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Canseco K, Becker BM, Muscott RK, Schmeling GJ, Fritz JM. Gait and strength assessment following surgical repair by intramedullary nailing of isolated tibial shaft fracture. J Orthop Res 2024; 42:618-627. [PMID: 37804214 DOI: 10.1002/jor.25704] [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: 04/24/2023] [Revised: 07/28/2023] [Accepted: 10/05/2023] [Indexed: 10/09/2023]
Abstract
The objective of the study was to evaluate the long-term strength and gait outcomes after intramedullary nailing of isolated tibial diaphyseal fractures. This retrospective cohort study was conducted at an academic Level I trauma center. Fifteen participants with isolated tibial diaphyseal fractures (OTA/AO 42) at least 2 years postoperative from intramedullary nailing (IMN) provided informed consent. The average age was 40 ± 14 (range, 24-69); there were nine men and six women. Knee flexion-extension strength data were collected. Temporal-spatial, kinematic, and kinetic gait parameters were measured and compared to historic control data. Participants completed the SF-36 and shortened musculoskeletal function assessment questionnaires. The mean length of follow-up between surgery and gait analysis was 6 ± 2 years. The fractured limb demonstrated deficits in quadriceps strength between 9.8% and 23.4% compared to the unaffected limb. Temporal-spatial parameters revealed slower walking speed, shorter stride length, decreased cadence, and shorter single-limb support time in the fractured limb. Altered kinematic and kinetic findings included a knee extension shift during stance, with an increased knee flexor moment demand and decreased total knee power during loading and midstance. These findings represent deficits in concentric and eccentric knee extensor activity. Additionally, the fractured limb demonstrated decreased ankle dorsiflexion during stance and diminished ankle push-off power. Long-term outcomes after IMN of tibial diaphyseal fractures demonstrate decreased quadriceps strength and altered gait parameters that may have implications to the high incidence of knee and ankle pain in the fractured limb.
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Affiliation(s)
- Karl Canseco
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Wauwatosa, Wisconsin, USA
| | - Brittany M Becker
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Wauwatosa, Wisconsin, USA
- Department of Internal Medicine, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Rachel K Muscott
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Wauwatosa, Wisconsin, USA
- Department of Orthopaedic Sports Medicine, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA
- Orthopedic Surgery, Aurora Health Care, Hartford, Wisconsin, USA
| | - Gregory J Schmeling
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Wauwatosa, Wisconsin, USA
| | - Jessica M Fritz
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Wauwatosa, Wisconsin, USA
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Bolovan AD, Onofrei RR, Hogea GB, Abu-Awwad A, Lazarescu EA, Abu-Awwad SA, Tapardea AR, Suba MI, Amaricai EC. Comparison between Exercise Program-Foot Orthoses Treatment and Exercise Program Alone after Pilon Fracture Surgery: Study Protocol for a Randomized Controlled Trial. Life (Basel) 2023; 13:2187. [PMID: 38004327 PMCID: PMC10672240 DOI: 10.3390/life13112187] [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: 09/06/2023] [Revised: 10/20/2023] [Accepted: 11/02/2023] [Indexed: 11/26/2023] Open
Abstract
The management of tibial pilon fractures is challenging and often leads to complications and limitations in ankle function. The study aims to investigate myotonometric parameters and muscle strength of ankle muscles, as well as gait pattern and balance among patients following surgical treatment of pilon fractures. The randomized controlled study will analyze the differences between the patients who will follow a 3-month physical exercise program and will wear customized foot orthoses (i.e., customized orthotic arch support insoles) versus patients who will attend only the physical exercise program. For each group, at least 21 patients will be required. The assessment involves four different testing procedures: myotonometry (anterior tibialis, medial and lateral gastrocnemius, and longus peroneus assessed using MyotonPRO), muscle strength testing (ankle dorsiflexors, plantar flexors, and peroneal muscles assessed using MicroFET2 dynamometer), analysis of gait parameters (using Scheinworks treadmill), and double-leg and single-leg balance tests (using K-Force plate). After 3 months, the assessments will record which of the two treatments (physical exercise program with or without wearing customized foot orthoses) has better outcomes in regaining ankle muscle properties and tone, as well as the restoration of gait and balance.
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Affiliation(s)
- Andrei-Daniel Bolovan
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timisoara, Romania; (A.-D.B.); (S.-A.A.-A.); (A.-R.T.); (M.-I.S.)
- “Pius Brinzeu” Emergency Clinical County Hospital, Bld Liviu Rebreanu, No. 156, 300723 Timisoara, Romania; (G.-B.H.); (E.-A.L.)
| | - Roxana-Ramona Onofrei
- Department of Rehabilitation, Physical Medicine and Rheumatology, Research Center for Assessment of Human Motion, Functionality and Disability, “Victor Babes” University of Medicine and Pharmacy, 300041 Timisoara, Romania; (R.-R.O.); (E.-C.A.)
| | - Gheorghe-Bogdan Hogea
- “Pius Brinzeu” Emergency Clinical County Hospital, Bld Liviu Rebreanu, No. 156, 300723 Timisoara, Romania; (G.-B.H.); (E.-A.L.)
- Department XV—Discipline of Orthopedics—Traumatology, “Victor Babes” University of Medicine and Pharmacy, Eftimie Murgu Square, No. 2, 300041 Timisoara, Romania
- Research Center University Professor Doctor Teodor Șora, “Victor Babes” University of Medicine and Pharmacy, Eftimie Murgu Square, No. 2, 300041 Timisoara, Romania
| | - Ahmed Abu-Awwad
- “Pius Brinzeu” Emergency Clinical County Hospital, Bld Liviu Rebreanu, No. 156, 300723 Timisoara, Romania; (G.-B.H.); (E.-A.L.)
- Department XV—Discipline of Orthopedics—Traumatology, “Victor Babes” University of Medicine and Pharmacy, Eftimie Murgu Square, No. 2, 300041 Timisoara, Romania
- Research Center University Professor Doctor Teodor Șora, “Victor Babes” University of Medicine and Pharmacy, Eftimie Murgu Square, No. 2, 300041 Timisoara, Romania
| | - Emil-Adrian Lazarescu
- “Pius Brinzeu” Emergency Clinical County Hospital, Bld Liviu Rebreanu, No. 156, 300723 Timisoara, Romania; (G.-B.H.); (E.-A.L.)
- Research Center University Professor Doctor Teodor Șora, “Victor Babes” University of Medicine and Pharmacy, Eftimie Murgu Square, No. 2, 300041 Timisoara, Romania
- Department of Anatomy and Embryology, “Victor Babes” University of Medicine and Pharmacy, 300041 Timisoara, Romania
| | - Simona-Alina Abu-Awwad
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timisoara, Romania; (A.-D.B.); (S.-A.A.-A.); (A.-R.T.); (M.-I.S.)
- Department XII—Discipline of Obstetrics and Gynecology, “Victor Babes” University of Medicine and Pharmacy, Eftimie Murgu Square, No. 2, 300041 Timisoara, Romania
| | - Alexandra-Roxana Tapardea
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timisoara, Romania; (A.-D.B.); (S.-A.A.-A.); (A.-R.T.); (M.-I.S.)
- “Pius Brinzeu” Emergency Clinical County Hospital, Bld Liviu Rebreanu, No. 156, 300723 Timisoara, Romania; (G.-B.H.); (E.-A.L.)
| | - Madalina-Ianca Suba
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timisoara, Romania; (A.-D.B.); (S.-A.A.-A.); (A.-R.T.); (M.-I.S.)
| | - Elena-Constanta Amaricai
- Department of Rehabilitation, Physical Medicine and Rheumatology, Research Center for Assessment of Human Motion, Functionality and Disability, “Victor Babes” University of Medicine and Pharmacy, 300041 Timisoara, Romania; (R.-R.O.); (E.-C.A.)
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Gait Analysis to Monitor Fracture Healing of the Lower Leg. Bioengineering (Basel) 2023; 10:bioengineering10020255. [PMID: 36829749 PMCID: PMC9952799 DOI: 10.3390/bioengineering10020255] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 02/07/2023] [Accepted: 02/13/2023] [Indexed: 02/17/2023] Open
Abstract
Fracture healing is typically monitored by infrequent radiographs. Radiographs come at the cost of radiation exposure and reflect fracture healing with a time lag due to delayed fracture mineralization following increases in stiffness. Since union problems frequently occur after fractures, better and timelier methods to monitor the healing process are required. In this review, we provide an overview of the changes in gait parameters following lower leg fractures to investigate whether gait analysis can be used to monitor fracture healing. Studies assessing gait after lower leg fractures that were treated either surgically or conservatively were included. Spatiotemporal gait parameters, kinematics, kinetics, and pedography showed improvements in the gait pattern throughout the healing process of lower leg fractures. Especially gait speed and asymmetry measures have a high potential to monitor fracture healing. Pedographic measurements showed differences in gait between patients with and without union. No literature was available for other gait measures, but it is expected that further parameters reflect progress in bone healing. In conclusion, gait analysis seems to be a valuable tool for monitoring the healing process and predicting the occurrence of non-union of lower leg fractures.
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Pawik Ł, Fink-Lwow F, Kozłowska AP, Szelerski Ł, Górski R, Pawik M, Reichert P, Morasiewicz P. Kinematic parameters after tibial nonunion treatment using the Ilizarov method. BMC Musculoskelet Disord 2022; 23:723. [PMID: 35902916 PMCID: PMC9336091 DOI: 10.1186/s12891-022-05683-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 07/12/2022] [Indexed: 11/26/2022] Open
Abstract
Background Analysis of the outcomes of Ilizarov treatment of tibial nonunion shows functional deficits in the lower limbs of some patients. Biomechanical gait parameters are an important measure for assessing musculoskeletal disorder treatments that aim to restore normal gait. The purpose of our study was to compare the kinematic parameters in patients with tibial nonunion treated using the Ilizarov method and those in a control group of healthy volunteers. Methods The study population consisted of 23 patients (age 54.9 ± 16.4 years) who were treated for tibial nonunion using the Ilizarov method, as well as 22 healthy adult controls (age 52.7 ± 10.6 years). Kinematic parameters were measured using a Noraxon MyoMOTION System. We measured hip flexion and abduction, knee flexion, ankle dorsiflexion, inversion, and abduction during walking. Results Our analysis showed significant differences between the patients’ operated limbs (OLs) and the controls’ nondominant limbs (NDLs) in the ranges of hip flexion, hip abduction, and knee flexion. We observed no significant differences in knee flexion between the OL and the NOL in patients or between the dominant limb (DL) and NDL in controls. Our evaluation of the kinematic parameters of the ankle joint demonstrated significant differences between the patients’ OLs and the controls’ NDLs in the ranges of ankle dorsiflexion, ankle inversion, and ankle abduction. There were also significant differences in the range of ankle dorsiflexion and ankle abduction between the patients’ NOLs and the controls’ DLs. Conclusion Tibial nonunion treatment using the Ilizarov method does not ensure complete normalization of kinematic parameters assessed 24–48 months following the completion of treatment and rehabilitation.
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Affiliation(s)
- Łukasz Pawik
- Department of Physiotherapy in Motor Disorders and Dysfunctions, Wroclaw University of Health and Sport Sciences, Al. IJ Paderewskiego 35, Wroclaw, Poland
| | - Felicja Fink-Lwow
- Department of Massage and Physical Therapy, Faculty of Physiotherapy, Wroclaw University of Health and Sport Sciences, Al. IJ Paderewskiego 35, Wroclaw, Poland
| | - Andżelika Pajchert Kozłowska
- Department and Clinic of Orthopaedic and Traumatologic Surgery, Wroclaw Medical University, Borowska 213, 50-556, Wroclaw, Poland
| | - Łukasz Szelerski
- Department of Orthopedics and Musculoskeletal Traumatology, Medical University of Warsaw, Lindeya 4, 02-005, Warsaw, Poland
| | - Radosław Górski
- Department of Orthopedics and Musculoskeletal Traumatology, Medical University of Warsaw, Lindeya 4, 02-005, Warsaw, Poland
| | - Malwina Pawik
- Department of Massage and Physical Therapy, Faculty of Physiotherapy, Wroclaw University of Health and Sport Sciences, Al. IJ Paderewskiego 35, Wroclaw, Poland
| | - Paweł Reichert
- Department of Trauma and Hand Surgery, Wroclaw Medical University, Borowska 213, 50-556, Wroclaw, Poland
| | - Piotr Morasiewicz
- Department and Clinic of Orthopaedic and Traumatologic Surgery, Wroclaw Medical University, Borowska 213, 50-556, Wroclaw, Poland. .,Department of Orthopaedic and Traumatologic Surgery, Institute of Medical Sciences, University of Opole, al. Witosa 26, 45-401, Opole, Poland.
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Kinematic Parameters Following Pilon Fracture Treatment with the Ilizarov Method. J Clin Med 2022; 11:jcm11102763. [PMID: 35628891 PMCID: PMC9143210 DOI: 10.3390/jcm11102763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 05/09/2022] [Accepted: 05/11/2022] [Indexed: 01/27/2023] Open
Abstract
Background: The purpose of our study was to analyze kinematic parameters following pilon fracture treatment with the Ilizarov method. Methods: Our study assessed kinematic parameters of gait in 23 patients with pilon fractures treated with the Ilizarov method. Patients had completed their treatment 24−48 months prior to measurements. The range-of-motion values in the non-operated limb (NOL) and operated limb (OL) were compared. Kinematic parameters were measured using the Noraxon MyoMOTION System. Results: We observed no significant differences in hip flexion, hip abduction, or knee flection between the OLs and NOLs in patients after treatment with the Ilizarov method. We observed significant differences in the ranges of ankle dorsiflexion, inversion, and abduction (p < 0.001; p < 0.001; p < 0.003, respectively) between the OLs and the NOLs. Conclusion: Following pilon fracture treatment with the Ilizarov method, we observed no differences in terms of knee or hip joint mobility between the OL and the NOL, whereas the range of motion in the ankle joint of the OL was significantly limited. The treatment of pilon fractures with the Ilizarov method does not ensure the complete normalization of ankle joint kinematic parameters. Therefore, intense personalized rehabilitation of the ankle joint is recommended.
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Pajchert Kozłowska A, Pawik Ł, Szelerski Ł, Żarek S, Górski R, Pawik M, Fink-Lwow F, Urbański W, Morasiewicz P. Dynamic Gait Parameters in Patients With Nonunion of the Tibia Following Treatment With the Ilizarov Method. J Biomech Eng 2021; 143:1111091. [PMID: 34114601 DOI: 10.1115/1.4051432] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Indexed: 11/08/2022]
Abstract
The purpose of this study was a comprehensive assessment of the dynamic parameters of gait in patients who underwent Ilizarov treatment for nonunion of the tibia. The experimental group consisted of 24 individuals treated with the Ilizarov method for nonunion of the tibia. The control group comprised 31 healthy individuals, matched for BMI, sex, and age. The dynamic gait parameters in patients and in the control group were measured with a Zebris pedobarographic platform. The treatment group and the control group showed statistically significant differences in terms of the following gait parameters: maximum force during braking nonoperated-limb (NOL), time maximum force during braking operated-limb (OL), time maximum force during braking NOL, maximum force during push-off NOL, time maximum force during push-off OL, and maximum force forefoot OL. Most of the evaluated gait parameters were bilaterally similar in patients group. The only significant differences between the operated and nonoperated limb were seen in terms of Time maximum force during push-off and Maximum force forefoot. The most pronounced abnormalities in dynamic gait parameters were observed in the forefoot (maximum force forefoot OL was 13.3% lower than in the control group, maximum force forefoot OL was 12.4% lower than in NOL). The patients treated with the Ilizarov method did not achieve a complete normalization of dynamic gait parameters, as their gait parameters did not equal those measured in the control group. The Ilizarov method for the treatment of tibial nonunion helps restore a symmetrical distribution of gait parameter values between the affected limb and the healthy limb. Patients continue to show the following abnormalities in their dynamic gait parameters after treatment: higher values maximum force during braking NOL, Time maximum force during braking OL, time maximum force during braking NOL, maximum force during push-off NOL, contact time forefoot NOL, contact time midfoot NOL, contact time heel NOL and smaller values of time maximum force during push-off OL.
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Affiliation(s)
- Andżelika Pajchert Kozłowska
- Department and Clinic of Orthopaedic and Traumatologic Surgery, Wroclaw Medical University, Borowska 213, Wroclaw 50-556, Poland
| | - Łukasz Pawik
- Department of Physiotherapy in Motor Disorders and Dysfunctions, University School of Physical Education in Wroclaw, Al. IJ Paderewskiego 35, Wroclaw 50-556, Poland
| | - Łukasz Szelerski
- Department of Orthopedics and Musculoskeletal Traumatology, Medical University of Warsaw, Lindeya 4, Warszawa 02-005, Poland
| | - Sławomir Żarek
- Department of Orthopedics and Musculoskeletal Traumatology, Medical University of Warsaw, Lindeya 4, Warszawa 02-005, Poland
| | - Radosław Górski
- Department of Orthopedics and Musculoskeletal Traumatology, Medical University of Warsaw, Lindeya 4, Warszawa 02-005, Poland
| | - Malwina Pawik
- Health Promotion, Faculty of Physiotherapy, University School of Physical Education, Wroclaw, Al. IJ Paderewskiego 35, Wroclaw 51-612, Poland
| | - Felicja Fink-Lwow
- Health Promotion, Faculty of Physiotherapy, University School of Physical Education, Wroclaw, Al. IJ Paderewskiego 35, Wroclaw 51-612, Poland
| | - Wiktor Urbański
- Department and Clinic of Neurosurgery, Wroclaw Medical University, Borowska 213, Wroclaw 50-556, Poland
| | - Piotr Morasiewicz
- Department and Clinic of Orthopaedic and Traumatologic Surgery, Wroclaw Medical University, Borowska 213, Wroclaw 50-556, Poland; Department of Orthopaedic and Traumatologic Surgery, Institute of Medical Sciences, University of Opole, al. Witosa 26, Opole, Wroclaw 45-401, Poland
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Assessment of Gait after Treatment of Tibial Nonunion with the Ilizarov Method. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18084217. [PMID: 33923430 PMCID: PMC8073631 DOI: 10.3390/ijerph18084217] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 04/12/2021] [Accepted: 04/14/2021] [Indexed: 12/12/2022]
Abstract
Background: Tibial nonunion is a common bone union disorder leading to abnormal gait, and thus reducing quality of life in the social dimension. Research question: The aim of our work was to comprehensively assess gait parameters of patients who had undergone Ilizarov treatment for tibial nonunion compared to a control group of healthy individuals. Methods: This study evaluated patients treated for aseptic tibial nonunion with the Ilizarov method. 24 patients with a mean age of 55.0 years were included in the study. The control group consisted of 32 healthy volunteers with no significant medical history who were selected to match the gender and age of patients in the study group so that the groups were homogeneous. A Zebris Medical GmbH pedobarographic platform was used to assess the gait parameters. Results: For all gait parameters examined, force forefoot max, force backfoot max, step length, stance phase, swing phase and step time, we observed statistically significant differences between the group that had undergone treatment and the control group. In the group of patients, statistically significant differences between the operated lower limb and the non-operated limb were only observed for the force forefoot max and step time parameters (p = 0.029 and p = 0.045, respectively). Patients presented a longer loading of the operated limb (0.720 s) than the non-operated limb (0.635 s). For the stride time, step cadence and gait velocity parameters, healthy subjects achieved much better results during locomotion, and these differences were statistically significant at p < 0.001. Significance: Treatment of tibial nonunion with the Ilizarov method did not restore normal gait parameters in our group of patients. In fact, the gait parameters of patients were significantly worse than the healthy individuals in the control group. Furthermore, gait parameters following treatment were not symmetrical, and the dynamics of the musculoskeletal system remained impaired.
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Gait Symmetry Analysis in Patients after Treatment of Pilon Fractures by the Ilizarov Method. Symmetry (Basel) 2021. [DOI: 10.3390/sym13020349] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The aim of this study was to comprehensively assess the gait parameters in patients who had undergone treatment of pilon fractures by the Ilizarov method. We analyzed gait parameters in patients who had undergone treatment for pilon fractures by the Ilizarov method; 20 patients aged 47.0 years (25.2–78.6) were included in the study. The control group consisted of 32 healthy volunteers. Gait examination was performed using the pedobarographic platform. Statistically significant differences in the following gait parameters: maximum forefoot force (%), step length (cm), and step time (s) were found between the study group and the control group, between the nonoperated leg, and both the operated leg and the dominant limb. Statistically significant differences in the study group between the treated lower limb and the healthy lower limb were only observed in the case of the maximum forefoot force parameter (%). Healthy subjects from the control group obtained significantly higher values during locomotion for stride time, cadence step, and velocity than the patients, with stride time being statistically significantly shorter and the velocity and the cadence step higher. We observed symmetry in the gait parameters after treating pilon fractures by the Ilizarov method. This method of stabilization allows the restoration of gait parameters, with results similar to those obtained after the treatment of other motor organ pathologies described in the literature, although different from those observed in healthy subjects. In particular, the biomechanics of the lower limbs remain disturbed.
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Liu L, Wang H, Li H, Liu J, Qiu S, Zhao H, Guo X. Ambulatory Human Gait Phase Detection Using Wearable Inertial Sensors and Hidden Markov Model. SENSORS (BASEL, SWITZERLAND) 2021; 21:1347. [PMID: 33672828 PMCID: PMC7917611 DOI: 10.3390/s21041347] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 02/08/2021] [Accepted: 02/08/2021] [Indexed: 01/12/2023]
Abstract
Gait analysis, as a common inspection method for human gait, can provide a series of kinematics, dynamics and other parameters through instrumental measurement. In recent years, gait analysis has been gradually applied to the diagnosis of diseases, the evaluation of orthopedic surgery and rehabilitation progress, especially, gait phase abnormality can be used as a clinical diagnostic indicator of Alzheimer Disease and Parkinson Disease, which usually show varying degrees of gait phase abnormality. This research proposed an inertial sensor based gait analysis method. Smoothed and filtered angular velocity signal was chosen as the input data of the 15-dimensional temporal characteristic feature. Hidden Markov Model and parameter adaptive model are used to segment gait phases. Experimental results show that the proposed model based on HMM and parameter adaptation achieves good recognition rate in gait phases segmentation compared to other classification models, and the recognition results of gait phase are consistent with ground truth. The proposed wearable device used for data collection can be embedded on the shoe, which can not only collect patients' gait data stably and reliably, ensuring the integrity and objectivity of gait data, but also collect data in daily scene and ambulatory outdoor environment.
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Affiliation(s)
- Long Liu
- Department of Electrical & Information Engineering, Dalian Neusoft University of Information, Dalian 116023, China;
- School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China; (H.L.); (J.L.); (H.Z.); (X.G.)
| | - Huihui Wang
- School of Fundamental Education, Dalian Neusoft University of Information, Dalian 116023, China;
| | - Haorui Li
- School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China; (H.L.); (J.L.); (H.Z.); (X.G.)
| | - Jiayi Liu
- School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China; (H.L.); (J.L.); (H.Z.); (X.G.)
| | - Sen Qiu
- School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China; (H.L.); (J.L.); (H.Z.); (X.G.)
| | - Hongyu Zhao
- School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China; (H.L.); (J.L.); (H.Z.); (X.G.)
| | - Xiangyang Guo
- School of Control Science and Engineering, Dalian University of Technology, Dalian 116024, China; (H.L.); (J.L.); (H.Z.); (X.G.)
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