 0.01), but total vBMD was 8.4-8.7% lower in ADT-treated men than both controls (P < 0.01). Moreover, bone strength index (BSI) was 10.8% lower relative to healthy controls only (P < 0.05). At the distal radius, ADT-treated men had lower total and trabecular vBMD (10.7-14.8%, P < 0.05) and BSI (23.6-27.5%, P < 0.001) compared to both controls. There were no other differences in bone outcomes at the proximal tibia or radius. In conclusion, ADT treatment for PCa was associated with lower BMD and estimated compressive bone strength, particularly at trabecular skeletal sites (lumbar spine, and distal tibia and radius), compared to controls, but there were no consistent differences in cortical bone structure, distribution or bending strength.
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Affiliation(s)
- Jack Dalla Via
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia.
| | - Robin M Daly
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
| | - Patrick J Owen
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
| | - Niamh L Mundell
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
| | - Timo Rantalainen
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia; Gerontology Research Centre and Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
| | - Steve F Fraser
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
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Chivers P, Rantalainen T, McIntyre F, Hands B, Weeks B, Beck B, Nimphius S, Hart N, Siafarikas A. Suboptimal bone status for adolescents with low motor competence and developmental coordination disorder-It's sex specific. RESEARCH IN DEVELOPMENTAL DISABILITIES 2019; 84:57-65. [PMID: 30119956 DOI: 10.1016/j.ridd.2018.07.010] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 07/26/2018] [Accepted: 07/27/2018] [Indexed: 06/08/2023]
Abstract
BACKGROUND Australian adolescents with low motor competence (LMC) have higher fracture rates and poorer bone health compared to European normative data, but currently no normative data exists for Australians. AIMS To examine whether there were bone health differences in Australian adolescents with LMC or Developmental Coordination Disorder (DCD) when compared to typically developing age-matched Australian adolescents. METHODS AND PROCEDURES Australian adolescents aged 12-18 years with LMC/DCD (n = 39; male = 27; female = 12) and an Australian comparison sample (n = 188; boys = 101; girls = 87) undertook radial and tibial peripheral Quantitative Computed Tomography (pQCT) scans. Stress Strain Index (SSI (mm3)), Total Bone Area (TBA (mm2)), Muscle Density (MuD [mgcm3]), Muscle Area (MuA [cm2]), Subcutaneous Fat Area (ScFA [cm2]), Cortical Density (CoD [mgcm3]), Cortical Area (CoD [mm2]), cortical concentric ring volumetric densities, Functional Muscle Bone Unit Index (FMBU: (SSI/bone length)) and Robustness Index (SSI/bone length^3), group and sex differences were examined. OUTCOME AND RESULTS The main finding was a significant sex-x-group interaction for Tibial FMBU (p = .021), Radial MuD (p = .036), and radial ScFA (p = .002). Boys with LMC/DCD had lower tibial FMBU scores, radial MuD and higher ScFA than the typically developing age-matched sample. CONCLUSION AND IMPLICATIONS Comparisons of bone measures with Australian comparative data are similar to European findings however sex differences were found in the present study. Australian adolescent boys with LMC/DCD had less robust bones compared to their well-coordinated Australian peers, whereas there were no differences between groups for girls. These differences may be due to lower levels of habitual weight-bearing physical activity, which may be more distinct in adolescent boys with LMC/DCD compared to girls.
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Affiliation(s)
- Paola Chivers
- Institute for Health Research, The University of Notre Dame Australia, WA, Australia; Western Australian Bone Research Collaboration, WA, Australia; School of Medical and Health Sciences, Edith Cowan University, WA, Australia.
| | - Timo Rantalainen
- Western Australian Bone Research Collaboration, WA, Australia; School of Medical and Health Sciences, Edith Cowan University, WA, Australia; Institute for Physical Activity and Nutrition, Deakin University, VIC, Australia
| | - Fleur McIntyre
- Western Australian Bone Research Collaboration, WA, Australia; School of Health Sciences, The University of Notre Dame Australia, WA, Australia
| | - Beth Hands
- Institute for Health Research, The University of Notre Dame Australia, WA, Australia; Western Australian Bone Research Collaboration, WA, Australia
| | - Benjamin Weeks
- Menzies Health Institute Queensland, Griffith University, QLD, Australia
| | - Belinda Beck
- Menzies Health Institute Queensland, Griffith University, QLD, Australia
| | - Sophia Nimphius
- Western Australian Bone Research Collaboration, WA, Australia; School of Medical and Health Sciences, Edith Cowan University, WA, Australia; Centre of Exercise and Sport Science Research, Edith Cowan University, WA, Australia
| | - Nicolas Hart
- Western Australian Bone Research Collaboration, WA, Australia; School of Medical and Health Sciences, Edith Cowan University, WA, Australia; Exercise Medicine Research Institute, Edith Cowan University, WA, Australia
| | - Aris Siafarikas
- Institute for Health Research, The University of Notre Dame Australia, WA, Australia; Western Australian Bone Research Collaboration, WA, Australia; School of Medical and Health Sciences, Edith Cowan University, WA, Australia; Department of Endocrinology and Diabetes, Princess Margaret Hospital for Children, WA, Australia; Telethon Kids Institute and School of Paediatrics and Child Health, University of Western Australia, WA, Australia
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Hart NH, Galvão DA, Saunders C, Taaffe DR, Feeney KT, Spry NA, Tsoi D, Martin H, Chee R, Clay T, Redfern AD, Newton RU. Mechanical suppression of osteolytic bone metastases in advanced breast cancer patients: a randomised controlled study protocol evaluating safety, feasibility and preliminary efficacy of exercise as a targeted medicine. Trials 2018; 19:695. [PMID: 30572928 PMCID: PMC6302473 DOI: 10.1186/s13063-018-3091-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 11/30/2018] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Skeletal metastases present a major challenge for clinicians, representing an advanced and typically incurable stage of cancer. Bone is also the most common location for metastatic breast carcinoma, with skeletal lesions identified in over 80% of patients with advanced breast cancer. Preclinical models have demonstrated the ability of mechanical stimulation to suppress tumour formation and promote skeletal preservation at bone sites with osteolytic lesions, generating modulatory interference of tumour-driven bone remodelling. Preclinical studies have also demonstrated anti-cancer effects through exercise by minimising tumour hypoxia, normalising tumour vasculature and increasing tumoural blood perfusion. This study proposes to explore the promising role of targeted exercise to suppress tumour growth while concomitantly delivering broader health benefits in patients with advanced breast cancer with osteolytic bone metastases. METHODS This single-blinded, two-armed, randomised and controlled pilot study aims to establish the safety, feasibility and efficacy of an individually tailored, modular multi-modal exercise programme incorporating spinal isometric training (targeted muscle contraction) in 40 women with advanced breast cancer and stable osteolytic spinal metastases. Participants will be randomly assigned to exercise or usual medical care. The intervention arm will receive a 3-month clinically supervised exercise programme, which if proven to be safe and efficacious will be offered to the control-arm patients following study completion. Primary endpoints (programme feasibility, safety, tolerance and adherence) and secondary endpoints (tumour morphology, serum tumour biomarkers, bone metabolism, inflammation, anthropometry, body composition, bone pain, physical function and patient-reported outcomes) will be measured at baseline and following the intervention. DISCUSSION Exercise medicine may positively alter tumour biology through numerous mechanical and non-mechanical mechanisms. This randomised controlled pilot trial will explore the preliminary effects of targeted exercise on tumour morphology and circulating metastatic tumour biomarkers using an osteolytic skeletal metastases model in patients with breast cancer. The study is principally aimed at establishing feasibility and safety. If proven to be safe and feasible, results from this study could have important implications for the delivery of this exercise programme to patients with advanced cancer and sclerotic skeletal metastases or with skeletal lesions present in haematological cancers (such as osteolytic lesions in multiple myeloma), for which future research is recommended. TRIAL REGISTRATION anzctr.org.au , ACTRN-12616001368426 . Registered on 4 October 2016.
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Affiliation(s)
- Nicolas H. Hart
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- Institute for Health Research, University of Notre Dame Australia, Perth, WA Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
| | - Daniel A. Galvão
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
| | - Christobel Saunders
- St John of God Hospital, Perth, WA Australia
- Royal Perth Hospital, Perth, WA Australia
- School of Medicine, University of Western Australia, Perth, WA Australia
| | - Dennis R. Taaffe
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
- School of Human Movement and Nutrition Sciences, University of Queensland, Brisbane, QLD Australia
| | - Kynan T. Feeney
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
- St John of God Hospital, Perth, WA Australia
- School of Medicine, University of Notre Dame Australia, Perth, WA Australia
| | - Nigel A. Spry
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
- School of Medicine, University of Western Australia, Perth, WA Australia
- Genesis CancerCare, Perth, WA Australia
| | - Daphne Tsoi
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
- St John of God Hospital, Perth, WA Australia
- School of Medicine, University of Notre Dame Australia, Perth, WA Australia
| | | | - Raphael Chee
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
- School of Medicine, University of Western Australia, Perth, WA Australia
- Genesis CancerCare, Perth, WA Australia
| | - Tim Clay
- St John of God Hospital, Perth, WA Australia
- Genesis CancerCare, Perth, WA Australia
| | - Andrew D. Redfern
- School of Medicine, University of Western Australia, Perth, WA Australia
- Fiona Stanley Hospital, Perth, WA Australia
| | - Robert U. Newton
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, Western Australia 6027 Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, WA Australia
- School of Human Movement and Nutrition Sciences, University of Queensland, Brisbane, QLD Australia
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