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Predicting and Evaluating Cognitive Status in Aging Populations Using Decision Tree Models. 使用决策树模型预测和评估老年人的认知状态。
Pub Date : 2025-01-01 Epub Date: 2025-05-05 DOI: 10.1177/15333175251339730
Zhidi Luo, Stella Ping Wang, Emily H Ho, Lihua Yao, Richard C Gershon

Objective: To improve the identification of cognitive impairment by distinguishing normal cognition (NC), mild cognitive impairment (MCI), and Alzheimer's disease (AD). Methods: A recursive partitioning tree model was developed using ARMADA data and the NIH Toolbox, a multidimensional health assessment tool. It incorporated demographic and clinical assessment variables to predict NC, MCI, and AD. Model performance was evaluated using AUC, precision, recall, and F1 score. Robustness was tested through 5-fold cross-validation, sensitivity, scenario, and subgroup analyses. Results: The model achieved macro-AUC and micro-AUC scores of 0.92 and 0.91 (training) and 0.89 and 0.86 (testing). Key predictors included the Picture Sequence Memory Test and List Sorting Working Memory Test. Cross-validation yielded 70.22% accuracy and a Kappa of 0.52. Conclusion: Machine learning effectively uses a small set of assessments to distinguish NC, MCI, and AD, offering a valuable tool to support clinical decision-making. Future research should validate this model across diverse populations.

目的:通过区分正常认知(NC)、轻度认知障碍(MCI)和阿尔茨海默病(AD),提高对认知障碍的识别。方法:利用ARMADA数据和多维健康评估工具NIH Toolbox建立递归分区树模型。它结合了人口统计学和临床评估变量来预测NC、MCI和AD。使用AUC、精度、召回率和F1评分评估模型性能。通过5倍交叉验证、敏感性、情景和亚组分析来检验稳健性。结果:模型的宏观auc和微观auc得分分别为0.92和0.91(训练)和0.89和0.86(测试)。主要预测因子包括图片序列记忆测试和列表排序工作记忆测试。交叉验证的准确率为70.22%,Kappa为0.52。结论:机器学习有效地使用一小组评估来区分NC, MCI和AD,为支持临床决策提供了有价值的工具。未来的研究应该在不同的人群中验证这一模型。
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引用次数: 0
Automatic Detection of Cognitive Impairment in Patients With White Matter Hyperintensity Using Deep Learning and Radiomics. 利用深度学习和放射组学自动检测白质高强度患者的认知障碍。
Pub Date : 2025-01-01 Epub Date: 2025-03-14 DOI: 10.1177/15333175251325091
Junbang Feng, Xingyan Le, Li Li, Lin Tang, Yuwei Xia, Feng Shi, Yi Guo, Yueqin Zhou, Chuanming Li

White matter hyperintensity (WMH) is associated with cognitive impairment. In this study, 79 patients with WMH from hospital 1 were randomly divided into a training set (62 patients) and an internal validation set (17 patients). In addition, 29 WMH patients from hospital 2 were used as an external validation set. Cognitive status was determined based on neuropsychological assessment results. A deep learning convolutional neural network of VB-Nets was used to automatically identify and segment whole-brain subregions and WMH. The PyRadiomics package in Python was used to automatically extract radiomic features from the WMH and bilateral hippocampi. Delong tests revealed that the random forest model based on combined features had the best performance for the detection of cognitive impairment in WMH patients, with an AUC of 0.900 in the external validation set. Our results provide clinical doctors with a reliable tool for the early diagnosis of cognitive impairment in WMH patients.

白质高强度(WMH)与认知障碍有关。本研究选取第一医院的79例WMH患者,随机分为训练组(62例)和内部验证组(17例)。另外,以来自第二医院的29例WMH患者作为外部验证集。根据神经心理学评估结果确定认知状态。采用VB-Nets的深度学习卷积神经网络自动识别和分割全脑子区和WMH。Python中的PyRadiomics包用于自动提取WMH和双侧海马的放射学特征。Delong检验表明,基于组合特征的随机森林模型对WMH患者认知功能障碍的检测效果最好,在外部验证集中AUC为0.900。我们的研究结果为临床医生提供了早期诊断WMH患者认知功能障碍的可靠工具。
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引用次数: 0
Traditional and Non-traditional Caregivers Define "Family" and Caregiving Obligations. 传统和非传统照顾者定义“家庭”和照顾义务。
Pub Date : 2025-01-01 Epub Date: 2025-07-14 DOI: 10.1177/15333175251357328
Sarah E Patterson, Kelsi Caywood, Samantha M Pantelic, Olivia Morreale

Narrow definitions of family can constrain survey items about obligations regarding who should care for older adults. Current measurement often does not account for the increased prevalence of diverse family forms and support received among older adults. We draw on six focus groups (N = 33) of family or friends caring for older adults with trouble remembering, memory issues, or dementia to explore definitions of family, caregiving, and responsibility. Although many caregivers immediately default to traditional definitions, the breadth of "family" seen as responsible and actual care networks are often broader. In many cases, caregivers considered friends and other non-kin as family because they provided care. Furthermore, both care and obligations are shaped by family dynamics and the older adult's memory loss. Results suggest that survey measures should capture a wider range of relationship ties and dynamics to better understand family, caregiving obligations, and the tensions between them.

狭义的家庭定义可能会限制关于谁应该照顾老年人的义务的调查项目。目前的衡量标准往往没有考虑到老年人中越来越多的家庭形式和得到的支持。我们利用六个焦点小组(N = 33)的家人或朋友来照顾有记忆障碍、记忆问题或痴呆症的老年人,以探索家庭、照顾和责任的定义。尽管许多护理人员立即默认了传统的定义,但被视为负责任和实际护理网络的“家庭”的广度往往更广。在许多情况下,照顾者把朋友和其他非亲属视为家人,因为他们提供照顾。此外,照顾和义务都受到家庭动态和老年人记忆丧失的影响。结果表明,调查措施应涵盖更广泛的关系关系和动态,以更好地了解家庭、照顾义务以及它们之间的紧张关系。
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引用次数: 0
Examining Care Network Composition by Nativity Status in Adults Living With Cognitive Impairment. 成人认知障碍患者出生状况对护理网络构成的影响。
IF 2.7 Pub Date : 2025-01-01 Epub Date: 2025-10-09 DOI: 10.1177/15333175251387431
Sophia Tsuker, Rebecca George, Wenjing Li, Wenhua Lai, Amanda N Leggett

Foreign-born people living with cognitive impairment (PLwCI) and their family caregivers may have distinct caregiving networks compared to their U.S.-born counterparts. Data is drawn from the 2022 wave of the National Health and Aging Trends Study. Descriptive statistics and mean difference tests were run by native and foreign-born PLwCI. Linear and logistic regressions were run controlling for foreign-born PLwCI demographics with categorized time in the U.S. as the predictor of network characteristics. Foreign-born PLwCI networks were more likely to have a daughter caregiver and engage in household task-sharing, but less likely to have a spouse and non-family caregiver. In adjusted regressions, residing in the U.S. for less than 30 years was associated with greater odds of having a daughter and generalist in network, and greater task-sharing in household and self-care/mobility domains, relative to those residing over 50 years. Results underscore the importance of acculturation in shaping care networks among PLwCI.

与美国出生的人相比,外国出生的认知障碍患者及其家庭照顾者可能有不同的照顾网络。数据来自2022年全国健康和老龄化趋势研究的浪潮。对本地和外国出生的PLwCI进行描述性统计和均数差异检验。对外国出生的PLwCI人口统计数据进行线性和逻辑回归控制,并将在美国的分类时间作为网络特征的预测因子。在国外出生的PLwCI网络中,有女儿照顾者和分担家务的可能性更大,但有配偶和非家庭照顾者的可能性更小。在调整后的回归中,与那些居住在美国超过50年的人相比,居住在美国不到30年的人有更大的几率有一个女儿,在社交网络中有更多的通才,在家庭和自我照顾/移动领域有更多的任务分担。结果强调了文化适应在PLwCI中形成护理网络的重要性。
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引用次数: 0
Amytrapper Catheter: A Prototype Extracorporeal Device That Traps Blood Amyloid-β in a Rat Model of Alzheimer's Disease. Amytrapper导管:一种原型体外装置,可在阿尔茨海默病大鼠模型中捕获血液淀粉样蛋白-β。
Pub Date : 2025-01-01 Epub Date: 2025-07-17 DOI: 10.1177/15333175251361265
Rishi Raj Chhipa, Biji T Kurien, Robert H Scofield, Roman F Wolf, Hao Huang, Pazhani Sundaram

Alzheimer's disease (AD) presents a pressing global health challenge, with amyloid-β (Aβ) accumulation in the brain being a hallmark feature. While monoclonal antibodies targeting Aβ have shown cognitive benefits, safety concerns remain. Here, we introduce the Amytrapper catheter, a novel extracorporeal device developed by Recombinant Technologies to trap circulating Aβ using a retro-inverso peptide conjugated to polyethylene glycol. Through in vivo experiments using a rat model of AD, we demonstrate significant reductions in blood Aβ levels and behavioral improvements following Amytrapper catheter treatment. This innovative approach holds promise as a disease-modifying therapy for AD, offering a complementary strategy to existing treatments and advocating for further clinical development.

阿尔茨海默病(AD)是一个紧迫的全球健康挑战,淀粉样蛋白-β (a β)在大脑中的积累是一个标志性特征。虽然靶向Aβ的单克隆抗体已显示出认知益处,但安全性问题仍然存在。在这里,我们介绍了Amytrapper导管,这是一种由重组技术公司开发的新型体外装置,利用聚乙二醇偶联的逆转录反肽来捕获循环中的a β。通过使用大鼠AD模型的体内实验,我们发现amytraper导管治疗后,血液中a β水平显著降低,行为改善。这种创新的方法有望作为阿尔茨海默病的疾病改善疗法,为现有治疗提供补充策略,并倡导进一步的临床开发。
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引用次数: 0
Minority Stress, Discrimination, and Health Outcomes Among LGBTQ+ Older Adult Dementia Caregivers. LGBTQ+老年痴呆护理者的少数民族压力、歧视和健康结果
IF 2.7 Pub Date : 2025-01-01 Epub Date: 2025-12-01 DOI: 10.1177/15333175251398999
Nik M Lampe, Victoria L Money, Kirsty A Clark, Tara McKay

Using LGBTQ+ Social Networks, Aging, and Policy Study Wave 3 data (N = 982), this study examines how caregiving for individuals with mild cognitive impairment, Alzheimer's disease, and related dementias (MCI/ADRD) impacts everyday stressors, discrimination, and health outcomes among LGBTQ+ older adults in the Southern United States. Using chi-square tests, Fisher's exact tests, and logistic regression models, we assessed associations of caregiver role with stress and health outcomes. We then conducted moderation analyses to test interactions between caregiver role and LGBTQ+ minority stress. LGBTQ+ caregivers of individuals with MCI/ADRD were 3 times more likely to experience proximal minority stress (P < 0.05), twice as likely to report suicidal ideation (P < 0.1), and more likely to report cognitive problems (P < 0.05) and high blood pressure (P < 0.05) than non-caregivers. Interaction effects suggest that minority stress may exacerbate mental health problems among MCI/ADRD caregivers. Findings underscore the need for targeted supports and interventions for LGBTQ+ older adult dementia caregivers.

利用LGBTQ+社会网络、老龄化和政策研究浪潮3数据(N = 982),本研究调查了美国南部LGBTQ+老年人对轻度认知障碍、阿尔茨海默病和相关痴呆(MCI/ADRD)个体的护理如何影响日常压力源、歧视和健康结果。使用卡方检验、Fisher精确检验和逻辑回归模型,我们评估了照顾者角色与压力和健康结果的关联。然后,我们进行了适度分析,以测试照顾者角色与LGBTQ+少数民族压力之间的相互作用。MCI/ADRD患者的LGBTQ+照顾者出现近端少数民族应激的可能性是非照顾者的3倍(P < 0.05),报告自杀意念的可能性是非照顾者的2倍(P < 0.1),报告认知问题(P < 0.05)和高血压的可能性比非照顾者高(P < 0.05)。相互作用表明,少数民族压力可能加剧MCI/ADRD照顾者的心理健康问题。研究结果强调,LGBTQ+老年痴呆症护理人员需要有针对性的支持和干预措施。
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引用次数: 0
Alzheimer's Disease Dementia Prevalence in the United States: A County-Level Spatial Machine Learning Analysis. 美国阿尔茨海默病痴呆患病率:县级空间机器学习分析。
Pub Date : 2025-01-01 Epub Date: 2025-04-21 DOI: 10.1177/15333175251335570
Abolfazl Mollalo, George Grekousis, Hermes Florez, Brian Neelon, Leslie A Lenert, Alexander V Alekseyenko

A growing body of literature has examined the impact of neighborhood characteristics on Alzheimer's disease (AD) dementia, yet the spatial variability and relative importance of the most influential factors remain underexplored. We compiled various widely recognized factors to examine spatial heterogeneity and associations with AD dementia prevalence via geographically weighted random forest (GWRF) approach. The GWRF outperformed conventional models with an out-of-bag R2 of 74.8% in predicting AD dementia prevalence and the lowest error (MAE = 0.34, RMSE = 0.45). Key findings showed that mobile homes were the most influential factor in 19.9% of U.S. counties, followed by NDVI (17.4%), physical inactivity (12.9%), households with no vehicle (11.3%), and particulate matter (10.4%), while other primary factors affecting <10% of U.S. counties. Findings highlight the need for county-specific interventions tailored to local risk factors. Policies should prioritize increasing affordable housing stability, expanding green spaces, improving transportation access, promoting physical activity, and reducing air pollution exposure.

越来越多的文献研究了社区特征对阿尔茨海默病(AD)痴呆的影响,但最具影响因素的空间变异性和相对重要性仍未得到充分探讨。我们通过地理加权随机森林(GWRF)方法收集了各种广泛认可的因素,以研究AD痴呆患病率的空间异质性及其相关性。GWRF在预测AD痴呆患病率方面优于传统模型,其袋外R2为74.8%,误差最低(MAE = 0.34, RMSE = 0.45)。主要研究结果显示,在19.9%的美国县中,移动房屋是最重要的影响因素,其次是NDVI(17.4%)、缺乏体育锻炼(12.9%)、无车辆家庭(11.3%)和颗粒物(10.4%),其他主要影响因素
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引用次数: 0
Restoration of Memory Along With Neurogenic Enhancement by Therapeutic Botulinum Neurotoxin in a Preclinical Model of Parkinson's Disease. 在帕金森病临床前模型中,治疗性肉毒杆菌神经毒素对记忆恢复和神经源性增强的影响
Pub Date : 2025-01-01 Epub Date: 2025-05-30 DOI: 10.1177/15333175251346292
Jerly Helan Mary Joseph, Mahesh Kandasamy

Parkinson's disease (PD) is characterized by degeneration of dopaminergic neurons in the substantia nigra (SN), leading to motor impairments, while hippocampal dysfunction contributes to memory deficits. Botulinum neurotoxin (BoNT), a therapeutic modulator of acetylcholine (ACh) release, its cognitive effects remain underexplored. We investigated the effect of BoNT on spatial learning, memory, microglia and hippocampal neurogenesis in 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)-induced mouse model of PD. Behavioral tests, including the open field, novel object recognition, and Morris water maze, demonstrated significant improvements in locomotion, learning, and memory with BoNT treatment. BoNT increased the number of doublecortin (DCX)-positive immature neurons and percentage of bromodeoxyuridine (BrdU)/neuronal nuclei (NeuN) double-positive cells, while the reduced number of microglia was evident in the hippocampal dentate gyrus (DG). Additionally, histological analyses revealed BoNT-mediated protection of pyramidal neurons in hippocampal cornu ammonis (CA)-1 and CA3 regions. These findings suggest that BoNT mitigates memory deficits by promoting neurogenesis in experimental PD.

帕金森病(PD)的特点是黑质(SN)多巴胺能神经元变性,导致运动障碍,海马功能障碍导致记忆缺陷。肉毒杆菌神经毒素(BoNT)是一种治疗性乙酰胆碱(ACh)释放调节剂,其认知作用尚未得到充分研究。研究BoNT对1-甲基-4-苯基-1,2,3,6-四氢吡啶(MPTP)诱导的PD小鼠空间学习、记忆、小胶质细胞和海马神经发生的影响。行为测试,包括开放场地、新物体识别和莫里斯水迷宫,显示了BoNT治疗在运动、学习和记忆方面的显著改善。BoNT增加了双皮质素(DCX)阳性的未成熟神经元数量和溴脱氧尿苷(BrdU)/神经元核(NeuN)双阳性细胞的百分比,而海马齿状回(DG)的小胶质细胞数量明显减少。此外,组织学分析显示bont介导的海马角氨区(CA)-1和CA3区锥体神经元的保护作用。这些发现表明BoNT通过促进实验性PD的神经发生来减轻记忆缺陷。
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引用次数: 0
Perceived Choice to Provide Care and Recognition of Dementia Symptoms: Impact on Caregivers' Caregiving Experiences. 认知选择提供照顾和认知痴呆症状:对照顾者照顾经验的影响。
IF 2.7 Pub Date : 2025-01-01 Epub Date: 2025-11-19 DOI: 10.1177/15333175251399002
Sumiyyah Zimami, Hala Darwish, Deanna J Marriott

Dementia affects over 55 million people worldwide, with more than 11 million informal caregivers providing care. Caregivers experience physical, psychological, and social stresses, making it crucial to understand their caregiving experience. This study assessed whether the caregivers' perceived choice to provide care and recognition of dementia symptoms influenced their caregiving experiences. A secondary cross-sectional analysis was conducted using data from the National Alliance for Caregiving, including 927 caregivers. Caregiving experience was measured on a 5-point Likert scale. Chi-square tests and ordinal logistic regression were used. Caregivers who perceived they had a choice to provide care were significantly more likely to report positive experiences (ARR = 1.39, P ≤ .001). Recognition of dementia symptoms was not significantly associated with caregiving experience. However, the combination of perceived choice and recognition of dementia symptoms, particularly from one event, was associated with the most positive caregiving experiences. Findings suggest the need for caregiver choice-support and dementia education programs.

痴呆症影响着全世界5500多万人,1100多万非正式护理人员提供护理。照顾者经历身体、心理和社会压力,因此了解他们的照顾经历至关重要。本研究评估了照顾者提供照顾的感知选择和对痴呆症状的认识是否影响了他们的照顾经历。二次横断面分析使用来自全国护理联盟的数据,包括927名护理人员。护理经验以5分李克特量表衡量。采用卡方检验和有序逻辑回归。认为自己可以选择提供护理的护理人员更有可能报告积极的体验(ARR = 1.39, P≤0.001)。痴呆症状的识别与护理经验没有显著相关性。然而,感知选择和识别痴呆症状的结合,特别是从一个事件中,与最积极的护理经历有关。研究结果表明,需要照顾者选择支持和痴呆症教育项目。
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引用次数: 0
Birth Rate as a Determinant of Dementia Incidence: A Comprehensive Global Analysis. 出生率是痴呆发病率的决定因素:一项全面的全球分析。
Pub Date : 2025-01-01 DOI: 10.1177/15333175241287677
Wenpeng You

Background: The role of parity in predicting dementia risk in women is debated. This study examines how birth rate affects global dementia incidence.

Methods: Country-specific data on birth rate and dementia incidence rate were analyzed using bivariate analysis, partial correlation, and multiple linear regression. Confounding factors such as aging, affluence, genetic predisposition (Ibs), and urbanization were considered.

Results: Pearson's r and nonparametric analyzes showed a significant inverse correlation between birth rate and dementia incidence. This relationship remained significant after controlling for aging, affluence, Ibs, and urbanization. Multiple linear regression identified birth rate as a significant predictor of dementia incidence, and as the strongest predictor. Affluence and urbanization were not significant predictors. The correlation was stronger in developing countries.

Conclusions: Lower birth rate is an independent risk factor for dementia, particularly in developed countries. These findings highlight the importance of considering birth rate in dementia studies.

背景:平等在预测女性痴呆风险中的作用存在争议。这项研究探讨了出生率如何影响全球痴呆症发病率。方法:采用双变量分析、偏相关分析和多元线性回归对各国出生率和痴呆发病率数据进行分析。混杂因素如年龄、富裕、遗传易感性(Ibs)和城市化被考虑在内。结果:Pearson's r和非参数分析显示出生率与痴呆发病率呈显著负相关。在控制了老龄化、富裕程度、Ibs和城市化之后,这种关系仍然显著。多元线性回归确定出生率是痴呆发病率的重要预测因子,并且是最强的预测因子。富裕程度和城市化程度不是显著的预测因素。这种相关性在发展中国家更为明显。结论:低出生率是痴呆的独立危险因素,特别是在发达国家。这些发现强调了在痴呆症研究中考虑出生率的重要性。
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引用次数: 0
期刊
American journal of Alzheimer's disease and other dementias
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