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Cognitive approaches in the rehabilitation of upper limbs function in children with cerebral palsy: a systematic review and meta-analysis. 认知方法在脑瘫儿童上肢功能康复中的应用:系统回顾和荟萃分析。
IF 3.3 3区 医学 Q1 REHABILITATION Pub Date : 2024-06-01 Epub Date: 2024-03-21 DOI: 10.23736/S1973-9087.24.08288-1
Andrea Demeco, Anna Molinaro, Martina Ambroggi, Antonio Frizziero, Elisa Fazzi, Cosimo Costantino, Giovanni Buccino

Introduction: Cerebral palsy (CP) is the predominant cause of children disability. It is characterized by motor, sensory, and postural deficits due to a non-progressive injury to the developing central nervous system. In recent years, new rehabilitation techniques targeting the central representations of motor patterns have been introduced: the most used are action observation therapy (AOT), motor imagery (MI), and mirror therapy (MT). Aim of this study is to assess the effectiveness of these cognitive strategies on the recovery of upper limb motor functions in children with CP.

Evidence acquisition: This study was designed as a systematic review and meta-analysis, registered in PROSPERO (CRD42023403794). For the report and methodological definitions of this study, the recommendations of the PRISMA protocol and the Cochrane collaboration, were followed. A total of 3 electronic databases (PubMed, Scopus, and Web of Science) were searched for relevant Randomized Control Trials (RCT) using the combinations of terms "cerebral palsy" AND "action observation" OR "motor imagery" OR "mirror therapy" OR "cognitive therapy." A meta-analysis was carried out to compare cognitive and conventional approaches and combine direct and indirect effects. A random-effects meta-analysis model was used to derive pooled effect estimates.

Evidence synthesis: Out of 328 records, 12 RCTs were analyzed in this systematic review published from 2012 to 2022, and included 375 children, of whom 195 received cognitive therapies, and 180 underwent conventional rehabilitation. AOT was the most investigated (RCTs N.=7), and showed significant results in the recovery of upper limb motor functions, albeit the meta-analysis demonstrated a non-significant difference in Melbourne Unilateral Upper limb Scale (MUUL) (95% CI: -7.34, 12); in Assisting Hand Assessment (AHA) (95% CI: -4.84, 10.74), and in AbilHand-Kids Questionnaire (95% CI: -1.12, 1.45). Five RCTs investigated MT showing significant improvements in grip and dexterity; none used MI as intervention therapy.

Conclusions: Cognitive therapies provided with encouraging results in the recovery of upper limb motor functions, although not a clinical effect in bimanual or unimanual performance; they could represent a valid therapeutic solution integrated to conventional rehabilitation in the treatment of upper limb motor impairment in children with CP.

简介脑瘫(CP)是造成儿童残疾的主要原因。其特征是由于发育中的中枢神经系统受到非进行性损伤而导致的运动、感觉和姿势障碍。近年来,针对运动模式中枢表征的新康复技术相继问世:其中最常用的是动作观察疗法(AOT)、运动想象疗法(MI)和镜像疗法(MT)。本研究旨在评估这些认知策略对CP患儿上肢运动功能恢复的有效性:本研究为系统综述和荟萃分析,已在 PROSPERO(CRD42023403794)上注册。本研究的报告和方法定义遵循了 PRISMA 协议和 Cochrane 合作组织的建议。使用 "脑瘫 "和 "行动观察 "或 "运动想象 "或 "镜像疗法 "或 "认知疗法 "等术语组合,共检索了 3 个电子数据库(PubMed、Scopus 和 Web of Science),以查找相关的随机对照试验(RCT)。我们进行了一项荟萃分析,以比较认知疗法和传统疗法,并将直接效应和间接效应结合起来。采用随机效应荟萃分析模型得出集合效应估计值:本系统综述分析了2012年至2022年期间发表的328项记录中的12项RCT,共纳入375名儿童,其中195名儿童接受了认知疗法,180名儿童接受了常规康复治疗。尽管荟萃分析显示在墨尔本单侧上肢量表(MUUL)(95% CI:-7.34, 12)、辅助手评估(AHA)(95% CI:-4.84, 10.74)和AbilHand-Kids问卷(95% CI:-1.12, 1.45)方面差异不显著,但AOT的研究最多(RCTs N.=7),并在上肢运动功能恢复方面显示出显著效果。有五项研究对MT进行了调查,结果显示,MT在握力和灵活性方面有显著改善;但没有一项研究使用MI作为干预疗法:认知疗法在恢复上肢运动功能方面取得了令人鼓舞的结果,尽管在双臂或单臂表现方面没有临床效果;在治疗CP儿童上肢运动障碍方面,认知疗法可以代表一种有效的治疗方案,与传统康复疗法相结合。
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引用次数: 0
Quadriceps femoris muscle ultrasound in sarcoidosis: an observational case-control study. 肉样瘤病中的股四头肌超声:一项观察性病例对照研究。
IF 3.3 3区 医学 Q1 REHABILITATION Pub Date : 2024-06-01 Epub Date: 2024-03-29 DOI: 10.23736/S1973-9087.24.08232-7
Rana Terlemez, Buket Caliskaner Ozturk, Sevgi S Kurtoglu, Deniz Palamar, Ersan Atahan, Kenan Akgun

Background: Although loss of muscle mass may be associated with general weakness, intolerance to physical activity and fatigue, it is underestimated and poorly understood in patients with sarcoidosis.

Aim: To compare the quadriceps femoris muscle (QFM) thickness measured by ultrasonography (US) between the female patients with sarcoidosis and controls, secondly to assess the correlation between the muscle strength, fatigue and QFM thickness.

Design: Observational, case-control study.

Setting: Physical Medicine and Rehabilitation Department of a University Hospital.

Population: Thirty-one women with sarcoidosis and 27 healthy volunteers were included in the study.

Methods: The participants were evaluated for the following outcomes: 1) handgrip strength; 2) QFM thickness measured using US; and 3) sonographic thigh adjustment ratio (STAR). The sarcoidosis group was also evaluated with the 30-second chair stand test (30s-CST) and Fatigue Severity Scale (FSS).

Results: The QFM thickness and STAR values of the patients with sarcoidosis were significantly lower than those of the controls (P=0.0001). However, no statistically significant difference was observed between the handgrip strengths of the groups (P=0.581). There was no statistically significant correlation between the STAR values and handgrip strength in the sarcoidosis group; however, there was a significant positive correlation between the STAR values and 30s-CST (r=0.467, P=0.008).

Conclusions: Loss of muscle mass is one of the musculoskeletal conditions in patients with sarcoidosis that may be associated with nonspecific symptoms, such as general debility, intolerance to physical activity, and fatigue. In the present study, no difference was observed in hand grip strength between the groups, while we found that QFM thickness was affected in patients with sarcoidosis when compared to the controls. The ultrasonographic QFM evaluation seems to be an innovative tool which may be used at all stages of sarcoidosis patient follow-up.

Clinical rehabilitation impact: The grip strength is a commonly used test to detect muscle weakness, but onset of a decrease in muscle mass in the lower extremities may occur earlier. Considering the increased burden of musculoskeletal problems in this population, performing 30s-CST and sonographic QFM thickness is practical methods to identify risky patients.

背景:目的:比较肉样瘤病女性患者和对照组之间通过超声波检查(US)测量的股四头肌(QFM)厚度,其次评估肌力、疲劳和QFM厚度之间的相关性:观察性病例对照研究:研究对象: 31名患有肉样瘤的女性:研究对象:31 名女性肉样瘤患者和 27 名健康志愿者:方法:对参与者进行以下评估:1)手握力;2)用超声波测量的 QFM 厚度;3)超声波大腿调整率 (STAR)。肉样瘤组还接受了 30 秒椅子站立测试(30s-CST)和疲劳严重程度量表(FSS)的评估:结果:肉样瘤病患者的 QFM 厚度和 STAR 值明显低于对照组(P=0.0001)。然而,两组患者的手握力差异无统计学意义(P=0.581)。肉样瘤病组的 STAR 值与手握力之间没有统计学意义上的显著相关性;但 STAR 值与 30s-CST 之间存在显著的正相关性(r=0.467,P=0.008):肌肉质量下降是肉样瘤病患者肌肉骨骼状况之一,可能与全身衰弱、不耐体力活动和疲劳等非特异性症状有关。在本研究中,各组间的手部握力未见差异,但我们发现,与对照组相比,肉样瘤病患者的 QFM 厚度受到了影响。超声 QFM 评估似乎是一种创新工具,可用于肉样瘤病患者随访的各个阶段:临床康复的影响:握力是检测肌无力的常用测试,但下肢肌肉质量下降可能会更早出现。考虑到这一人群肌肉骨骼问题的负担加重,进行 30s-CST 和超声 QFM 厚度检查是识别高危患者的实用方法。
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引用次数: 0
Tele-rehabilitation for cognitive home-based treatment in young traumatic brain injury: a pilot study. 针对年轻脑外伤患者在家进行认知治疗的远程康复:一项试点研究。
IF 3.3 3区 医学 Q1 REHABILITATION Pub Date : 2024-06-01 Epub Date: 2024-03-21 DOI: 10.23736/S1973-9087.24.08379-5
Federica Bertolucci, Loredana Fossati, Barbara Agostini, Chiara Malasoma, Giuseppina Sgandurra, Benedetta Del Lucchese, Mario Miccoli, Federico Posteraro
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引用次数: 0
Bracing treatment for AIS patients with curves more than 40 degrees. 为曲线超过 40 度的 AIS 患者提供支撑治疗。
IF 4.5 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.23736/S1973-9087.24.08498-3
Tianyuan Zhang, Zifang Huang, Jun-lin Yang
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引用次数: 0
How robot-assisted gait training affects gait ability, balance and kinematic parameters after stroke: a systematic review and meta-analysis. 机器人辅助步态训练如何影响中风后的步态能力、平衡和运动学参数:系统综述和荟萃分析。
IF 4.5 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.23736/s1973-9087.24.08354-0
Shishi Chen, Wanying Zhang, Dingyu Wang, Zhaoming Chen
INTRODUCTIONGait ability is often cited by stroke survivors. Robot-assisted gait training (RAGT) can help stroke patients with lower limb motor impairment regain motor coordination.EVIDENCE ACQUISITIONPubMed, Cochrane Library, Embase were systematically searched until September 2023, to identify randomized controlled trials presenting: stroke survivors as participants; RAGT as intervention; conventional rehabilitation as a comparator; gait assessment, through scales or quantitative parameters, as outcome measures.EVIDENCE SYNTHESISTwenty-seven publications involving 1167 patients met the inclusion criteria. Meta-analysis showed no significant differences in speed, cadence, spatial symmetry, and changes in joint mobility angles between the RAGT group and the control group. In addition, RAGT was associated with changes in affected side step length (SMD=0.02, 95% CI: 0.01, 0.03; P<0.0001), temporal symmetry (SMD=-0.38, 95% CI: -0.6, -0.16; P=0.0006], Six-Minute Walk Test (SMD=25.14, 95% CI: 10.19, 40.09; P=0.0010] and Functional Ambulation Categories (SMD=0.32, 95% CI: 0.01, 0.63; P=0.04). According to the PEDro scale, 19 (70.4%) studies were of high quality and eight were of moderate quality (29.6%).CONCLUSIONSTaken together, the review synthesis showed that RAGT might have a potential role in the recovery of walking dysfunction after stroke. However, its superiority over conventional rehabilitation requires further research. Additionally, it may provide unexpected benefits that the effects of RAGT with different types or treatment protocols were further compared.
导言中风幸存者经常提到步态能力问题。在 2023 年 9 月之前,系统检索了 PubMed、Cochrane Library 和 Embase,以确定以下随机对照试验:以中风幸存者为参与者;以机器人辅助步态训练(RAGT)为干预措施;以常规康复训练为比较对象;以步态评估(通过量表或定量参数)为结局测量指标。Meta 分析表明,RAGT 组与对照组在速度、步幅、空间对称性和关节活动角度的变化方面无明显差异。此外,RAGT 与患侧步长(SMD=0.02,95% CI:0.01,0.03;P<0.0001)、颞对称性(SMD=-0.38,95% CI:-0.6,-0.16;P=0.0006]、六分钟步行测试(SMD=25.14,95% CI:10.19,40.09;P=0.0010]和功能性行走类别(SMD=0.32,95% CI:0.01,0.63;P=0.04)。根据 PEDro 量表,19 项研究(70.4%)为高质量,8 项为中等质量(29.6%)。综上所述,RAGT 可能对中风后行走功能障碍的恢复有潜在作用,但其优于传统康复的程度还需进一步研究。此外,进一步比较不同类型或治疗方案的 RAGT 效果可能会带来意想不到的益处。
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引用次数: 0
Post-polio syndrome is not a dysimmune condition. 脊髓灰质炎后遗症不是免疫功能紊乱。
IF 4.5 3区 医学 Q1 Medicine Pub Date : 2024-04-01 Epub Date: 2024-01-22 DOI: 10.23736/S1973-9087.23.08158-3
Isabelle Laffont, Claire Duflos, Christophe Hirtz, Karima Bakhti, Anthony Gelis, Claire Palayer, Valérie Macioce, Marion Soler, Fanny Pradalier, Florence Galtier, Alexandre Jentzer, Claire Lozano, Thierry Vincent, Raul J Morales

Background: Poliomyelitis is a global disabling disease affecting 12-20 million of people. Post poliomyelitis syndrome (PPS) may affect up to 80% of polio survivors: increased muscle weakness, pain, fatigue, functional decline. It relies on aging of an impaired neuro-muscular system with ongoing denervation processes. A late involvement of humoral or cellular pro-inflammatory phenomena is also suspected.

Aim: To assess the dysimmune hypothesis of PPS by comparing lymphocyte subpopulations and humoral immune factors between PPS patients and controls.

Design: Cross-sectional study.

Setting: Montpellier University Hospital.

Population: Forty-seven PPS and 27 healthy controls.

Methods: PPS patients and controls were compared on their lymphocyte subpopulations and humoral immune factors (IL-1β, IL-6, IL-8, IL-17, IL-21, IL-22, IL-23, IFN-γ, TNF-α, GM-CSF, RANTES, MCP1, MIP-3a, IL-10, TGF-β, IL4, IL13). Patients were further compared according to their dominant clinical symptoms. Sample size guaranteed a power >90% for all comparisons.

Results: PPS patients and controls were comparable in gender, age and corpulence. Most patients had lower limb motor sequelae (N.=45, 95.7%), a minority had upper limb motor impairment (N.=16, 34.0%). Forty-five were able to walk (94%), 35/45 with technical aids. The median of the two-minute walking test was 110 meters (interquartile range 55; 132). Eighteen (38%) required help in their daily life. Their quality of life was low (SF36). All described an increased muscular weakness, 40 (85%) a general fatigue, and 39 (83%) muscular or joint pain. Blood count, serum electrolytes, T and B lymphocyte subpopulations and cytokines were comparable between patients and controls, except for creatine phospho kinase that was significantly higher in PPS patients. None of these variables differed between the 20/47 patients whose late main symptoms were pain or fatigue, and other patients.

Conclusions: Our results suggest that PPS is not a dysimmune disease.

Clinical rehabilitation impact: Our results do not sustain immunotherapy for PPS. Our work suggest that PPS may be mostly linked to physiological age-related phenomena in a disabled neuromuscular condition. Thus, our results emphasize the role of prevention and elimination of aggravating factors to avoid late functional worsening, and the importance of rehabilitation programs that should be adapted to patients' specific conditions.

背景:脊髓灰质炎是一种全球性致残疾病,影响 1,200 万至 2,000 万人。脊髓灰质炎后综合征(PPS)可能影响多达 80% 的脊髓灰质炎幸存者:肌无力、疼痛、疲劳、功能衰退加剧。它依赖于受损的神经-肌肉系统的老化和持续的神经支配过程。目的:通过比较 PPS 患者和对照组的淋巴细胞亚群和体液免疫因子,评估 PPS 的免疫功能紊乱假说:设计:横断面研究:蒙彼利埃大学医院:47名PPS患者和27名健康对照者:比较 PPS 患者和对照组的淋巴细胞亚群和体液免疫因子(IL-1β、IL-6、IL-8、IL-17、IL-21、IL-22、IL-23、IFN-γ、TNF-α、GM-CSF、RANTES、MCP1、MIP-3a、IL-10、TGF-β、IL4、IL13)。根据主要临床症状对患者进行进一步比较。样本量保证了所有比较的功率大于90%:结果:PPS患者和对照组在性别、年龄和体质方面具有可比性。大多数患者有下肢运动后遗症(45人,95.7%),少数患者有上肢运动障碍(16人,34.0%)。45名患者能够行走(94%),其中35/45使用技术辅助工具。两分钟步行测试的中位数为 110 米(四分位距为 55; 132)。18人(38%)在日常生活中需要帮助。他们的生活质量很低(SF36)。所有患者都表示肌肉无力感加重,40 人(85%)表示全身疲乏,39 人(83%)表示肌肉或关节疼痛。患者和对照组的血细胞计数、血清电解质、T 和 B 淋巴细胞亚群及细胞因子相当,只有肌酸磷酸激酶在 PPS 患者中明显升高。这些变量在 20/47 名晚期主要症状为疼痛或疲劳的患者与其他患者之间均无差异:我们的研究结果表明,PPS 并非免疫功能紊乱疾病:临床康复影响:我们的研究结果并不支持针对 PPS 的免疫疗法。临床康复影响:我们的研究结果并不支持针对 PPS 的免疫疗法。我们的研究结果表明,PPS 可能主要与残疾神经肌肉条件下与年龄相关的生理现象有关。因此,我们的研究结果强调了预防和消除加重因素以避免后期功能恶化的作用,以及康复计划的重要性,这些计划应适合患者的具体情况。
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引用次数: 0
Physical and Rehabilitation Medicine: say relational or functional, not holistic. 物理与康复医学:说的是关系性或功能性,而不是整体性。
IF 4.5 3区 医学 Q1 Medicine Pub Date : 2024-04-01 Epub Date: 2024-03-14 DOI: 10.23736/S1973-9087.24.08309-6
Luigi Tesio, Stefano Scarano, Antonio Caronni

Modern medicine tends to privilege disciplines promising "objective" laws governing body parts (from molecules to organs). Studies on a person's illness and disability are (apparently) confined to "subjectivity." The Specialty of Physical and Rehabilitation Medicine is often regarded as a humanitarian approach, belonging at best to the family of "soft," "qualitative," or "quasi-experimental" sciences. This specialty often claims specificity by labelling itself as "functional" and "holistic." However, it is shown here that the former term is acceptable, yet redundant, and the second misleading. When human behaviors and perceptions are at stake, "function" indicates a person's relationship with the outer world (already tackled by the definitional term "physical" from the Greek "physis"). The word "holistic" emphasizes mind-body unity and person-environment interdependence but, in current usage, overshadows the complementary need for an analytic, experimental approach to any function. Medicine aims at fighting disease and disability in single persons. This endeavor requires knowing body parts and mechanisms and understanding how interventions on "parts" affect the "whole." This understanding rests on the experimental method. For instance, returning to a given societal role (participation) may require restoration of walking (activity), which may require reinforcement of weakened muscular groups (impairment). Working only on holistic bio-psycho-social "wholes" may miss the therapeutic mission of medicine.

现代医学倾向于优先考虑对身体各部分(从分子到器官)的 "客观 "规律进行研究的学科。对人的疾病和残疾的研究(显然)仅限于 "主观性"。物理与康复医学专业通常被视为一种人道主义方法,充其量属于 "软科学"、"定性科学 "或 "准实验科学"。该专科常常标榜自己是 "功能性 "和 "整体性 "的,从而宣称自己具有特殊性。然而,本文表明,前一个术语是可以接受的,但却是多余的,而后一个术语则具有误导性。当人类的行为和感知受到威胁时,"功能 "表示一个人与外部世界的关系(已经由来自希腊语 "physis "的定义术语 "物理 "解决)。整体 "一词强调身心合一和人与环境的相互依存,但在目前的用法中,它掩盖了对任何功能进行分析和实验的补充需求。医学旨在对抗单个人的疾病和残疾。这项工作需要了解身体的各个部分和机制,并理解对 "部分 "的干预如何影响 "整体"。这种理解依赖于实验方法。例如,重返特定的社会角色(参与)可能需要恢复行走(活动),而这可能需要加强被削弱的肌肉群(损伤)。仅从生物-心理-社会的整体 "整体 "出发,可能会错失医学的治疗使命。
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引用次数: 0
Dynamic suprahyoid muscle ultrasound in assessing oropharyngeal dysphagia in neurological disorders. 动态舌骨上肌超声评估神经系统疾病患者的口咽吞咽困难。
IF 4.5 3区 医学 Q1 Medicine Pub Date : 2024-04-01 Epub Date: 2024-02-09 DOI: 10.23736/S1973-9087.24.08216-9
Joo Hye Sung, Seol-Hee Baek, Jin-Woo Park, Jung Hun Lee, Myeong Hun Son, Byung-Jo Kim

Background: Appropriate evaluation and management of dysphagia are essential in neurological disorders. However, there is currently a lack of a simple yet reliable method for dysphagia evaluation.

Aim: This study aimed to investigate the usefulness of new dynamic M-mode ultrasonography (US) parameters of suprahyoid muscle (SHM) to evaluate dysphagia.

Design: Prospective observational, cross-sectional study.

Setting: Inpatient setting at neurology department of tertiary medical center.

Population: A total of 89 patients with dysphagia and 175 healthy volunteers were enrolled in the study. Patients were subdivided into mild and severe dysphagia groups depending on the need for dietary changes and disease classification, which included amyotrophic lateral sclerosis, peripheral neuromuscular diseases, and stroke.

Methods: Dynamic M-mode US was performed during swallowing to obtain the SHM thickness (the baseline thickness of the SHM), SHM displacement (peak-to-peak amplitude of SHM movement), SHM difference (SHM displacement - SHM thickness), SHM ratio (SHM displacement/SHM thickness), peak-to-peak time, and total duration. A videofluoroscopic swallowing study (VFSS) was performed.

Results: Significant differences were found in SHM displacement and SHM difference according to dysphagia severity (P<0.001). The SHM ratio, total duration (P<0.001), and peak-to-peak time (P=0.001) differed significantly according to the patients' underlying diseases. The pharyngeal delay time and penetration-aspiration scale from the VFSS demonstrated significant negative correlations with SHM displacement and difference (P<0.001). By combining SHM difference and total duration, patients with dysphagia could be distinguished from healthy controls, with the highest negative predictive value of 95.6%.

Conclusions: Dynamic M-mode US of the SHM provided added value in evaluating the severity of dysphagia and differentiating swallowing mechanics of dysphagia related to underlying neurological disorders.

Clinical rehabilitation impact: Dynamic M-mode US of the SHM can serve as a supportive tool for rapid screening and repetitive follow-up of patients with dysphagia, which would contribute to dysphagia rehabilitation in patients with various neurological disorders.

背景:吞咽困难的适当评估和处理对神经系统疾病至关重要。目的:本研究旨在探讨新的舌骨上肌(SHM)动态 M 型超声造影(US)参数对评估吞咽困难的有用性:前瞻性观察、横断面研究:人群: 共有89名吞咽困难患者:研究共招募了 89 名吞咽困难患者和 175 名健康志愿者。根据饮食改变的需要和疾病分类(包括肌萎缩侧索硬化症、外周神经肌肉疾病和中风),患者被细分为轻度和重度吞咽困难组:方法: 在吞咽过程中进行动态 M 型超声检查,以获得 SHM 厚度(SHM 基线厚度)、SHM 位移(SHM 运动的峰-峰振幅)、SHM 差值(SHM 位移 - SHM 厚度)、SHM 比值(SHM 位移/SHM 厚度)、峰-峰时间和总持续时间。还进行了视频荧光吞咽研究(VFSS):结果:根据吞咽困难的严重程度,SHM位移和SHM差值存在显著差异:在评估吞咽困难的严重程度和区分与潜在神经系统疾病相关的吞咽困难的吞咽机制方面,SHM 的动态 M 型 US 具有附加价值:吞咽困难的临床康复影响:SHM 动态 M 型超声波可作为快速筛查和重复随访吞咽困难患者的辅助工具,有助于各种神经系统疾病患者的吞咽困难康复。
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引用次数: 0
Shaping the future: an Italian survey unveils the unmet need to empower physical medicine and rehabilitation professionals with technological skills. 塑造未来:意大利的一项调查揭示了在增强物理医学和康复专业人员的技术能力方面尚未满足的需求。
IF 4.5 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.23736/S1973-9087.24.08376-X
M. Capecci, Marialuisa Gandolfi, S. Straudi, R. S. Calabrò, Nicolò Baldini, L. Pepa, E. Andrenelli, Nicola Smania, M. G. Ceravolo, Giovanni Morone, Donatella Bonaiuti
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引用次数: 0
Which information derived from the Coma Recovery Scale-Revised provides the most reliable prediction of clinical diagnosis and recovery of consciousness? A comparative study using machine learning techniques. 从昏迷恢复量表(修订版)中得出的哪些信息能最可靠地预测临床诊断和意识恢复?使用机器学习技术进行比较研究。
IF 4.5 3区 医学 Q1 Medicine Pub Date : 2024-04-01 Epub Date: 2024-01-09 DOI: 10.23736/S1973-9087.23.08093-0
Silvia Campagnini, Roberto Llorens, M Dolores Navarro, Carolina Colomer, Andrea Mannini, Anna Estraneo, Joan Ferri, Enrique Noé

Background: The Coma Recovery Scale-Revised (CRS-R) is the most recommended clinical tool to examine the neurobehavioral condition of individuals with disorders of consciousness (DOCs). Different studies have investigated the prognostic value of the information provided by the conventional administration of the scale, while other measures derived from the scale have been proposed to improve the prognosis of DOCs. However, the heterogeneity of the data used in the different studies prevents a reliable comparison of the identified predictors and measures.

Aim: This study investigates which information derived from the CRS-R provides the most reliable prediction of both the clinical diagnosis and recovery of consciousness at the discharge of a long-term neurorehabilitation program.

Design: Retrospective observational multisite study.

Setting: The enrollment was performed in three neurorehabilitation facilities of the same hospital network.

Population: A total of 171 individuals with DOCs admitted to an inpatient neurorehabilitation program for a minimum of 3 months were enrolled.

Methods: Machine learning classifiers were trained to predict the clinical diagnosis and recovery of consciousness at discharge using clinical confounders and different metrics extracted from the CRS-R scale.

Results: Results showed that the neurobehavioral state at discharge was predicted with acceptable and comparable predictive value with all the indices and measures derived from the CRS-R, but for the clinical diagnosis and the Consciousness Domain Index, and the recovery of consciousness was predicted with higher accuracy and similarly by all the investigated measures, with the exception of initial clinical diagnosis.

Conclusions: Interestingly, the total score in the CRS-R and, especially, the total score in its subscales provided the best overall results, in contrast to the clinical diagnosis, which could indicate that a comprehensive measure of the clinical diagnosis rather than the condition of the individuals could provide a more reliable prediction of the neurobehavioral progress of individuals with prolonged DOC.

Clinical rehabilitation impact: The results of this work have important implications in clinical practice, offering a more accurate prognosis of patients and thus giving the possibility to personalize and optimize the rehabilitation plan of patients with DoC using low-cost and easily collectable information.

背景:昏迷恢复量表-修订版(CRS-R)是检查意识障碍(DOC)患者神经行为状况的最推荐临床工具。不同的研究调查了该量表的常规使用所提供信息的预后价值,同时还提出了从该量表衍生出的其他测量方法,以改善意识障碍患者的预后。目的:本研究调查了 CRS-R 中的哪些信息能最可靠地预测长期神经康复项目出院时的临床诊断和意识恢复情况:设计:多地点回顾性观察研究:研究对象:同一医院网络的三家神经康复机构:方法:对机器学习分类器进行训练,以预测DOC患者的发病率:方法:训练机器学习分类器,利用临床混杂因素和从CRS-R量表中提取的不同指标来预测临床诊断和出院时的意识恢复情况:结果表明,除临床诊断和意识领域指数外,所有从CRS-R中提取的指数和指标对出院时神经行为状态的预测均可接受且预测价值相当;除最初的临床诊断外,所有调查指标对意识恢复的预测准确率更高且相似:有趣的是,与临床诊断相比,CRS-R 的总分,尤其是其各分量表的总分提供了最佳的总体结果,这可能表明,对临床诊断而非个体状况的综合测量可以更可靠地预测长期 DOC 患者的神经行为进展:这项工作的结果对临床实践具有重要意义,它为患者提供了更准确的预后,从而为利用低成本、易收集的信息个性化和优化DOC患者的康复计划提供了可能。
{"title":"Which information derived from the Coma Recovery Scale-Revised provides the most reliable prediction of clinical diagnosis and recovery of consciousness? A comparative study using machine learning techniques.","authors":"Silvia Campagnini, Roberto Llorens, M Dolores Navarro, Carolina Colomer, Andrea Mannini, Anna Estraneo, Joan Ferri, Enrique Noé","doi":"10.23736/S1973-9087.23.08093-0","DOIUrl":"10.23736/S1973-9087.23.08093-0","url":null,"abstract":"<p><strong>Background: </strong>The Coma Recovery Scale-Revised (CRS-R) is the most recommended clinical tool to examine the neurobehavioral condition of individuals with disorders of consciousness (DOCs). Different studies have investigated the prognostic value of the information provided by the conventional administration of the scale, while other measures derived from the scale have been proposed to improve the prognosis of DOCs. However, the heterogeneity of the data used in the different studies prevents a reliable comparison of the identified predictors and measures.</p><p><strong>Aim: </strong>This study investigates which information derived from the CRS-R provides the most reliable prediction of both the clinical diagnosis and recovery of consciousness at the discharge of a long-term neurorehabilitation program.</p><p><strong>Design: </strong>Retrospective observational multisite study.</p><p><strong>Setting: </strong>The enrollment was performed in three neurorehabilitation facilities of the same hospital network.</p><p><strong>Population: </strong>A total of 171 individuals with DOCs admitted to an inpatient neurorehabilitation program for a minimum of 3 months were enrolled.</p><p><strong>Methods: </strong>Machine learning classifiers were trained to predict the clinical diagnosis and recovery of consciousness at discharge using clinical confounders and different metrics extracted from the CRS-R scale.</p><p><strong>Results: </strong>Results showed that the neurobehavioral state at discharge was predicted with acceptable and comparable predictive value with all the indices and measures derived from the CRS-R, but for the clinical diagnosis and the Consciousness Domain Index, and the recovery of consciousness was predicted with higher accuracy and similarly by all the investigated measures, with the exception of initial clinical diagnosis.</p><p><strong>Conclusions: </strong>Interestingly, the total score in the CRS-R and, especially, the total score in its subscales provided the best overall results, in contrast to the clinical diagnosis, which could indicate that a comprehensive measure of the clinical diagnosis rather than the condition of the individuals could provide a more reliable prediction of the neurobehavioral progress of individuals with prolonged DOC.</p><p><strong>Clinical rehabilitation impact: </strong>The results of this work have important implications in clinical practice, offering a more accurate prognosis of patients and thus giving the possibility to personalize and optimize the rehabilitation plan of patients with DoC using low-cost and easily collectable information.</p>","PeriodicalId":12044,"journal":{"name":"European journal of physical and rehabilitation medicine","volume":null,"pages":null},"PeriodicalIF":4.5,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11114154/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139402500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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European journal of physical and rehabilitation medicine
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