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Nutritional Interventions in Older, Frail Persons with Heart Failure-A Systematic Narrative Review. 年老体弱的心力衰竭患者的营养干预--系统叙述性综述。
Pub Date : 2024-11-05 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.15
K Belqaid, G F Irving, N Waldréus

Frailty is a clinical condition common among older persons with heart failure (HF) and has been associated with an increased risk of adverse outcomes such as falls, disability, long-term care, and death. Malnutrition in terms of weight loss and sarcopenia is closely related to frailty. This review summarises nutritional interventions to improve components of frailty in older persons with HF. The online databases of Medline, Embase, Web of Science and Cinahl were searched in 2022 to identify studies of nutritional interventions among older persons with HF with outcomes related to frailty (e.g., body composition or functional measures). The records were screened, and eligible articles identified. In addition, reference lists of eligible articles and of four previously published reviews regarding HF and nutrition were screened. Eight articles were included in the review, of which seven were controlled trials and one was a feasibility study. Nutritional interventions included: vitamin D supplementation (n =2), protein supplementation (n =3), enteral nutrition (EN) or oral nutritional supplements (ONS) (n =2), or a low carbohydrate diet (n =1). The studies using protein supplementation, ONS or EN reported improvements on functional measures or body composition. Furthermore, the results from this review add to the evidence of the importance of combining nutritional support with physical activity to improve muscle mass and functional outcomes among older persons with HF.

虚弱是心力衰竭(HF)老年人中常见的一种临床症状,与跌倒、残疾、长期护理和死亡等不良后果的风险增加有关。体重减轻和肌肉疏松症等营养不良与虚弱密切相关。本综述总结了改善高血压老年人虚弱成分的营养干预措施。2022 年,我们在 Medline、Embase、Web of Science 和 Cinahl 等在线数据库中进行了检索,以确定对患有高血压的老年人进行营养干预的研究,并得出与虚弱相关的结果(如身体成分或功能测量)。对这些记录进行了筛选,并确定了符合条件的文章。此外,还筛选了符合条件的文章的参考文献目录以及之前发表的四篇有关高血压与营养的综述。八篇文章被纳入综述,其中七篇为对照试验,一篇为可行性研究。营养干预措施包括:补充维生素 D(2 项)、补充蛋白质(3 项)、肠内营养(EN)或口服营养补充剂(ONS)(2 项)或低碳水化合物饮食(1 项)。使用蛋白质补充剂、口服营养补充剂或 EN 的研究报告称,患者的功能指标或身体成分均有所改善。此外,本综述的结果进一步证明了将营养支持与体育锻炼相结合对改善高血压老年人肌肉质量和功能结果的重要性。
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引用次数: 0
Sedentary Behaviour and Fall-related Injuries in Aging Adults: Results from the Canadian Longitudinal Study on Aging (CLSA). 老年人的久坐行为与跌倒相关伤害:加拿大老龄化纵向研究(CLSA)的结果。
Pub Date : 2024-07-17 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.14
M Gallibois, C Hennah, M Sénéchal, M F Fuentes Diaz, B Leadbetter, D R Bouchard

Background: Falls, and more specifically, fall-related injuries, are costly to the healthcare system and can harm one's autonomy.

Objectives: To study the impact of sedentary behaviour associated with fall-related injuries and how a change in sedentary behaviour may impact the risk of a fall-related injury.

Design: From baseline to the first follow-up, cross-sectional and longitudinal data analysis from the Canadian Longitudinal Study of Aging (CLSA) cohort.

Participants: CLSA data from 43,558 Canadians aged 45-85 were included in this study.

Measurements: At baseline and follow-up, sedentary behaviour time was categorized as low (<1,080 minutes/week), moderate (1,080-1,440), or high (>1,440). Sedentary behaviour was estimated via the Physical Activity Scale for the Elderly (PASE). At follow-up, participants were dichotomized as either increased or decreased/no change in sedentary behaviour according to their categorical change between time points.

Results: Sedentary behaviour was associated with fall-related injuries independently of age, sex, number of chronic conditions, and total physical activity levels OR (95%CI) 1.10 (1.05-1.15). In contrast, a change in sedentary behaviour was not associated with the risk of fall-related injury 1.00 (0.92-1.01).

Conclusion: A higher level of sedentary behaviour is associated with injurious falls for people between 40 and 80 years old. However, a short-term change in sedentary behaviour does not influence the risk of injury-related falls. Despite the results, a more precise measure of sedentary behaviour is needed for epidemiology studies to capture changes over time better.

背景:跌倒,更具体地说,与跌倒有关的伤害,对医疗系统来说代价高昂,而且会损害个人的自主性:研究久坐行为对跌倒相关伤害的影响,以及改变久坐行为如何影响跌倒相关伤害的风险:从基线到首次随访,对加拿大老龄化纵向研究(CLSA)队列进行横断面和纵向数据分析:本研究纳入了 43,558 名 45-85 岁加拿大人的 CLSA 数据:在基线和随访中,久坐行为时间被归类为低(1,440)。久坐行为通过老年人体力活动量表(PASE)进行估算。随访时,根据时间点之间的分类变化,将参与者的久坐行为分为增加或减少/无变化:结果:久坐行为与跌倒相关伤害的关系与年龄、性别、慢性病数量和总体力活动水平无关,OR (95%CI) 为 1.10 (1.05-1.15)。相比之下,久坐行为的改变与跌倒相关伤害的风险无关:结论:对于 40 至 80 岁的人来说,久坐不动与跌倒受伤有关。然而,久坐行为的短期改变并不会影响跌倒受伤的风险。尽管结果如此,流行病学研究仍需要对久坐行为进行更精确的测量,以更好地捕捉随时间发生的变化。
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引用次数: 0
Effect of Modifiable Lifestyle Factors on Biological Aging. 可改变的生活方式因素对生物老化的影响。
Pub Date : 2024-06-05 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.13
W-H Lu

Biological age is a concept that uses bio-physiological parameters to account for individual heterogeneity in the biological processes driving aging and aims to enhance the prediction of age-related clinical conditions compared to chronological age. Although engaging in healthy lifestyle behaviors has been linked to a lower mortality risk and a reduced incidence of chronic diseases, it remains unclear to what extent these health benefits result from slowing the pace of the biological aging process. This short review summarized how modifiable lifestyle factors - including diet, physical activity, smoking, alcohol consumption, and the aggregate of multiple healthy behaviors - were associated with established estimates of biological age based on clinical or cellular/molecular markers, including Klemera-Doubal Method biological age, homeostatic dysregulation, phenotypic age, DNA methylation age, and telomere length. In brief, the available studies tend to show a consistent association of lifestyle factors with physiological measures of biological age, while findings regarding molecular-based metrics vary. The limited evidence highlights the need for further research in this field, particularly with a life-course approach.

生物年龄是一个概念,它利用生物生理参数来解释驱动衰老的生物过程中的个体异质性,旨在加强对与年龄相关的临床症状的预测。虽然参与健康的生活方式行为与降低死亡风险和减少慢性病发病率有关,但目前仍不清楚这些健康益处在多大程度上来自于减缓生物衰老过程的步伐。这篇简短的综述总结了可改变的生活方式因素--包括饮食、体育锻炼、吸烟、饮酒以及多种健康行为的综合--如何与基于临床或细胞/分子标志物的既定生物年龄估计值相关,包括克莱默拉-杜巴法生物年龄、稳态失调、表型年龄、DNA甲基化年龄和端粒长度。简而言之,现有的研究往往显示生活方式因素与生物年龄的生理指标有一致的联系,而基于分子指标的研究结果则各不相同。有限的证据凸显了在这一领域开展进一步研究的必要性,特别是采用生命周期方法。
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引用次数: 0
Metabolic Syndrome and Positive Frailty Screening: A Cross-Sectional Study with Community-Dwelling Older Adults. 代谢综合征与虚弱筛查阳性:社区老年人横断面研究》。
Pub Date : 2024-05-27 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.12
M C B de Souza, G da Silva Rocha, E de Souza Sampaio, P C de Oliveira Garcia Rodrigues, R A Vieira, A F Souza Gomes, T R Pereira de Brito

Background: Metabolic Syndrome is a set of disorders that characterized by the association of three or more risk factors, like the obesity central, dyslipidemia, borderline blood pressure, hyperglycemia, and the increase of triglycerides. However, these factors also can be associated with pathophysiology of frailty.

Objectives: verifying whether the metabolic syndrome is associated to the positive frailty screening in the older people.

Design: Cross-sectional study. Participants: 443 older people living in Rio Branco, Brazil.

Setting: Data collection was carried out in two stages: a personal interview and blood collection.

Measurements: The diagnosis of metabolic syndrome was based on the criteria of the Third Report of the National Cholesterol Education Program Expert Panel on Detection, Evaluation and Treatment of High Blood Cholesterol in Adults. The frailty screening was performed using subjective questions validated in a previous study. Descriptive statistics and multinomial logistic regression were used for data analyses.

Results: There was a predominance of female older people (69.07%), aged between 60 and 79 years (87.13%), with an income greater than or equal to one minimum wage (72.09%), no cognitive decline (75.94%) and depressive symptoms (63.31%), independent for BADL (86.46%) and dependent for IADL (51.69%). From the total sample, 56.88% of the older people were identified as frail, 34.09% pre-frail and 9.03% non frail. The prevalence of metabolic syndrome was 51.69%. After adjusting by the independent variables, an association between metabolic syndrome and pre-frailty was observed, and older people with metabolic syndrome were more likely to be prefrail (RRR=2.36; 95%CI=1.08-5.18).

Conclusion: The metabolic syndrome was associated to the increase chance of screening for prefrailty in the older people evaluated, which reinforces the needy to establish preventive measures in relation to the metabolic syndrome to avoid frailty in the older people.

背景:代谢综合征是由三个或三个以上的危险因素引起的一组疾病,如中心性肥胖、血脂异常、高血压、高血糖和甘油三酯增加。然而,这些因素也可能与虚弱的病理生理学有关。目标:验证代谢综合征是否与老年人虚弱筛查阳性有关:设计:横断面研究。设计:横断面研究:443 名居住在巴西里约布兰科的老年人:数据收集分两个阶段进行:个人访谈和采血:代谢综合征的诊断依据《美国国家胆固醇教育计划专家小组关于成人高血脂检测、评估和治疗的第三次报告》的标准。虚弱筛查采用的主观性问题已在之前的一项研究中得到验证。数据分析采用了描述性统计和多项式逻辑回归:女性老年人占多数(69.07%),年龄在 60 至 79 岁之间(87.13%),收入高于或等于最低工资标准(72.09%),无认知能力衰退(75.94%),有抑郁症状(63.31%),独立从事双向日常生活(86.46%),独立从事单向日常生活(51.69%)。在所有样本中,56.88%的老年人被确认为体弱者,34.09%为前期体弱者,9.03%为非体弱者。代谢综合征的发病率为 51.69%。在对独立变量进行调整后,观察到代谢综合征与虚弱前期之间存在关联,患有代谢综合征的老年人更有可能虚弱前期(RRR=2.36;95%CI=1.08-5.18):代谢综合征与被评估的老年人体弱前期筛查几率增加有关,这说明有必要制定与代谢综合征有关的预防措施,以避免老年人体弱。
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引用次数: 0
Does Nutritional Supplementation Have a Disease-Modifying Effect on the Alzheimer's Disease Neurodegenerative Process? 营养补充剂对阿尔茨海默病的神经退行性过程有疾病调节作用吗?
Pub Date : 2024-05-22 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.10
K V Giudici

Because nutrition is one of the main factors related to Alzheimer's disease (AD), questions arise about how taking nutrients as supplements can affect its pathophysiological process. In the present study, an overview of the potential effects of nutritional supplementation on the main biomarkers related to the AD pathophysiology (i.e., amyloid-β and tau) is explored. Trials testing the supplementation of single or combined nutrients versus placebo identified effects on some AD biomarkers, but changes were not always accompanied by positive effects on cognitive function. Differences in characteristics of studied populations (cognitive status, age, educational level), choice of nutrient combinations and doses, duration of intervention, and adjustments for potential confounders are some factors that may explain discrepancies in findings.

由于营养是与阿尔茨海默病(AD)相关的主要因素之一,因此出现了服用营养补充剂如何影响其病理生理学过程的问题。本研究概述了营养补充剂对与阿尔茨海默病病理生理学相关的主要生物标志物(即淀粉样蛋白-β和tau)的潜在影响。通过对补充单一或复合营养素与安慰剂的对比试验,发现了对某些注意力缺失症生物标志物的影响,但这些变化并不总是伴随着对认知功能的积极影响。研究人群的特征(认知状况、年龄、教育水平)、营养素组合和剂量的选择、干预的持续时间以及对潜在混杂因素的调整等方面的差异,都是可能导致研究结果差异的一些因素。
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引用次数: 0
Does Physical Exercise Modify the Pathophysiology of Alzheimer's Disease in Older Persons? 体育锻炼会改变老年人阿尔茨海默病的病理生理学吗?
Pub Date : 2024-05-22 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.11
J Raffin

Physical exercise is well known for its benefits on brain health. However, the mechanisms through which these benefits occur remain discussed, especially in the context of cognitive conditions such as Alzheimer's disease. The present short review summarizes the findings of interventional studies that examined the effects of exercise training on the specific and non-specific biomarkers of Alzheimer's disease. Controlled exercise intervention studies published in the English language were selected if they assessed the effects of a physical exercise intervention of at least 2 weeks in middle-aged or older adults on one of the following biomarkers measured either in the brain, the cerebrospinal fluid or the blood: beta-amyloid, tau, neurofilament light chain, and glial fibrillary acidic protein. Overall, there was no strong evidence of significant effects of exercise interventions on any of the selected biomarkers. However, in specific populations, such as women with obesity, pre-diabetes, or depression, favorable changes in blood beta-amyloid concentrations were reported. Further benefits on cerebrospinal fluid beta-amyloid were also demonstrated in APOE-ε4 allele carriers with Alzheimer's disease. In conclusion, the current evidence suggests that physical exercise does not modulate the pathophysiology of Alzheimer's disease in the overall population of middle-aged and older adults. Nonetheless, some specific populations, such as women with metabolic disorders and Alzheimer's disease patients with APOE-ε4 genotype, seem to be favorably affected. Further studies, including long follow-ups, large sample sizes, and concomitantly assessing the effects of other factors such as sedentary behavior and diet, are required to bring further evidence to the field.

体育锻炼对大脑健康的益处众所周知。然而,这些益处的产生机制仍在讨论之中,尤其是在阿尔茨海默病等认知疾病的情况下。本简短综述总结了有关运动训练对阿尔茨海默病特异性和非特异性生物标志物影响的干预性研究结果。以英语发表的对照运动干预研究,如果评估了对中老年人进行至少两周的体育锻炼干预对在大脑、脑脊液或血液中测量的下列生物标志物之一的影响,则被选中:β-淀粉样蛋白、tau、神经丝轻链和胶质纤维酸性蛋白。总体而言,没有强有力的证据表明运动干预对任何选定的生物标志物有显著影响。不过,在特定人群中,如患有肥胖症、糖尿病前期或抑郁症的女性,血液中的β-淀粉样蛋白浓度发生了有利的变化。在患有阿尔茨海默氏症的 APOE-ε4 等位基因携带者中,脑脊液中的β-淀粉样蛋白也得到了进一步的改善。总之,目前的证据表明,在中老年人群中,体育锻炼不会调节阿尔茨海默病的病理生理学。不过,一些特定人群,如患有代谢紊乱的女性和具有 APOE-ε4 基因型的阿尔茨海默病患者,似乎会受到有利的影响。还需要进一步的研究,包括长期随访、大样本量以及同时评估久坐行为和饮食等其他因素的影响,以便为该领域提供更多证据。
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引用次数: 0
Cognitive Interventions: Symptomatic or Disease-Modifying Treatments in the Brain? 认知干预:大脑中的症状治疗还是疾病修饰治疗?
Pub Date : 2024-05-22 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.8
F Bellelli

Recent findings suggest that brain-stimulating activities may have beneficial effects on both Mild Cognitive Impairment (MCI) and Alzheimer's Disease (AD). However, whether cognitive interventions merely enhance cognitive reserve or truly attenuate, or even reverse, the disease's pathophysiology is still controversial. The aim of the present article is to discuss the potential for brain-stimulating activities, including cognitive stimulation (CS), cognitive rehabilitation (CR), and cognitive training (CT), to be symptomatic or disease-modifying interventions in the context of cognitive decline. While emerging evidence indicates that CT can enhance synaptic plasticity, suggesting a potential role in augmenting cognitive reserve, its impact on AD pathology remains uncertain. Small-scale studies suggest that CT and CS may slow down neurodegeneration in MCI patients and that multidomain interventions combining physical activity with CT may benefit Aβ pathology. However, the considerable heterogeneity across studies limits the comparability of findings. It underscores the necessity for a more standardized approach to cognitive interventions in future guidelines for preventing and managing cognitive decline.

最近的研究结果表明,脑刺激活动可能对轻度认知障碍(MCI)和阿尔茨海默病(AD)都有益处。然而,认知干预是否仅仅能增强认知储备,还是能真正减轻甚至逆转疾病的病理生理学,目前仍存在争议。本文旨在讨论大脑刺激活动,包括认知刺激(CS)、认知康复(CR)和认知训练(CT),在认知功能衰退的情况下作为症状或疾病调节干预措施的潜力。虽然新出现的证据表明,CT 可以增强突触可塑性,从而在增强认知储备方面发挥潜在作用,但其对注意力缺失症病理的影响仍不确定。小规模研究表明,CT 和 CS 可减缓 MCI 患者的神经退行性变,而将体育锻炼与 CT 结合起来的多领域干预可能对 Aβ 病理学有益。然而,不同研究之间存在相当大的异质性,限制了研究结果的可比性。这突出表明,在未来的认知衰退预防和管理指南中,有必要采用更加标准化的认知干预方法。
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引用次数: 0
Effects of Multidomain Interventions on Sarcopenia. 多领域干预对 "肌肉疏松症 "的影响
Pub Date : 2024-05-22 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.9
M Nunes-Pinto, R G Bandeira de Mello

Sarcopenia, a complex muscular condition driven by multi-systemic dysregulation and its interactions with lifestyle, physical attributes, and mental health, lacks effective drug treatments, relying primarily on non-pharmacological interventions. Fragmented approaches may prove suboptimal due to its complexity, underscoring the potential for multidomain interventions-a combination of two or more strategies to improve individual health-as a promising treatment option. This review examines the possible roles of multidomain interventions in sarcopenia, specifically addressing their effects on muscle mass and quality, muscle strength, and physical performance in older adults. While the updated literature highlights the beneficial consequences of multidomain interventions in enhancing physical performance outcomes, gaps persist in understanding their influence on the biological aspects of sarcopenia. Promising initial findings suggest changes in plasma inflammatory markers or muscle turnover networks, but further research is necessary to clarify the disease-modifying effects of multidomain intervention in sarcopenic patients.

肌肉疏松症是一种复杂的肌肉疾病,由多系统失调及其与生活方式、身体素质和心理健康的相互作用所导致,目前缺乏有效的药物治疗方法,主要依靠非药物干预。由于其复杂性,零散的方法可能无法达到最佳效果,这就凸显了多领域干预的潜力,即结合两种或两种以上的策略来改善个体健康,这是一种很有前景的治疗方案。本综述探讨了多领域干预措施在肌肉疏松症中可能发挥的作用,特别是它们对老年人肌肉质量和质量、肌肉力量和体能表现的影响。虽然最新的文献强调了多领域干预措施在提高身体表现方面的有益效果,但在了解其对肌肉疏松症生物学方面的影响方面仍存在差距。令人鼓舞的初步研究结果表明,血浆炎症标志物或肌肉周转网络发生了变化,但仍需进一步研究,以明确多领域干预对肌肉疏松症患者的疾病调节作用。
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引用次数: 0
Medical-Grade Honey Is a Versatile Wound Care Product for the Elderly. 医用级蜂蜜是一种适用于老年人的多功能伤口护理产品。
Pub Date : 2024-05-17 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.7
D Chrysostomou, A Pokorná, N A J Cremers, L J F Peters

Introduction: Ageing of the global population has led to an increase in the demand for the treatment of wounds, especially considering the challenges of managing wounds in the elderly. Therefore, more effective treatment strategies need to be explored. In this article, we aimed to compare medical-grade honey (MGH) products with other wound care products and to provide guidelines on using MGH in wounds commonly found in the elderly.

Methods: Based on literature research and expert opinion, an overview of commonly used wound care products and their wound healing characteristics is provided. In addition, literature-based classification of wounds in the elderly and the recommendations for treatments are provided.

Results: Frequently used wound care products include povidone-iodine, enzymatic products, absorbing dressings, larvae, silver dressings, and MGH dressings. Supported by systematic reviews and meta-analyses, MGH dressings were identified as the most potent and all-round wound care product compared to the others. Next, we provided basic guidelines for managing the most common wounds in the elderly, both acute and chronic, and specified how and which MGH products can be used in these wounds.

Conclusion: MGH is a widely applicable, safe, easy-to-use, and cost-effective product to manage wounds in the elderly. In case of doubt, refer to a trained wound care specialist who can support the treatment of difficult-to-heal wounds.

简介全球人口老龄化导致伤口治疗需求增加,特别是考虑到老年人伤口管理面临的挑战。因此,需要探索更有效的治疗策略。本文旨在比较医用级蜂蜜(MGH)产品与其他伤口护理产品,并为老年人常见伤口的MGH使用提供指导:方法:根据文献研究和专家意见,概述了常用的伤口护理产品及其伤口愈合特性。此外,还提供了基于文献的老年人伤口分类和治疗建议:结果:常用的伤口护理产品包括聚维酮碘、酶解产品、吸收性敷料、幼虫、银敷料和 MGH 敷料。通过系统回顾和荟萃分析,我们发现 MGH 敷料是最有效、最全面的伤口护理产品。接下来,我们提供了处理老年人最常见的急性和慢性伤口的基本指导原则,并具体说明了如何以及哪些MGH产品可用于这些伤口:结论:MGH是一种广泛适用、安全、易于使用且经济高效的产品,可用于处理老年人的伤口。如有疑问,请咨询受过专业培训的伤口护理专家,他们可以为难以愈合的伤口治疗提供支持。
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引用次数: 0
Machine Learning-Based Prediction Models for Cognitive Decline Progression: A Comparative Study in Multilingual Settings Using Speech Analysis. 基于机器学习的认知能力衰退预测模型:在多语言环境中使用语音分析的比较研究。
Pub Date : 2024-05-16 eCollection Date: 2024-01-01 DOI: 10.14283/jarlife.2024.6
B Ceyhan, S Bek, T Önal-Süzek

Background: Mild cognitive impairment (MCI) is a condition commonly associated with dementia. Therefore, early prediction of progression from MCI to dementia is essential for preventing or alleviating cognitive decline. Given that dementia affects cognitive functions like language and speech, detecting disease progression through speech analysis can provide a cost-effective solution for patients and caregivers.

Design-participants: In our study, we examined spontaneous speech (SS) and written Mini Mental Status Examination (MMSE) scores from a 60-patient dataset obtained from the Mugla University Dementia Outpatient Clinic (MUDC) and a 153-patient dataset from the Alzheimer's Dementia Recognition through Spontaneous Speech (ADRess) challenge. Our study, for the first time, analyzed the impact of audio features extracted from SS in distinguishing between different degrees of cognitive impairment using both an Indo-European language and a Turkic language, which exhibit distinct word order, agglutination, noun cases, and grammatical markers.

Results: When each machine learning model was tested on its respective trained language, we attained a 95% accuracy using the random forest classifier on the ADRess dataset and a 94% accuracy on the MUDC dataset employing the multilayer perceptron (MLP) neural network algorithm. In our second experiment, we evaluated the effectiveness of each language-specific machine learning model on the dataset of the other language. We achieved accuracies of 72% for English and 76% for Turkish, respectively.

Conclusion: These findings underscore the cross-language potential of audio features for automated tracking of cognitive impairment progression in MCI patients, offering a convenient and cost-effective option for clinicians or patients.

背景:轻度认知功能障碍(MCI)通常与痴呆症相关。因此,及早预测 MCI 向痴呆症的发展对于预防或缓解认知功能衰退至关重要。鉴于痴呆症会影响语言和言语等认知功能,通过言语分析检测疾病进展可为患者和护理人员提供一种经济有效的解决方案:在我们的研究中,我们检查了来自穆格拉大学痴呆症门诊(MUDC)的 60 名患者数据集和来自阿尔茨海默氏症痴呆症自发言语识别(ADRess)挑战赛的 153 名患者数据集的自发言语(SS)和迷你精神状态检查(MMSE)书面评分。我们的研究首次使用印欧语和突厥语分析了从自发语音中提取的音频特征对区分不同程度认知障碍的影响:当每个机器学习模型在各自的训练语言上进行测试时,我们在 ADRess 数据集上使用随机森林分类器达到了 95% 的准确率,在 MUDC 数据集上使用多层感知器 (MLP) 神经网络算法达到了 94% 的准确率。在第二个实验中,我们评估了每种特定语言的机器学习模型在另一种语言数据集上的有效性。英语和土耳其语的准确率分别为 72% 和 76%:这些研究结果凸显了音频特征在自动跟踪 MCI 患者认知障碍进展方面的跨语言潜力,为临床医生或患者提供了一种方便、经济的选择。
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引用次数: 0
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