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Long Objective Sleep Duration is a Marker of Cognitive Impairment in Older Adults: Findings from the Cretan Aging Cohort. 客观睡眠时间长是老年人认知功能受损的标志:克里特老龄队列的研究结果
IF 2.8 Q2 NEUROSCIENCES Pub Date : 2024-05-27 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230203
Maria Basta, Izolde Bouloukaki, Eleni Skourti, Alexandros Zampetakis, Christina Alexopoulou, Andronikos Ganiaris, Marina Aligizaki, Ioannis Zaganas, 'Panagiotis Simos, Alexandros Vgontzas

 We examined associations between objective sleep duration and cognitive status in older adults initially categorized as cognitively non-impaired (CNI, n = 57) or diagnosed with mild cognitive impairment (MCI, n = 53). On follow-up, 8 years later, all participants underwent neuropsychiatric/neuropsychological evaluation and 7-day 24-h actigraphy. On re-assessment 62.7% of participants were cognitively declined. Patients who developed dementia had significantly longer night total sleep time (TST) than persons with MCI who, in turn, had longer night TST than CNI participants. Objective long sleep duration is a marker of worse cognitive status in elderly with MCI/dementia and this association is very strong in older adults.

我们研究了最初被归类为认知功能未受损(CNI,57 人)或被诊断为轻度认知功能受损(MCI,53 人)的老年人的客观睡眠时间与认知状态之间的关系。8 年后的随访中,所有参与者都接受了神经精神学/神经心理学评估和 7 天 24 小时动态心电图检查。在再次评估时,62.7%的参与者认知能力下降。痴呆症患者的夜间总睡眠时间(TST)明显长于 MCI 患者,而 MCI 患者的夜间总睡眠时间又长于 CNI 参与者。客观长睡眠时间是患有 MCI/痴呆症的老年人认知状况恶化的标志,这种关联性在老年人中非常强。
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引用次数: 0
Effectiveness of Simultaneous Combined Intervention for Enhancing Cognitive Function in Patients with Moderate Alzheimer's Disease. 中度阿尔茨海默病患者认知功能的同步综合干预效果。
IF 2.8 Q2 NEUROSCIENCES Pub Date : 2024-05-17 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-249003
Ines Ben Ayed, Achraf Ammar, Chirine Aouichaoui, Salma Naija, Sana Ben Amor, Jordan M Glenn, Hamdi Chtourou, Haitham Jahrami, Khaled Trabelsi, Yassine Trabelsi, Farid El Massioui

Background: The evidence supporting the effectiveness of combined interventions in Alzheimer's disease (AD) patients remains inconclusive.

Objective: The aim of this study was to evaluate the mid- and long-term effectiveness of physical training, alone or combined with cognitive games, on cognitive performance in patients with moderate AD.

Methods: Seventy-nine AD patients (≈73% females, age of ≈70±1 years) were randomly divided into three groups: aerobic-based training (AT-group, n = 27), aerobic-based training plus cognitive games (ACT-group, n = 25), and a control group engaged in reading (CG, n = 26), two sessions per week. Cognitive performance was evaluated at the start, 4th week (W4), end of the 8th week (W8), and after a 4-week detraining period (W12), using problem-solving (Tower-of-Hanoi), selective attention (Stroop-test), and working memory (Digit-Span-test) assessments. Stress levels and quality of life were also evaluated.Results:: Aerobic and combined training induced a positive effect on all cognitive functions tested at W4 (except problem-solving) and W8 (all p < 0.001) with greater improvements in working-memory and problem-solving in ACT-group (p < 0.05). Depression levels also decreased significantly, and quality of life improved at W8 (p < 0.001) in both groups. After 4 weeks of detraining, the beneficial effect of AT and ACT was still observed. The CG did not show any significant improvements at all time points.Conclusions:: Physical and cognitive interventions appear effective for improving cognitive-functions, quality-of-life, and reducing depression in AD patients. Combined training emerges as a more effective strategy to mitigate AD progression. Further research is necessary to validate these results and explore their potential for preventing early cognitive decline.

背景:支持对阿尔茨海默病(AD)患者进行综合干预的有效性的证据仍然没有定论:本研究旨在评估体育训练(单独或与认知游戏相结合)对中度阿尔茨海默病患者认知能力的中长期效果:79名AD患者(女性≈73%,年龄≈70±1岁)被随机分为三组:有氧训练组(AT组,n = 27)、有氧训练加认知游戏组(ACT组,n = 25)和阅读对照组(CG组,n = 26),每周两节课。在训练开始时、第四周(W4)、第八周结束时(W8)以及为期四周的脱离训练期(W12)后,通过问题解决(河内塔)、选择性注意(Stroop-test)和工作记忆(Digit-Span-test)进行认知能力评估。此外,还对压力水平和生活质量进行了评估:结果:有氧训练和综合训练对第 4 个工作周(除问题解决外)和第 8 个工作周(所有 p p p p 结论:体育和认知干预措施似乎可以改善认知功能:体育和认知干预似乎对改善认知功能、生活质量和减少注意力缺失症患者的抑郁有效。综合训练是缓解注意力缺失症进展的更有效策略。有必要开展进一步的研究来验证这些结果,并探索它们在预防早期认知功能衰退方面的潜力。
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引用次数: 0
Clinical Evidence for GLP-1 Receptor Agonists in Alzheimer's Disease: A Systematic Review. GLP-1 受体激动剂治疗阿尔茨海默病的临床证据:系统综述。
Q2 NEUROSCIENCES Pub Date : 2024-05-07 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230181
Yulin Liang, Vincent Doré, Christopher C Rowe, Natasha Krishnadas

Background: Alzheimer's disease (AD) is the most common cause of dementia. While preclinical studies have shown benefits of glucagon-like peptide 1 receptor agonists (GLP-1 RA) in targeting core AD pathology, clinical studies are limited.

Objective: A systematic review was performed to evaluate GLP-1 RAs in AD for their potential to target core AD pathology and improve cognition.

Methods: Searches were conducted via three different databases (PubMed, Embase, and Cochrane Library). Search terms included Medical Subject Headings (MeSH) terms: 'glucagon-like peptide 1 receptor agonist' and 'Alzheimer's disease', as well as entry terms 'GLP-1 RA', 'AD', and three types of GLP-1 RA: 'liraglutide', 'exenatide', and 'lixisenatide'.

Results: A total of 1,444 studies were screened. Six articles that met criteria were included (four randomized control trials [RCTs] and two protocol studies). Two RCTs with amyloid-β and tau biomarker endpoints did not observe an end of treatment difference between the placebo and treated groups. In three RCTs with cognitive endpoints, there was no end of treatment difference between placebo and treated groups. GLP-1 RA showed metabolic benefits, such as lower body mass index and improved glucose levels on oral glucose tolerance tests in treated groups. GLP-1 RA may mitigate the decline in cerebral glucose metabolism and show enhanced blood-brain glucose transport capacity using 18F-FDG PET, however, more data is needed.

Conclusions: GLP-1 RA therapy did not alter amyloid-β and tau biomarkers nor show improvements in cognition but showed potential metabolic and neuroprotective benefits.

背景:阿尔茨海默病(AD)是最常见的痴呆症病因。尽管临床前研究显示胰高血糖素样肽 1 受体激动剂(GLP-1 RA)在针对 AD 核心病理方面具有优势,但临床研究却十分有限:目的:我们进行了一项系统综述,以评估GLP-1 RAs在AD中针对AD核心病理和改善认知的潜力:方法:通过三个不同的数据库(PubMed、Embase 和 Cochrane Library)进行检索。检索词包括医学主题词表(MeSH):胰高血糖素样肽 1 受体激动剂 "和 "阿尔茨海默病",以及词条 "GLP-1 RA"、"AD "和三种 GLP-1 RA:"利拉鲁肽"、"艾塞那肽 "和 "利西那肽":结果:共筛选出 1,444 项研究。结果:共筛选出 1,444 项研究,其中 6 篇符合标准(4 项随机对照试验 [RCT] 和 2 项方案研究)。两项以淀粉样蛋白-β和tau生物标志物为终点的随机对照试验未观察到安慰剂组和治疗组在治疗结束时存在差异。在三项有认知终点的研究中,安慰剂组和治疗组在治疗结束时没有差异。GLP-1 RA 对代谢有好处,如降低体重指数,改善治疗组口服葡萄糖耐量试验的血糖水平。GLP-1 RA可能会缓解脑糖代谢的下降,并通过18F-FDG PET显示血脑葡萄糖转运能力增强,但还需要更多数据:结论:GLP-1 RA疗法不会改变淀粉样蛋白-β和tau生物标志物,也不会改善认知能力,但具有潜在的代谢和神经保护作用。
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引用次数: 0
Erratum to: Seasonal Variations in Vitamin D Levels and the Incident Dementia Among Older Adults Aged ≥60 Years in the UK Biobank. 勘误:英国生物库中年龄≥60 岁的老年人维生素 D 水平的季节性变化与痴呆症发病率。
Q2 NEUROSCIENCES Pub Date : 2024-05-07 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-249002

[This corrects the article DOI: 10.3233/ADR-230077.].

[此处更正了文章 DOI:10.3233/ADR-230077]。
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引用次数: 0
Latent Class Analysis of Sleep in Mild Cognitive Impairment Patients and its Influencing Factors. 轻度认知障碍患者睡眠的潜类分析及其影响因素
Q2 NEUROSCIENCES Pub Date : 2024-05-03 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230192
Yamei Bai, Meng Tian, Yuqing Chen, Yulei Song, Xueqing Zhang, Haiyan Yin, Dan Luo, Guihua Xu

Background: Individuals with mild cognitive impairment (MCI) frequently experience sleep disorders, which may elevate the risk of developing Alzheimer's disease. Yet, sleep types in MCI patients and the factors influencing them have not been sufficiently investigated.

Objective: The objective of this study was to explore potential sleep typing and its influencing factors in patients with MCI using latent class analysis.

Methods: A cross-sectional survey was conducted in Jiangsu Province, China. Cognitive function in older adults was assessed using neuropsychological tests, including the Montreal Cognitive Assessment Scale-Beijing version (MoCA), the Mini-Mental State Examination (MMSE), the Activities of Daily Living Scale (ADL), and the Clinical Dementia Rating Scale (CDR). Sleep quality was evaluated using the Pittsburgh Sleep Quality Index (PSQI). Latent class analysis based on PSQI scores and multinomial logistic regression analyses were employed to explore the influencing factors of sleep typing.

Results: The study included a total of 611 patients with MCI. Latent class analysis identified three latent classes to categorize the sleep patterns of MCI patients: the good sleep type (56.6%), the insufficient sleep type (29.6%), and the difficulty falling asleep type (13.7%). Potential sleep typing is influenced by gender, chronic disease, physical exercise, social activity, brain exercise, smoking, frailty, subjective cognitive status, and global cognitive function.

Conclusions: The findings of this study underscore the notable heterogeneity in the sleep patterns of patients with MCI. Future research may provide targeted prevention and interventions to address the characteristics and influencing factors of patients with different subtypes of sleep MCI.

背景:轻度认知障碍(MCI)患者经常会出现睡眠障碍,这可能会增加罹患阿尔茨海默病的风险。然而,MCI 患者的睡眠类型及其影响因素尚未得到充分研究:本研究旨在利用潜类分析法探讨 MCI 患者的潜在睡眠类型及其影响因素:方法:在中国江苏省进行了一项横断面调查。采用神经心理学测试评估老年人的认知功能,包括蒙特利尔认知评估量表-北京版(MoCA)、迷你精神状态检查(MMSE)、日常生活活动量表(ADL)和临床痴呆评定量表(CDR)。睡眠质量采用匹兹堡睡眠质量指数(PSQI)进行评估。研究采用了基于 PSQI 分数的潜类分析和多项式逻辑回归分析来探讨睡眠类型的影响因素:研究共纳入了 611 名 MCI 患者。潜类分析发现,MCI 患者的睡眠模式可分为三种潜类:良好睡眠型(56.6%)、睡眠不足型(29.6%)和入睡困难型(13.7%)。潜在的睡眠类型受性别、慢性疾病、体育锻炼、社交活动、脑力锻炼、吸烟、体弱、主观认知状态和整体认知功能的影响:本研究的结果强调了 MCI 患者睡眠模式的显著异质性。未来的研究可针对不同亚型睡眠 MCI 患者的特点和影响因素,提供有针对性的预防和干预措施。
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引用次数: 0
MitoH3: Mitochondrial Haplogroup and Homoplasmic/Heteroplasmic Variant Calling Pipeline for Alzheimer's Disease Sequencing Project. MitoH3:阿尔茨海默病测序项目线粒体单倍群和同质/异质变异调用管道。
IF 2.8 Q2 NEUROSCIENCES Pub Date : 2024-04-08 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230120
Congcong Zhu, Tong Tong, John J Farrell, Eden R Martin, William S Bush, Margaret A Pericak-Vance, Li-San Wang, Gerard D Schellenberg, Jonathan L Haines, Kathryn L Lunetta, Lindsay A Farrer, Xiaoling Zhang

Background: Mitochondrial DNA (mtDNA) is a double-stranded circular DNA and has multiple copies in each cell. Excess heteroplasmy, the coexistence of distinct variants in copies of mtDNA within a cell, may lead to mitochondrial impairments. Accurate determination of heteroplasmy in whole-genome sequencing (WGS) data has posed a significant challenge because mitochondria carrying heteroplasmic variants cannot be distinguished during library preparation. Moreover, sequencing errors, contamination, and nuclear mtDNA segments can reduce the accuracy of heteroplasmic variant calling.

Objective: To efficiently and accurately call mtDNA homoplasmic and heteroplasmic variants from the large-scale WGS data generated from the Alzheimer's Disease Sequencing Project (ADSP), and test their association with Alzheimer's disease (AD).

Methods: In this study, we present MitoH3-a comprehensive computational pipeline for calling mtDNA homoplasmic and heteroplasmic variants and inferring haplogroups in the ADSP WGS data. We first applied MitoH3 to 45 technical replicates from 6 subjects to define a threshold for detecting heteroplasmic variants. Then using the threshold of 5% ≤variant allele fraction≤95%, we further applied MitoH3 to call heteroplasmic variants from a total of 16,113 DNA samples with 6,742 samples from cognitively normal controls and 6,183 from AD cases.

Results: This pipeline is available through the Singularity container engine. For 4,311 heteroplasmic variants identified from 16,113 samples, no significant variant count difference was observed between AD cases and controls.

Conclusions: Our streamlined pipeline, MitoH3, enables computationally efficient and accurate analysis of a large number of samples.

背景:线粒体 DNA(mtDNA)是一种双链环状 DNA,在每个细胞中有多个拷贝。过多的异质性(细胞内 mtDNA 副本中不同变体的共存)可能会导致线粒体损伤。在全基因组测序(WGS)数据中准确确定异质性是一项重大挑战,因为在文库制备过程中无法区分携带异质性变体的线粒体。此外,测序错误、污染和核 mtDNA 片段也会降低异质变体调用的准确性:从阿尔茨海默病测序项目(ADSP)产生的大规模 WGS 数据中高效、准确地调用 mtDNA 同质和异质变体,并检验它们与阿尔茨海默病(AD)的关联:在本研究中,我们介绍了MitoH3--一种用于在ADSP WGS数据中调用mtDNA同质和异质变异并推断单倍群的综合计算管道。我们首先将 MitoH3 应用于来自 6 个受试者的 45 个技术重复,以确定检测异质变异的阈值。然后,利用5%≤变异等位基因比例≤95%的阈值,我们进一步应用MitoH3调用了16113个DNA样本中的异质变异,其中6742个样本来自认知正常对照组,6183个样本来自AD病例:该管道可通过 Singularity 容器引擎使用。对于从 16,113 份样本中鉴定出的 4,311 个异质变体,AD 病例和对照组之间没有观察到显著的变体数量差异:我们的简化管道 MitoH3 可以对大量样本进行高效、准确的计算分析。
{"title":"MitoH3: Mitochondrial Haplogroup and Homoplasmic/Heteroplasmic Variant Calling Pipeline for Alzheimer's Disease Sequencing Project.","authors":"Congcong Zhu, Tong Tong, John J Farrell, Eden R Martin, William S Bush, Margaret A Pericak-Vance, Li-San Wang, Gerard D Schellenberg, Jonathan L Haines, Kathryn L Lunetta, Lindsay A Farrer, Xiaoling Zhang","doi":"10.3233/ADR-230120","DOIUrl":"10.3233/ADR-230120","url":null,"abstract":"<p><strong>Background: </strong>Mitochondrial DNA (mtDNA) is a double-stranded circular DNA and has multiple copies in each cell. Excess heteroplasmy, the coexistence of distinct variants in copies of mtDNA within a cell, may lead to mitochondrial impairments. Accurate determination of heteroplasmy in whole-genome sequencing (WGS) data has posed a significant challenge because mitochondria carrying heteroplasmic variants cannot be distinguished during library preparation. Moreover, sequencing errors, contamination, and nuclear mtDNA segments can reduce the accuracy of heteroplasmic variant calling.</p><p><strong>Objective: </strong>To efficiently and accurately call mtDNA homoplasmic and heteroplasmic variants from the large-scale WGS data generated from the Alzheimer's Disease Sequencing Project (ADSP), and test their association with Alzheimer's disease (AD).</p><p><strong>Methods: </strong>In this study, we present MitoH3-a comprehensive computational pipeline for calling mtDNA homoplasmic and heteroplasmic variants and inferring haplogroups in the ADSP WGS data. We first applied MitoH3 to 45 technical replicates from 6 subjects to define a threshold for detecting heteroplasmic variants. Then using the threshold of 5% ≤variant allele fraction≤95%, we further applied MitoH3 to call heteroplasmic variants from a total of 16,113 DNA samples with 6,742 samples from cognitively normal controls and 6,183 from AD cases.</p><p><strong>Results: </strong>This pipeline is available through the Singularity container engine. For 4,311 heteroplasmic variants identified from 16,113 samples, no significant variant count difference was observed between AD cases and controls.</p><p><strong>Conclusions: </strong>Our streamlined pipeline, MitoH3, enables computationally efficient and accurate analysis of a large number of samples.</p>","PeriodicalId":73594,"journal":{"name":"Journal of Alzheimer's disease reports","volume":"8 1","pages":"575-587"},"PeriodicalIF":2.8,"publicationDate":"2024-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11091720/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140923993","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Retinal and Cortical Visual Processing Dysfunction in a Case of Mild Cognitive Impairment with Lewy Bodies: A Case Report. 一例路易体轻度认知障碍患者的视网膜和皮层视觉处理功能障碍:病例报告
Q2 NEUROSCIENCES Pub Date : 2024-02-29 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230176
Giulia Perini, Matteo Cotta Ramusino, Francesca Conca, Giuseppe Cosentino, Lisa Maria Farina, Alfredo Costa, Elisabetta Farina

The prodromal stage of Lewy body dementia includes a mild cognitive impairment with visual processing and/or attention-executive deficits. A clinical presentation with progressive visual loss is indeed seldom reported and can be misleading with a posterior cortical atrophy disease. While the neurodegeneration at the occipital cortex can only partially explain the visual disturbances of Lewy body dementia, more recently a retinal dysfunction has been suggested by preliminary optical coherence tomography and autoptic findings. Herein, we present a case of a mild cognitive impairment with Lewy bodies, who presented initially with visual disturbances and signs of both retinal and cortical visual processing dysfunction. A complete neuropsychological, neurophysiological and brain imaging assessment highlighted a prominent ventral visual pathway involvement. This report provides first that the prodromal stage of Lewy body dementia can manifest as a primarily progressive visual loss, second that the involvement of visual pathway, particularly the ventral stream, can be detectable from the retinal to the cortical level.

路易体痴呆症的前驱期包括轻度认知障碍,伴有视觉处理和/或注意力-执行障碍。临床表现为进行性视力减退的病例很少见,这可能会对后皮质萎缩病产生误导。虽然枕叶皮层的神经变性只能部分解释路易体痴呆的视觉障碍,但最近初步的光学相干断层扫描和自视检查结果表明,该病存在视网膜功能障碍。在此,我们介绍了一例伴路易体的轻度认知障碍患者,该患者最初表现为视觉障碍以及视网膜和皮层视觉处理功能障碍的迹象。完整的神经心理学、神经生理学和脑成像评估突出显示了腹侧视觉通路的明显受累。这份报告首先说明路易体痴呆症的前驱阶段可以表现为主要的进行性视力丧失,其次说明从视网膜到皮层都可以检测到视觉通路的受累,尤其是腹侧流。
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引用次数: 0
Effect of Internet Use on Cognitive Function of Middle-Aged and Elderly Adults in China: Evidence from China Family Panel Studies. 互联网使用对中国中老年人认知功能的影响:中国家庭面板研究的证据
Q2 NEUROSCIENCES Pub Date : 2024-02-29 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230137
Xuefei Xia, Pingqiao Yuan, Xue Zhao, Fang Rong Jia, Bangyang Li, Peng Cai

Background: The development and popularization of the Internet provides an important opportunity to advance national strategies for healthy aging, particularly the impact of the Internet on cognitive function in middle-aged and older adults.

Objective: This study aimed to quantify the impact of Internet use on the cognitive health of middle-aged and older adults (aged≥45 years).

Methods: We used data from the Chinese Family Panel Study (CFPS) survey, tested the robustness of the baseline findings by variable substitution and instrumental variables methods, and analyzed heterogeneity. Subsequently, five purposes of Internet use that affect cognitive function were analyzed in depth.

Results: Internet use may improve cognitive function in middle-aged and older adults. The effect of Internet use on cognitive function was more pronounced in the lower age group (45-59 years), among males, in rural areas, and among middle-aged and older adults with higher levels of education. Cognitive functioning of middle-aged and older adults varied according to how often they used the Internet for entertainment, socialization, study, work, and business activities.

Conclusions: The use of the Internet may be considered a practical non-pharmacological intervention to slow cognitive decline in middle-aged and older adults.

背景:互联网的发展和普及为推进健康老龄化国家战略提供了重要机遇:互联网的发展和普及为推进国家健康老龄化战略提供了重要机遇,尤其是互联网对中老年人认知功能的影响:本研究旨在量化互联网使用对中老年人(年龄≥45 岁)认知健康的影响:我们使用了中国家庭面板研究(CFPS)的调查数据,通过变量替代法和工具变量法检验了基线研究结果的稳健性,并分析了异质性。随后,我们深入分析了影响认知功能的五种互联网使用目的:结果:使用互联网可以改善中老年人的认知功能。使用互联网对认知功能的影响在低年龄组(45-59 岁)、男性、农村地区和受教育程度较高的中老年人中更为明显。中老年人的认知功能因他们使用互联网进行娱乐、社交、学习、工作和商业活动的频率而有所不同:结论:使用互联网可被视为减缓中老年人认知功能衰退的一种实用的非药物干预措施。
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引用次数: 0
What Threshold of Amyloid Reduction Is Necessary to Meaningfully Improve Cognitive Function in Transgenic Alzheimer's Disease Mice? 要有效改善转基因阿尔茨海默病小鼠的认知功能,淀粉样蛋白减少的阈值是多少?
Q2 NEUROSCIENCES Pub Date : 2024-02-29 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230174
Anita Singh, Matthew Maker, Jayant Prakash, Raghav Tandon, Cassie S Mitchell

Background: Amyloid-β plaques (Aβ) are associated with Alzheimer's disease (AD). Pooled assessment of amyloid reduction in transgenic AD mice is critical for expediting anti-amyloid AD therapeutic research.

Objective: The mean threshold of Aβ reduction necessary to achieve cognitive improvement was measured via pooled assessment (n = 594 mice) of Morris water maze (MWM) escape latency of transgenic AD mice treated with substances intended to reduce Aβ via reduction of beta-secretase cleaving enzyme (BACE).

Methods: Machine learning and statistical methods identified necessary amyloid reduction levels using mouse data (e.g., APP/PS1, LPS, Tg2576, 3xTg-AD, control, wild type, treated, untreated) curated from 22 published studies.

Results: K-means clustering identified 4 clusters that primarily corresponded with level of Aβ: untreated transgenic AD control mice, wild type mice, and two clusters of transgenic AD mice treated with BACE inhibitors that had either an average 25% "medium reduction" of Aβ or 50% "high reduction" of Aβ compared to untreated control. A 25% Aβ reduction achieved a 28% cognitive improvement, and a 50% Aβ reduction resulted in a significant 32% improvement compared to untreated transgenic mice (p < 0.05). Comparatively, wild type mice had a mean 41% MWM latency improvement over untreated transgenic mice (p < 0.05). BACE reduction had a lesser impact on the ratio of Aβ42 to Aβ40. Supervised learning with an 80% -20% train-test split confirmed Aβ reduction was a key feature for predicting MWM escape latency (R2 = 0.8 to 0.95).

Conclusions: Results suggest a 25% reduction in Aβ as a meaningful treatment threshold for improving transgenic AD mouse cognition.

背景:淀粉样β斑块(Aβ)与阿尔茨海默病(AD)有关。对转基因阿兹海默病小鼠淀粉样蛋白减少情况进行集中评估对于加快抗淀粉样蛋白阿兹海默病治疗研究至关重要:目的:通过对使用旨在通过减少β-分泌酶裂解酶(BACE)来减少淀粉样蛋白的物质治疗的转基因AD小鼠的莫里斯水迷宫(MWM)逃逸潜伏期进行汇总评估(n = 594只小鼠),测量了实现认知改善所需的平均淀粉样蛋白减少阈值:机器学习和统计方法利用从22项已发表研究中收集的小鼠数据(如APP/PS1、LPS、Tg2576、3xTg-AD、对照组、野生型、治疗组、未治疗组)确定了必要的淀粉样蛋白减少水平:K-means聚类确定了4个主要与Aβ水平相对应的聚类:未经治疗的转基因AD对照组小鼠、野生型小鼠和两个用BACE抑制剂治疗的转基因AD小鼠聚类,与未经治疗的对照组相比,这些小鼠的Aβ平均减少了25%("中度减少")或50%("高度减少")。与未经处理的转基因小鼠相比,减少 25% 的 Aβ 可使认知能力提高 28%,减少 50% 的 Aβ 可使认知能力显著提高 32%(p p 42 至 Aβ40)。采用80% -20%训练-测试分离的监督学习证实,Aβ减少是预测MWM逃逸潜伏期的一个关键特征(R2 = 0.8至0.95):结果表明,Aβ减少25%是改善转基因AD小鼠认知能力的有效治疗阈值。
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引用次数: 0
Diagnosis of Alzheimer's Disease and Mild Cognitive Impairment Using Convolutional Neural Networks. 利用卷积神经网络诊断阿尔茨海默病和轻度认知障碍。
Q2 NEUROSCIENCES Pub Date : 2024-02-20 eCollection Date: 2024-01-01 DOI: 10.3233/ADR-230118
Sara Ghasemi Dakdareh, Karim Abbasian

Background: Alzheimer's disease and mild cognitive impairment are common diseases in the elderly, affecting more than 50 million people worldwide in 2020. Early diagnosis is crucial for managing these diseases, but their complexity poses a challenge. Convolutional neural networks have shown promise in accurate diagnosis.

Objective: The main objective of this research is to diagnose Alzheimer's disease and mild cognitive impairment in healthy individuals using convolutional neural networks.

Methods: This study utilized three different convolutional neural network models, two of which were pre-trained models, namely AlexNet and DenseNet, while the third model was a CNN1D-LSTM neural network.

Results: Among the neural network models used, the AlexNet demonstrated the highest accuracy, exceeding 98%, in diagnosing mild cognitive impairment and Alzheimer's disease in healthy individuals. Furthermore, the accuracy of the DenseNet and CNN1D-LSTM models is 88% and 91.89%, respectively.

Conclusions: The research highlights the potential of convolutional neural networks in diagnosing mild cognitive impairment and Alzheimer's disease. The use of pre-trained neural networks and the integration of various patient data contribute to achieving accurate results. The high accuracy achieved by the AlexNet neural network underscores its effectiveness in disease classification. These findings pave the way for future research and improvements in the field of diagnosing these diseases using convolutional neural networks, ultimately aiding in early detection and effective management of mild cognitive impairment and Alzheimer's disease.

背景:阿尔茨海默病和轻度认知障碍是老年人的常见疾病,到 2020 年全球将有超过 5000 万人受到影响。早期诊断对控制这些疾病至关重要,但它们的复杂性带来了挑战。卷积神经网络在准确诊断方面已显示出前景:本研究的主要目的是利用卷积神经网络诊断健康人的阿尔茨海默病和轻度认知障碍:本研究使用了三种不同的卷积神经网络模型,其中两个是预先训练好的模型,即 AlexNet 和 DenseNet,第三个模型是 CNN1D-LSTM 神经网络:在所使用的神经网络模型中,AlexNet 在诊断健康人的轻度认知障碍和阿尔茨海默病方面的准确率最高,超过 98%。此外,DenseNet 和 CNN1D-LSTM 模型的准确率分别为 88% 和 91.89%:这项研究凸显了卷积神经网络在诊断轻度认知障碍和阿尔茨海默病方面的潜力。使用预先训练的神经网络和整合各种患者数据有助于获得准确的结果。AlexNet 神经网络所达到的高准确率突出了它在疾病分类中的有效性。这些发现为今后利用卷积神经网络诊断这些疾病的研究和改进铺平了道路,最终有助于早期检测和有效管理轻度认知障碍和阿尔茨海默病。
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引用次数: 0
期刊
Journal of Alzheimer's disease reports
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