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Accuracy of Observer-Rated Measurement Scales for Depression Assessment in Patients with Major Neurocognitive Disorders Residing in Long-Term Care Centers: A Systematic Review. 长期护理中心重度神经认知障碍患者抑郁评估的观察者评定量表准确性:一项系统评价。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 DOI: 10.1159/000529396
Élodie Toulouse, Daphnée Carrier, Marie-Pier Villemure, Jessika Roy-Desruisseaux, Christian M Rochefort

Introduction: Depression is often under-detected in long-term care (LTC) patients with major neurocognitive disorders (MNCD) and is associated with important morbidity, mortality, and costs. Observer-rated outcome measures (ObsROMs) could help resolve this problematic; however, evidence on their accuracy is scattered in the literature. This systematic review aimed at summarizing this evidence.

Methods: A literature search was conducted in 7 databases using keywords, MeSHs, and bibliographic searches. We included studies published before January 2022 and reporting on the accuracy of a depression ObsROM used in LTC patients with MNCD. Data extraction, analysis, synthesis, and study methodological quality assessments were done by two authors, and discrepancies were resolved by consensus.

Results: Among 9,660 articles retrieved, 8 studies reporting on 11 depression measures were included. Scales were classified as patient-reported outcome measures used as Obs-ROMs or true ObsROMs. Among the first category, the Cornell Scale for Depression in Dementia (CSDD) and the Montgomery-Asberg Depression Rating Scale (MADRS) performed best (area under the curve [AUC]: 0.73-0.87), although both presented with low positive predictive values and high negative predictive values. Among the second category, the Nursing Homes Short Depression Inventory (NH-SDI) performed best, with an AUC of 0.93 and ≥85% sensitivity, specificity, and predictive values.

Conclusion: The CSDD and MADRS may be useful to rule out depression in LTC patients with MNCD, whereas the NH-SDI may be useful to rule in and out depression within this same population. Before recommending their use, adequately powered studies to further examine their accuracy in different contexts are necessary.

导语:抑郁症在患有严重神经认知障碍(MNCD)的长期护理(LTC)患者中往往未被发现,并且与重要的发病率、死亡率和成本相关。观察者评价的结果测量(obsrom)可以帮助解决这个问题;然而,关于其准确性的证据在文献中是分散的。本系统综述旨在总结这一证据。方法:采用关键词、mesh、书目检索等方法对7个数据库进行文献检索。我们纳入了2022年1月之前发表的研究,并报道了LTC合并MNCD患者使用抑郁ObsROM的准确性。数据提取、分析、综合和研究方法学质量评估由两位作者完成,差异通过共识解决。结果:在检索到的9660篇文章中,8项研究报告了11种抑郁措施。量表分为患者报告的结果测量,用作obs - rom或真正的obs - rom。在第一类中,康奈尔痴呆抑郁量表(Cornell Scale for Depression in Dementia, CSDD)和蒙哥马利-阿斯伯格抑郁评定量表(Montgomery-Asberg Depression Rating Scale, MADRS)表现最好(曲线下面积[AUC]: 0.73-0.87),但两者的阳性预测值较低,阴性预测值较高。在第二类中,疗养院短期抑郁量表(NH-SDI)表现最好,AUC为0.93,敏感性、特异性和预测值≥85%。结论:CSDD和MADRS可能有助于排除LTC合并MNCD患者的抑郁,而NH-SDI可能有助于排除同一人群中的抑郁。在推荐使用它们之前,有必要进行充分有力的研究,进一步检查它们在不同背景下的准确性。
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引用次数: 1
Psychometric Performance of the Memory Complain Scale among Colombian Individuals of 60 Years and Older. 哥伦比亚60岁及以上老年人记忆抱怨量表的心理测量表现。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 DOI: 10.1159/000528281
Adalberto Campo-Arias, Carlos Alfonso Reyes-Ortiz

Introduction: The Memory Complaint Scale (MCS-15) is a 15-item instrument to explore frequent forgetfulness in daily life in people with possible cognitive impairment. However, knowledge about its psychometric performance is limited.

Objective: The objective of this study was to know the dimensionality and internal consistency of the MCS-15 in Colombian older adults.

Methods: A probabilistic sample of 1,957 older adults from the general Colombian population was taken, aged between 60 and 98 years (mean = 71.0 ± 7.9), and 62.2% were women. Internal consistency (Cronbach's alpha and McDonald's omega) and dimensionality (exploratory and confirmatory factor analysis) were calculated for the original and ten-item versions.

Results: The 15-item version showed Cronbach's alpha and McDonald's omega of 0.91, and one dimension accounted for 45.3% of the variance. A version of ten items showed Cronbach's alpha and McDonald's omega of 0.89 and a single factor that explained 50.9% of the variance with better indicators in the confirmatory factor analysis. Convergence with the shortened Mini-Mental State Examination was rs = 0.43 (p < 0.001), and the Montreal Cognitive Assessment test was rs = 0.38 (p < 0.001). The nomological validity with the geriatric depression scale was rs = 0.44 (p < 0.001), and women scored higher than men (p < 0.001).

Conclusions: The MCS-15 shows high internal consistency with poor dimensionality. However, a ten-item version shows high internal consistency and a clear one-dimensional structure. More research is needed: testing the performance against a structured interview for major cognitive impairment.

简介:记忆抱怨量表(MCS-15)是一个包含15个项目的工具,用于探索可能存在认知障碍的人在日常生活中的频繁遗忘。然而,对其心理测量性能的了解是有限的。目的:本研究的目的是了解哥伦比亚老年人MCS-15的维度和内部一致性。方法:从哥伦比亚普通人群中随机抽取1957例老年人,年龄在60 ~ 98岁之间(平均= 71.0±7.9),其中62.2%为女性。内部一致性(Cronbach's alpha和McDonald's omega)和维度(探索性和验证性因子分析)对原始版本和十项版本进行了计算。结果:15项版本的Cronbach’s alpha和McDonald’s omega分别为0.91,其中一个维度占方差的45.3%。10个项目的版本显示Cronbach's alpha和McDonald's omega为0.89,单因素解释了50.9%的方差,在验证性因素分析中指标更好。缩短的迷你精神状态检查的收敛率rs = 0.43 (p < 0.001),蒙特利尔认知评估测试的收敛率rs = 0.38 (p < 0.001)。老年抑郁量表的法效度为rs = 0.44 (p < 0.001),女性得分高于男性(p < 0.001)。结论:MCS-15具有较高的内部一致性,但量纲性较差。而十项版本则表现出较高的内部一致性和清晰的一维结构。还需要更多的研究:通过结构化面试来测试主要认知障碍的表现。
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引用次数: 0
Evaluation of a Dementia Training Course for Staff of a Center of Dementia Care. 痴呆症护理中心工作人员痴呆症培训课程评估。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 Epub Date: 2023-05-31 DOI: 10.1159/000529856
Natália Duarte, Sara Alves, Barbara Gomes

Introduction: Literature shows poor dementia training and competencies among health and social professionals. Due to the growing prevalence of people with dementia and all the related care demands, specialized training is increasingly needed but must be effective in terms of impact on knowledge, behaviors, and attitudes. We aimed to analyze the impact of a first-level dementia training course for staff of a new specialized center for people with dementia, considering the first three levels of Kirkpatrick's evaluation framework, namely, staff reaction (satisfaction), skills and learning (knowledge and dementia attitudes), and behavior changes.

Methods: This is a single-center group pre-post design study of a 12-session online course. An online questionnaire was administered to measure satisfaction, expectations, knowledge/learning, attitudes (Dementia Attitude Scale), and new behaviors/practices. We compared perceived knowledge (Wilcoxon signed-rank test) and attitudes (paired t test). Thematic analysis explored new behaviors/practices.

Results: Eighty-five professionals and 1 volunteer were included (median age 31, 92% female). Satisfaction with the training was high (median 4/5). Perceived knowledge improved (median 3-4; p < 0.001). The knowledge test median score was 70.8%. After training, participants showed better attitudes toward dementia (mean 116.5, SD 10.3, to mean 122.2, SD 11.5; p < 0.001). Most (93%) said their behavior/practice changed. Thematic analysis yielded four new behavior/practice dimensions: care provision/interaction, communication, family/caregivers, and self-confidence.

Conclusions: The course improved all dimensions evaluated, suggesting it effectively provides first-level dementia training. This may be transferable to similar settings.

引言:文献显示,卫生和社会专业人员对痴呆症的培训和能力较差。由于痴呆症患者的患病率越来越高,以及所有相关的护理需求,越来越需要专业培训,但必须在对知识、行为和态度的影响方面有效。考虑到柯克帕特里克评估框架的前三个层面,即员工反应(满意度)、技能和学习(知识和痴呆症态度)以及行为变化,我们旨在分析一个新的痴呆症专科中心员工一级痴呆症培训课程的影响。方法:这是一项为期12节的在线课程的单中心小组设计前研究。进行了一项在线问卷调查,以测量满意度、期望值、知识/学习、态度(痴呆症态度量表)和新行为/实践。我们比较了感知知识(Wilcoxon符号秩检验)和态度(配对t检验)。主题分析探索了新的行为/实践。结果:85名专业人员和1名志愿者(中位年龄31岁,92%为女性)被纳入。对培训的满意度很高(中位数为4/5)。感知知识得到改善(中位数3-4;p<;0.001)。知识测试的中位数得分为70.8%。训练后,参与者对痴呆症表现出更好的态度(平均116.5,标准差10.3,平均122.2,标准差11.5;p<;001)。大多数人(93%)表示他们的行为/实践发生了变化。主题分析产生了四个新的行为/实践维度:护理提供/互动、沟通、家庭/照顾者和自信。结论:该课程改进了评估的所有维度,表明它有效地提供了一级痴呆症培训。这可以转移到类似的设置。
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引用次数: 1
Staff Training Interventions to Prevent or Reduce Behavioural and Psychological Symptoms of Dementia in Nursing Home Residents: A Mixed Methods Systematic Review. 预防或减少敬老院居民痴呆行为和心理症状的人员培训干预:一项混合方法的系统评价。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 DOI: 10.1159/000530503
Daphnée Carrier, Élodie Toulouse, Christian M Rochefort

Introduction: Nursing home (NH) staff mention knowledge deficits regarding the management of behavioural and psychological symptoms of dementia (BPSDs) in residents with neurocognitive disorders (NCDs). Staff training therefore appears to be necessary. However, existing evidence on best training practices and their outcomes remains scattered. This systematic review aimed to (1) identify the best clinical practices and theoretical bases of staff training interventions on BPSD management in NHs and (2) summarize the effects of these interventions on resident and staff outcomes.

Methods: A mixed methods systematic review was conducted. Two nurse researchers independently searched nine electronic databases to identify studies on the efficacy of staff training interventions aimed at BPSD management in NHs, on a variety of resident and staff outcomes. The search was conducted for articles published between 1996 and 2022, using selected keywords, MeSH terms, and predefined eligibility criteria. The methodological quality of the retrieved studies was assessed using JBI checklists.

Results: Overall, 39 studies in 47 articles were included. Ten categories of trainings were identified, of which three demonstrated the most promising results on both residents and staff: (1) structured protocols and models, (2) person-centred bathing, and (3) communication techniques. The methodological quality of the retrieved studies was generally weak. Issues with intervention feasibility and reproducibility were also noted.

Conclusion: Training interventions incorporating structured protocols and models, person-centred bathing, and communication techniques are associated with better staff and resident outcomes. However, there is a strong need for high-quality research to strengthen existing evidence and ensure feasibility and reproducibility.

导言:养老院(NH)的工作人员提到了神经认知障碍(ncd)患者在痴呆症(bpsd)的行为和心理症状管理方面的知识缺陷。因此,工作人员的培训似乎是必要的。然而,关于最佳培训实践及其结果的现有证据仍然分散。本系统综述旨在(1)确定NHs中针对BPSD管理的员工培训干预措施的最佳临床实践和理论基础;(2)总结这些干预措施对住院医生和员工结果的影响。方法:采用混合方法进行系统评价。两名护士研究人员独立检索了9个电子数据库,以确定在NHs中针对BPSD管理的员工培训干预措施的有效性,以及对各种住院医生和员工结果的研究。使用选定的关键词、MeSH术语和预定义的资格标准,对1996年至2022年间发表的文章进行了搜索。使用JBI检查表评估所检索研究的方法学质量。结果:总共纳入了47篇文章的39项研究。确定了十类培训,其中三种对居民和工作人员都显示出最有希望的结果:(1)结构化协议和模型,(2)以人为本的沐浴,(3)沟通技术。检索到的研究的方法学质量普遍较弱。还注意到干预措施的可行性和可重复性问题。结论:结合结构化协议和模型、以人为本的沐浴和沟通技术的培训干预措施与更好的员工和住院医生结果相关。然而,迫切需要高质量的研究来加强现有证据,并确保可行性和可重复性。
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引用次数: 1
Erratum. 勘误表。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 DOI: 10.1159/000531202
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引用次数: 0
Association between Low Vitamin D Status, Serotonin, and Clinico-Biobehavioral Parameters in Alzheimer's Disease. 阿尔茨海默病患者低维生素D状态、血清素与临床生物行为参数之间的关系。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 Epub Date: 2023-10-06 DOI: 10.1159/000534492
Anna-Lena Richter, Marlies Diepeveen-de Bruin, Michiel G J Balvers, Lisette C P G M De Groot, Peter Paul De Deyn, Sebastiaan Engelborghs, Renger F Witkamp, Yannick Vermeiren

Introduction: Studies suggest a role of vitamin D in the progression and symptomatology of Alzheimer's disease (AD), with few in vitro studies pointing to effects on serotonergic and amyloidogenic turnover. However, limited data exist in AD patients on the potential association with cognition and behavioral and psychological signs and symptoms of dementia (BPSD). In this retrospective cross-sectional study, we, therefore, explored potential correlations of serum 25-hydroxyvitamin D3 (25(OH)D3) concentrations, indicative of vitamin D status, with serum serotonin (5-hydroxytryptamine, 5-HT) levels, cognitive/BPSD scorings, and cerebrospinal fluid (CSF) biomarker levels.

Methods: Frozen serum samples of 25 well-characterized AD subjects as part of a previous BPSD cohort were analyzed, of which 15 had a neuropathologically confirmed diagnosis. Serum 25(OH)D3 levels were analyzed by means of LC-MS/MS, whereas 5-HT concentrations were quantified by competitive ELISA.

Results: Among AD patients, vitamin D deficiency was highly prevalent, defined as levels below 50 nmol/L. Regression analyses, adjusted for age, gender, and psychotropic medications, revealed that serum 25(OH)D3 and 5-HT levels were positively associated (p = 0.012). Furthermore, serum 25(OH)D3 concentrations correlated inversely with CSF amyloid-beta (Aβ1-42) levels (p = 0.006), and serum 5-HT levels correlated positively with aggressiveness (p = 0.001), frontal behavior (p = 0.001), depression (p = 0.004), and partly with cognitive performance (p < 0.005). Lastly, AD patients on cholinesterase inhibitors had higher serum 25(OH)D3 (p = 0.030) and lower serum 5-HT (p = 0.012) levels.

Conclusions: The molecular associations between low vitamin D status, serum 5-HT, and CSF Aβ1-42 levels are highly remarkable, warranting further mechanistic and intervention studies to disclose potential involvement in the clinico-biobehavioral pathophysiology of AD.

背景:研究表明维生素D在阿尔茨海默病(AD)的进展和症状中发挥作用,很少有体外研究指出维生素D对5-羟色胺能和淀粉样变性的影响。然而,AD患者以及与认知、行为和心理症状以及痴呆症(BPSD)的潜在关联的数据有限。因此,在这项回顾性横断面研究中,我们探讨了表明维生素D状态的血清25-羟基维生素D3(25(OH)D3)浓度与认知/BPSD评分、血清5-羟色胺(5-羟色胺,5-HT)和脑脊液(CSF)生物标志物水平的潜在相关性。方法:分析25例特征良好的AD受试者的冷冻血清样本,其中15例经神经病理学证实。血清25(OH)D3水平采用LC-MS/MS进行分析,而5-HT浓度则采用竞争性ELISA进行定量。结果:在AD患者中,维生素D缺乏症非常普遍,定义为水平低于50nmol/L。经年龄、性别和精神药物调整后的回归分析显示,血清25(OH)D3和5-HT呈正相关(p=0.012)。此外,血清25,抑郁症(p=0.004)和认知能力(p结论:低维生素D状态、血清5-HT和CSF Aβ1-42水平之间的分子相关性非常显著,需要进一步的机制和干预研究来揭示AD临床生物行为病理生理学的潜在参与。
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引用次数: 0
Supervised, Self-Administered Tablet-Based Cognitive Assessment in Neurodegenerative Disorders and Stroke. 基于平板电脑的神经退行性疾病和中风患者认知能力评估。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 Epub Date: 2023-03-30 DOI: 10.1159/000527060
Kelly L Sloane, Rachel Fabian, Amy Wright, Sadhvi Saxena, Kevin Kim, Colin M Stein, Zafer Keser, Shenly Glenn, Argye E Hillis

Introduction: As the population ages, the prevalence of cognitive impairment is expanding. Given the recent pandemic, there is a need for remote testing modalities to assess cognitive deficits in individuals with neurological disorders. Self-administered, remote, tablet-based cognitive assessments would be clinically valuable if they can detect and classify cognitive deficits as effectively as traditional in-person neuropsychological testing.

Methods: We tested whether the Miro application, a tablet-based neurocognitive platform, measured the same cognitive domains as traditional pencil-and-paper neuropsychological tests. Seventy-nine patients were recruited and then randomized to either undergo pencil-and-paper or tablet testing first. Twenty-nine age-matched healthy controls completed the tablet-based assessments. We identified Pearson correlations between Miro tablet-based modules and corresponding neuropsychological tests in patients and compared scores of patients with neurological disorders with those of healthy controls using t tests.

Results: Statistically significant Pearson correlations between the neuropsychological tests and their tablet equivalents were found for all domains with moderate (r > 0.3) or strong (r > 0.7) correlations in 16 of 17 tests (p < 0.05). All tablet-based subtests differentiated healthy controls from neurologically impaired patients by t tests except for the spatial span forward and finger tapping modules. Participants reported enjoyment of the tablet-based testing, denied that it provoked anxiety, and noted no preference between modalities.

Conclusions: This tablet-based application was found to be widely acceptable to participants. This study supports the validity of these tablet-based assessments in the differentiation of healthy controls from patients with neurocognitive deficits in a variety of cognitive domains and across multiple neurological disease etiologies.

简介随着人口老龄化的加剧,认知障碍的发病率也在不断上升。鉴于最近的大流行病,有必要采用远程测试模式来评估神经系统疾病患者的认知障碍。如果基于平板电脑的自助式远程认知评估能像传统的面对面神经心理学测试一样有效地检测认知缺陷并对其进行分类,那么这种评估将具有临床价值:我们测试了基于平板电脑的神经认知平台 Miro 应用程序是否能测量与传统纸笔神经心理学测试相同的认知领域。我们招募了 79 名患者,然后随机分配他们先接受纸笔测试或平板电脑测试。29 名年龄匹配的健康对照者完成了基于平板电脑的评估。我们确定了患者的 Miro 平板电脑模块与相应神经心理学测试之间的皮尔逊相关性,并使用 t 检验比较了神经系统疾病患者与健康对照组的得分:在 17 项测试中,有 16 项测试的神经心理学测试与平板电脑测试之间存在统计学意义上的皮尔逊相关性,相关性中等(r > 0.3)或较强(r > 0.7)(p < 0.05)。除空间跨度和手指敲击模块外,所有基于平板电脑的子测试均通过 t 检验将健康对照组与神经受损患者区分开来。受试者表示喜欢平板电脑测试,否认测试会引起焦虑,并且对不同的测试模式没有偏好:结论:这项基于平板电脑的应用被参与者广泛接受。这项研究证明了这些基于平板电脑的评估在区分健康对照组和神经认知缺陷患者方面的有效性,这些患者涉及多个认知领域和多种神经疾病病因。
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引用次数: 0
Non-Pharmacological Treatments in Lewy Body Disease: A Systematic Review. 路易体病的非药物治疗:系统综述。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 DOI: 10.1159/000529256
Lucia Guidi, Stefania Evangelisti, Andrea Siniscalco, Raffaele Lodi, Caterina Tonon, Micaela Mitolo

Introduction: Lewy body disease (LBD) is the second most common neurodegenerative disorder in patients older than 65 years. LBD is characterized by heterogeneous symptoms like fluctuation in attention, visual hallucinations, Parkinsonism, and REM sleep behaviour disorders. Considering the relevant social impact of the disease, identifying effective non-pharmacological treatments is becoming a priority. The aim of this systematic review was to provide an up-to-date literature review of the most effective non-pharmacological treatments in patients with LBD, focussing on evidence-based interventions.

Methods: Following PRISMA criteria, we carried out a systematic search through three databases (PubMed, Cochrane Libraries, and PEDro) including physical therapy (PT), cognitive rehabilitation (CR), light therapy (LT), transcranial direct current stimulation (tDCS), transcranial magnetic stimulation (TMS), electroconvulsive therapy (ECT), deep brain stimulation (DBS). All studies were qualitatively assessed using standardized tools (CARE and EPHPP).

Results: We obtained a total of 1,220 studies of which 23 original articles met eligibility criteria for inclusion. The total number of LBD patients included was 231; mean age was 69.98, predominantly men (68%). Some PT studies highlighted improvements in motor deficits. CR produced significant improvements in mood, cognition, and patient's quality of life and satisfaction. LT outlined a partial trend of improvements in mood and sleep quality. DBS, ECT, and TMS showed some partial improvements mainly on neuropsychiatric symptoms, whereas tDCS provided partial improvements in attention.

Conclusion: This review highlights the efficacy of some evidence-based rehabilitation studies in LBD; however, further randomized controlled trials with larger samples are needed to provide definitive recommendations.

简介:路易体病(LBD)是65岁以上患者中第二常见的神经退行性疾病。LBD的特点是异质性症状,如注意力波动、视觉幻觉、帕金森病和快速眼动睡眠行为障碍。考虑到该疾病的相关社会影响,确定有效的非药物治疗正在成为一个优先事项。本系统综述的目的是为LBD患者最有效的非药物治疗提供最新的文献综述,重点是循证干预。方法:按照PRISMA标准,我们通过PubMed、Cochrane Libraries和PEDro三个数据库进行系统检索,包括物理治疗(PT)、认知康复(CR)、光疗(LT)、经颅直流电刺激(tDCS)、经颅磁刺激(TMS)、电休克治疗(ECT)、深部脑刺激(DBS)。使用标准化工具(CARE和EPHPP)对所有研究进行定性评估。结果:我们共获得1220项研究,其中23篇原创文章符合入选标准。纳入LBD患者总数为231例;平均年龄69.98岁,以男性为主(68%)。一些PT研究强调了运动缺陷的改善。CR显著改善了患者的情绪、认知、生活质量和满意度。LT概述了情绪和睡眠质量改善的部分趋势。DBS、ECT和TMS主要对神经精神症状有部分改善,而tDCS对注意力有部分改善。结论:本综述强调了一些循证康复研究在LBD中的疗效;然而,需要进一步的大样本随机对照试验来提供明确的建议。
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引用次数: 1
Fluctuations in Cognitive Test Scores and Loss to Follow-Up in Community-Dwelling Older Adults: The IRIDE Cohort Study. 居住在社区的老年人认知测试分数的波动和随访损失:IRIDE 队列研究》。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 Epub Date: 2023-08-10 DOI: 10.1159/000531764
Takumi Abe, Mari Yamashita, Yoshinori Fujiwara, Hiroyuki Sasai, Shuichi P Obuchi, Tatsuro Ishizaki, Shuichi Awata, Kenji Toba

Introduction: We examined the relationship between previous fluctuations in Mini-Mental State Examination (MMSE) scores, future changes in MMSE scores, and attrition from follow-up surveys, which helps in a more comprehensive interpretation of repeatedly collected MMSE scores.

Methods: This 4-year longitudinal study included 2,073 community-dwelling older adults aged ≥65 years in Japan. The MMSE was administered at baseline (T0), 2 years (T1), and 4 years (T2) follow-up. We performed multinomial logistic regression analysis with the dependent variable, indicating the change in MMSE score from T1 to T2 (categorized as increase, no change [reference category], and decrease) and attrition at T2. The independent variables included the change in MMSE scores from T0 to T1 and MMSE scores at T0 and T1.

Results: The mean MMSE score was 29 across the three time points. A one-point decrease in MMSE score from T0 to T1 was associated with 79% (95% confidence interval: 1.62, 1.97) higher odds of an increase in MMSE score from T1 to T2 and 28% (1.17, 1.40) higher odds of attrition at T2. A one-point decrement in the MMSE score at T0 and T1 was also associated with an increase in the MMSE score from T1 to T2 and attrition at T2.

Conclusion: Focusing on cognitive fluctuation for 2 years, rather than cognitive function at a point in time, would have no remarkable advantage when focusing on future cognitive function and attrition. Our results emphasize the need for further studies to identify factors that distinguish between those who continue to attend follow-up surveys and show improvements in cognitive test scores and those who drop out.

简介我们研究了迷你精神状态检查(MMSE)分数之前的波动、MMSE分数未来的变化以及后续调查中的自然减员之间的关系,这有助于更全面地解释重复收集的MMSE分数:这项为期 4 年的纵向研究纳入了日本 2,073 名年龄≥65 岁、居住在社区的老年人。分别在基线(T0)、2 年(T1)和 4 年(T2)随访期间进行了 MMSE 测评。我们进行了多项式逻辑回归分析,因变量为 MMSE 分数从 T1 到 T2 的变化(分为增加、无变化[参考类别]和减少)以及 T2 时的自然减员。自变量包括 MMSE 分数从 T0 到 T1 的变化以及 T0 和 T1 的 MMSE 分数:三个时间点的 MMSE 平均得分均为 29 分。从 T0 到 T1,MMSE 分数每下降一分,T1 到 T2 MMSE 分数上升的几率就会增加 79% (95% 置信区间:1.62, 1.97),T2 时自然减员的几率就会增加 28% (1.17, 1.40)。T0和T1的MMSE得分下降1分也与T1至T2的MMSE得分增加和T2时的减员有关:结论:关注两年内的认知波动,而不是某一时点的认知功能,在关注未来认知功能和自然减员时并无显著优势。我们的研究结果强调了进一步研究的必要性,以确定哪些因素可以区分那些继续参加后续调查并在认知测试分数上有所提高的人和那些辍学的人。
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引用次数: 0
Explainable Alzheimer's Disease Detection Using Linguistic Features from Automatic Speech Recognition. 使用自动语音识别的语言特征进行可解释的阿尔茨海默病检测。
IF 2.4 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2023-01-01 Epub Date: 2023-07-11 DOI: 10.1159/000531818
Lijuan Tang, Zhenglin Zhang, Feifan Feng, Li-Zhuang Yang, Hai Li

Introduction: Alzheimer's disease (AD) is the most prevalent type of dementia and can cause abnormal cognitive function and progressive loss of essential life skills. Early screening is thus necessary for the prevention and intervention of AD. Speech dysfunction is an early onset symptom of AD patients. Recent studies have demonstrated the promise of automated acoustic assessment using acoustic or linguistic features extracted from speech. However, most previous studies have relied on manual transcription of text to extract linguistic features, which weakens the efficiency of automated assessment. The present study thus investigates the effectiveness of automatic speech recognition (ASR) in building an end-to-end automated speech analysis model for AD detection.

Methods: We implemented three publicly available ASR engines and compared the classification performance using the ADReSS-IS2020 dataset. Besides, the SHapley Additive exPlanations algorithm was then used to identify critical features that contributed most to model performance.

Results: Three automatic transcription tools obtained mean word error rate texts of 32%, 43%, and 40%, respectively. These automated texts achieved similar or even better results than manual texts in model performance for detecting dementia, achieving classification accuracies of 89.58%, 83.33%, and 81.25%, respectively.

Conclusion: Our best model, using ensemble learning, is comparable to the state-of-the-art manual transcription-based methods, suggesting the possibility of an end-to-end medical assistance system for AD detection with ASR engines. Moreover, the critical linguistic features might provide insight into further studies on the mechanism of AD.

引言:阿尔茨海默病(AD)是最常见的痴呆类型,可导致认知功能异常和基本生活技能的逐渐丧失。因此,早期筛查对AD的预防和干预是必要的。言语功能障碍是AD患者的早期症状。最近的研究已经证明了使用从语音中提取的声学或语言特征进行自动声学评估的前景。然而,以前的大多数研究都依赖于文本的手动转录来提取语言特征,这削弱了自动评估的效率。因此,本研究调查了自动语音识别(ASR)在构建用于AD检测的端到端自动语音分析模型方面的有效性。方法:我们实现了三个公开可用的ASR引擎,并使用ADReSS-IS2020数据集比较了分类性能。此外,还使用SHapley加性exPlanations算法来识别对模型性能贡献最大的关键特征。结果:三个自动转录工具获得的文本平均单词错误率分别为32%、43%和40%。在检测痴呆症的模型性能方面,这些自动化文本取得了与手动文本相似甚至更好的结果,分类准确率分别为89.58%、83.33%和81.25%。结论:我们使用集成学习的最佳模型与最先进的基于手动转录的方法相当,这表明有可能使用ASR引擎建立用于AD检测的端到端医疗辅助系统。此外,批判性语言特征可能为进一步研究AD的机制提供见解。
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引用次数: 1
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Dementia and Geriatric Cognitive Disorders
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