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Effects of muscle damage indicators and antioxidant capacity after interval training on the 800-m records of adolescent middle-distance runners. 间歇训练后肌肉损伤指标及抗氧化能力对青少年中长跑运动员800米成绩的影响
IF 1.9 Q3 REHABILITATION Pub Date : 2023-06-01 DOI: 10.12965/jer.2346212.106
Yaowei Zhao, Young-Je Sim

To examine the effect of 10-week interval training (IT) at varying intensities on serum muscle damage indicators and antioxidant capacity and determine its effect on the 800-m records of adolescent middle-distance runners. Twenty male high-school middle-distance runners were randomized between the high-intensity IT (HIIT; n=10) and the medium-intensity IT (MIIT; n=10) groups. Three sessions/week for 10 weeks (total of 30 sessions) were performed; one session of IT was for 60 min. The high and medium exercise intensities were set at 90%-95% and 60%-70% heart rate reserve (HRR), respectively. Intensity at rest was 40% HRR for both groups. Weight training was performed at 60%-70% of one repetition maximum for two sessions/week. The changes in serum muscle damage indicators and antioxidant capacity in the two groups were measured, and their effects on the 800-m records were analyzed. The 10-week training reduced serum muscle damage indicators in middle-distance runners, but only the HIIT group displayed a decrease in creatine kinase. For the change in antioxidant capacity, the two groups demonstrated no significant change in malondialdehyde (MDA), whereas the HIIT group exhibited a significant increase in super-oxide dismutase (SOD). IT also reduced the 800-m records in middle-distance running, and the effect was stronger in the HIIT group. In conclusion, 10-week HIIT can have a positive effect on muscle damage indicators, showed a significant increase in SOD as a key indicator of anti-oxidant capacity, and improved the 800-m records in middle-distance runners.

研究10周不同强度间歇训练对血清肌肉损伤指标和抗氧化能力的影响,并确定其对青少年中长跑运动员800米成绩的影响。20名男性高中中长跑运动员被随机分为高强度IT (HIIT;n=10)和中等强度IT (MIIT;n = 10)组。3次/周,共10周(共30次);每次60分钟,高、中强度分别设定为90%-95%和60%-70%的心率储备(HRR)。两组的静止强度HRR均为40%。重量训练以60%-70%的频率进行,最多重复一次,每周两次。测定两组小鼠血清肌损伤指标和抗氧化能力的变化,并分析其对800米记录的影响。10周的训练降低了中长跑运动员的血清肌肉损伤指标,但只有HIIT组显示出肌酸激酶的降低。对于抗氧化能力的变化,两组显示丙二醛(MDA)没有显著变化,而HIIT组显示超氧化物歧化酶(SOD)显著增加。IT还降低了中长跑800米的记录,并且在HIIT组中效果更强。综上所述,10周HIIT可以对肌肉损伤指标产生积极影响,SOD作为抗氧化能力的关键指标显著增加,提高中长跑运动员800米成绩。
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引用次数: 0
Whole body vibration accelerates the functional recovery of motor nerve components in sciatic nerve-crush injury model rats. 全身振动促进坐骨神经挤压损伤模型大鼠运动神经成分功能恢复。
IF 1.9 Q3 REHABILITATION Pub Date : 2023-06-01 DOI: 10.12965/jer.2346178.089
Atsushi Doi, Kyoka Oda, Masaki Matsumoto, Honoka Sakoguchi, Mizuki Honda, Yuma Ogata, Asuka Nakano, Misato Taniguchi, Shunya Fukushima, Kyogo Imayoshi, Kanta Nagao, Masami Toyoda, Hiroki Kameyama, Motoki Sonohata, Min-Chul Shin

This study aimed to investigate the effect of whole body vibration (WBV) on the sensory and motor nerve components with sciatic nerve injury model rats. Surgery was performed on 21 female Wister rats (6-8 weeks) under intraperitoneal anesthesia. The nerve-crush injuries for the left sciatic nerve were inflicted using a Sugita aneurysm clip. The sciatic nerve model rats were randomly divided into two groups (n=9; control group, n=12; WBV group). The rats in the WBV group walked in the cage with a vibratory stimulus (frequency 50 Hz, 20 min/day, 5 times/wk), while those in the control group walked in the cage without any vibratory stimulus. We used heat stimulation-induced sensory threshold and lumbar magnetic stimulation-induced motor-evoked potentials (MEPs) to measure the sensory and motor nerve components, respectively. Further, morphological measurements, bilateral hind-limb dimension, bilateral gastrocnemius dimension, and weight were evaluated. Consequently, there were no significant differences in the sensory threshold at the injury side between the control and WBV groups. However, at 4 and 6 weeks postoperatively, MEPs latencies in the WBV group were significantly shorter than those in the control group. Furthermore, both sides of the hind-limb dimension at 6 weeks postoperatively, the left side of the gastrocnemius dimension, and both sides of the gastrocnemius weight significantly increased. In conclusion, WBV especially accelerates the functional recovery of motor nerve components in sciatic nerve-crush injury model rats.

本研究旨在探讨全身振动对坐骨神经损伤模型大鼠感觉神经和运动神经成分的影响。在腹腔麻醉下对雌性Wister大鼠(6 ~ 8周)21只进行手术。左坐骨神经的神经挤压伤是用杉田动脉瘤夹造成的。将坐骨神经模型大鼠随机分为两组(n=9;对照组,n=12;WBV集团)。WBV组大鼠在有振动刺激(频率50 Hz, 20分钟/天,5次/周)的笼子里行走,对照组大鼠在没有任何振动刺激的笼子里行走。采用热刺激诱导的感觉阈值和腰椎磁刺激诱导的运动诱发电位(MEPs)分别测量感觉神经和运动神经成分。进一步,形态学测量、双侧后肢尺寸、双侧腓肠肌尺寸和体重进行评估。因此,在损伤侧的感觉阈值在对照组和WBV组之间没有显著差异。然而,在术后4周和6周,WBV组的mep潜伏期明显短于对照组。此外,术后6周两侧后肢尺寸、左侧腓肠肌尺寸和两侧腓肠肌重量均明显增加。综上所述,WBV对坐骨神经挤压损伤模型大鼠运动神经成分的功能恢复有明显促进作用。
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引用次数: 0
Application of metaverse technology to exercise rehabilitation: present and future. 元空间技术在运动康复中的应用:现在与未来。
IF 1.9 Q3 REHABILITATION Pub Date : 2023-04-01 DOI: 10.12965/jer.2346050.025
Yong-Seok Jee
Due to the development of technological innovation in various fields, human life is improving. Modern society has recently entered an era of technological revolution, and metaverse technology is playing a pivotal role. Metaverse is a compound word of ‘meta,’ a prefix meaning ‘going over,’ and ‘universe.’ Although the metaverse does not yet exist in its entirety, metaverse-like features can be found on various platforms that use the virtual world concept. In our society, the death rate of the elderly and the disabled is decreasing, and life expectancy is increasing due to the development of medical technology. Due to this, there will be more people living with various disabilities or inconveniences in the future, and a time may come when young people will be burdened as caregivers. To prepare for this future, rehabilitation exercises and rehabilitation medicine using the metaverse must be developed. ‘Care robots’ that are recently being developed are good examples. Exercise rehabilitation refers to restoring physical, mental, and social health through human movement to help the elderly and the physically challenged live independent lives. Exercise rehabilitation includes the concept of holistic health service that helps patients perform daily life activities and also serves as a prevention and recovery program for physical, mental, and social health. Currently, and in the future, the supply of exercise rehabilitation programs for the disabled, the elderly, and patients is insufficient compared to demand. To address this issue, virtual exercise rehabilitation programs have recently been developed for weak and injured populations. The metaverse is an interactive simulation that allows users to have experiences similar to reality in a virtual space created through computer hardware and software. Metaverse users can use sensory organs such as sight, hearing, and touch to realize movement in the virtual world. Metaverse technology for exercise rehabilitation is attracting the interest of the public as the number of users grows. Furthermore, the effectiveness, efficiency, and convenience of exercise rehabilitation using the metaverse have also been reported through various studies. That is, the metaverse exercise rehabilitation program has been used to treat Parkinson’s disease (Griffin et al., 2011), traumatic brain injury (Ustinova and Perkins, 2013), arthritis (Iversen et al., 2014), Alzheimer disease (White and Moussavi, 2016), strokes (Laver et al., 2017), spinal injuries (SaadonGrosman and Arzy, 2017), and multiple sclerosis (Hsieh et al., 2020). In addition, exercise rehabilitation programs using the metaverse are being utilized and studied in fields related to various diseases. Metaverse technology has been reported to increase patient satisfaction due to its usefulness and positive user interaction. However, there are also reports that ‘presence,’ which is important in metaverse technology, does not significantly affect satisfaction. In other w
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引用次数: 2
Effects of cold water immersion and protein intake combined recovery after eccentric exercise on exercise performance in elite soccer players. 冷水浸泡和蛋白质摄入结合偏心运动后恢复对优秀足球运动员运动成绩的影响。
IF 1.9 Q3 REHABILITATION Pub Date : 2023-04-01 DOI: 10.12965/jer.2244596.298
Hyoung-Won Kim, Chang-Hwa Joo

The purpose of this study is to analyze the effects of the combined recovery method of cold water immersion (CWI) and protein supplement intake after eccentric exercise that causes muscle fatigue in elite soccer players. Eleven semiprofessional soccer players participated in this study. Participants were divided into CWI group, combined protein and CWI group (PCWI), and passive resting group (CON). The participants completed the eccentric exercise for one hour and performed one of three recovery methods. The muscle strength of the quadriceps and hamstring muscles significantly decreased at 48-hr postexercise compared to before exercise in all recovery groups (P<0.05), with no significantly different between the recovery groups. The time required to sprint 40 m was significantly longer in all groups at 24 hr and 48 hr after exercise than before exercise (P<0.05). The vertical jump height was significantly decreased at 48 hr after exercise compared to before exercise in the CON and CWI groups (P<0.05). The muscle soreness values were higher at 6 hr, 24 hr, and 48 hr after exercise than before exercise in all groups (P<0.001). The perceived recovery quality was reduced after exercise in the PCWI (P<0.01) and CON groups (P<0.001) compared to before exercise; it was unchanged in the CWI group. The recovery quality decreased at 6 hr, 24 hr, and 48 hr after exercise in all recovery groups (P<0.01). In conclusion, the combined recovery method was less effective than CWI alone for the recovery of exercise performance.

本研究的目的是分析冷水浸泡(CWI)和蛋白质补充摄入联合恢复方法对精英足球运动员偏心运动后肌肉疲劳的影响。11名半职业足球运动员参加了这项研究。将参与者分为CWI组、蛋白与CWI联合组(PCWI)和被动休息组(CON)。参与者完成了一个小时的古怪运动,并进行了三种恢复方法中的一种。与运动前相比,所有恢复组的股四头肌和腘绳肌的肌肉力量在运动后48小时显著下降(PPPPPPP)
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引用次数: 0
Effect of progressive resistance exercise using Thera-band on edema volume, upper limb function, and quality of life in patients with breast cancer-related lymphedema. 渐进式阻力运动对乳腺癌相关淋巴水肿患者水肿量、上肢功能和生活质量的影响
IF 1.9 Q3 REHABILITATION Pub Date : 2023-04-01 DOI: 10.12965/jer.2346046.023
Yun-Jin Park, Song-Ju Na, Myung-Ki Kim

This study aimed to determine the effects of progressive resistive exercise (PRE), including complex decongestive physical therapy (CDPT), on edema volume, handgrip strength, upper extremity function, and quality of life (QoL) in patients with breast cancer-related lymphedema (BCRL). Twenty patients were randomized between the progressive resistance exercise group (PREG) and the self-home resistance exercise group (SREG). Two patients in each group dropped out of the study, leaving 16 patients: n=8 in the exercise group and n=8 in the SREG. First, the PREG and the SREG received CDPT. Subsequently, the patients in the PREG performed PRE, whereas the patients in the SREG performed self-home resistance exercises. Interventions were performed for 50 min, 3 times a week, for 6 weeks. The results showed that, for the edema volume, a significant intergroup variation was absent, whereas the intragroup variation was significant. The inter- and intragroup variations were significant for both handgrip strength and upper extremity function. Regarding QoL, a significant difference was observed in global health status/QoL and role function between the groups. Furthermore, significant differences were observed within the PREG in global health status/QoL; physical, role, and cognitive function; and dyspnea. No significant differences were observed within the SREG. The results collectively suggest that the exercise program was an intervention with a greater potential contribution to reducing edema and enhancing physical function in patients with BCRL.

本研究旨在确定渐进式阻力运动(PRE),包括复杂减充血性物理治疗(CDPT),对乳腺癌相关淋巴水肿(BCRL)患者的水肿体积、握力、上肢功能和生活质量(QoL)的影响。20例患者随机分为进行性阻力运动组(PREG)和自我家庭阻力运动组(SREG)。每组两名患者退出研究,剩下16名患者:运动组n=8, SREG组n=8。首先,对PREG和SREG进行CDPT治疗。随后,PREG组的患者进行PRE,而SREG组的患者进行自我家庭阻力练习。干预时间为50分钟,每周3次,共6周。结果表明,大鼠水肿量组间差异不显著,组内差异显著。在握力和上肢功能方面,组间和组内的差异都是显著的。在生活质量方面,两组在整体健康状况/生活质量和角色功能方面存在显著差异。此外,PREG内部的整体健康状况/生活质量存在显著差异;身体、角色和认知功能;和呼吸困难。在SREG内未观察到显著差异。这些结果共同表明,运动计划是一种干预措施,对减少水肿和增强BCRL患者的身体功能有更大的潜在贡献。
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引用次数: 0
Virtual reality-based gait rehabilitation intervention for stroke individuals: a scoping review. 基于虚拟现实的步态康复干预中风患者:范围审查。
IF 1.9 Q3 REHABILITATION Pub Date : 2023-04-01 DOI: 10.12965/jer.2346114.057
Minjoon Kim, Fuminari Kaneko

Virtual reality (VR)-based rehabilitation is rapidly gaining interest and has been shown to be an intervention to facilitate motor learning in balance and gait rehabilitation. A review of the current literature is needed to provide an overview of the current state of knowledge of VR-based gait physiotherapy for stroke patients. A systematic literature search was performed in PubMed and Scopus. Search terms included: "virtual reality," "stroke," "gait," and "physical therapy." Articles published in a peer-reviewed journal between 2017 and 2021 were considered. The intervention was mainly related to the use of VR as a therapeutic modality, and the outcome was gait performance. The initial search identified 329 articles. After an eligibility review, 13 articles that met the inclusion criteria were included in the study. Most of participants were in a chronic stage and were between 14 and 85 years old. The VR-based gait training ranged from nonimmersive to immersive, was mostly performed on a treadmill, and was usually combined with conventional physiotherapy. The duration of the program varied from 10 to 60 min, and there were about 9 to 30 sessions. VR-based gait rehabilitation has a positive effect on gait ability. The existing literature suggests that VR-based rehabilitation combined with conventional physiotherapy could improve gait ability of people with stroke, especially in the chronic stage. However, the duration of VR-based programs should be customized to suit individuals to avoid stimulation sickness. Further research is needed to investigate the long-term effects of this approach.

基于虚拟现实(VR)的康复正在迅速引起人们的兴趣,并已被证明是一种促进平衡和步态康复中运动学习的干预手段。需要对当前文献进行回顾,以概述基于vr的卒中患者步态物理治疗的现状。在PubMed和Scopus中进行了系统的文献检索。搜索词包括:“虚拟现实”、“中风”、“步态”和“物理治疗”。2017年至2021年间发表在同行评议期刊上的文章被纳入考虑范围。干预主要与使用VR作为治疗方式有关,结果是步态表现。最初的搜索发现了329篇文章。在资格审查后,13篇符合纳入标准的文章被纳入研究。大多数参与者处于慢性阶段,年龄在14岁到85岁之间。基于vr的步态训练从非沉浸式到沉浸式不等,主要在跑步机上进行,通常与传统物理治疗相结合。课程的持续时间从10分钟到60分钟不等,大约有9到30节课。基于vr的步态康复对步态能力有积极的影响。现有文献表明,基于vr的康复结合常规物理治疗可以改善脑卒中患者的步态能力,特别是在慢慢性阶段。然而,基于vr的项目的持续时间应该根据个人的情况进行定制,以避免刺激病。需要进一步的研究来调查这种方法的长期影响。
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引用次数: 0
Elastic band resistance combined with modified Thai yoga exercise to alleviate oxidative stress and airway inflammation in type 2 diabetes mellitus. 弹性带抵抗结合改良泰式瑜伽运动减轻2型糖尿病患者的氧化应激和气道炎症。
IF 1.9 Q3 REHABILITATION Pub Date : 2023-04-01 DOI: 10.12965/jer.2346040.020
Tichanon Promsrisuk, Ratchaniporn Kongsui, Napatr Sriraksa, Orachorn Boonla, Arunrat Srithawong

The objective of this study was to investigate the effects of the combination of elastic band resistance exercise (EBRE) with modified Thai yoga on the alleviation of blood glucose and oxidative stress in type 2 diabetes mellitus (T2DM). Forty-two patients with T2DM were enrolled and allocated to an exercise or control group (n=21/group). The exercise group participated in EBRE combination with modified Thai yoga for 40 min, 5 days/wk, for 12 consecutive weeks. Blood glucose, oxidative stress markers, antioxidants, pulmonary function, respiratory muscle strength, and airway inflammation were measured before and after the 12 weeks. The results showed that the exercise group had a significant reduction in fasting blood glucose and glycated hemoglobin. Moreover, T2DM patients in the exercise group showed a significant reduction in plasma malondialdehyde, while superoxide dismutase and catalase were significantly increased. The exercise group also observed a significant improvement in pulmonary function; forced expiratory volume in the first second (FEV1), forced vital capacity (FVC), FEV1/FVC, peak expiratory flow, and forced midexpiratory flow as well as respiratory muscle strength. Interestingly, the combination of EBRE with modified Thai yoga markedly improved airway inflammation through the reduction in fractional exhaled nitric oxide. In conclusion, these findings suggest that the combination of EBRE with modified Thai yoga improves blood glucose, oxidative stress, antioxidants, pulmonary function, respiratory muscle strength, and airway inflammation in T2DM patients. Hence, it could be considered as a possible exercise program for T2DM patients.

本研究的目的是探讨弹性带阻力运动(EBRE)结合改良泰式瑜伽对2型糖尿病(T2DM)患者血糖和氧化应激的影响。42例T2DM患者入组,分为运动组和对照组(n=21/组)。运动组参加EBRE结合改良泰式瑜伽40分钟,5天/周,连续12周。12周前后分别测量血糖、氧化应激标志物、抗氧化剂、肺功能、呼吸肌力量和气道炎症。结果显示,运动组空腹血糖和糖化血红蛋白显著降低。运动组T2DM患者血浆丙二醛显著降低,超氧化物歧化酶和过氧化氢酶显著升高。运动组肺功能也有显著改善;第一秒用力呼气量(FEV1)、用力肺活量(FVC)、FEV1/FVC、呼气峰流量、用力呼气中流量、呼吸肌力量。有趣的是,EBRE与改良泰式瑜伽的结合通过减少呼出的一氧化氮的分数显着改善了气道炎症。总之,这些研究结果表明,EBRE与改良泰式瑜伽的结合可改善T2DM患者的血糖、氧化应激、抗氧化剂、肺功能、呼吸肌力量和气道炎症。因此,它可以被认为是T2DM患者的一种可能的运动方案。
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引用次数: 1
Golf-related sports injuries of the musculoskeletal system. 与高尔夫相关的肌肉骨骼系统运动损伤。
IF 1.9 Q3 REHABILITATION Pub Date : 2023-04-01 DOI: 10.12965/jer.2346128.064
Hwang-Woon Moon, Jun-Su Kim

The purpose of this study was to evaluate the characteristics of golf-related musculoskeletal injuries. Golfers were retrospectively surveyed through a 50-item questionnaire. Golfers were divided into injured and noninjured groups according to the presence or absence of musculoskeletal injuries. Of the 208 respondents, 64.0% suffered golf-related injuries, most of which were minor injuries caused by overuse in the early 9.9 weeks. According to the anatomical distribution, the most injured parts were upper limbs, spine, trunk, and lower limbs in that order. As for the distribution by part, the hand and wrist were the most vulnerable, and the lateral elbow damage was 3 times more common than the inner elbow. Self-management for injuries was the most common treatment, and regular preventive exercise accounted for 30% of the injured. Overall, more than half of the respondents suffered from musculoskeletal injuries, self-management was the most common, and less than one-third did regular exercise to prevent injuries. Therefore, active management to prevent golf-related musculoskeletal injuries may be necessary.

本研究的目的是评估高尔夫相关肌肉骨骼损伤的特征。高尔夫球手通过50项问卷进行回顾性调查。高尔夫球手根据有无肌肉骨骼损伤被分为受伤组和非受伤组。在208名受访者中,64.0%的人遭受过与高尔夫有关的伤害,其中大多数是在前9.9周内因过度使用而造成的轻伤。从解剖分布来看,损伤最多的部位依次为上肢、脊柱、躯干、下肢。从部位分布来看,手和手腕最易损,肘部外侧损伤是肘部内侧损伤的3倍。对受伤进行自我管理是最常见的治疗方法,定期预防性运动占受伤人数的30%。总体而言,超过一半的受访者患有肌肉骨骼损伤,自我管理是最常见的,不到三分之一的人定期锻炼以防止受伤。因此,积极预防与高尔夫相关的肌肉骨骼损伤可能是必要的。
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引用次数: 0
Effect of concurrent aerobic exercise and bone marrow stromal cell transplantation on time-dependent changes of myogenic differentiation-related cascades in soleus muscle after sciatic nerve injury. 同时有氧运动和骨髓基质细胞移植对坐骨神经损伤后比目鱼肌肌源性分化相关级联反应时间依赖性变化的影响
IF 1.9 Q3 REHABILITATION Pub Date : 2023-02-01 DOI: 10.12965/jer.2346004.002
Yeong-Hyun Cho, Tae-Beom Seo

The purpose of this study was to investigate the time-dependent alteration in whether concurrent aerobic exercise and bone marrow stromal cell (BMSC) engraftment could regulate myogenic differentiation-related signaling pathway in the soleus up to 35 days after sciatic nerve injury (SNI). The rats were divided as follows: the normal control (CON, n=5), sedentary group (SED, n=20), treadmill exercise group (TEX, n=20), BMSC transplantation group (BMSC, n=20), TEX+BMSC transplantation group (TEX+BMSC, n=20) 7, 14, 21, and 35 days after SNI. SNI was applied into the thigh and treadmill exercise was comprised of walking at a speed of 4 to 8 m/min for 30 min once a day. Harvested BMSC at a density of 5×106 in 50-μL phosphate-buff-ered saline was injected into the injury site. Phosphorylated (p) extracellular signal-regulated kinase 1/2 expression was dramatically upregulated in BMSC and BMSC+EX groups from 21 days after SNI compared to those in the SED group. P-ribosomal s6 kinase (RSK) was sharply increased 14 days later, and then rapidly downregulated from day 21, whereas TEX, BMSC and TEX+ BMSC groups significantly kept up expression levels of p-RSK until 35 days post injury than SED group. TEX+BMSC group significantly increased activation of protein kinase B-mammalian target of rapamycin in the soleus from day 14 and myoblast determination protein 1-myogen-in pathways was activated in TEX+BMSC group from day 21. Present findings provide information that combined intervention of aerobic exercise and BMSC transplantation might be a reliable therapeutic strategy for overcoming the morphological and functional problems in denervated soleus muscle.

本研究的目的是探讨在坐骨神经损伤(SNI)后长达35天,有氧运动和骨髓基质细胞(BMSC)植入是否能调节比目鱼肌分化相关信号通路的时间依赖性改变。将大鼠分为:正常对照组(CON, n=5)、久坐组(SED, n=20)、跑步机运动组(TEX, n=20)、BMSC移植组(BMSC, n=20)、TEX+BMSC移植组(TEX+BMSC, n=20)、SNI后7、14、21、35 d。SNI应用于大腿,跑步机运动为每天1次,以4 ~ 8 m/min的速度步行30 min。将取材的BMSC以5×106的密度在50 μ l的磷酸盐缓冲盐水中注射到损伤部位。与SED组相比,SNI后21天,BMSC和BMSC+EX组磷酸化(p)细胞外信号调节激酶1/2的表达显著上调。p-核糖体s6激酶(P-ribosomal s6 kinase, RSK) 14 d后急剧升高,21 d后迅速下调,而TEX、BMSC和TEX+ BMSC组与SED组相比,损伤后35 d p-RSK表达水平显著维持在正常水平。TEX+BMSC组从第14天开始显著增加比目鱼体内雷帕霉素靶蛋白激酶b的激活,TEX+BMSC组从第21天开始激活成肌细胞测定蛋白1-myogen-in通路。有氧运动和骨髓间充质干细胞移植联合干预可能是克服失神经比目鱼肌形态和功能问题的可靠治疗策略。
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引用次数: 0
Normalization and possibility of classification analysis using the optimal warping paths of dynamic time warping in gait analysis. 步态分析中动态时间翘曲最优路径的归一化和分类分析的可能性。
IF 1.9 Q3 REHABILITATION Pub Date : 2023-02-01 DOI: 10.12965/jer.2244590.295
Hyun-Seob Lee

The purpose of this study was to verify classification performance and the difference analysis between gender using optimal warping paths of dynamic time warping (DTW) and to examine the usefulness of root mean square error (RMSE) represented by the perpendicular distance from the optimal warping path to the diagonal. A 3-dimensional motion analysis experiment was performed with 24 healthy adults (male=12, female=12) in their 20s of age without gait-related diseases or injuries for the past 6 months to collect gait data. This study performed a DTW 132 times in total (male=62, female=62) for the flexion angle of the right leg's hip, knee, and ankle joints. Then, the global cost and the RMSE of the optimal warping paths were calculated and normalized. The difference analysis was performed by independent t-test. Machine learning was performed to test the classification performance using the neural network, support vector machine, and logistic regression model among the supervised models. Results analyzed using global cost and RMSE for hip, knee, and ankle joints showed a statistically significant difference between genders in global cost and RMSE for hip and knee joints but not for ankle joints using RMSE. Considering both area under the receiver operating characteristic curve and F1-score, the logistic regression model has been evaluated as the most suitable for gender classification using the global cost or RMSE. This study demonstrated that optimal warping paths could be used for statistical difference analysis and classification analysis.

本研究的目的是验证使用动态时间翘曲(DTW)的最优翘曲路径的分类性能和性别差异分析,并检验由最优翘曲路径到对角线的垂直距离表示的均方根误差(RMSE)的有用性。对24名20多岁、无步态相关疾病或损伤的健康成人(男12人,女12人)进行了近6个月的三维运动分析实验,收集步态数据。本研究共进行了132次DTW(男62次,女62次),测量右腿髋关节、膝关节和踝关节的屈曲角度。然后,计算最优翘曲路径的全局代价和RMSE,并进行归一化。差异分析采用独立t检验。在监督模型中使用神经网络、支持向量机和逻辑回归模型进行机器学习来测试分类性能。使用髋关节、膝关节和踝关节的总成本和RMSE对结果进行分析,结果显示,使用RMSE对髋关节和膝关节的总成本和RMSE在性别之间存在统计学差异,而使用RMSE对踝关节的总体成本和RMSE在性别之间没有统计学差异。综合考虑受试者工作特征曲线下面积和f1评分,采用全局成本或RMSE评价logistic回归模型最适合性别分类。研究表明,最优翘曲路径可用于统计差异分析和分类分析。
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引用次数: 0
期刊
Journal of Exercise Rehabilitation
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