alzheimer’s Disease

阿尔茨海默病
  • 文章类型: Journal Article
    背景:大量证据支持青光眼和痴呆具有共同的病理机制和致病危险因素。然而,青光眼之间的联系,认知能力下降和痴呆尚未得到阐明.
    目的:本研究旨在评估青光眼是否会增加痴呆或认知障碍的风险。
    方法:PubMed,科克伦图书馆,WebofScience,从开始至2024年3月10日检索了队列或病例对照研究的EMBASE数据库.使用纽卡斯尔-渥太华质量评估量表(NOS)评估偏倚风险。使用I2检验严格评估异质性,而发表偏倚是通过漏斗图的目视检查和Egger回归不对称检验来评估的。应用亚组分析来确定异质性的来源。
    结果:纳入了27项研究,涵盖9,061,675名个体。汇总分析表明,青光眼增加了全因痴呆的风险,老年痴呆症,血管性痴呆,和认知障碍。亚组分析显示,年龄≥65岁的痴呆患病率为2.90(95%CI:1.45-5.77),年龄<65岁的痴呆患病率为2.07(95%CI:1.18-3.62);女性青光眼患者的发病率为1.46(95%CI:1.06-2.00),分别,男性患者无统计学意义。在青光眼类型中,POAG更有可能发展为痴呆和认知障碍。地区分布也存在差异,在亚洲地区患病率最高,而在欧洲和北美地区,青光眼与痴呆无关。
    结论:青光眼增加了随后的认知障碍和痴呆的风险。青光眼的类型,性别,年龄,研究人群的区域组成可能显著影响青光眼与痴呆的关系。
    BACKGROUND: Substantial evidence supports that glaucoma and dementia share pathological mechanisms and pathogenic risk factors. However, the association between glaucoma, cognitive decline and dementia has yet to be elucidated.
    OBJECTIVE: This study was aimed to assess whether glaucoma increase the risk of dementia or cognitive impairment.
    METHODS: PubMed, Cochrane Library, Web of Science, and EMBASE databases for cohort or case-control studies were searched from inception to March 10, 2024. The Newcastle-Ottawa Quality Assessment Scale (NOS) was used to the risk of bias. Heterogeneity was rigorously evaluated using the I2 test, while publication bias was assessed by visual inspection of the funnel plot and by Egger\' s regression asymmetry test. Subgroup analyses were applied to determine the sources of heterogeneity.
    RESULTS: Twenty-seven studies covering 9,061,675 individuals were included. Pooled analyses indicated that glaucoma increased the risk of all-cause dementia, Alzheimer\'s disease, vascular dementia, and cognitive impairment. Subgroup analysis showed that the prevalence of dementia was 2.90 (95% CI: 1.45-5.77) in age ≥ 65 years and 2.07 (95% CI: 1.18-3.62) in age<65 years; the incidence rates in female glaucoma patients was 1.46 (95% CI: 1.06-2.00), respectively, which was no statistical significance in male patients. Among glaucoma types, POAG was more likely to develop dementia and cognitive impairment. There were also differences in regional distribution, with the highest prevalence in the Asia region, while glaucoma was not associated with dementia in Europe and North America regions.
    CONCLUSIONS: Glaucoma increased the risk of subsequent cognitive impairment and dementia. The type of glaucoma, gender, age, and region composition of the study population may significantly affect the relationship between glaucoma and dementia.
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  • 文章类型: Journal Article
    背景:认知障碍预计会影响老龄人口的大部分。假设终身饮食习惯在预防认知能力下降中起作用。在研究最多的饮食成分中,鱼类消费对人类大脑的潜在影响已被广泛研究。
    目的:对观察性研究进行荟萃分析,探讨鱼类摄入与认知障碍/下降和所有类型痴呆之间的关系。
    方法:对电子数据库进行了系统搜索,以确定提供有关鱼类消费和感兴趣结果的定量数据的观察性研究。仅使用极端暴露类别进行荟萃分析的随机效应模型,亚组分析,并进行剂量-反应分析以估计累积风险比(RR)和95%置信区间(CIs).
    结果:荟萃分析包括35项研究。个人报告最高与最低的鱼类消费量与较低的认知障碍/下降的可能性相关(RR=0.82,95%CI:0.75,0.90,I2=61.1%),痴呆(RR=0.82,95%CI:0.73,0.93,I2=38.7%),和阿尔茨海默病(RR=0.80,95%CI:0.67,0.96,I2=20.3%)。剂量-反应关系显示,在150g/d的较高水平的鱼类摄入量高达30%的情况下,认知障碍/下降和所有认知结果的风险显着降低(RR=0.70,95%CI:0.52,0.95)。基于所研究的结果,基于APOEε4等位基因状态的这种关系的结果是混合的。
    结论:目前的研究结果表明,食用鱼类与较低的认知障碍/下降风险呈剂量反应方式相关。而对于痴呆症和阿尔茨海默病,则需要进一步的研究来提高证据的强度。
    BACKGROUND: Cognitive impairment is projected to affect a preponderant proportion of the aging population. Lifelong dietary habits have been hypothesized to play a role in preventing cognitive decline. Among the most studied dietary components, fish consumptionhas been extensively studied for its potential effects on the human brain.
    OBJECTIVE: To perform a meta-analysis of observational studies exploring the association between fish intake and cognitive impairment/decline and all types of dementia.
    METHODS: A systematic search of electronic databases was performed to identify observational studies providing quantitative data on fish consumption and outcomes of interest. Random effects models for meta-analyses using only extreme exposure categories, subgroup analyses, and dose-response analyses were performed to estimate cumulative risk ratios (RRs) and 95% confidence intervals (CIs).
    RESULTS: The meta-analysis comprised 35 studies. Individuals reporting the highest vs. the lowest fish consumption were associated with a lower likelihood of cognitive impairment/decline (RR = 0.82, 95% CI: 0.75, 0.90, I2 = 61.1%), dementia (RR = 0.82, 95% CI: 0.73, 0.93, I2 = 38.7%), and Alzheimer\'s disease (RR = 0.80, 95% CI: 0.67, 0.96, I2 = 20.3%). The dose-response relation revealed a significantly decreased risk of cognitive impairment/decline and all cognitive outcomes across higher levels of fish intake up to 30% for 150 g/d (RR = 0.70, 95% CI: 0.52, 0.95). The results of this relation based on APOE ε4 allele status was mixed based on the outcome investigated.
    CONCLUSIONS: Current findings suggest fish consumption is associated with a lower risk of cognitive impairment/decline in a dose-response manner, while for dementia and Alzheimer\'s disease there is a need for further studies to improve the strength of evidence.
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  • 文章类型: Journal Article
    基于SERS的拉曼纳米探针的开发,可以检测淀粉样β(Aβ)42肽的错误折叠,使它们成为阿尔茨海默病(AD)的可行诊断技术。淀粉样肽和原纤维的检测和成像有望有助于AD的早期识别。
    这里,我们提出了一个快速,易于使用,基于Aβ42分子在SERS活性金纳米探针(RB-AuNPs)上的选择性吸附,直径为29±3nm,用于检测阿尔茨海默病生物标志物的简单方案。与肽的结合导致光谱偏移,与目标肽相关。我们还证明了使用银纳米颗粒(AgNPs)作为前体用于制备具有碳花青(CC)染料和AgNPs的SERS活性纳米探针的可能性,所述AgNPs被称为直径为25±4nm的银纳米探针(CC-AgNPs)。
    RB-AuNPs探针与肽结合导致光谱偏移,与目标肽相关。缀合后出现精氨酸峰证实了Aβ42与纳米探针的结合。在Aβ42与CC-AgNP缀合后出现酪氨酸峰,提供肽与探针的结合。纳米探针产生了强大的,稳定的SERS信号。利用进一步的分子对接来分析相互作用,并提出了纳米探针与Aβ42和Tau蛋白结合过程的结构假设。
    这种肽-探针相互作用提供了一般的增强因子和错误折叠肽的分子结构。由于拉曼光谱中的同位素位移,可以在分子水平上获得特定残基的二级结构信息。纳米探针与Aβ42的缀合选择性地检测体液中的AD。所提出的纳米探针可以很容易地应用于血液中Aβ斑块的检测,唾液,和汗液样本。
    UNASSIGNED: Development of SERS-based Raman nanoprobes can detect the misfolding of Amyloid beta (Aβ) 42 peptides, making them a viable diagnostic technique for Alzheimer\'s disease (AD). The detection and imaging of amyloid peptides and fibrils are expected to help in the early identification of AD.
    UNASSIGNED: Here, we propose a fast, easy-to-use, and simple scheme based on the selective adsorption of Aβ42 molecules on SERS active gold nanoprobe (RB-AuNPs) of diameter 29 ± 3 nm for Detection of Alzheimer\'s Disease Biomarkers. Binding with the peptides results in a spectrum shift, which correlates with the target peptide. We also demonstrated the possibility of using silver nanoparticles (AgNPs) as precursors for the preparation of a SERS active nanoprobe with carbocyanine (CC) dye and AgNPs known as silver nanoprobe (CC-AgNPs) of diameter 25 ± 4 nm.
    UNASSIGNED: RB-AuNPs probe binding with the peptides results in a spectrum shift, which correlates with the target peptide. Arginine peak appears after the conjugation confirms the binding of Aβ 42 with the nanoprobe. Tyrosine peaks appear after conjugated Aβ42 with CC-AgNPs providing binding of the peptide with the probe. The nanoprobe produced a strong, stable SERS signal. Further molecular docking was utilized to analyse the interaction and propose a structural hypothesis for the process of binding the nanoprobe to Aβ42 and Tau protein.
    UNASSIGNED: This peptide-probe interaction provides a general enhancement factor and the molecular structure of the misfolded peptides. Secondary structural information may be obtained at the molecular level for specific residues owing to isotope shifts in the Raman spectra. Conjugation of the nanoprobe with Aβ42 selectively detected AD in bodily fluids. The proposed nanoprobes can be easily applied to the detection of Aβ plaques in blood, saliva, and sweat samples.
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  • 文章类型: Journal Article
    阿尔茨海默病(AD)是一种神经系统疾病,随着年龄的增长而增加,必须由全球医疗保健系统立即治疗。内部神经原纤维缠结和细胞外淀粉样蛋白积累已被广泛认为是阿尔茨海默病的主要原因。随着预期寿命的增加,这些与年龄相关的退行性疾病预计将呈指数级增长。AD的实验模型对于获得对其发病机理的深入了解和确定新型治疗方案的可行性至关重要。虽然没有一个模型可以包含真实AD的所有特征,尽管如此,这些模型对于研究与之相关的各种修改非常有帮助,即使它们仅部分表明正在研究的疾病情况。更好地了解每种不同型号的优缺点,以及使用多个模型来评估潜在的药物,将增加从临床前研究到患者的治疗翻译的有效性。我们概述了AD的致病特征和主要实验模型的局限性。包括转基因小鼠,转基因大鼠,灵长类动物和非灵长类动物模型以及人类的体外细胞培养模型。此外,它强调了AD实验建模的可能未来,包括共病模型。
    Alzheimer\'s disease (AD) is a neurological disorder that increases with age and must be treated immediately by worldwide healthcare systems. Internal neurofibrillary tau tangles and extracellular amyloid accumulation have been widely recognized as the primary causes of Alzheimer\'s disease. These degenerative age-related ailments are expected to proliferate exponentially as life expectancy rises. Experimental models of AD are essential for acquiring a deep knowledge of its pathogenesis and determining the viability of novel therapy options. Although there isn\'t a model that encompasses all the characteristics of real AD, these models are nonetheless highly helpful for the research of various modifications associated with it, even though they are only partially indicative of the disease circumstances being studied. Better knowledge of the advantages and disadvantages of each of the different models, as well as the use of more than one model to evaluate potential medications, would increase the effectiveness of therapy translation from preclinical research to patients. We outline the pathogenic characteristics and limitations of the main experimental models of AD in this review, including transgenic mice, transgenic rats, primates and non-primate models along with in-vitro cell culture models in humans. Additionally, it highlights the possible future of experimental modeling of AD and includes the co-morbid models.
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  • 文章类型: Journal Article
    阿尔茨海默病(AD)是一种主要影响认知功能的进行性神经系统疾病。目前还没有改变疾病的治疗方法来阻止或减缓其进展。最近的研究发现,一些外周和全身异常与AD有关,我们对这些改变如何导致AD的理解越来越明显。在这次审查中,我们关注淀粉样β(Aβ),AD的主要标志,总结了关于脑源性Aβ来源的最新发现,并讨论了在体内清除脑源性Aβ的位置和方式。基于这些发现,我们提出了AD预防和治疗的未来策略,从一个新的角度对Aβ代谢。
    Alzheimer\'s disease (AD) is a progressive neurological disorder that primarily impacts cognitive function. Currently there are no disease-modifying treatments to stop or slow its progression. Recent studies have found that several peripheral and systemic abnormalities are associated with AD, and our understanding of how these alterations contribute to AD is becoming more apparent. In this review, we focuse on amyloid‑beta (Aβ), a major hallmark of AD, summarizing recent findings on the source of brain-derived Aβ and discussing where and how the brain-derived Aβ is cleared in vivo. Based on these findings, we propose future strategies for AD prevention and treatment, from a novel perspective on Aβ metabolism.
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  • 文章类型: Journal Article
    背景:作为目前无法治愈但可预防的疾病,阿尔茨海默病(AD)的预防和早期诊断一直是研究热点。淀粉样蛋白沉积已被证明是AD的主要病理特征。值得注意的是,并非所有患有β淀粉样蛋白(Aβ)病理的人都会有显着的认知能力下降并最终发展为AD。因此,本研究旨在探讨Aβ阳性参与者认知功能下降的危险因素.
    方法:我们从阿尔茨海默病神经影像学倡议(ADNI)数据库中纳入了650名基线时Aβ阳性的非痴呆参与者。应用混合效应和COX回归模型评估了37个潜在的危险因素。采用混合效应模型来评估潜在危险因素与四个认知评估量表之间的时间关联。使用COX回归模型评估潜在危险因素对认知诊断转换的影响。将单变量和多变量分析应用于上述模型。此外,我们使用Cochran-Armitage趋势检验来检验认知功能减退的发生率是否随着风险因素的增加而增加.
    结果:六个因素(低舒张压,低体重指数,退休身份,吸毒史,帕金森病,和抑郁)是确定的危险因素和四个因素(泌尿系疾病史,肌肉骨骼疾病,没有大的手术史,并且以前没有皮肤结缔组织疾病)被发现是暗示性危险因素。随着并发危险因素数量的增加,Aβ阳性参与者的认知能力下降的发生率逐渐增加(趋势p=0.0005)。
    结论:我们的研究可能有助于理解AD的潜在病理过程,并为预防Aβ阳性参与者的认知功能下降提供新的目标。
    BACKGROUND: As a currently incurable but preventable disease, the prevention and early diagnosis of Alzheimer\'s disease (AD) has long been a research hotspot. Amyloid deposition has been shown to be a major pathological feature of AD. Notably, not all the people with amyloid-beta (Aβ) pathology will have significant cognitive declines and eventually develop AD. Therefore, the aim of this study was to explore the risk factors for cognitive decline in Aβ-positive participants.
    METHODS: We included 650 non-demented participants who were Aβ-positive at baseline from the Alzheimer\'s Disease Neuroimaging Initiative (ADNI) database. Mixed effects and COX regression models were applied to assess 37 potential risk factors. Mixed effects models were employed to assess the temporal associations between potential risk factors and four cognitive assessment scales. COX regression models were used to assess the impact of potential risk factors on cognitive diagnosis conversion. Univariate and multivariate analyses were applied to the above models. Additionally, we used the Cochran-Armitage trend test to examine whether the incidence of cognitive decline increased with the number concurrent of risk factors.
    RESULTS: Six factors (low diastolic pressure, low body mass index, retired status, a history of drug abuse, Parkinsonism, and depression) were the identified risk factors and four factors (a history of urinary disease, musculoskeletal diseases, no major surgical history, and no prior dermatologic-connective tissue diseases) were found to be suggestive risk factors. The incidence of cognitive decline in the Aβ-positive participants gradually increased as the number of concurrent risk factors increased (p for trend = 0.0005).
    CONCLUSIONS: Our study may facilitate the understanding of the potential pathological processes in AD and provide novel targets for the prevention of cognitive decline among participants with Aβ positivity.
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  • 文章类型: Journal Article
    背景:多基因风险评分(PRS)和主观认知功能下降(SCD)与患痴呆的风险相关。还有待检查它们是否可以改善已建立的心血管危险因素衰老和痴呆(CAIDE)模型以及它们的预测能力如何比较。
    方法:将CAIDE模型应用于大型,基于人群的队列研究(n=5,360;年龄50-75),并评估了全因痴呆症的结局,通过计算Akaike的信息标准(AIC)和曲线下面积(AUC)来计算阿尔茨海默病(AD)和血管性痴呆(VD)。使用净重新分类改进(NRI)方法和综合判别改进(IDI)进一步检查了PRS和SCD对CAIDE模型的改进。
    结果:在17年的随访中,410名参与者被诊断为痴呆症,包括139例AD和152例VD诊断。总的来说,CAIDE模型对所有结果都表现出很高的判别能力,全因痴呆症的AUC达到0.785、0.793和0.789,AD,而VD,分别。添加SCD信息显着增加全因痴呆症的NRI(4.4%,p=0.04)和VD(7.7%,p=0.01)。相比之下,当将PRS添加到模型中时,AD的预测模型进一步改进(NRI,8.4%,p=0.03)。当包括APOEε4载波状态时(CAIDE型号2),AUC增加,但PRS和SCD并未进一步改善预测。
    结论:与PRS不同,可以更有效地评估SCD的信息,因此,包括SCD的模型可以更容易地转移到临床环境中.然而,如果APOEε4载波状态可用,这两个变量似乎可以忽略不计。
    BACKGROUND: Polygenic risk scores (PRS) and subjective cognitive decline (SCD) are associated with the risk of developing dementia. It remains to examine whether they can improve the established cardiovascular risk factors aging and dementia (CAIDE) model and how their predictive abilities compare.
    METHODS: The CAIDE model was applied to a sub-sample of a large, population-based cohort study (n = 5,360; aged 50-75) and evaluated for the outcomes of all-cause dementia, Alzheimer\'s disease (AD) and vascular dementia (VD) by calculating Akaike\'s information criterion (AIC) and the area under the curve (AUC). The improvement of the CAIDE model by PRS and SCD was further examined using the net reclassification improvement (NRI) method and integrated discrimination improvement (IDI).
    RESULTS: During 17 years of follow-up, 410 participants were diagnosed with dementia, including 139 AD and 152 VD diagnoses. Overall, the CAIDE model showed high discriminative ability for all outcomes, reaching AUCs of 0.785, 0.793, and 0.789 for all-cause dementia, AD, and VD, respectively. Adding information on SCD significantly increased NRI for all-cause dementia (4.4%, p = 0.04) and VD (7.7%, p = 0.01). In contrast, prediction models for AD further improved when PRS was added to the model (NRI, 8.4%, p = 0.03). When APOE ε4 carrier status was included (CAIDE Model 2), AUCs increased, but PRS and SCD did not further improve the prediction.
    CONCLUSIONS: Unlike PRS, information on SCD can be assessed more efficiently, and thus, the model including SCD can be more easily transferred to the clinical setting. Nevertheless, the two variables seem negligible if APOE ε4 carrier status is available.
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  • 文章类型: Journal Article
    背景:后皮质萎缩(PCA)是一种罕见的疾病,其特征是早发性和进行性视力障碍。PCA患者有相对早发性和进行性痴呆,对早期检测提出了一定的需求。因此,本研究旨在探讨外视网膜和脉络膜结构和微血管改变与PCA神经影像学和临床特征的关系,以及载脂蛋白E(APOE)ε4等位基因对PCA参与者外视网膜和脉络膜改变的可能影响。检测潜在的眼部生物标志物进行PCA筛查。
    方法:这项横断面研究包括2022年6月至2023年12月的PCA和年龄和性别匹配的健康对照参与者。所有使用PCA的参与者都完成了全面的神经系统评估。记录所有参与者的基线信息并进行眼科评估。使用扫频源光学相干断层扫描(SS-OCT)和血管造影(SS-OCTA)进行定量分析。在某些患者中进行了自适应光学扫描激光检眼镜(AO-SLO)。在PCA的参与者中,研究了APOEε4对体外视网膜和脉络膜改变的影响,以及体外视网膜和脉络膜改变与PCA神经影像学和PCA患者临床特征的相关性.
    结果:本次研究共纳入了28名PCA患者(53只眼)和56名健康对照者(112只眼)。与健康对照参与者相比,PCA的参与者视网膜外厚度(ORT)显着降低(p<0.001),脉络膜毛细血管密度(VD)(p=0.007),脉络膜血管指数(CVI)(p=0.005)和脉络膜血管容积(CVV)(p=0.003)。在PCA的参与者中,APOEε4载体显示出较薄的ORT(p=0.009),脉络膜毛细血管病VD(p=0.004)和CVI(p=0.004)增加。PCA神经影像学特征与ORT呈正相关,CVI和CVV。此外,观察到PCA临床特征与CRT的差异相关性,CVV和CVI。
    结论:我们的发现强调了外视网膜和脉络膜改变与PCA神经影像学和PCA参与者临床特征的关联。非侵入性SS-OCT和SS-OCTA可以为PCA的诊断和管理提供潜在的生物标志物。提高眼科医生对PCA综合征的认识,神经学家,和初级保健提供者。
    BACKGROUND: Posterior cortical atrophy (PCA) is a rare condition characterized by early-onset and progressive visual impairment. Individuals with PCA have relatively early-onset and progressive dementia, posing certain needs for early detection. Hence, this study aimed to investigate the association of alterations in outer retinal and choroidal structure and microvasculature with PCA neuroimaging and clinical features and the possible effects of apolipoprotein E(APOE) ε4 allele on outer retinal and choroidal alterations in participants with PCA, to detect potential ocular biomarkers for PCA screening.
    METHODS: This cross-sectional study included PCA and age- and sex-matched healthy control participants from June 2022 to December 2023. All participants with PCA completed a comprehensive neurological evaluation. All participants were recorded baseline information and underwent an ophthalmic evaluation. Quantitative analyses were performed using swept-source optical coherence tomography (SS-OCT) and angiography (SS-OCTA). Adaptive optics scanning laser ophthalmoscopy (AO-SLO) was performed in some patients. In participants with PCA, the influence of APOE ε4 on outer retinal and choroidal alterations and the correlation of outer retinal and choroidal alterations with PCA neuroimaging and clinical features in participants with PCA were investigated.
    RESULTS: A total of 28 participants (53 eyes) with PCA and 56 healthy control participants (112 eyes) were included in the current study. Compared with healthy control participants, participants with PCA had significantly reduced outer retinal thickness (ORT) (p < 0.001), choriocapillaris vessel density (VD) (p = 0.007), choroidal vascular index (CVI) (p = 0.005) and choroidal vascular volume (CVV) (p = 0.003). In participants with PCA, APOE ε4 carriers showed thinner ORT (p = 0.009), and increased choriocapillaris VD (p = 0.004) and CVI (p = 0.004). The PCA neuroimaging features were positively associated with the ORT, CVI and CVV. Furthermore, differential correlations were observed of PCA clinical features with the CRT, CVV and CVI.
    CONCLUSIONS: Our findings highlighted the association of outer retinal and choroidal alterations with PCA neuroimaging and clinical features in participants with PCA. Noninvasive SS-OCT and SS-OCTA can provide potential biomarkers for the diagnosis and management of PCA, improving awareness of PCA syndrome among ophthalmologists, neurologists, and primary care providers.
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  • 文章类型: Journal Article
    目的:确定可能导致轻度认知障碍(MCI)进展的白质纤维损伤和网络变化,然后,基于神经心理量表构建联合模型,以预测MCI老年人中阿尔茨海默病(AD)进展的高危个体。
    方法:从阿尔茨海默病神经影像学倡议(ADNI)数据库中纳入了173名MCI患者,并随机分为训练和测试队列。在4年的随访期间,有45例进展为AD。扩散张量成像(DTI)技术为每个患者提取相关的DTI定量特征。此外,基于白质纤维束构建脑网络,提取网络属性特征。集成降维应用于减少训练队列中的DTI定量特征和网络特征,并添加机器学习算法来构建白质签名。此外,来自国家阿尔茨海默病协调中心(NACC)数据库的52名患者用于白质特征的外部验证。随后结合量表评分生成了一个联合模型,并使用来自测试队列的数据评估其性能。
    结果:基于多变量逻辑回归,临床痴呆评分和阿尔茨海默病评估量表(CDRS和ADAS,分别)作为独立预测因素。结合白质特征构建联合模型。AUC,灵敏度,训练队列中的特异性分别为0.938、0.937和0.91,和AUC,灵敏度,试验队列的特异性分别为0.905,0.923和0.872.Delong检验显示联合模型与CDRS或ADAS评分比较差异有统计学意义(P<0.05),联合模型和白质特征之间没有显着差异(P=0.341)。
    结论:目前的结果表明,通过使用机器学习和DTI技术可以构建结合神经心理量表的联合模型,以识别进展为AD的高风险MCI患者。
    OBJECTIVE: To identify white matter fiber injury and network changes that may lead to mild cognitive impairment (MCI) progression, then a joint model was constructed based on neuropsychological scales to predict high-risk individuals for Alzheimer\'s disease (AD) progression among older adults with MCI.
    METHODS: A total of 173 MCI patients were included from the Alzheimer\'s Disease Neuroimaging Initiative(ADNI) database and randomly divided into training and testing cohorts. Forty-five progressed to AD during a 4-year follow-up period. Diffusion tensor imaging (DTI) techniques extracted relevant DTI quantitative features for each patient. In addition, brain networks were constructed based on white matter fiber bundles to extract network property features. Ensemble dimensionality reduction was applied to reduce both DTI quantitative features and network features from the training cohort, and machine learning algorithms were added to construct white matter signature. In addition, 52 patients from the National Alzheimer\'s Coordinating Center (NACC) database were used for external validation of white matter signature. A joint model was subsequently generated by combining with scale scores, and its performance was evaluated using data from the testing cohort.
    RESULTS: Based on multivariate logistic regression, clinical dementia rating and Alzheimer\'s disease assessment scales (CDRS and ADAS, respectively) were selected as independent predictive factors. A joint model was constructed in combination with the white matter signature. The AUC, sensitivity, and specificity in the training cohort were 0.938, 0.937, and 0.91, respectively, and the AUC, sensitivity, and specificity in the test cohort were 0.905, 0.923, and 0.872, respectively. The Delong test showed a statistically significant difference between the joint model and CDRS or ADAS scores (P < 0.05), yet no significant difference between the joint model and the white matter signature (P = 0.341).
    CONCLUSIONS: The present results demonstrate that a joint model combining neuropsychological scales can be constructed by using machine learning and DTI technology to identify MCI patients who are at high-risk of progressing to AD.
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  • 文章类型: Journal Article
    在阿尔茨海默病的发病机理中,糖原合成酶激酶-3β(GSK-3β)的过表达由于其多面性而脱颖而出,因为它有助于促进淀粉样β和tau蛋白的积累,以及神经炎症过程。因此,在本研究中,我们设计了,合成,并评估了基于N-(吡啶-2-基)环丙烷甲酰胺支架的一系列新的GSK-3β抑制剂。我们鉴定了化合物36,证明对GSK-3β的IC50为70nM。随后,通过晶体学研究和量子力学分析,我们阐明了其结合模式,并确定了与GSK-3β活性位点相互作用至关重要的结构特征,从而了解其抑制效力。化合物36在高磷酸化tau诱导的神经变性的细胞模型中是有效的,它在冈田酸处理后恢复了细胞活力,并在LPS模型中显示出抗炎活性,显著减少NO,IL-6和TNF-α释放。在ADME-tox体外研究中,我们证实了36的有益特征,包括PAMPA的高通透性(Pe等于9.4)和HLM的高代谢稳定性,以及缺乏与CYP酶同工型的显著相互作用,以及缺乏对选定细胞系的显著细胞毒性(HT-22细胞的IC50>100μM,BV-2细胞的IC50>89.3μM).基于有希望的药理活性和良好的ADME-tox特性,化合物36可能被认为是体内研究的有希望的候选物,也是进一步研究的可靠起点。
    In the pathogenesis of Alzheimer\'s disease, the overexpression of glycogen synthase kinase-3β (GSK-3β) stands out due to its multifaced nature, as it contributes to the promotion of amyloid β and tau protein accumulation, as well as neuroinflammatory processes. Therefore, in the present study, we have designed, synthesized, and evaluated a new series of GSK-3β inhibitors based on the N-(pyridin-2-yl)cyclopropanecarboxamide scaffold. We identified compound 36, demonstrating an IC50 of 70 nM against GSK-3β. Subsequently, through crystallography studies and quantum mechanical analysis, we elucidated its binding mode and identified the structural features crucial for interactions with the active site of GSK-3β, thereby understanding its inhibitory potency. Compound 36 was effective in the cellular model of hyperphosphorylated tau-induced neurodegeneration, where it restored cell viability after okadaic acid treatment and showed anti-inflammatory activity in the LPS model, significantly reducing NO, IL-6, and TNF-α release. In ADME-tox in vitro studies, we confirmed the beneficial profile of 36, including high permeability in PAMPA (Pe equals 9.4) and high metabolic stability in HLMs as well as lack of significant interactions with isoforms of the CYP enzymes and lack of considerable cytotoxicity on selected cell lines (IC50 > 100 μM on HT-22 cells and 89.3 μM on BV-2 cells). Based on promising pharmacological activities and favorable ADME-tox properties, compound 36 may be considered a promising candidate for in vivo research as well as constitute a reliable starting point for further studies.
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