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Tavana S, Davis B, Canali I, Scott K, Leong JJH, Freedman BA, Newell N. A novel tool to quantify in vivo lumbar spine kinematics and 3D intervertebral disc strains using clinical MRI. J Mech Behav Biomed Mater 2023; 140:105730. [PMID: 36801782 DOI: 10.1016/j.jmbbm.2023.105730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 01/27/2023] [Accepted: 02/11/2023] [Indexed: 02/15/2023]
Abstract
Medical imaging modalities that calculate tissue morphology alone cannot provide direct information regarding the mechanical behaviour of load-bearing musculoskeletal organs. Accurate in vivo measurement of spine kinematics and intervertebral disc (IVD) strains can provide important information regarding the mechanical behaviour of the spine, help to investigate the effects of injuries on the mechanics of the spine, and assess the effectiveness of treatments. Additionally, strains can serve as a functional biomechanical marker for detecting normal and pathologic tissues. We hypothesised that combining digital volume correlation (DVC) with 3T clinical MRI can provide direct information regarding the mechanics of the spine. Here, we have developed a novel non-invasive tool for in vivo displacement and strain measurement within the human lumbar spine and we used this tool to calculate lumbar kinematics and IVD strains in six healthy subjects during lumbar extension. The proposed tool enabled spine kinematics and IVD strains to be measured with errors that did not exceed 0.17 mm and 0.5%, respectively. The findings of the kinematics study identified that during extension the lumbar spine of healthy subjects experiences total 3D translations ranging from 1 mm to 4.5 mm for different vertebral levels. The findings of strain analysis identified that the average of the maximum tensile, compressive, and shear strains for different lumbar levels during extension ranged from 3.5% to 7.2%. This tool can provide base-line data that can be used to describe the mechanical environment of healthy lumbar spine, which can help clinicians manage preventative treatments, define patient-specific treatments, and to monitor the effectiveness of surgical and non-surgical interventions.
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Affiliation(s)
- S Tavana
- Department of Bioengineering, Imperial College London, London, UK
| | - B Davis
- Fortius Clinic, Fitzhardinge Street, London, UK
| | - I Canali
- Fortius Clinic, Fitzhardinge Street, London, UK
| | - K Scott
- Fortius Clinic, Fitzhardinge Street, London, UK
| | - J J H Leong
- Royal National Orthopaedic Hospital, Stanmore, UK; UCL Institute of Orthopaedics and Musculoskeletal Science, London, UK
| | | | - N Newell
- Department of Bioengineering, Imperial College London, London, UK.
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Watson F, Fino PC, Thornton M, Heracleous C, Loureiro R, Leong JJH. Use of the margin of stability to quantify stability in pathologic gait - a qualitative systematic review. BMC Musculoskelet Disord 2021; 22:597. [PMID: 34182955 PMCID: PMC8240253 DOI: 10.1186/s12891-021-04466-4] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 06/08/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The Margin of Stability (MoS) is a widely used objective measure of dynamic stability during gait. Increasingly, researchers are using the MoS to assess the stability of pathological populations to gauge their stability capabilities and coping strategies, or as an objective marker of outcome, response to treatment or disease progression. The objectives are; to describe the types of pathological gait that are assessed using the MoS, to examine the methods used to assess MoS and to examine the way the MoS data is presented and interpreted. METHODS A systematic review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Guidelines (PRISMA) in the following databases: Web of Science, PubMed, UCL Library Explore, Cochrane Library, Scopus. All articles measured the MoS of a pathologically affected adult human population whilst walking in a straight line. Extracted data were collected per a prospectively defined list, which included: population type, method of data analysis and model building, walking tasks undertaken, and interpretation of the MoS. RESULTS Thirty-one studies were included in the final review. More than 15 different clinical populations were studied, most commonly post-stroke and unilateral transtibial amputee populations. Most participants were assessed in a gait laboratory using motion capture technology, whilst 2 studies used instrumented shoes. A variety of centre of mass, base of support and MoS definitions and calculations were described. CONCLUSIONS This is the first systematic review to assess use of the MoS and the first to consider its clinical application. Findings suggest the MoS has potential to be a helpful, objective measurement in a variety of clinically affected populations. Unfortunately, the methodology and interpretation varies, which hinders subsequent study comparisons. A lack of baseline results from large studies mean direct comparison between studies is difficult and strong conclusions are hard to make. Further work from the biomechanics community to develop reporting guidelines for MoS calculation methodology and a commitment to larger baseline studies for each pathology is welcomed.
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Affiliation(s)
- Fraje Watson
- University College London, Division of Surgery & Interventional Science, Royal National Orthopaedic Hospital, Brockley Hill, Stanmore, HA7 4LP, UK.
| | - Peter C Fino
- Department of Health & Kinesiology, University of Utah, 250 S 1850 E, Salt Lake City, UT, 84112, USA
| | - Matthew Thornton
- University College London, Division of Surgery & Interventional Science, Royal National Orthopaedic Hospital, Brockley Hill, Stanmore, HA7 4LP, UK.,Royal National Orthopaedic Hospital, Brockley Hill, Stanmore, HA7 4LP, UK
| | - Constantinos Heracleous
- University College London, Division of Surgery & Interventional Science, Royal National Orthopaedic Hospital, Brockley Hill, Stanmore, HA7 4LP, UK
| | - Rui Loureiro
- University College London, Division of Surgery & Interventional Science, Royal National Orthopaedic Hospital, Brockley Hill, Stanmore, HA7 4LP, UK
| | - Julian J H Leong
- University College London, Division of Surgery & Interventional Science, Royal National Orthopaedic Hospital, Brockley Hill, Stanmore, HA7 4LP, UK.,Royal National Orthopaedic Hospital, Brockley Hill, Stanmore, HA7 4LP, UK
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Panagiotopoulou VC, Tucker SK, Whittaker RK, Hothi HS, Henckel J, Leong JJH, Ember T, Skinner JA, Hart AJ. Analysing a mechanism of failure in retrieved magnetically controlled spinal rods. Eur Spine J 2017; 26:1699-1710. [PMID: 28102447 DOI: 10.1007/s00586-016-4936-z] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Revised: 12/19/2016] [Accepted: 12/25/2016] [Indexed: 01/01/2023]
Abstract
PURPOSE We aim to describe a mechanism of failure in magnetically controlled growth rods which are used for the correction of the early onset scoliosis. METHODS This retrieval study involved nine magnetically controlled growth rods, of a single design, revised from five patients for metal staining, progression of scoliosis, swelling, fractured actuator pin, and final fusion. All the retrieved rods were radiographed and assessed macroscopically and microscopically for material loss. Two implants were further analysed using micro-CT scanning and then sectioned to allow examination of the internal mechanism. No funding was obtained to analyse these implants. There were no potential conflicts interests. RESULTS Plain radiographs revealed that three out of nine retrieved rods had a fractured pin. All had evidence of surface degradation on the extendable telescopic rod. There was considerable corrosion along the internal mechanism. CONCLUSIONS We found that a third of the retrieved magnetically controlled growth rods had failed due to pin fracture secondary to corrosion of the internal mechanism. We recommend that surgeons consider that any inability of magnetically controlled growth rods to distract may be due to corrosive debris building up inside the mechanism, thereby preventing normal function.
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Affiliation(s)
- Vasiliki C Panagiotopoulou
- Institute of Orthopaedics and Musculoskeletal Science, Royal National Orthopaedic Hospital, University College London, Brockley Hill, Stanmore, Middlesex, HA7 4LP, UK. .,The Royal National Orthopaedic Hospital, Stanmore, UK.
| | | | - Robert K Whittaker
- Institute of Orthopaedics and Musculoskeletal Science, Royal National Orthopaedic Hospital, University College London, Brockley Hill, Stanmore, Middlesex, HA7 4LP, UK
| | - Harry S Hothi
- Institute of Orthopaedics and Musculoskeletal Science, Royal National Orthopaedic Hospital, University College London, Brockley Hill, Stanmore, Middlesex, HA7 4LP, UK
| | - Johann Henckel
- Institute of Orthopaedics and Musculoskeletal Science, Royal National Orthopaedic Hospital, University College London, Brockley Hill, Stanmore, Middlesex, HA7 4LP, UK.,The Royal National Orthopaedic Hospital, Stanmore, UK
| | - Julian J H Leong
- Institute of Orthopaedics and Musculoskeletal Science, Royal National Orthopaedic Hospital, University College London, Brockley Hill, Stanmore, Middlesex, HA7 4LP, UK.,The Royal National Orthopaedic Hospital, Stanmore, UK
| | - Thomas Ember
- Great Ormond Street Hospital for Children, London, UK.,Guy's and St Thomas NHS Foundation Trust, London, UK
| | - John A Skinner
- Institute of Orthopaedics and Musculoskeletal Science, Royal National Orthopaedic Hospital, University College London, Brockley Hill, Stanmore, Middlesex, HA7 4LP, UK.,The Royal National Orthopaedic Hospital, Stanmore, UK
| | - Alister J Hart
- Institute of Orthopaedics and Musculoskeletal Science, Royal National Orthopaedic Hospital, University College London, Brockley Hill, Stanmore, Middlesex, HA7 4LP, UK.,The Royal National Orthopaedic Hospital, Stanmore, UK
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Abstract
The latest and fastest-growing innovation in the medical field has been the advent of three-dimensional printing technologies, which have recently seen applications in the production of low-cost, patient-specific medical implants. While a wide range of three-dimensional printing systems has been explored in manufacturing anatomical models and devices for the medical setting, their applications are cutting-edge in the field of spinal surgery. This review aims to provide a comprehensive overview and classification of the current applications of three-dimensional printing technologies in spine care. Although three-dimensional printing technology has been widely used for the construction of patient-specific anatomical models of the spine and intraoperative guide templates to provide personalized surgical planning and increase pedicle screw placement accuracy, only few studies have been focused on the manufacturing of spinal implants. Therefore, three-dimensional printed custom-designed intervertebral fusion devices, artificial vertebral bodies and disc substitutes for total disc replacement, along with tissue engineering strategies focused on scaffold constructs for bone and cartilage regeneration, represent a set of promising applications towards the trend of individualized patient care.
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Affiliation(s)
- Elena Provaggi
- 1 Centre for Nanotechnology & Tissue Engineering, Division of Surgery and Interventional Science, UCL Medical School, University College London, London, UK
| | - Julian J H Leong
- 1 Centre for Nanotechnology & Tissue Engineering, Division of Surgery and Interventional Science, UCL Medical School, University College London, London, UK.,2 Royal National Orthopaedic Hospital, Stanmore, UK
| | - Deepak M Kalaskar
- 1 Centre for Nanotechnology & Tissue Engineering, Division of Surgery and Interventional Science, UCL Medical School, University College London, London, UK
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Serra T, Capelli C, Toumpaniari R, Orriss IR, Leong JJH, Dalgarno K, Kalaskar DM. Design and fabrication of 3D-printed anatomically shaped lumbar cage for intervertebral disc (IVD) degeneration treatment. Biofabrication 2016; 8:035001. [PMID: 27431399 DOI: 10.1088/1758-5090/8/3/035001] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Spinal fusion is the gold standard surgical procedure for degenerative spinal conditions when conservative therapies have been unsuccessful in rehabilitation of patients. Novel strategies are required to improve biocompatibility and osseointegration of traditionally used materials for lumbar cages. Furthermore, new design and technologies are needed to bridge the gap due to the shortage of optimal implant sizes to fill the intervertebral disc defect. Within this context, additive manufacturing technology presents an excellent opportunity to fabricate ergonomic shape medical implants. The goal of this study is to design and manufacture a 3D-printed lumbar cage for lumbar interbody fusion. Optimisations of the proposed implant design and its printing parameters were achieved via in silico analysis. The final construct was characterised via scanning electron microscopy, contact angle, x-ray micro computed tomography (μCT), atomic force microscopy, and compressive test. Preliminary in vitro cell culture tests such as morphological assessment and metabolic activities were performed to access biocompatibility of 3D-printed constructs. Results of in silico analysis provided a useful platform to test preliminary cage design and to find an optimal value of filling density for 3D printing process. Surface characterisation confirmed a uniform coating of nHAp with nanoscale topography. Mechanical evaluation showed mechanical properties of final cage design similar to that of trabecular bone. Preliminary cell culture results showed promising results in terms of cell growth and activity confirming biocompatibility of constructs. Thus for the first time, design optimisation based on computational and experimental analysis combined with the 3D-printing technique for intervertebral fusion cage has been reported in a single study. 3D-printing is a promising technique for medical applications and this study paves the way for future development of customised implants in spinal surgical applications.
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Affiliation(s)
- T Serra
- Division of Surgery & Interventional Science, Royal Free Hospital Campus, UCL, NW3 2PF, UK
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Kwasnicki RM, Ali R, Jordan SJ, Atallah L, Leong JJH, Jones GG, Cobb J, Yang GZ, Darzi A. A wearable mobility assessment device for total knee replacement: A longitudinal feasibility study. Int J Surg 2015; 18:14-20. [PMID: 25868424 DOI: 10.1016/j.ijsu.2015.04.032] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2014] [Revised: 03/02/2015] [Accepted: 04/01/2015] [Indexed: 12/22/2022]
Abstract
BACKGROUND Total knee replacement currently lacks robust indications and objective follow-up metrics. Patients and healthcare staff are under-equipped to optimise outcomes. This study aims to investigate the feasibility of using an ear-worn motion sensor (e-AR, Imperial College London) to conduct objective, home-based mobility assessments in the peri-operative setting. METHODS Fourteen patients on the waiting list for knee replacement, and 15 healthy subjects, were recruited. Pre-operatively, and at 1, 3, 6, 12 and 24 weeks post-operatively, patients underwent functional mobility testing (Timed Up and Go), knee examination (including range of motion), and an activity protocol whilst wearing the e-AR sensor. Features extracted from sensor motion data were used to assess patient performance and predict patients' recovery phase. RESULTS Sensor-derived peri-operative mobility trends correlated with clinical measures in several activities, allowing functional recovery of individual subjects to be profiled and compared, including the detection of a complication. Sensor data features enabled classification of subjects into normal, pre-operative and 24-week post-operative groups with 89% (median) accuracy. Classification accuracy was reduced to 69% when including all time intervals. DISCUSSION This study demonstrates a novel, objective method of assessing peri-operative mobility, which could be used to supplement surgical decision-making and facilitate community-based follow-up.
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Affiliation(s)
- Richard M Kwasnicki
- Hamlyn Centre, Institute of Global Health Innovation, Imperial College London, United Kingdom.
| | - Raza Ali
- Hamlyn Centre, Institute of Global Health Innovation, Imperial College London, United Kingdom
| | - Stevan J Jordan
- Department of Surgery and Cancer, Imperial College London, United Kingdom
| | - Louis Atallah
- Hamlyn Centre, Institute of Global Health Innovation, Imperial College London, United Kingdom
| | - Julian J H Leong
- Department of Surgery and Cancer, Imperial College London, United Kingdom
| | - Gareth G Jones
- Department of Surgery and Cancer, Imperial College London, United Kingdom
| | - Justin Cobb
- Imperial College Healthcare NHS Trust, United Kingdom; Department of Surgery and Cancer, Imperial College London, United Kingdom
| | - Guang Zhong Yang
- Hamlyn Centre, Institute of Global Health Innovation, Imperial College London, United Kingdom
| | - Ara Darzi
- Hamlyn Centre, Institute of Global Health Innovation, Imperial College London, United Kingdom
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Dannawi Z, Nawabi DH, Patel A, Leong JJH, Moore DJ. Arthroscopic ankle arthrodesis: are results reproducible irrespective of pre-operative deformity? Foot Ankle Surg 2011; 17:294-9. [PMID: 22017906 DOI: 10.1016/j.fas.2010.12.004] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2010] [Accepted: 12/21/2010] [Indexed: 02/04/2023]
Abstract
BACKGROUND Arthroscopic ankle arthrodesis is gaining in popularity. It has been shown to have a shorter time to union and less morbidity than traditional open procedures. The arthroscopic technique has been mainly used for ankles with minimal deformity. Our aim was to find out whether we could reproduce the good results of arthroscopic ankle arthrodesis in both minimally and markedly deformed ankles. METHODS We reviewed 62 patients who underwent an arthroscopic ankle arthrodesis for end stage arthritis. The average follow up was 63 months (range 21-92 months). Patients were evaluated subjectively and objectively using the Mazur grading system. 4 patients died before final review and 3 were lost to follow-up leaving 55 patients for evaluation. The pre-operative tibiotalar angle in the coronal plane was between 26° valgus and 24° varus. We divided our patients into 2 groups based on the tibiotalar angle. Group A (n=31) had a varus or valgus deformity of less than 15 and Group B (n=24) had a deformity equal to or more than 15°. RESULTS The overall fusion rate was 91%. Fusion occurred in 29 of 31 (94%) ankles in Group A compared to 21 of 24 (88%) in Group B (p=0.64).The overall mean time to union was 10.4 weeks. The time to union in Group A was 8.8 weeks compared to 12.7 weeks for Group B (p=0.001). Using the Mazur ankle grading system, 84% of the cases in Group A had a good to excellent result compared to 79% in Group B (p=0.73). There were 2 superficial infections, 2 cases of deep vein thrombosis and 3 patients required removal of prominent screws. CONCLUSIONS We have shown that arthroscopic ankle arthrodesis yields reliable and reproducible results in a District General Hospital setting with high union rates, short time to union and low complication rates. It can be satisfactorily employed for ankles with significant deformity, although this resulted in a longer time to union. The end results remain uniformly good to excellent.
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Affiliation(s)
- Z Dannawi
- Department of Orthopaedic Surgery, Colchester University Hospital, Turner Road, Colchester, Essex CO4 5JL, United Kingdom.
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Leong JJH, Nicolaou M, Atallah L, Mylonas GP, Darzi AW, Yang GZ. HMM assessment of quality of movement trajectory in laparoscopic surgery. ACTA ACUST UNITED AC 2010; 12:335-46. [DOI: 10.3109/10929080701730979] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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Leff DR, Orihuela-Espina F, Atallah L, Athanasiou T, Leong JJH, Darzi AW, Yang GZ. Functional prefrontal reorganization accompanies learning-associated refinements in surgery: a manifold embedding approach. ACTA ACUST UNITED AC 2009; 13:325-39. [PMID: 18991082 DOI: 10.3109/10929080802531482] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
The prefrontal cortex (PFC) is known to be vital for acquisition of visuomotor skills, but its role in the attainment of complex technical skills which comprise both perceptual and motor components, such as those associated with surgery, remains poorly understood. We hypothesized that the prefrontal response to a surgical knot-tying task would be highly dependent on technical expertise, and that activation would wane in the context of learning success following extended practice. The present series of experiments investigated this issue, using functional Near Infrared Spectroscopy (fNIRS) and dexterity analysis to compare the PFC responses and technical skill of expert and novice surgeons performing a surgical knot-tying task in a block design experiment. Applying a data-embedding technique known as Isomap and Earth Mover's Distance (EMD) analysis, marked differences in cortical hemodynamic responses between expert and novice surgeons have been found. To determine whether refinement in technical skill was associated with reduced PFC demands, a second experiment assessed the impact of pre- and post-training on the PFC responses in novices. Significant improvements (p < 0.01) were observed in all performance parameters following training. Smaller EMD distances were observed between expert surgeons and novices following training, suggesting an evolving pattern of cortical responses. A random effect model demonstrated a statistically significant decrease in relative changes of total hemoglobin (Delta HbT) [coefficient = -3.825, standard error (s.e.) = 0.8353, z = -4.58, p < 0.001] and oxygenated hemoglobin (Delta HbO(2)) [coefficient = -4.6815, s.e = 0.6781, z = -6.90, p < 0.001] and a significant increase in deoxygenated hemoglobin (Delta HHb) [coefficient = 0.8192, s.e = 0.3034, z = 2.66, p < 0.01] across training. The results indicate that learning-related refinements in technical performance are mediated by temporal reductions in prefrontal activation.
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Affiliation(s)
- Daniel Richard Leff
- Royal Society/Wolfson Medical Image Computing Laboratory and Department of Biosurgery and Surgical Technology, Imperial College London, London, United Kingdom
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Leong JJH, Leff DR, Das A, Aggarwal R, Reilly P, Atkinson HDE, Emery RJ, Darzi AW. Validation of orthopaedic bench models for trauma surgery. ACTA ACUST UNITED AC 2008; 90:958-65. [PMID: PMID: 18591610 DOI: 10.1302/0301-620x.90b7.20230] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
The aim of this study was to validate the use of three models of fracture fixation in the assessment of technical skills. We recruited 21 subjects (six experts, seven intermediates, and eight novices) to perform three procedures: application of a dynamic compression plate on a cadaver porcine model, insertion of an unreamed tibial intramedullary nail, and application of a forearm external fixator, both on synthetic bone models. The primary outcome measures were the Objective Structural Assessment of technical skills global rating scale on video recordings of the procedures which were scored by two independent expert observers, and the hand movements of the surgeons which were analysed using the Imperial College Surgical Assessment Device. The video scores were significantly different for the three groups in all three procedures (p < 0.05), with excellent inter-rater reliability (alpha = 0.88). The novice and intermediate groups specifically were significantly different in their performance with dynamic compression plate and intramedullary nails (p < 0.05). Movement analysis distinguished between the three groups in the dynamic compression plate model, but a ceiling effect was demonstrated in the intramedullary nail and external fixator procedures, where intermediates and experts performed to comparable standards (p > 0.6). A total of 85% (18 of 21) of the subjects found the dynamic compression model and 57% (12 of 21) found all the models acceptable tools of assessment. This study has validated a low-cost, high-fidelity porcine dynamic compression plate model using video rating scores for skills assessment and movement analysis. It has also demonstrated that Synbone models for the application of and intramedullary nail and an external fixator are less sensitive and should be improved for further assessment of surgical skills in trauma. The availability of valid objective tools of assessment of surgical skills allows further studies into improving methods of training.
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Leff DR, Leong JJH, Warren O, Athanasiou T, Yang GZ, Darzi A. Near-infrared spectroscopy: potential clinical benefits in surgery. J Am Coll Surg 2008; 206:761-2. [PMID: 18387486 DOI: 10.1016/j.jamcollsurg.2007.12.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2007] [Accepted: 12/26/2007] [Indexed: 11/24/2022]
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Leong JJH, Nicolaou M, Atallah L, Mylonas GP, Darzi AW, Yang GZ. HMM Assessment of Quality of Movement Trajectory in Laparoscopic Surgery. Medical Image Computing and Computer-Assisted Intervention – MICCAI 2006 2006; 9:752-9. [PMID: 17354958 DOI: 10.1007/11866565_92] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Laparoscopic surgery poses many different constraints to the operating surgeon, this has resulted in a slow uptake of advanced laparoscopic procedures. Traditional approaches to the assessment of surgical performance rely on prior classification of a cohort of surgeons' technical skills for validation, which may introduce subjective bias to the outcome. In this study, Hidden Markov Models (HMMs) are used to learn surgical maneuvers from 11 subjects with mixed abilities. By using the leave-one-out method, the HMMs are trained without prior clustering subjects into different skills levels, and the output likelihood indicates the similarity of a particular subject's motion trajectories to the group. The experimental results demonstrate the strength of the method in ranking the quality of trajectories of the subjects, highlighting its value in minimizing the subjective bias in skills assessment for minimally invasive surgery.
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Affiliation(s)
- Julian J H Leong
- Royal Society/Wolfson Medical Image Computing Laboratory & Department of Biosurgery and Surgical Technology, Imperial College London, London, United Kingdom.
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