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Alzheimer's Disease in Illinois: Analyzing Disparities and Projected Trends. 伊利诺伊州的阿尔茨海默病:分析差异和预测趋势。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-14 DOI: 10.3390/geriatrics10050132
Temitope Adeleke, Aston Knelsen-Dobson, Sean McGinity, Kyle M Fontaine, Benedict C Albensi, Banibrata Roy, Aida Adlimoghaddam

Alzheimer's disease (AD) is a growing public health issue disproportionately affecting adults 65 years and older. This growing trend is accompanied by rising economic, social, emotional, and physical costs, both for patients and their caregivers. As the U.S. population ages, understanding disparities in AD prevalence particularly by gender and age has become increasingly important, particularly in high-burden states like Illinois. This review focuses on gender and age disparities in AD, with a specific emphasis on Illinois. This review integrates national and global trends with state-specific projections and explores modifiable and non-modifiable risk factors that may contribute to these disparities. We analyzed projections from the Illinois Department of Public Health and the Alzheimer's Association to assess AD prevalence by gender and age across Illinois' 102 counties from 2020 to 2030, disaggregated by gender and age. Rates were compared with U.S. and global trends. Risk factors such as diabetes, education, access to care, and socioeconomic status were reviewed in the context of these disparities. Women consistently show higher AD prevalence across age groups and regions, with the greatest increase in cases is projected among adults aged 75 to 84 years, particularly in regions with higher women populations and social vulnerability. If unaddressed, risk factors like lower education, rural residency, and limited healthcare access may worsen these disparities. Addressing them requires focused public health efforts that combine early screening, caregiver support, and regional resource allocation. Illinois serves as a case study for targeted interventions applicable to broader national strategies.

阿尔茨海默病(AD)是一个日益严重的公共卫生问题,严重影响65岁及以上的成年人。这一日益增长的趋势伴随着患者及其护理人员的经济、社会、情感和身体成本的上升。随着美国人口老龄化,了解阿尔茨海默病患病率的差异,特别是性别和年龄的差异变得越来越重要,特别是在伊利诺伊州这样的高负担州。本文综述了AD的性别和年龄差异,并特别强调了伊利诺伊州的情况。本综述将国家和全球趋势与具体国家的预测结合起来,探讨了可能导致这些差异的可改变和不可改变的风险因素。我们分析了伊利诺斯州公共卫生部和阿尔茨海默病协会的预测,以评估2020年至2030年伊利诺斯州102个县按性别和年龄分列的AD患病率。研究人员将利率与美国和全球趋势进行了比较。在这些差异的背景下,对糖尿病、教育、获得护理和社会经济地位等风险因素进行了审查。在各个年龄组和地区,妇女的AD患病率始终较高,预计75至84岁的成年人的病例增幅最大,特别是在妇女人口较多和社会脆弱性较高的地区。如果不加以解决,低教育、农村居住和有限的医疗保健机会等风险因素可能会加剧这些差距。解决这些问题需要有重点的公共卫生努力,将早期筛查、护理人员支持和区域资源分配结合起来。伊利诺伊州是适用于更广泛的国家战略的有针对性的干预措施的一个案例研究。
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引用次数: 0
Exploring the Effect of Social Media and Group Chat Use on Social Isolation Among the Older Adults: A Study in Urban Japan. 探索社交媒体和群聊使用对老年人社会孤立的影响:一项在日本城市进行的研究。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-13 DOI: 10.3390/geriatrics10050131
Yohei Sekikawa, Masafumi Kunishige, Taichi Hitomi, Kazumi Kikuchi

Background: Although research has been conducted on older adults and social media, the relationship between social media use and social isolation remains unclear. This study aimed to explore the relationship between social isolation and the frequency of use of social media and group chats. Methods: We measured social isolation using the Japanese version of the Lubben Social Network Scale (LSNS-6) in 411 older adults people living in urban areas. We used a questionnaire to survey their use of social networking services (SNS) such as LINE, Facebook, X (formerly Twitter), and Instagram, and their use of group chats. A separate questionnaire surveyed frequency of and participation in group chats. We analyzed associations between variables with logistic regression and a chi-squared test. Results: The most used service was LINE, with 51.3% of users participating in group chat. The analysis did not show an association between frequency of social media use and social isolation. However, group chat use, especially in groups of friends and acquaintances, was significantly negatively associated with social isolation (OR = 0.30, p < 0.001). Conclusions: This study revealed that LINE group chats may ameliorate social isolation among older adults. It also suggests that research focusing on its content and usage is needed.

背景:虽然已经对老年人和社交媒体进行了研究,但社交媒体使用与社会孤立之间的关系尚不清楚。本研究旨在探讨社交孤立与使用社交媒体和群聊频率之间的关系。方法:采用日本版Lubben社会网络量表(LSNS-6)对411名城市老年人进行社会隔离测量。我们使用问卷调查他们使用社交网络服务(SNS),如LINE, Facebook, X(以前的Twitter)和Instagram,以及他们使用群聊。另一份问卷调查了群聊的频率和参与情况。我们用逻辑回归和卡方检验分析了变量之间的关联。结果:使用最多的服务是LINE, 51.3%的用户参与群聊。该分析并未显示社交媒体使用频率与社交孤立之间存在关联。然而,群聊的使用,特别是在朋友和熟人群中,与社会隔离显著负相关(OR = 0.30, p < 0.001)。结论:本研究揭示LINE群聊可以改善老年人的社会隔离。它还建议需要对其内容和使用进行研究。
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引用次数: 0
Fall-Related Adverse Events of Anti-Epileptic Drugs Used for Neuropathic Pain in Older Adults: A Systematic Review and Meta-Analysis. 用于治疗老年人神经性疼痛的抗癫痫药物的跌倒相关不良事件:一项系统回顾和荟萃分析。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-11 DOI: 10.3390/geriatrics10050130
Arun Vamadevan, Vijesh Vijayan, Fellisha Marwein, Nishad Yoosuf

Background: Older adults are at elevated risk of falls, especially when prescribed AEDs (AEDs) for neuropathic pain. The sedative and neuropsychiatric effects of these agents contribute significantly to fall-related morbidity. However, existing studies often lack stratification by age and dose. Objective: To systematically evaluate the incidence and drug-specific risk of falls and fall-related adverse events (AEs) in older adults prescribed AEDs for neuropathic pain. Methods: A systematic search was performed across PubMed, Scopus, CINAHL, ScienceDirect, and Cochrane Library databases up to May 2025. Studies were selected using PICOS criteria and included RCTs and controlled cohort studies reporting on AED-related AEs among participants aged ≥60 years. The methodological quality was assessed using RoB 2, ROBINS-I, and GRADE frameworks. Meta-analyses were performed using logit event rates and fixed-effects modeling via Comprehensive Meta-Analysis v3.7. Publication bias was evaluated using Begg's and Egger's tests. Results: Twenty-three studies met the inclusion criteria. The pooled logit event rate for falls was -1.693 (95% CI: -1.993 to -1.393), corresponding to a 15.5% incidence. Gabapentin showed the lowest fall risk (~10%), while pregabalin and carbamazepine were associated with higher rates of dizziness (up to 21.6%), sedation (~15.5%), and ataxia (~17.8%). Heterogeneity was low (I2 = 0-22.3%) across outcomes. Conclusions: AEDs carry a clinically significant fall risk in older adults, with dose-dependent patterns. Gabapentin may present a safer profile, while pregabalin and carbamazepine warrant cautious use and monitoring. These findings inform individualized prescribing and fall prevention strategies in geriatric neuropathic pain management.

背景:老年人跌倒的风险增加,特别是当处方aed (aed)治疗神经性疼痛时。这些药物的镇静和神经精神作用显著地增加了跌倒相关的发病率。然而,现有的研究往往缺乏年龄和剂量的分层。目的:系统评估老年人使用aed治疗神经性疼痛时跌倒和跌倒相关不良事件(ae)的发生率和药物特异性风险。方法:系统检索PubMed、Scopus、CINAHL、ScienceDirect和Cochrane图书馆数据库,检索时间截止到2025年5月。研究采用PICOS标准,包括rct和对照队列研究,这些研究报告了年龄≥60岁的受试者中与aed相关的ae。使用RoB 2、ROBINS-I和GRADE框架评估方法学质量。采用logit事件率进行meta分析,并通过Comprehensive Meta-Analysis v3.7进行固定效应建模。使用Begg’s和Egger’s检验评估发表偏倚。结果:23项研究符合纳入标准。跌倒的综合logit事件率为-1.693 (95% CI: -1.993至-1.393),对应于15.5%的发生率。加巴喷丁的跌倒风险最低(~10%),而普瑞巴林和卡马西平的头晕(高达21.6%)、镇静(~15.5%)和共济失调(~17.8%)的发生率较高。各结果的异质性较低(I2 = 0-22.3%)。结论:aed在老年人中具有临床显著的跌倒风险,且具有剂量依赖性。加巴喷丁可能更安全,而普瑞巴林和卡马西平需要谨慎使用和监测。这些发现为老年神经性疼痛管理的个体化处方和跌倒预防策略提供了信息。
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引用次数: 0
Prevalence and Associated Factors of Depression Among Elderly Hypertensive Patients in Vietnam. 越南老年高血压患者抑郁的患病率及相关因素
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-01 DOI: 10.3390/geriatrics10050129
Tuan Van Nguyen, Tung Son Vu, Thang Thien Tran, Thong Thai Nguyen, Hoang Minh Le, Thang Nguyen, Kha Ai To Tran, Chau Minh Tran, Thong Van Nguyen

Background/Objectives: Depression accompanying hypertension increases the burden of illness and negatively affects patients' lives. However, depression among elderly with cardiovascular diseases in general and hypertension in specific has not been paid proper attention, especially in the context of Vietnam. Therefore, we expected to examine the prevalence, characteristics, and related factors of depression on elderly patients with hypertension. Methods: A cross-sectional study at the Department of Geriatrics, Can Tho Central General Hospital (from April 2020 to February 2022), involving 414 patients aged ≥60 years with hypertension. Depression was assessed using ICD-10 diagnostic criteria; related factors were evaluated using the Pittsburgh Sleep Quality Index (PSQI), KATZ12 index, and UCLA-LS3-J11 scale. Results: 31.4% of participants were found to have depression (mild 17.7%, moderate 9.7%, severe 4.0%). Common characteristics of depression included sleep disturbances, decreased energy, and low mood. Poor sleep quality, being female, lower socioeconomic status, higher hypertension grade, and increased loneliness were found to be significantly associated with depression. Conclusions: The high prevalence of depression among elderly hypertensive patients highlights the need for effective screening and intervention strategies. Addressing factors such as sleep quality, gender, socioeconomic challenges, and social isolation may help mitigate the burden of depression in this vulnerable population. This research should be expanded to elderly patients with hypertension in society, outpatients, and individuals with other chronic diseases. Developing a predictive model for depression in elderly patients, particularly those with chronic diseases, can improve early detection, treatment effectiveness, and overall care quality.

背景/目的:高血压伴发抑郁加重疾病负担,对患者生活产生负面影响。然而,在患有心血管疾病和高血压的老年人中,抑郁症并没有得到适当的重视,特别是在越南。因此,我们希望研究老年高血压患者抑郁的患病率、特征和相关因素。方法:2020年4月- 2022年2月在芹苴中心总医院老年科进行横断面研究,纳入414例年龄≥60岁的高血压患者。采用ICD-10诊断标准对抑郁症进行评估;采用匹兹堡睡眠质量指数(PSQI)、KATZ12指数和UCLA-LS3-J11量表对相关因素进行评估。结果:31.4%的参与者被发现患有抑郁症(轻度17.7%,中度9.7%,重度4.0%)。抑郁症的共同特征包括睡眠障碍、精力下降和情绪低落。睡眠质量差、女性、较低的社会经济地位、较高的高血压等级和孤独感增加与抑郁症显著相关。结论:老年高血压患者抑郁患病率高,需要有效的筛查和干预策略。解决睡眠质量、性别、社会经济挑战和社会孤立等因素可能有助于减轻这一弱势群体的抑郁症负担。这项研究应扩大到社会中的老年高血压患者、门诊患者和其他慢性疾病患者。开发老年抑郁症的预测模型,特别是那些患有慢性疾病的患者,可以提高早期发现、治疗效果和整体护理质量。
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引用次数: 0
Coping Together: A Qualitative Study Exploring the Work of Home Health Care Assistants in Ireland. 共同应对:爱尔兰家庭保健助理工作的质性研究。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-30 DOI: 10.3390/geriatrics10050128
Suzanne Cullen-Smith, Aoibheann McKeown, Kevin McKenna, Oonagh M Giggins

Background/Objectives: Home healthcare assistants (HHCAs) play a vital role in supporting older adults to remain in their homes. Yet, this work is often performed under conditions of emotional strain, limited resources, and systemic undervaluation. This study answers the question, how do HHCAs cope with work-related stress? Methods: Undertaken during the COVID-19 pandemic, a period of heightened stress and mandated social distancing, online interviews were conducted with HHCAs (n = 10). Data were inductively analyzed and themes were identified. Results: It was found that amid experiences of fear, caregiver stress, grief, and exhaustion, HHCAs coped with resource, communication, and care challenges by relying on informal peer-managed communication systems with colleagues. Leveraging existing peer-support coping strategies, HHCAs negotiated caring for others while taking care of themselves alongside a care ecosystem under unprecedented strain. Conclusions: HHCAs are increasingly vital to front-line home health care amid global aging and a shift toward community-based services. Urgent organizational reform is needed to support their well-being, prevent stress, and avoid burnout. Research-informed sector-wide planning must ensure adequate resources to maintain high-quality home care in the face of rising demand and anticipated future health crises.

背景/目的:家庭保健助理员在协助长者住在家中方面扮演重要角色。然而,这项工作往往是在情绪紧张、资源有限和系统低估的情况下进行的。这项研究回答了这个问题:社会健康工作者如何应对工作压力?方法:在2019冠状病毒病(COVID-19)大流行期间,这是一个压力加剧和强制保持社交距离的时期,与hhca进行了在线访谈(n = 10)。对数据进行归纳分析并确定主题。结果:在恐惧、照顾者压力、悲伤和疲惫的经历中,hhca依靠非正式的同伴管理的同事沟通系统来应对资源、沟通和护理方面的挑战。利用现有的同伴支持应对策略,hhca在照顾他人的同时照顾自己,在前所未有的压力下照顾生态系统。结论:在全球老龄化和向社区服务转变的背景下,hhca对一线家庭卫生保健越来越重要。迫切需要进行组织改革,以支持他们的福祉,防止压力,避免倦怠。基于研究的全部门规划必须确保有足够的资源,以在需求不断增长和预期的未来健康危机面前维持高质量的家庭护理。
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引用次数: 0
Relationship Between Incidence of Knee Pain and Ground Reaction Force During Stepping Motion in Older Adults. 老年人步行运动中膝关节疼痛发生率与地面反作用力的关系。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-23 DOI: 10.3390/geriatrics10050126
Yusuke Oyama, Koki Ishikawa, Toshio Murayama, Tamaki Ohta

Background: This 2-year longitudinal study was undertaken to investigate the relationship between incidence of knee pain and ground reaction force (GRF) in stepping motion in older adults. Methods: In all, 29 older participants, aged 50 and over (11 males and 18 females; 63.0 ± 6.2 years), presented without knee pain at baseline. The participants performed a 10 s stepping motion at optimal speed on a force plate, and 14 mechanical and temporal parameters of vertical GRF were obtained. Knee pain was evaluated based on subjective complaint during daily activities. The participants were classified into a no pain (NP) group or a knee pain (KP) group. Results: Of the 29 participants (11 males, 18 females), 9 (all female) developed knee pain, representing 31.0% of the total participants and comprising the KP group at the follow-up. We compared the amount of change in the evaluated parameters between the two groups and found moderate effect sizes for the mechanical parameters, ΔMshaped (p = 0.07, d = 0.77) and ΔF2 (p = 0.08, d = 0.72), as well as a flatter change in the bimodal waveform of the GRF in the KP group. Conclusions: It was thus suggested that a flattening of the vertical GRF waveform during stepping motion may indicate early biomechanical changes associated with incident knee pain and that waveform changes in GRF may be useful for early detection of functional decline.

背景:这项为期2年的纵向研究旨在调查老年人步进运动中膝关节疼痛发生率与地面反作用力(GRF)之间的关系。方法:共有29名年龄在50岁及以上的老年参与者(11名男性,18名女性;63.0±6.2岁),基线时无膝关节疼痛。被试以最优速度在测力板上进行10 s的步进运动,得到了垂直GRF的14个力学参数和时间参数。膝关节疼痛的评估是基于日常活动中的主观抱怨。参与者被分为无疼痛(NP)组和膝关节疼痛(KP)组。结果:在29名参与者(11名男性,18名女性)中,9名(均为女性)出现膝关节疼痛,占参与者总数的31.0%,在随访时包括KP组。我们比较了两组之间评估参数的变化量,发现力学参数ΔMshaped (p = 0.07, d = 0.77)和ΔF2 (p = 0.08, d = 0.72)的影响大小适中,以及KP组GRF双峰波形的平缓变化。结论:因此,踏步运动时垂直GRF波形变平可能表明与偶发膝关节疼痛相关的早期生物力学变化,并且GRF波形变化可能有助于早期发现功能衰退。
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引用次数: 0
The Association of Periodontal Status, Salivary Flow Rate, Salivary Cortisol Levels, and Cytokine Levels with Cognitive Status in Elderly Subjects. 老年人牙周状态、唾液流速、唾液皮质醇水平和细胞因子水平与认知状态的关系。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-23 DOI: 10.3390/geriatrics10050127
Mirsarinda Anandia Leander, Zalfa Karimah, Sandra Olivia Kuswandani, Robert Lessang, Sri Lelyati C Masulili, Benso Sulijaya, Dimas Ilham Hutomo, Herlis Rahdewati, Koichi Tabeta, Fatimah Maria Tadjoedin

Background/objectives: Aging is associated with a decline in physiological and cognitive functions. Periodontitis, a disease affecting the periodontal tissues, increases in prevalence with age. Bacteria and inflammatory mediators resulting from periodontitis can trigger neuroinflammation and potentially accelerate the progression of neurodegenerative diseases. This study aimed to evaluate the association between periodontal status, salivary flow rate, salivary cortisol levels, and cytokine levels with cognitive status in elderly Indonesian subjects. Methods: This cross-sectional study involved 70 participants aged ≥ 60 years from several social institutions in Jakarta and the Dental Hospital, Faculty of Dentistry, Universitas Indonesia. All participants provided written informed consent before the examination. Periodontal parameters, including plaque score, calculus index, bleeding on probing, number of remaining teeth, and functional tooth units, were assessed. Unstimulated salivary flow was collected over five minutes, and salivary cortisol levels were measured. Gingival crevicular fluid samples from the deepest periodontal pockets were collected to measure cytokine levels (TNF-α and IL-1β). Both cortisol and cytokine levels were analyzed using ELISA. Cognitive function was evaluated using the Hopkins Verbal Learning Test. Results: Plaque score, calculus index, and bleeding on probing were moderately associated with cognitive scores (p < 0.05). In contrast, the number of remaining teeth, functional tooth units, periodontitis severity, salivary flow rate, salivary cortisol, and cytokine levels were not significantly associated with cognitive scores (p > 0.05). Conclusions: These findings suggest that elderly individuals with cognitive impairment tend to have poorer periodontal health than those with normal cognitive function.

背景/目的:衰老与生理和认知功能的下降有关。牙周炎是一种影响牙周组织的疾病,发病率随着年龄的增长而增加。牙周炎引起的细菌和炎症介质可引发神经炎症,并可能加速神经退行性疾病的进展。本研究旨在评估印度尼西亚老年人牙周状况、唾液流速、唾液皮质醇水平和细胞因子水平与认知状况之间的关系。方法:本横断面研究纳入了70名年龄≥60岁的参与者,他们来自雅加达的几个社会机构和印度尼西亚大学牙科学院牙科医院。所有参与者均在检查前提供书面知情同意书。评估牙周参数,包括牙菌斑评分、牙石指数、探诊出血、剩余牙齿数量和功能牙齿单位。在五分钟内收集未受刺激的唾液流量,并测量唾液皮质醇水平。收集最深牙周袋龈沟液样本,测定细胞因子(TNF-α和IL-1β)水平。采用ELISA法分析皮质醇和细胞因子水平。认知功能用霍普金斯语言学习测验评估。结果:斑块评分、牙石指数、探诊出血与认知评分有中度相关性(p < 0.05)。相比之下,剩余牙齿数量、功能牙齿单位、牙周炎严重程度、唾液流率、唾液皮质醇和细胞因子水平与认知评分无显著相关性(p < 0.05)。结论:这些研究结果表明,有认知功能障碍的老年人的牙周健康状况往往比认知功能正常的老年人差。
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引用次数: 0
Associations Between Physical Activity Frequency, Handgrip Strength, and Limitations in Activities of Daily Living in Middle-Aged and Older Adults with Widespread Pain: A Cross-Sectional Study Using Data from the SHARE Project. 广泛疼痛的中老年人身体活动频率、握力和日常生活活动限制之间的关系:SHARE项目数据的横断面研究
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-14 DOI: 10.3390/geriatrics10050125
Ángel Denche-Zamorano, José Carmelo Adsuar, Sabina Barrios-Fernandez, Diana Salas-Gómez

Background: The increase in life expectancy has led to a higher prevalence of chronic conditions, including widespread pain (WP), which often compromises functional independence and quality of life in older adults. WP is strongly associated with limitations in Basic and Instrumental Activities of Daily Living (BADLs and IADLs). While physical activity (PA) and muscle strength (handgrip) are known to enhance general health, their specific role in preserving functional capacity in individuals with WP remains underexplored. Methods: This cross-sectional study analyzed data from 1154 adults aged 50-80 reporting WP, drawn from the Ninth Wave of The Survey of Health, Ageing and Retirement in Europe (SHARE). Associations between moderate and vigorous PA (MPA and VPA), handgrip strength (HGS), and limitations in BADLs and IADLs were examined using multivariate logistic regression, adjusting for demographic and health-related variables. Results: Lower MPA was significantly associated with greater odds of all BADL and most IADL limitations, while VPA had no significant associations. Higher relative HGS was significantly associated with lower odds of limitations in BADLs and IADLs. Conclusions: Among older adults with WP, MPA and muscular strength appear to reduce the risk of functional limitations. These findings highlight the relevance of promoting sustainable strategies to support independence in aging populations.

背景:预期寿命的增加导致慢性疾病的患病率增加,包括广泛性疼痛(WP),这通常会损害老年人的功能独立性和生活质量。WP与日常生活基本活动和工具活动(BADLs和IADLs)的限制密切相关。虽然已知身体活动(PA)和肌肉力量(握力)可以增强一般健康,但它们在保护WP患者功能能力方面的具体作用仍未得到充分探讨。方法:本横断面研究分析了来自欧洲健康、老龄化和退休调查(SHARE)第九次浪潮的1154名50-80岁报告WP的成年人的数据。使用多变量logistic回归,调整人口统计学和健康相关变量,检查中度和重度PA (MPA和VPA)、握力(HGS)以及badl和iadl的局限性之间的关联。结果:低MPA与所有BADL和大多数IADL限制的可能性显著相关,而VPA无显著相关性。较高的相对HGS与较低的badl和iadl限制几率显著相关。结论:在老年WP患者中,MPA和肌肉力量似乎可以降低功能限制的风险。这些发现强调了促进可持续战略以支持老龄化人口独立的相关性。
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引用次数: 0
Examination of Social Participation in Older Adults Undergoing Frailty Health Checkups Using Deep Learning Models. 使用深度学习模型研究老年人衰弱健康检查的社会参与。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-12 DOI: 10.3390/geriatrics10050124
Yoshiharu Yokokawa, Keisuke Nakamura, Tomohiro Sasaki, Shinobu Yokouchi, Fumikazu Kimura

Background/Objectives: Frailty in older adults limits social participation. We aimed to predict social participation in older individuals undergoing frailty health checkups using three machine learning (ML) models and identify key predictive factors through deep neural network (DNN) analysis. Methods: Overall, 301 older individuals were enrolled; 295 were included in the final analysis. The survey measured 18 attributes, including demographic, physical, cognitive, and social factors. Logistic regression (LR), nonlinear support vector machine (NLSVM), and DNN were used for prediction, with precision, accuracy, sensitivity, specificity, F1 score, and area under the curve (AUC) calculated as evaluation metrics. Results: Among 295 participants, 236 (80%) engaged in social activities, whereas 59 (20%) did not. The three models demonstrated complementary strengths: DNN provided the most balanced performance with superior sensitivity for detecting social participants; NLSVM showed the best overall discriminative ability but with higher false positive rates; and LR achieved the highest precision for correctly identifying participants but missed detecting social participants. AUC values ranged from 0.776 to 0.795 across models, indicating moderate discriminative performance. Contribution analysis revealed information-collection ability as the strongest predictor of social participation, followed by walking speed and number of cohabitants. Conclusions: ML models achieved moderate discriminative performance for predicting social participation among frailty-screened older adults. The DNN provided the most balanced performance. Each model exhibited distinct characteristics suitable for different screening purposes, with information-collection ability emerging as a key factor. The findings suggest that models must be carefully selected based on specific community health screening objectives.

背景/目的:老年人的虚弱限制了他们的社会参与。我们旨在使用三种机器学习(ML)模型预测接受虚弱健康检查的老年人的社会参与,并通过深度神经网络(DNN)分析确定关键预测因素。方法:总共招募了301名老年人;295人被列入最后分析。这项调查测量了18项属性,包括人口、身体、认知和社会因素。采用Logistic回归(LR)、非线性支持向量机(NLSVM)和深度神经网络(DNN)进行预测,计算精密度、准确度、灵敏度、特异性、F1评分和曲线下面积(AUC)作为评价指标。结果:在295名参与者中,236人(80%)从事社会活动,59人(20%)没有。三种模型表现出互补的优势:深度神经网络在检测社会参与者方面提供了最平衡的性能,具有更高的灵敏度;NLSVM整体判别能力最好,但假阳性率较高;LR在正确识别参与者方面达到了最高的精度,但未能识别出社会参与者。各模型的AUC值在0.776 ~ 0.795之间,表明判别性能中等。贡献分析显示,信息收集能力是社会参与的最强预测因子,其次是步行速度和同居人数。结论:ML模型在预测衰弱筛查的老年人的社会参与方面取得了中等的判别性能。DNN提供了最平衡的性能。每个模型都表现出不同的特征,适合不同的筛选目的,其中信息收集能力成为关键因素。研究结果表明,必须根据特定的社区健康筛查目标仔细选择模式。
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引用次数: 0
Association Between Ultra-Processed Food Consumption Frequency and Frailty: Findings from the InCHIANTI Study of Aging. 超加工食品消费频率与身体虚弱之间的关系:来自InCHIANTI衰老研究的发现。
IF 2.1 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-11 DOI: 10.3390/geriatrics10050123
Xin Li, Yichen Jin, Stefania Bandinelli, Luigi Ferrucci, Toshiko Tanaka, Sameera A Talegawkar

Background/objectives: As individuals age, they experience declines in multiple physiological domains, which increases their vulnerability to health challenges and frailty. While adherence to healthy dietary patterns has been shown to protect against frailty, consuming ultra-processed foods (UPFs)-which are high in added sugars and saturated fat-may contribute to frailty risk. This study investigates the association between UPF consumption and frailty progression among 938 participants aged 65 years and older who were in the InCHIANTI study, Italy.

Methods: The patients' dietary intakes over the past year were assessed using a validated food frequency questionnaire, with items categorized into food groups based on the Nova classification. Frailty was operationalized using a 42-item frailty index (FI). Multivariable linear regression was used to examine the association between the baseline UPF consumption frequency and baseline frailty status, while linear mixed-effects models were used to examine the frailty progression over time.

Results: Overall, the participants with the lowest UPF consumption frequency were younger, had more years of education, and had a lower baseline FI. Higher UPF consumption was significantly associated with a greater baseline FI after adjustments for the sociodemographic and health characteristics (β = 0.026, 95% CI = 0.010-0.041, p = 0.001), and this difference persisted over a 16.1-year follow-up period (β = 0.022, 95% CI = 0.006-0.037, p = 0.006).

Conclusions: These findings underscore the potential negative health impacts of UPF on frailty prevalence and progression in older adults.

背景/目的:随着个人年龄的增长,他们在多个生理领域经历衰退,这增加了他们对健康挑战和脆弱的脆弱性。虽然坚持健康的饮食模式已被证明可以预防虚弱,但食用超加工食品(upf)——其中添加的糖和饱和脂肪含量很高——可能会增加虚弱的风险。本研究在意大利InCHIANTI研究的938名65岁及以上的参与者中调查了UPF消费与虚弱进展之间的关系。方法:采用经过验证的食物频率问卷对患者过去一年的饮食摄入量进行评估,并根据Nova分类将项目分为食物组。虚弱是通过42项虚弱指数(FI)进行操作的。多变量线性回归用于检查基线UPF消费频率与基线虚弱状态之间的关系,而线性混合效应模型用于检查虚弱随时间的进展。结果:总体而言,UPF消费频率最低的参与者更年轻,受教育年限更长,基线FI更低。在调整社会人口统计学和健康特征后,较高的UPF摄入量与较高的基线FI显著相关(β = 0.026, 95% CI = 0.010-0.041, p = 0.001),并且这种差异在16.1年的随访期间持续存在(β = 0.022, 95% CI = 0.006-0.037, p = 0.006)。结论:这些发现强调了UPF对老年人虚弱患病率和进展的潜在负面健康影响。
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引用次数: 0
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Geriatrics
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