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Do not Forget People’s Mental Health 不要忘记人的心理健康
Pub Date : 2022-05-08 DOI: 10.34172/icnj.2022.13
Poorya Davoodi, Atousa Hashemi, Negin Ahmadfakhredin, Melika Jourablou, M. Akhlaghdoust, H. Mosazadeh
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引用次数: 0
Spondylolysis-induced Multilevel Lumbar Spondylolisthesis; Challenges in Lumbar Spine Surgery 腰椎滑脱引起的多节段腰椎滑脱;腰椎外科的挑战
Pub Date : 2022-04-30 DOI: 10.34172/icnj.2022.12
Thi Phuong Hoai Dinh, Ngoc Thanh Van Duong, Trong Hieu Le, Thi Mai Hung Tran, Dang Duong Pham, Vinh Phu Nguyen, T. Nguyen
Lumbar spondylolysis and multilevel lumbar spondylolysis account for 4.4-5.8% and 0.3% of the general population, and multilevel lumbar spondylolysis resulting in spondylolisthesis is even rarer. Herein, we report two cases of three-level lumbar spondylolisthesis because of spondylolysis: A 49-year-old woman was admitted to the hospital for dull lower back pain over the past 8 months, with exacerbating symptoms when standing and walking. Spasticity at lumbar region and radiculopathy at S1 nerve root was found on examination and a 63-year-old man was admitted to the hospital because of numbness and perianal sensory disturbances with difficulty urinating 2 weeks ago, the symptoms gradually increased to the time of examination. Both patients were diagnosed with multilevel lumbar spondylolisthesis because of spondylolysis and were indicated for posterior lumbar interbody fusion (PLIF). After surgery, both patients recovered well without any significant complications. The improved treatment results suggest the application of PLIF technique to treat spondylolysis-induced multilevel lumbar spondylolisthesis.
腰椎滑脱和多节段腰椎滑脱分别占总人群的4.4-5.8%和0.3%,多节段导致滑脱的情况更为罕见。在此,我们报告了两例因峡部裂引起的三级腰椎滑脱症:一名49岁的女性在过去8个月内因下腰痛入院,站立和行走时症状加重。检查发现腰部痉挛和S1神经根神经根病变,一名63岁的男子于2周前因麻木和肛周感觉障碍并排尿困难入院,症状逐渐加重至检查时。两名患者均被诊断为多节段腰椎滑脱,原因是峡部裂,需要进行腰椎后路椎间融合术(PLIF)。手术后,两名患者均恢复良好,无任何明显并发症。改进的治疗结果表明PLIF技术可用于治疗由峡部裂引起的多节段腰椎滑脱。
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引用次数: 0
Time-Frequency Distribution Analysis for Electroencephalogram Signals of Patients With Schizophrenia and Normal Participants 精神分裂症患者和正常人脑电图信号的时频分布分析
Pub Date : 2022-02-20 DOI: 10.34172/icnj.2022.11
M. Sabeti, E. Moradi, M. Taghavi, M. Mohammadi, R. Boostani
Background: Psychiatrists diagnose schizophrenia based on clinical symptoms such as disordered thinking, delusions, hallucinations, and severe distortion of daily functions. However, some of these symptoms are common with other mental illnesses such as bipolar mood disorder. Therefore, quantitative assessment of schizophrenia by analyzing a physiological-based data such as the electroencephalogram (EEG) signal is of interest. In this study, we analyze the spectrum and time-frequency distribution (TFD) of EEG signals to understand how schizophrenia affects these signals. Methods: In this regard, EEG signals of 20 patients with schizophrenia and 20 age-matched participants (control group) were investigated. Several features including spectral flux, spectral flatness, spectral entropy, time-frequency (TF)-flux, TF-flatness, and TF-entropy were extracted from the EEG signals. Results: Spectral flux (1.5388±0.0038 and 1.5497±0.0058 for the control and case groups, respectively, P=0.0000), spectral entropy (0.8526±0.0386 and 0.9018±0.0428 for the control and case groups, respectively, P=0.0004), spectral roll-off (0.3896±0.0434 and 0.4245±0.0410 for the control and case groups, respectively, P=0.0129), spectral flatness (0.1401±0.0063 and 0.1467±0.0077 for the control and case groups, respectively, P=0.0055), TF-flux (1.2675±0.1806 and 1.5284±0.2057 for the control and case groups, respectively, P=0.0001) and TF-flatness (0.9980±0.0000 and 0.9981±0.0000 for the control and case groups, respectively, P=0.0000) values in patients with schizophrenia were significantly greater than the control group in most EEG channels. This prominent irregularity may be caused by decreasing the synchronization of neurons in the frontal lobe. Conclusion: Spectral and time frequency distribution analysis of EEG signals can be used as quantitative indexes for neurodynamic investigation in schizophrenia.
背景:精神病学家根据临床症状诊断精神分裂症,如思维紊乱、妄想、幻觉和日常功能严重扭曲。然而,其中一些症状在其他精神疾病中很常见,如双相情感障碍。因此,通过分析诸如脑电图(EEG)信号之类的基于生理的数据来定量评估精神分裂症是令人感兴趣的。在这项研究中,我们分析了脑电图信号的频谱和时频分布(TFD),以了解精神分裂症如何影响这些信号。方法:对20例精神分裂症患者和20例年龄匹配的对照组的脑电图信号进行研究。从脑电信号中提取了包括频谱通量、频谱平坦度、频谱熵、时频(TF)通量、TF平坦度和TF熵在内的几个特征。结果:光谱通量(对照组和病例组分别为1.5388±0.0038和1.5497±0.0058,P=0.000)、光谱熵(对照组、病例组分别分别为0.8526±0.0386和0.9018±0.0428,P=0.0004)、光谱衰减(对照组及病例组分别是0.3896±0.0434和0.4245±0.0410,P=0.0129),光谱平坦度(对照组和病例组分别为0.1401±0.0063和0.1467±0.0077,P=0.0055),在大多数脑电图通道中,精神分裂症患者的TF通量(对照组和病例组分别为1.2675±0.1806和1.5284±0.2057,P=0.0001)和TF平坦度(对照组组和病例对照组分别为0.9980±0.0000和0.9981±0.0000,P=0.0000)值均显著高于对照组。这种明显的不规则性可能是由额叶神经元的同步性降低引起的。结论:脑电信号的频谱和时频分布分析可作为精神分裂症神经动力学研究的定量指标。
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引用次数: 0
Predictors of 90-Day Functional Outcome Following Direct Mechanical Thrombectomy for Anterior Circulation Large Vessel Occlusion: A Prospective Study 前循环大血管闭塞直接机械性血栓切除术后90天功能结果的预测因素:一项前瞻性研究
Pub Date : 2022-02-16 DOI: 10.34172/icnj.2022.10
M. Anwar, Ossama Yassin, H. Eldeeb, Sameh M. Said
Background: Mechanical thrombectomy (MT) is becoming a growing trend in the management of large vessel occlusion (LVO) during the past few decades, although data on the predictors of outcome following MT are scarce. We aimed to study the predictors of 90-day outcome in a cohort of patients with ischemic stroke with large-vessel occlusion. Methods: This was a three-month prospective study of 40 patients with anterior circulation LVO who underwent MT and were followed up for three months with modified Rankin Score (mRS). Results: Of the 40 patients recruited, 55% were men. M1 was the most common vessel occluded (32.5%) followed by internal carotid artery (ICA) and carotid trunk (20%). Tandem occlusion occurred in 25% of the cases. Among the demographic, clinical, radiological, and procedural variables studied, the factors that had a significant impact on the mRS at 3 months were age, diabetes mellitus (DM), hyperlipidemia, stroke mechanism, blood glucose level during procedure, post-procedural National Institutes of Health Stroke Scale (NIHSS), baseline Alberta stroke program early CT score (ASPECT) score, collaterals grade, and procedural thrombolysis in cerebral infarction (TICI) score (P<0.05). On multivariate regression, patients’ age (B: 0.025, 95% CI: 0.001- 0.049, P=0.038), post-procedural NIHSS (B: 0.192, 95% CI: 0.101–0.283, P<0.001), and baseline ASPECT score (B: -0.442, 95% CI: -0.838- -0.046, P=0.03) were the most independent factors to affect the mRS at 3 months. Conclusion: Patients’ age, baseline ASPECT score and post-procedural NIHSS are significant predictors of 90-day outcome of large-vessel occlusion following MT.
背景:在过去的几十年里,机械血栓切除术(MT)在大血管闭塞(LVO)的治疗中正成为一种日益增长的趋势,尽管关于MT后预后的预测数据很少。我们旨在研究大血管闭塞缺血性卒中患者90天预后的预测因素。方法:这是一项为期三个月的前瞻性研究,共有40名前循环LVO患者接受了MT,并用改良的Rankin评分(mRS)随访了三个月。结果:在招募的40名患者中,55%为男性。M1是最常见的闭塞血管(32.5%),其次是颈内动脉(ICA)和颈动脉干(20%)。串联闭塞发生在25%的病例中。在所研究的人口统计学、临床、放射学和手术变量中,对3个月时mRS有显著影响的因素是年龄、糖尿病(DM)、高脂血症、中风机制、手术期间的血糖水平、手术后美国国立卫生研究院卒中量表(NIHSS)、阿尔伯塔省卒中项目早期CT基线评分(ASPECT),在多变量回归中,患者年龄(B:0.025,95%CI:0.001-0.049,P=0.038)、术后NIHSS(B:0.192,95%CI:0.101-0.283,P<0.001)和基线ASPECT评分(B:-0.442,95%CI-0.838-0.046,P=0.03)是影响3个月mRS的最独立因素。结论:患者的年龄、基线ASPECT评分和术后NIHSS是MT后大血管闭塞90天结果的重要预测因素。
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引用次数: 0
Stereotactic Iodine-125 Brachytherapy for Low-Grade Glioma Treatment: A Monte Carlo study 立体定向碘-125近距离治疗低级别胶质瘤的蒙特卡罗研究
Pub Date : 2022-02-06 DOI: 10.34172/icnj.2022.09
Shahrzad Valizadeh, E. Saeedzadeh, A. Zali, H. Nedaei, Saeed Zare Ganjaroodi
Background: Stereotactic brachytherapy is an appropriate method that has been used for brain tumors and metastases treatment for more than 40 years for many patients in the world. Also, iodine-125 brachytherapy has been utilized in brain tumors for interstitial brachytherapy treatment since 1979. Even though the physical and biological features make these implants particularly attractive for minimal invasive treatment, the main goal of this paper is to evaluate the I-125 seed time and dose reached to brain glioma tumors of different sizes for treatment using Monte Carlo modeling. Methods: In this paper, Monte Carlo simulation has been applied by the Gate code with 20 (MBq) activity for an iodine seed design for low-grade glioma tumors treatment. Dosimetry features of this source were defined by the updated TG-43U1 recommendations. The absorbed dose distribution around the seed was calculated using the Gate code in liquid water. Result: The ideal condition for brachytherapy is for tumors smaller than 4 cm. With a larger tumor size, the absorption dose at the border of tumor and healthy tissue will be decreased and the implantation time for seeds will increase. Conclusion: Placing an iodine-125 source inside the tumor is not sufficient because of the non-uniform dose distribution in the tumor and the length of treatment time. Using four iodine-125 sources eliminates the tumor, and also, a uniform dose distribution is created in the tumor and the implantation time will be reduced, respectively.
背景:立体定向近距离放射治疗是一种合适的方法,40多年来一直被世界上许多患者用于脑肿瘤和转移治疗。此外,自1979年以来,碘-125近距离放射疗法已被用于脑肿瘤的间质近距离放射治疗。尽管这些植入物的物理和生物学特征使其对微创治疗特别有吸引力,但本文的主要目标是使用蒙特卡罗模型评估不同大小脑胶质瘤肿瘤的I-125种子时间和剂量。方法:在本文中,通过具有20(MBq)活性的Gate代码将蒙特卡罗模拟应用于低级别神经胶质瘤肿瘤治疗的碘种子设计。该来源的剂量测定特征由更新的TG-43U1建议定义。使用Gate代码在液态水中计算种子周围的吸收剂量分布。结果:理想的近距离治疗条件是小于4cm的肿瘤。随着肿瘤尺寸的增大,肿瘤与健康组织交界处的吸收剂量将降低,种子植入时间将增加。结论:在肿瘤内放置碘-125源是不够的,因为肿瘤内的剂量分布不均匀,治疗时间长。使用四个碘-125源可以消除肿瘤,而且在肿瘤中产生均匀的剂量分布,植入时间将分别缩短。
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引用次数: 1
Neurological Complications of Corona Virus: A Mini-Review 冠状病毒的神经并发症:综述
Pub Date : 2022-02-01 DOI: 10.34172/icnj.2022.08
M. Sahraei, H. Sahraei
Following the outbreak of COVID-19 disease, which is caused by the coronavirus, there were reports of neurological complications, indicating that virus infection may have risks involving the nervous system. Stroke, encephalopathy, moderate to severe headaches, anosmia and dysgeusia, hallucination, and depression were the most neurological complications reported. The most important neurological complication of COVID-19 is anosmia, which is caused by the infection of the olfactory support cells. Hallucination and depression have been observed in those admitted to the intensive care unit, which is primarily related to general inflammatory reactions. Although brain autopsies of people who have died because of COVID-19 have shown that the virus can be detected in brain tissue. Studies indicate that viral infection has only been detected in the vascular part of the blood-brain-barrier. Perhaps the most critical finding of coronavirus infection in the brain is the activation of astrocytes and microglia in patients with COVID-19, which dilates the cerebral arteries in the brainstem, allows killer T cells to enter brain tissue, and causes cytotoxic effects in this part of the brain. This review focused on the neurological complications associated with COVID-19 and the possible mechanisms underlying these complications.
在由冠状病毒引起的COVID-19疫情爆发后,有神经系统并发症的报告,表明病毒感染可能具有涉及神经系统的风险。中风、脑病、中度至重度头痛、嗅觉缺失和语言障碍、幻觉和抑郁是最常见的神经系统并发症。新冠肺炎最重要的神经系统并发症是嗅觉缺失,这是由嗅觉支持细胞感染引起的。在重症监护病房住院的患者中观察到幻觉和抑郁,这主要与一般炎症反应有关。尽管对因COVID-19死亡的人的脑尸检表明,可以在脑组织中检测到该病毒。研究表明,病毒感染只在血脑屏障的血管部分被检测到。关于大脑中冠状病毒感染的最重要的发现可能是COVID-19患者的星形胶质细胞和小胶质细胞的激活,这会扩张脑干中的脑动脉,使杀伤性T细胞进入脑组织,并在大脑的这一部分产生细胞毒性作用。本综述的重点是与COVID-19相关的神经系统并发症以及这些并发症的可能机制。
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引用次数: 0
Headache as a Significant Central Nervous System Manifestation of COVID-19 Infection 头痛是COVID-19感染的重要中枢神经系统表现
Pub Date : 2022-01-29 DOI: 10.34172/icnj.2022.07
Saeideh Salehizadeh, Negar Bizhani, Zahra Arab-Mazar, Sara Rahmati Roodsari
In recent years, the world has witnessed the emergence of dangerous respiratory diseases with coronaviruses, including the severe acute respiratory syndrome (SARS) by the SARS-CoV, Middle East respiratory syndrome (MERS) by the MERS-CoV, and coronavirus disease 2019 (COVID-19) by the SARS-CoV-2. The disease now affects most countries in the world. Coronavirus is generally known to cause respiratory disease, but clinical and experimental studies show that this disorder affects several organs including the central nervous system (CNS).1-3 The CNS effects of COVID-19 are not well-known owing to being an emerging phenomenon, however, it is worth understanding. The virus enters the cells of the human body using the cellular receptor angiotensinconverting enzyme 2 (ACE2). In a normal condition, this receptor is expressed in very small amounts in the CNS. The virus can be transmitted to the CNS through systemic circulation or across the cribriform plate of the ethmoid bone in the early and secondary stages of COVID-19 infection. Broad spectrum of neurological manifestations such as ageusia, anosmia, headache, sensory disturbances and epilepsy have been observed in some patients. Anosmia and ageusia are common, and can occur in the absence of other clinical features. Unexpectedly, acute cerebrovascular disease due to hyper coagulation state is also emerging as an important complication. Altered level of consciousness and encephalitis are other presentations in patients with COVID-19.4,5 Almost all the articles reviewed focused on macro-and microscopic changes in the lungs, and only a handful of information from other organs and systemic findings were presented. Comprehensive study after autopsy in the brain is very important and more research needs to be done.6-9 A better understanding of the function of coronavirus in the CNS and accurate identification of the damage can help in treatment planning and prognosis of the disease.10,11 In addition, hypoxia may occur in the CNS (hypoxic ischemic encephalopathy) due to respiratory failure. Thrombotic microangiopathy can also occur.12 Hence, it is of paramount importance that in the early and uncomplicated stages of coronavirus infection, the patient’s CNS be examined. There is still insufficient information to provide a complete picture of the pathophysiology of SARS-CoV-2 infection. Careful clinical, diagnostic, and epidemiological studies are needed to help define the manifestations and burden of neurological disease caused by SARS-CoV-2. Precise case definitions must be used to distinguish nonspecific complications of severe disease (e.g. hypoxic encephalopathy and critical care neuropathy).4 In light of the above mentioned, further studies on patients with progressive or worsening CNS findings should be performed more carefully to make the undiscovered effects of this virus on the CNS clearer to the world. So far, we have mentioned CNS involvement in general and now we aim to give a brief summary of studi
近年来,世界上出现了冠状病毒感染的危险呼吸道疾病,包括由SARS- cov引起的严重急性呼吸综合征(SARS)、由MERS- cov引起的中东呼吸综合征(MERS)、由SARS- cov -2引起的2019冠状病毒病(COVID-19)等。这种疾病现在影响着世界上大多数国家。众所周知,冠状病毒会导致呼吸系统疾病,但临床和实验研究表明,这种疾病会影响包括中枢神经系统(CNS)在内的几个器官。1-3 COVID-19对中枢神经系统的影响尚不为人所知,因为这是一种新兴现象,但值得了解。病毒通过细胞受体血管紧张素转换酶2 (ACE2)进入人体细胞。在正常情况下,这种受体在中枢神经系统中的表达量非常小。在COVID-19感染的早期和继发性阶段,病毒可通过体循环或筛骨筛板传播到中枢神经系统。在一些患者中观察到广谱的神经学表现,如老年痴呆、嗅觉丧失、头痛、感觉障碍和癫痫。嗅觉缺失和老年痴呆是常见的,并且可以在没有其他临床特征的情况下发生。意外的是,由于高凝状态引起的急性脑血管疾病也正在成为一个重要的并发症。意识水平改变和脑炎是covid -19患者的其他表现4,5几乎所有审查的文章都集中在肺部的宏观和微观变化上,只有少数来自其他器官和全身检查结果的信息被提出。脑内解剖后的全面研究是非常重要的,需要做更多的研究。6-9更好地了解冠状病毒在中枢神经系统中的功能,准确识别损伤,有助于制定治疗方案和预后。10,11此外,由于呼吸衰竭,中枢神经系统可能发生缺氧(缺氧缺血性脑病)。血栓性微血管病也可发生因此,在冠状病毒感染的早期和非复杂阶段,对患者的中枢神经系统进行检查至关重要。目前还没有足够的信息来提供SARS-CoV-2感染的病理生理学的完整图景。需要进行仔细的临床、诊断和流行病学研究,以帮助确定SARS-CoV-2引起的神经系统疾病的表现和负担。必须使用精确的病例定义来区分严重疾病的非特异性并发症(例如,缺氧脑病和重症神经病)综上所述,对中枢神经系统进展或恶化患者的进一步研究应更加仔细,以使外界更清楚地了解该病毒对中枢神经系统的未被发现的影响。到目前为止,我们已经提到了中枢神经系统的一般参与,现在我们的目的是对COVID-19感染引起的头痛的研究进行简要总结。关于神经学表现的报告正在显著增加,头痛在症状列表中处于领先地位。与全身感染相关的头痛通常是非特异性的,实际上没有特别的区别或特征。据报道,头痛是新冠肺炎感染的常见症状,其特征存在极大的多样性。在一项将患者头痛作为COVID-19感染的重要中枢神经系统表现的观察性病例研究中,Saeideh salehizade1 ID, Negar Bizhani2 ID, Zahra arabia - mazar2 ID, Sara Rahmati Roodsari3* ID
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引用次数: 0
Acute Hemifacial And Hemiparesis Caused By Hemorrhagic Vestibular Schwannoma; A Case Report 出血性前庭神经鞘瘤致急性面瘫和偏瘫病例报告
Pub Date : 2022-01-24 DOI: 10.34172/icnj.2022.06
J. Hatam, M. Mokhtari, Sayedali Ahmadi, E. Bahrami, M. Mirsalehi, S. Mohebbi, M. Abolmaali
Vestibular schwannoma is a benign and common slow-growing tumor that develops on the vestibular divisions of cranial nerve VIII. Some risk factors may enhance intratumoral hemorrhage risk which leads to tumor management to early surgical procedures. Hence, we describe a 57-year-old man presented with hearing loss and a 5*8 mm vestibular schwannoma. Eight months later, the patient was referred with headache, nausea and vomiting, right hemifacial paresis, and hemiparesis. Magnetic resonance imaging (MRI) revealed a 45*35 mm hemorrhagic vestibular schwannoma. Surgical pathology reported hemorrhagic vestibular schwannoma. This was a rare case of hemorrhagic vestibular schwannoma with none of the established risk factors for the intratumoral hemorrhage and presented with Wallenberg-like syndrome. Many risk factors can cause hemorrhagic vestibular schwannoma. We present one case of small vestibular schwannoma without any predisposing of hemorrhage and acute onset of same side hemifacial paresis and hemiparesis.
前庭神经鞘瘤是一种良性的、生长缓慢的肿瘤,发生在脑神经VIII的前庭分裂。一些危险因素可能会增加肿瘤内出血的风险,从而导致肿瘤的早期手术治疗。因此,我们描述了一个57岁的男性表现为听力损失和5*8毫米前庭神经鞘瘤。8个月后,患者出现头痛、恶心、呕吐、右侧面瘫和偏瘫。MRI示45*35 mm出血性前庭神经鞘瘤。手术病理报告出血性前庭神经鞘瘤。这是一例罕见的出血性前庭神经鞘瘤,没有已知的肿瘤内出血的危险因素,并表现为瓦伦堡样综合征。许多危险因素可导致出血性前庭神经鞘瘤。我们报告一例小前庭神经鞘瘤,无任何出血倾向,急性发作的同侧面瘫和偏瘫。
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引用次数: 0
Effectiveness of Action Observation and Motor Imagery on Relearning Upper Extremity Function After Stroke: A Systematic Review and Meta-analysis 动作观察和运动想像对脑卒中后上肢功能再学习的效果:系统回顾和meta分析
Pub Date : 2022-01-20 DOI: 10.34172/icnj.2022.05
Nandana Welage, M. Bissett, K. Fong, P. Fahey, K. Coxon, Karen P. Y. Liu
The effectiveness of action observation (AO) and motor imagery (MI) in high-quality studies with less risk of bias is rarely reported together. This systematic review evaluates the effectiveness of AO and MI on improving upper extremity function among people after stroke by combining evidence of studies with high methodological quality. Randomised controlled trials, with a score of 6 or above in the PEDro Scale, that examined the effects of AO or MI for people with stroke were selected. A narrative analysis and meta-analysis were conducted using the PRISMA guidelines. Ten randomised controlled trials from 11 articles met the inclusion criteria. The results of meta-analysis showed that AO had a small to moderate statistically significant effect on improving upper extremity motor function (standardized mean difference, SMD=0.34; confidence interval, CI=0.08, 0.59; P=0.35; I 2=0.00%) and no significant effect on MI (SMD=0.08; CI=-0.26, 0.42; P=0.65; I2=0.00%) when compared with the control intervention. Evidence was found in support of AO and it is recommended for people with acute or sub-acute stroke.
在偏差风险较小的高质量研究中,动作观察(AO)和运动图像(MI)的有效性很少一起报道。本系统综述通过结合具有高方法学质量的研究证据,评估AO和MI在改善中风后患者上肢功能方面的有效性。选择PEDro量表得分为6分或以上的随机对照试验,研究AO或MI对中风患者的影响。使用PRISMA指南进行叙述性分析和荟萃分析。来自11篇文章的10项随机对照试验符合纳入标准。荟萃分析结果显示,与对照干预相比,AO在改善上肢运动功能方面具有小到中等的统计学意义(标准化平均差,SMD=0.34;置信区间,CI=0.08,0.59;P=0.035;I2=0.00%),对MI没有显著影响(SMD=0.08;CI=0.26,0.42;P=0.65;I2=0.000%)。有证据支持AO,建议急性或亚急性中风患者使用。
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引用次数: 2
A Hidden Markov Model Based Detecting Solution for Detecting the Situation of Balance During Unsupported Standing Using the Electromyography of Ankle Muscles 一种基于隐马尔可夫模型的踝关节肌电图检测无支撑站立时平衡状态的检测方法
Pub Date : 2022-01-17 DOI: 10.34172/icnj.2022.03
Rashin Abdolhossein Harisi, H. Kobravi
Background: In this study, three detecting approaches have been proposed and evaluated for online detection of balance situations during quiet standing. The applied methods were based on electromyography of the gastrocnemius muscles adopting the hidden Markov models. Methods: The levels of postural stability during quiet standing were regarded as the hidden states of the Markov models while the zones in which the center of pressure lies within determines the level of stability. The Markov models were trained by using the well-known Baum-Welch algorithm. The performance of a single hidden Markov model, the multiple hidden Markov model, and the multiple hidden Markov model alongside an adaptive neuro-fuzzy inference system (ANFIS), were compared as three different detecting methods. Results: The obtained results show the better and more promising performance of the method designed based on a combination of the hidden Markov models and optimized neuro-fuzzy system. Conclusion: According to the results, using the combined detecting method yielded promising results.
背景:在本研究中,提出并评估了三种检测方法,用于在线检测安静站立时的平衡情况。应用方法以腓肠肌肌电图为基础,采用隐马尔可夫模型。方法:将静站立时的姿势稳定性水平作为马尔可夫模型的隐态,压力中心所在的区域决定了稳定水平。马尔可夫模型使用著名的鲍姆-韦尔奇算法进行训练。比较了单隐马尔可夫模型、多隐马尔可夫模型和多隐马尔可夫模型与自适应神经模糊推理系统(ANFIS)作为三种不同检测方法的性能。结果:基于隐马尔可夫模型和优化后的神经模糊系统相结合设计的方法具有更好、更有前景的性能。结论:根据实验结果,联合检测方法效果良好。
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引用次数: 0
期刊
International Clinical Neuroscience Journal
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