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Innovations in Multiple Sclerosis Care: The Impact of Artificial Intelligence via Machine Learning on Clinical Research and Decision-Making. 多发性硬化症护理的创新:通过机器学习实现人工智能对临床研究和决策的影响。
Q1 Nursing Pub Date : 2023-09-01 Epub Date: 2023-09-14 DOI: 10.7224/1537-2073.2022-076
Jacob Cartwright, Kristof Kipp, Alexander V Ng

Artificial intelligence (AI) and its specialized subcomponent machine learning are becoming increasingly popular analytic techniques. With this growth, clinicians and health care professionals should soon expect to see an increase in diagnostic, therapeutic, and rehabilitative technologies and processes that use elements of AI. The purpose of this review is twofold. First, we provide foundational knowledge that will help health care professionals understand these modern algorithmic techniques and their implementation for classification and clustering tasks. The phrases artificial intelligence and machine learning are defined and distinguished, as are the metrics by which they are assessed and delineated. Subsequently, 7 broad categories of algorithms are discussed, and their uses explained. Second, this review highlights several key studies that exemplify advances in diagnosis, treatment, and rehabilitation for individuals with multiple sclerosis using a variety of data sources-from wearable sensors to questionnaires and serology-and elements of AI. This review will help health care professionals and clinicians better understand AI-dependent diagnostic, therapeutic, and rehabilitative techniques, thereby facilitating a greater quality of care.

人工智能及其专门的子组件机器学习正成为越来越流行的分析技术。随着这一增长,临床医生和医疗保健专业人员应该很快就会看到使用人工智能元素的诊断、治疗和康复技术和过程的增加。这篇综述的目的有两个。首先,我们提供基础知识,帮助医疗保健专业人员了解这些现代算法技术及其在分类和聚类任务中的实现。人工智能和机器学习这两个短语是被定义和区分的,评估和描述它们的指标也是如此。随后,讨论了7大类算法,并解释了它们的用途。其次,这篇综述重点介绍了几项关键研究,这些研究使用了从可穿戴传感器到问卷、血清学和人工智能元素的各种数据源,证明了多发性硬化症患者在诊断、治疗和康复方面的进展,以及康复技术,从而提高护理质量。
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引用次数: 0
Climate Change and the Urgent Need to Prepare Persons With Multiple Sclerosis for Extreme Hurricanes. 气候变化和多发性硬化症患者应对极端飓风的迫切需要。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-01-23 DOI: 10.7224/1537-2073.2022-032
Sharon L Hsieh, James M Shultz, Farren Briggs, Zelde Espinel, Lauren T Shapiro

Climate change is contributing to increasingly hazardous tropical cyclones that endanger persons living in susceptible coastal and island communities. People living with chronic illness, including multiple sclerosis (MS), face unique challenges and vulnerabilities when exposed to hurricane hazards. Disaster and emergency preparedness requires a customized approach that considers the necessary adaptations to accommodate the mobility, self-care, sensory, cognitive, and communication impairments of persons living with MS. Related considerations include the potential for worsening neurologic signs and symptoms during and after a catastrophic storm. The impact of emotional and financial stresses, as well as disruptions in health care delivery, on this population are also key concerns. This paper addresses the challenges faced by individuals with MS in advance of, during, and in the aftermath of extreme storms. We propose new guidelines on how health care professionals can assist persons with MS when creating tailored disaster readiness and response plans.

气候变化导致越来越危险的热带气旋,危及生活在易受影响的沿海和岛屿社区的人们。患有包括多发性硬化症(MS)在内的慢性病的人在遭受飓风危害时面临着独特的挑战和脆弱性。灾难和应急准备需要一种定制的方法,考虑到必要的适应措施,以适应MS患者的行动能力、自我护理、感觉、认知和沟通障碍。相关考虑因素包括在灾难性风暴期间和之后神经体征和症状恶化的可能性。情绪和经济压力以及医疗服务中断对这一人群的影响也是关键问题。本文探讨了MS患者在极端风暴之前、期间和之后所面临的挑战。我们提出了新的指导方针,说明医疗保健专业人员如何在制定量身定制的灾害准备和应对计划时帮助MS患者。
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引用次数: 0
Epidemiological Insights on Medication Concurrency and Polypharmacy in People With Multiple Sclerosis in Greece. 希腊多发性硬化症患者药物并发和多药治疗的流行病学见解。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-01-16 DOI: 10.7224/1537-2073.2022-046
Christos Bakirtzis, Ioannis Nikolaidis, Marina-Kleopatra Boziki, Eleni Grigoriadou, Maria-Valeria Karakasi, Theodoros Moysiadis, Evangelia Kesidou, Georgios Papazisis, Nikolaos Grigoriadis

Background: Besides disease-modifying therapies, various pharmacologic agents are frequently prescribed to people with multiple sclerosis (MS) for symptom treatment and for comorbid conditions. The present study aims to investigate the types and frequencies of agents prescribed to people with MS in Greece using records from the nationwide digital prescription database.

Methods: Prescription records for 21,218 people (65.9% women) with MS were included in the study. The criterion for study inclusion was a minimum of 3 months of continuous prescription of an agent. Identified treatments were further examined by age group.

Results: Antispasticity agents (17.5%) and fampridine (14.5%) were the most regularly prescribed symptomatic medications. Antihypertensives (21.1%) and drugs for affective disorders, including antidepressants (36.1%) and anxiolytics (16.2%), were the most frequently prescribed medications for comorbid conditions. Antidepressants were prescribed at almost equally high rates among individuals older than 40 years. Hypertension was one of the leading comorbidities among the study sample, with rates rising significantly after age 40 years and plateauing after age 60 years. Polypharmacy was observed in 22.5% of the study sample, with a higher incidence among people with MS older than 60 years (46.98%).

Conclusions: Agents prescribed for the treatment of disease symptoms and other medical conditions are expected to positively affect quality of life in people with MS. However, polypharmacy seems to be particularly high, especially in the aged population. The potential implications of polypharmacy in the disease course should further be explored.

背景:除了疾病改善疗法外,各种药物经常被开给多发性硬化症(MS)患者用于症状治疗和合并症。本研究旨在利用全国数字处方数据库的记录,调查希腊多发性硬化症患者处方药的类型和频率。方法:纳入21218名MS患者(女性占65.9%)的处方记录。纳入研究的标准是至少连续开药3个月。已确定的治疗方法按年龄组进行进一步检查。结果:抗痉挛药物(17.5%)和泛普定(14.5%)是最经常开具的症状药物。抗高血压药(21.1%)和治疗情感障碍的药物,包括抗抑郁药(36.1%)和抗焦虑药(16.2%),是治疗共病最常见的处方药。在40岁以上的人群中,抗抑郁药的使用率几乎同样高。高血压是研究样本中的主要合并症之一,发病率在40岁后显著上升,在60岁后趋于平稳。在22.5%的研究样本中观察到多药治疗,60岁以上多发性硬化症患者的发病率更高(46.98%)。结论:用于治疗疾病症状和其他疾病的药物有望对多发性痴呆症患者的生活质量产生积极影响。然而,多药治疗似乎特别高,尤其是在老年人群中。多药治疗在疾病过程中的潜在影响应进一步探讨。
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引用次数: 1
An Exploratory Study of Community Mobility in Adults With Multiple Sclerosis Across Different Ambulation Levels. 成人多发性硬化症不同住院水平社区流动性的探索性研究。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-02-27 DOI: 10.7224/1537-2073.2022-042
Carley Giroux, Barbara Sogoloff, Lance Bergmans, Myeongjin Bae, Michael Vannostrand, Susan L Kasser

Background: The purpose of this study was to identify differences in community mobility in adults with multiple sclerosis (MS) at various ambulation levels.

Methods: Seventy-one adults with MS completed a survey about their mobility impairment and avoidance of challenging mobility tasks. Individuals were categorized as having mild, moderate, or severe gait impairment.

Results: Participants across the different functional groups significantly differed in perceived ambulation disability, fatigue impact, falls efficacy, quality of life, challenges with dual-tasking, and self-efficacy for community mobility. There were no significant differences between the mild and moderate gait impairment groups in crossing a busy street or going out in different ambient conditions. Significant differences were found between those with mild impairment and those with severe impairment in avoidance of various terrain elements, heavy manual doors, postural transitions, attentional situations, and crowded places. The only environmental dimension that significantly differed across all 3 groups was carrying 2 or more items, in which avoidance increased as ambulation worsened.

Conclusions: Avoidance behavior for particular environmental features can begin relatively early in the disease process. This underscores the need to further study mobility differences, community ambulation, and participation restrictions in adults with MS.

背景:本研究的目的是确定多发性硬化症(MS)成年人在不同活动水平下的社区流动性差异。方法:71名患有多发性硬化症的成年人完成了一项关于他们的行动障碍和避免挑战性行动任务的调查。个体被分为轻度、中度或重度步态障碍。结果:不同功能组的参与者在感知行走障碍、疲劳影响、跌倒效能、生活质量、双重任务挑战和社区行动自我效能方面存在显著差异。轻度和中度步态障碍组在穿过繁忙街道或在不同环境条件下外出方面没有显著差异。轻度障碍者和重度障碍者在避免各种地形因素、重型手动门、姿势转换、注意力状况和拥挤场所方面存在显著差异。所有3组中唯一存在显著差异的环境维度是携带2件或2件以上物品,其中回避次数随着行走情况的恶化而增加。结论:对特定环境特征的回避行为可以在疾病过程的相对早期开始。这强调了进一步研究多发性硬化症成年人的行动差异、社区活动和参与限制的必要性。
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引用次数: 0
Rest-Activity Rhythm, Pain, and Motor Activity in Multiple Sclerosis. 多发性硬化症的休息活动节律、疼痛和运动活动。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-03-08 DOI: 10.7224/1537-2073.2021-030
Rogier J Scherder, M J van Dorp, A J Prins, C van Klaveren, I Cornelisz, J Killestein, Henry C Weinstein
BACKGROUNDAlthough the relationships among physical disability, mood disorders, and pain are well described in multiple sclerosis (MS), little is known about whether those symptoms are associated with sleep disturbances.METHODSForty-six patients with MS experiencing pain participated. Sleep was indirectly measured by assessing rest-activity rhythm via actigraphy: interdaily stability, intradaily variability, and relative amplitude. Pain was assessed using visual and verbal analog scales, mood by the Beck Depression Inventory and Symptom Checklist-90, and physical disability by the Expanded Disability Status Scale.RESULTSIncorporating mood, pain, and physical disability into 1 regression model resulted in a significant association with interdaily stability.CONCLUSIONSCompared with intradaily variability and relative amplitude, interdaily stability seems to be the most vulnerable actigraphy variable for mood disturbances, pain, and physical disabilities.
背景:尽管身体残疾、情绪障碍和疼痛之间的关系在多发性硬化症中有很好的描述,但人们对这些症状是否与睡眠障碍有关知之甚少。方法:46例MS疼痛患者参与治疗。睡眠是通过活动描记术评估休息活动节律来间接测量的:每日稳定性、日间变异性和相对振幅。使用视觉和语言模拟量表评估疼痛,使用Beck抑郁量表和症状自评量表评估情绪,使用扩展残疾状态量表评估身体残疾。结果:将情绪、疼痛和身体残疾纳入1个回归模型,与日间稳定性显著相关。结论:与日间变异性和相对振幅相比,日间稳定性似乎是情绪障碍、疼痛和身体残疾的最易受影响的活动描记变量。
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引用次数: 0
Letter From the Editor. 编辑来信。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-07-11 DOI: 10.7224/1537-2073-25.4.xi
M Alissa Willis
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引用次数: 0
Orchestrating a New Path for Multiple Sclerosis: Achieving Physical, Cognitive, and Emotional Rehabilitation Goals Through Physical and Music Therapy. 为多发性硬化症开辟新途径:通过物理和音乐治疗实现身体、认知和情感康复目标。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-02-22 DOI: 10.7224/1537-2073.2021-144
Megan Weigel, Brian Hutchinson, Wendy L Magee, Kevin Leong, Tom Sweitzer, Jamie L Weiss, Wendy Su, Renée Fleming

Background: Interdisciplinary therapies for the management of people with multiple sclerosis (MS) are underappreciated. There is an urgent need to introduce music therapy (MT), either alone or in combination with physical therapy (PT), into clinical practice to achieve synergy with disease-modifying therapies. A holistic approach to rehabilitation for people with MS may mitigate symptoms and reduce polypharmacy, potentially lowering health care costs.

Results: As MS progresses, patients experience a range of worsening symptoms, and many develop psychosocial comorbidities. As disease-modifying therapies delay disability progression, nonpharmacologic treatments become increasingly important. The main aim of PT is to improve or maintain patients' functional mobility, strength, and flexibility. Because it targets multiple functions, MT can help improve functional and psychosocial domains and may be a valuable intervention to help patients achieve the physical, cognitive, and emotional goals of PT. Exploratory studies showed that MT, alone or in combination with PT, can lead to functional improvements in mobility, balance, gait, and fatigue. Similar to PT, MT also has benefits in improving fine motor skills, cognition, learning, and memory and in providing emotional support.

Conclusions: Both MT and PT have the potential to improve overall well-being and health-related quality of life in physically active patients with MS, and MT can provide added emotional support for those who are less able to engage in physical activity. However, MT is not typically a part of standard of care, and PT visits are limited. Nevertheless, interdisciplinary therapies should be incorporated into clinical practice.

背景:多发性硬化症(MS)患者的跨学科治疗被低估。迫切需要将音乐疗法(MT)单独或与物理疗法(PT)结合引入临床实践,以实现与疾病改良疗法的协同作用。多发性硬化症患者的整体康复方法可以减轻症状并减少多药治疗,从而有可能降低医疗保健成本。结果:随着多发性硬化症的进展,患者会出现一系列恶化的症状,许多患者会出现心理社会共病。随着疾病改良疗法延缓残疾进展,非药物治疗变得越来越重要。PT的主要目的是提高或保持患者的功能灵活性、力量和灵活性。由于MT针对多种功能,它有助于改善功能和心理社会领域,可能是帮助患者实现PT的身体、认知和情感目标的一种有价值的干预措施。探索性研究表明,MT单独或与PT联合使用,可以改善行动、平衡、步态和疲劳的功能。与PT类似,MT在改善精细运动技能、认知、学习和记忆以及提供情感支持方面也有好处。结论:MT和PT都有可能改善多发性硬化症体力活动患者的整体幸福感和健康相关的生活质量,MT可以为那些不太能参加体力活动的患者提供额外的情感支持。然而,MT通常不是标准护理的一部分,PT就诊次数有限。然而,跨学科的治疗应该纳入临床实践。
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引用次数: 0
Dance for Multiple Sclerosis: A Systematic Review. 舞蹈治疗多发性硬化症:系统综述。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-07-11 DOI: 10.7224/1537-2073.2022-088
Emily Davis, Amy Webster, Bethany Whiteside, Lorna Paul

Background: Evidence of the benefits of dance for people with Parkinson disease is well established, but only recently has dance been investigated for people with multiple sclerosis (MS). The purpose of this review was to identify and evaluate the feasibility and effectiveness of dance interventions to improve functional, psychosocial, and participation outcomes in people with MS.

Methods: Eight databases and gray literature sources were searched from inception to March 2022. Quantitative, mixed-methods, and qualitative studies evaluating dance interventions for adults with MS were included. Included studies were critically appraised using the Mixed Methods Appraisal Tool, and results were analyzed through a parallel-results convergent synthesis.

Results: Thirteen studies were included, with a total of 174 participants. Various dance genres were investigated, and only 1 mild adverse event was reported. Four to 12 weeks of twice-weekly, 60-minute dance sessions were feasible in those with mild to moderate relapsing-remitting MS. Positive effects were identified mainly in motor outcomes, with qualitative themes indicating psychological and social benefits.

Conclusions: A variety of dance interventions are likely feasible and potentially beneficial for people with mild to moderate relapsing-remitting MS, but studies were generally of low-moderate quality. High-quality studies are needed to determine the effectiveness of dance interventions for people with MS, including those with progressive forms of MS and higher levels of disability.

背景:舞蹈对帕金森病患者有益的证据已经得到充分证实,但直到最近才对多发性硬化症患者的舞蹈进行了研究。本综述的目的是确定和评估舞蹈干预的可行性和有效性,以改善MS患者的功能、心理社会和参与结果。方法:从开始到2022年3月,检索了八个数据库和灰色文献来源。包括评估成人多发性硬化症舞蹈干预的定量、混合方法和定性研究。使用混合方法评估工具对纳入的研究进行批判性评估,并通过平行结果收敛综合对结果进行分析。结果:纳入13项研究,共174名参与者。对各种舞蹈流派进行了调查,仅报告了1例轻度不良事件。轻度至中度复发缓解型多发性硬化症患者可以进行为期4至12周、每周两次、60分钟的舞蹈训练。积极影响主要体现在运动结果上,定性主题表明心理和社会益处。结论:各种舞蹈干预措施可能是可行的,对轻度至中度复发缓解型多发性硬化症患者可能有益,但研究质量通常较低至中等。需要进行高质量的研究来确定舞蹈干预对多发性硬化症患者的有效性,包括那些患有渐进型多发性痴呆症和残疾程度较高的患者。
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引用次数: 0
Sacral Neuromodulation Therapy for Urinary and Fecal Incontinence in Patients With Multiple Sclerosis: Report of 6 Cases and Literature Review. 脊髓神经调控治疗多发性硬化症患者大小便失禁6例报告及文献复习。
Q1 Nursing Pub Date : 2023-07-01 Epub Date: 2023-02-08 DOI: 10.7224/1537-2073.2022-027
Erika Thys, Kent Sasse

Background: Urinary incontinence (UI) and fecal incontinence (FI) are challenging manifestations of multiple sclerosis (MS) that have historically been treated with limited success. Sacral neuromodulation (SNM) has provided successful resolution of UI and FI in the general population and in patients with neurologic conditions, including MS. We report on 6 patients with MS-related incontinence treated successfully with SNM and review the literature.

Methods: Medical records were reviewed retrospectively to identify patients with MS seeking treatment for incontinence. Six patients were identified, and each is presented with follow-up assessment of the severity of UI or FI.

Results: All 6 individuals with MS had severe incontinence that had been refractory to therapies that included medications and pelvic floor physical therapy. Five patients reported severe UI and 2 patients reported severe FI. Each patient was successfully treated with SNM, with large reductions of incontinence scores and improved quality of life.

Conclusions: In this case series, SNM was effective as a treatment for UI and FI among patients with MS. These findings confirm other published series that have reported the success of SNM in patients with MS with incontinence. Sacral neuromodulation should be considered as a potential treatment option for patients with MS and UI and/or FI.

背景:尿失禁(UI)和大便失禁(FI)是多发性硬化症(MS)的挑战性表现,历来治疗效果有限。骶神经调控(SNM)在普通人群和包括MS在内的神经系统疾病患者中成功地解决了UI和FI。我们报告了6例用SNM成功治疗的MS相关失禁患者,并回顾了文献。方法:回顾性分析医疗记录,以确定寻求失禁治疗的MS患者。确定了6名患者,每个患者都接受了UI或FI严重程度的随访评估。结果:所有6名MS患者都有严重失禁,这些失禁对包括药物和盆底物理治疗在内的治疗是难治的。5名患者报告严重UI,2名患者报告重度FI。每个患者都成功地接受了SNM治疗,失禁评分大幅降低,生活质量得到改善。结论:在本病例系列中,SNM对MS患者的UI和FI是有效的治疗方法。这些发现证实了其他已发表的系列报道,即SNM在MS失禁患者中的成功。对于MS和UI和/或FI患者,应考虑将骶神经调控作为一种潜在的治疗选择。
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引用次数: 0
Abstracts from the 2023 Annual Meeting of the Consortium of Multiple Sclerosis Centers 多发性硬化症中心联盟2023年年会摘要
Q1 Nursing Pub Date : 2023-06-01 DOI: 10.7224/1537-2073-25.s2
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引用次数: 0
期刊
International journal of MS care
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