Alzheimer's disease and related dementias

阿尔茨海默病和相关痴呆
  • 文章类型: Journal Article
    背景:阿尔茨海默病和相关痴呆的血浆生物标志物可预测总体认知表现和随时间的下降;目前尚不清楚它们如何与影响不同认知领域的不同痴呆综合征的变化相关联。
    方法:在对随机选择的基于人群的队列(n=787,中位年龄73)进行重复评估的前瞻性研究中,我们评估了长达8年的不同认知域的表现和下降与血浆淀粉样蛋白β42/40(Aβ42/40)比率的关系,磷酸化的tau181(p-tau181),神经丝轻链(NfL),和胶质纤维酸性蛋白(GFAP)。
    结果:横截面,记忆与p-tau181和注意力的关联最强,Executive,以及具有NfL的视觉空间功能。纵向,根据数据驱动的截止值,所有生物标志物谱都可以区分记忆力下降,Aβ42/40最有效。GFAP和Aβ42/40是语言和视觉空间功能下降模式的最佳鉴别器,分别。
    结论:这些相对非侵入性的测试可能有利于在其他人群中复制后进行临床筛查,并通过神经影像学或脑脊液分析进行验证。
    结论:我们在随机选择的基于人群的队列中进行了长达8年的重复领域特异性认知评估和基线血浆阿尔茨海默病和相关痴呆生物标志物测量的前瞻性研究。通过添加二次时间和应用联合建模技术,我们考虑了不同认知域轨迹的不同增长曲线和缺失数据引起的生存偏差。跨领域,记忆显示与血浆磷酸化Tau181最强的关联,而注意力,Executive,视觉空间功能与神经丝轻链密切相关。纵向,在所有血浆生物标志物中,记忆和视觉空间下降通过二分法淀粉样β42/40谱最有效地区分,而语言是由二分法的胶质纤维酸性蛋白。这些相对非侵入性的测试可能对临床筛查有益;然而,它们需要在其他人群中复制,并通过神经影像学和/或脑脊液评估进行验证.
    BACKGROUND: Plasma biomarkers of Alzheimer\'s disease and related dementias predict global cognitive performance and decline over time; it remains unclear how they associate with changes in different dementia syndromes affecting distinct cognitive domains.
    METHODS: In a prospective study with repeated assessments of a randomly selected population-based cohort (n = 787, median age 73), we evaluated performance and decline in different cognitive domains over up to 8 years in relation to plasma concentrations of amyloid beta 42/40 (Aβ42/40) ratio, phosphorylated tau181 (p-tau181), neurofilament light chain (NfL), and glial fibrillary acidic protein (GFAP).
    RESULTS: Cross-sectionally, memory showed the strongest associations with p-tau181, and attention, executive, and visuospatial functions with NfL. Longitudinally, memory decline was distinguishable with all biomarker profiles dichotomized according to data-driven cutoffs, most efficiently with Aβ42/40. GFAP and Aβ42/40 were the best discriminators of decline patterns in language and visuospatial functions, respectively.
    CONCLUSIONS: These relatively non-invasive tests may be beneficial for clinical screening after replication in other populations and validation through neuroimaging or cerebrospinal fluid analysis.
    CONCLUSIONS: We performed a prospective study with up to 8 years of repeated domain-specific cognitive assessments and baseline plasma Alzheimer\'s disease and related dementias biomarker measurements in a randomly selected population-based cohort. We considered distinct growth curves of trajectories of different cognitive domains and survival bias induced by missing data by adding quadratic time and applying joint modeling technique. Cross-sectionally, memory showed the strongest associations with plasma phosphorylated tau181, while attention, executive, and visuospatial functions were most strongly associated with neurofilament light chain. Longitudinally, memory and visuospatial declines were most efficiently distinguished by dichotomized amyloid beta 42/40 profile among all plasma biomarkers, while language was by dichotomized glial fibrillary acidic protein. These relatively non-invasive tests may be beneficial for clinical screening; however, they will need replication in other populations and validation through neuroimaging and/or cerebrospinal fluid assessments.
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  • 文章类型: Journal Article
    我们调查了不同的认知特征,拉丁裔研究中的中老年西班牙裔/拉丁裔成年人-使用横断面观察性研究设计的神经认知老化调查(SOL-INCA)队列。
    基于加权描述性统计,目标人群的平均基线年龄为56.4岁,略多于一半是女性(54.6%),38.4%的人报告低于高中学历。我们在跨越言语记忆领域的SOL-INCA神经认知测试中使用了人口统计学调整的z分数的潜在谱分析,语言,处理速度,和执行功能。
    统计拟合评估指数结合临床解释提出了五个概况:(1)在所有认知和日常工具活动(IADL)测试中,全球较高的组表现在平均到高平均范围内(13.8%);(2)在记忆测试中表现相对较高,但在所有其他认知/IADL测试中表现平均表现较低,但在所有ADL测试中表现较低的
    我们的结果提供了代表认知特征异质性的证据,不同西班牙裔/拉丁裔成年人的社区居住样本。我们的分析得出的认知概况可能有助于更好地理解早期认知变化,这些变化可能预示着不同的西班牙裔/拉丁美洲人中的阿尔茨海默病和相关痴呆症。
    本研究描述了不同的中年和老年西班牙裔/拉丁裔成年人的认知特征。神经认知测试成绩的潜在概况分析是进行的主要分析。目标人群包括参加西班牙裔社区健康研究/拉丁裔研究和拉丁裔辅助研究的中年和老年西班牙裔/拉丁裔成年人-神经认知衰老调查。
    UNASSIGNED: We investigated cognitive profiles among diverse, middle-aged and older Hispanic/Latino adults in the Study of Latinos-Investigation of Neurocognitive Aging (SOL-INCA) cohort using a cross-sectional observational study design.
    UNASSIGNED: Based on weighted descriptive statistics, the average baseline age of the target population was 56.4 years, slightly more than half were women (54.6%), and 38.4% reported less than a high school education. We used latent profile analysis of demographically adjusted z scores on SOL-INCA neurocognitive tests spanning domains of verbal memory, language, processing speed, and executive function.
    UNASSIGNED: Statistical fit assessment indices combined with clinical interpretation suggested five profiles: (1) a Higher Global group performing in the average-to-high-average range across all cognitive and instrumental activity of daily living (IADL) tests (13.8%); (2) a Higher Memory group with relatively high performance on memory tests but average performance across all other cognitive/IADL tests (24.6%); (3) a Lower Memory group with relatively low performance on memory tests but average performance across all other cognitive/IADL tests (32.8%); (4) a Lower Executive Function group with relatively low performance on executive function and processing speed tests but average-to-low-average performance across all other cognitive/IADL tests (16.6%); and (5) a Lower Global group performing low-average-to-mildly impaired across all cognitive/IADL tests (12.1%).
    UNASSIGNED: Our results provide evidence of heterogeneity in the cognitive profiles of a representative, community-dwelling sample of diverse Hispanic/Latino adults. Our analyses yielded cognitive profiles that may assist efforts to better understand the early cognitive changes that may portend Alzheimer\'s disease and related dementias among diverse Hispanics/Latinos.
    UNASSIGNED: The present study characterized cognitive profiles among diverse middle-aged and older Hispanic/Latino adults.Latent profile analysis of neurocognitive test scores was the primary analysis conducted.The target population consists of middle-aged and older Hispanic/Latino adults enrolled in the Hispanic Community Health Study/Study of Latinos and ancillary Study of Latinos - Investigation of Neurocognitive Aging.
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  • 文章类型: Journal Article
    背景:在社会经济上处于不利地位的社区中,痴呆风险可能会升高。原因尚不清楚,这种高度尚未在全国人口水平上显示出来。
    方法:在20年的观察中,我们测试了痴呆症在新西兰人口(N=141万分析样本)的弱势社区中是否更普遍。然后,我们在具有人口代表性的NZ出生队列(N=938分析样本)中,测试了病前痴呆的危险因素和MRI测量的脑结构前因在弱势社区的中年居民中是否更普遍。
    结果:居住在弱势社区的人患痴呆症的风险更大(HR每五分之一-劣势-增加=1.09,95%置信区间[CI]:1.08-1.10)和,在临床终点通常出现之前几十年,有证据表明痴呆风险评分升高(CAIDE,天秤座,柳叶刀,ANU-ADRI,DunedinARB;β的0.31-0.39)并显示出痴呆相关的脑结构缺陷和认知困难/下降。
    结论:处于不利地位的社区有更多患有痴呆症的居民,在痴呆症被诊断出之前几十年,居民有更多的痴呆危险因素和大脑结构的前因。无论社区是否有因果关系地影响风险,它们可能为初级痴呆预防提供可扩展的机会.
    BACKGROUND: Dementia risk may be elevated in socioeconomically disadvantaged neighborhoods. Reasons for this remain unclear, and this elevation has yet to be shown at a national population level.
    METHODS: We tested whether dementia was more prevalent in disadvantaged neighborhoods across the New Zealand population (N = 1.41 million analytic sample) over a 20-year observation. We then tested whether premorbid dementia risk factors and MRI-measured brain-structure antecedents were more prevalent among midlife residents of disadvantaged neighborhoods in a population-representative NZ-birth-cohort (N = 938 analytic sample).
    RESULTS: People residing in disadvantaged neighborhoods were at greater risk of dementia (HR per-quintile-disadvantage-increase = 1.09, 95% confidence interval [CI]:1.08-1.10) and, decades before clinical endpoints typically emerge, evidenced elevated dementia-risk scores (CAIDE, LIBRA, Lancet, ANU-ADRI, DunedinARB; β\'s 0.31-0.39) and displayed dementia-associated brain structural deficits and cognitive difficulties/decline.
    CONCLUSIONS: Disadvantaged neighborhoods have more residents with dementia, and decades before dementia is diagnosed, residents have more dementia-risk factors and brain-structure antecedents. Whether or not neighborhoods causally influence risk, they may offer scalable opportunities for primary dementia prevention.
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  • 文章类型: Journal Article
    背景:这项研究检查了晚期阿尔茨海默病和相关痴呆(PLWD)患者的清醒发作,然后开发了这些发作的类型学以帮助表征它们。
    方法:PLWD的家庭照顾者提供了有关目击事件的信息,包括接近死亡,认知状态,持续时间,沟通质量,以及最多两次清醒发作之前的情况(护理人员N=151;发作N=279)。潜在类别分析用于根据经验对清醒发作的不同簇进行分类和表征。
    结果:确定了四种清醒发作类型。最常见的类型发生在与家人的探访期间,以及在事件发生后>6个月的PLWD中。最不常见的类型与家人探访相吻合,发生在PLWD死亡后的7天内。
    结论:研究结果表明,存在多种类型的清醒发作;并非所有信号都即将死亡;有些,但不是全部,是由外部刺激沉淀的。
    BACKGROUND: This study examined lucid episodes among people living with late-stage Alzheimer\'s disease and related dementias (PLWD) and then developed a typology of these episodes to help characterize them.
    METHODS: Family caregivers of PLWD provided information about witnessed episodes, including proximity to death, cognitive status, duration, communication quality, and circumstances prior to lucid episodes on up to two episodes (caregiver N = 151; episode N = 279). Latent class analysis was used to classify and characterize empirically distinct clusters of lucid episodes.
    RESULTS: Four lucid episode types were identified. The most common type occurred during visits with family and among PLWD who lived > 6 months after the episode. The least common type coincided with family visits and occurred within 7 days of the PLWD\'s death.
    CONCLUSIONS: Findings suggest that multiple types of lucid episodes exist; not all signal impending death; and some, but not all, are precipitated by external stimuli.
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  • 文章类型: Journal Article
    背景:关于停止与继续长期阿片类药物治疗(LTOT)与疼痛强度的关联的证据有限,物理功能,阿尔茨海默病和相关痴呆(ADRD)患者的抑郁症。
    方法:采用100%Medicare疗养院样本,对138,059名轻度至中度ADRD且接受LTOT的老年居民进行队列研究。终止LTOT定义为≥60天没有阿片类药物补充。结果是疼痛加剧,物理功能,在1年和2年的随访期间,从基线到季度评估的抑郁症。
    结果:在1年的随访中,疼痛和抑郁症状恶化的调整后几率分别降低了29%和5%,在2年的随访中分别降低了35%和9%。停止与继续LTOT相比,身体机能没有差异。
    结论:在患有ADRD的老年居民中,与持续LTOT相比,终止LTOT的短期和长期疼痛和抑郁症状恶化较低。
    结论:停止长期阿片类药物治疗(LTOT)与较低的短期和长期疼痛恶化有关。终止LTOT与降低短期和长期恶化的抑郁症有关。终止LTOT与短期和长期身体功能无关。
    BACKGROUND: Limited evidence exists on the associations of discontinuing versus continuing long-term opioid therapy (LTOT) with pain intensity, physical function, and depression among patients with Alzheimer\'s disease and related dementias (ADRD).
    METHODS: A cohort study among 138,059 older residents with mild-to-moderate ADRD and receipt of LTOT was conducted using a 100% Medicare nursing home sample. Discontinuation of LTOT was defined as no opioid refills for ≥ 60 days. Outcomes were worsening pain, physical function, and depression from baseline to quarterly assessments during 1- and 2-year follow-ups.
    RESULTS: The adjusted odds of worsening pain and depressive symptoms were 29% and 5% lower at the 1-year follow-up and 35% and 9% lower at the 2-year follow-up for residents who discontinued versus continued LTOT, with no difference in physical function.
    CONCLUSIONS: Discontinuing LTOT was associated with lower short- and long-term worsening pain and depressive symptoms than continuing LTOT among older residents with ADRD.
    CONCLUSIONS: Discontinuing long-term opioid therapy (LTOT) was associated with lower short- and long-term worsening pain. Discontinuing LTOT was related to lower short- and long-term worsening depression. Discontinuing LTOT was not associated with short- and long-term physical function.
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  • 文章类型: Journal Article
    要检查邻域资源之间的关联(即,餐馆的数量,娱乐中心,或每土地面积为老年人和残疾人提供的社会服务)和社区居住的长期护理人群的认知能力下降,以及它们是否因基线认知状况而有所不同。
    前瞻性纵向队列研究。
    我们使用了一个纵向数据集,该数据集评估了在密歇根州大都会地区(N=9,802)接受国家资助的家庭和社区服务的老年人,并应用非线性混合模型具有泊松分布的随机截距。
    认知完整的老年人居住在资源丰富的社区时,认知能力下降的可能性较小,与那些认知完整但生活在缺乏资源的社区相比。但是,他们的认知障碍或痴呆症诊断的同行并没有从生活在资源丰富的社区中同样受益。
    邻里资源可能是干预措施的一个重要方面,以减轻老年人认知障碍之前的认知能力下降。
    UNASSIGNED: To examine the associations between neighborhood resources (i.e., number of restaurants, recreation centers, or social services for seniors and persons with disability per land area) and cognitive decline among a community-dwelling long-term care population and whether they differ by baseline cognition status.
    UNASSIGNED: Prospective longitudinal cohort study.
    UNASSIGNED: We used a longitudinal dataset that assessed over a two-year period older adults receiving state-funded home- and community-based services in Michigan Metropolitan areas (N = 9,802) and applied nonlinear mixed models with a random intercept with Poisson distribution.
    UNASSIGNED: Cognitively intact older adults were less likely to experience cognitive decline when they resided in resource-rich neighborhoods, compared to those cognitively intact but living in neighborhoods that lacked resources. But their cognitively impaired or dementia-diagnosed counterparts did not similarly benefit from living in neighborhoods with rich resources.
    UNASSIGNED: Neighborhood resources may be an important aspect of intervention to mitigate cognitive decline before older adults become cognitively impaired.
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  • 文章类型: Journal Article
    背景:癌症幸存者比没有癌症病史的年龄相当大的个体更不可能发生阿尔茨海默病和相关痴呆(ADRD)。
    方法:在英国生物银行,我们调查了癌症病史与ADRD风险的五种结构磁共振成像(MRI)标记之间的关联,使用线性混合效应模型来评估平均值的差异,并使用分位数回归来检查MRI标记物分布之间的关联是否不同.
    结果:癌症病史与较小的平均海马体积相关(b=-19mm3,95%CI=-36,-1)和阿尔茨海默病特征区域的较低平均皮质厚度(b=-0.004mm,95%CI=-0.007,-0.000)。分位数回归表明,最容易受到ADRD影响的个体受癌症史的影响更大。
    结论:一些与ADRD风险相关的脑MRI标记在有癌症史的成年人中升高。不良关联的程度因神经影像学标记的分位数而异,并且该模式提示已经处于高ADRD风险的个体可能存在有害关联。
    结论:我们没有发现癌症病史与ADRD相关的神经变性呈负相关的证据。癌症病史与阿尔茨海默病特征区域较小的平均海马体积和较低的平均皮质厚度相关。分位数回归表明,最容易受到ADRD影响的个体受癌症史的影响更大。
    BACKGROUND: Cancer survivors are less likely than comparably aged individuals without a cancer history to develop Alzheimer\'s disease and related dementias (ADRD).
    METHODS: In the UK Biobank, we investigated associations between cancer history and five structural magnetic resonance imaging (MRI) markers for ADRD risk, using linear mixed-effects models to assess differences in mean values and quantile regression to examine whether associations varied across the distribution of MRI markers.
    RESULTS: Cancer history was associated with smaller mean hippocampal volume (b = -19 mm3 , 95% CI = -36, -1) and lower mean cortical thickness in the Alzheimer\'s disease signature region (b = -0.004 mm, 95% CI = -0.007, -0.000). Quantile regressions indicated individuals most vulnerable to ADRD were more affected by cancer history.
    CONCLUSIONS: Some brain MRI markers associated with ADRD risk were elevated in adults with a history of cancer. The magnitude of the adverse associations varied across quantiles of neuroimaging markers, and the pattern suggests possible harmful associations for individuals already at high ADRD risk.
    CONCLUSIONS: We found no evidence of an inverse association between cancer history and ADRD-related neurodegeneration. Cancer history was associated with smaller mean hippocampal volume and lower mean cortical thickness in the Alzheimer\'s disease signature region. Quantile regressions indicated individuals most vulnerable to ADRD were more affected by cancer history.
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  • 文章类型: Journal Article
    背景:美国国家衰老研究所(NIA)嵌入式实用阿尔茨海默病和阿尔茨海默相关痴呆临床试验(IMPACT)联合实验室召集了一个生活体验小组(LEP),以告知研究重点的发展,并为进行痴呆症护理干预的嵌入式实用临床试验(ePCT)提供投入。鉴于有生活经验的人对痴呆症研究的重要性,以及吸引痴呆症患者的独特考虑,我们报告我们的招聘流程,选择,以及IMPACTLEP的初步召开。
    方法:影响互动合作伙伴团队,与阿尔茨海默氏症协会合作,寻求轻度认知障碍或早期痴呆症患者的提名,其他痴呆症患者(PLWD)的护理伙伴,以及中晚期痴呆症患者的代理人。由11名成员组成的LEP由具有不同个人经历的个人组成,部分原因是他们的年龄,种族,种族,性别,性取向,地理,残疾,或痴呆症的类型。第一年,LEP符合IMPACT的患者和护理人员相关结果核心和道德与监管核心。
    结果:LEP成员从广泛的个人经验中对与ePCT在痴呆症护理中的相关问题提供了宝贵的见解和细致入微的讨论。小组成员确定了关键的研究重点,并提供了研究人员经常研究的结果的见解。LEP还告知研究人员放弃和修改书面知情同意书和评估最小风险的方法。IMPACT网站上提供了LEP与每个核心会议的总结报告。在第一年结束时,对LEP的组成进行了更改,并确定了扩大小组成员与IMPACT调查员接触的机会,以及未来投入的优先事项和范围。
    结论:IMPACTLEP为PLWD和护理伙伴作为合作者参与研究过程提供了一个模型。
    The National Institute on Aging (NIA) Imbedded Pragmatic Alzheimer\'s Disease and Alzheimer\'s Related Dementia Clinical Trials (IMPACT) Collaboratory convened a Lived Experience Panel (LEP) to inform the development of research priorities and provide input on conducting embedded pragmatic clinical trials (ePCTs) of dementia care interventions. Given the importance of people with lived experience to dementia research, and the unique considerations of engaging people with dementia, we report on our process for the recruitment, selection, and initial convening of the IMPACT LEP.
    The IMPACT Engaging Partners Team, in partnership with the Alzheimer\'s Association, sought nominations of individuals with mild cognitive impairment or early-stage dementia, care partners of other people living with dementia (PLWD), and proxy representatives for individuals with mid-to-late stage dementia. The 11-member LEP was composed of individuals with diverse personal experiences in part due to their age, race, ethnicity, gender, sexual orientation, geography, disability, or type of dementia. In its first year, the LEP met with IMPACT\'s Patient and Caregiver Relevant Outcomes Core and Ethics and Regulation Core.
    LEP members provided valuable insights and nuanced discussion of issues relevant to ePCTs in dementia care from a broad range of personal experience. Panelists identified key research priorities and provided insight on outcomes often studied by researchers. The LEP also informed investigators\' approaches to waivers and modifications of written informed consent and evaluation of minimal risk. Summary reports of the LEP meetings with each Core are available on the IMPACT website. At the end of the first year, changes were made to the composition of the LEP, and opportunities were identified for expanding panelist engagement with IMPACT investigators, as were priorities and scope for future input.
    The IMPACT LEP provides a model for engaging PLWD and care partners in the research process as collaborators.
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  • 文章类型: Journal Article
    背景:有证据表明,发生痴呆症后,医疗保健利用率会增加,特别是在痴呆症诊断后和接近生命的尽头;然而,在痴呆症鉴定之前的几年中,人们对利用的了解较少。
    方法:在这项回顾性队列研究中,我们从健康与退休研究(HRS)-Medicare关联样本中获得了n=5547名受益人的数据(n=1241,n=4306,无痴呆症),以比较痴呆症识别前6年相对于无痴呆症的混杂平衡参照组的医疗保健成本和利用率的纵向趋势。
    结果:我们发现痴呆症患者的门诊急诊(ED)患病率更高,住院医院,熟练的护理,和家庭健康使用,和痴呆症确诊前几年的总医疗费用与晚年没有痴呆症的同类医疗费用相比。
    结论:这项研究提供的证据表明,更大的医疗负担可能存在于痴呆的临床表现和鉴定之前。
    结论:一些研究记录了痴呆症患者与医疗保健相关的巨大成本,尤其是在生命的尽头。痴呆是一种进行性神经退行性疾病,which,对一些人来说,包括延长的临床前阶段。然而,迄今为止,卫生服务研究很少考虑痴呆症事件发生之前的时间。这项研究表明,相对于没有痴呆的人口统计学相似的比较组,在痴呆事件发生之前的几年中,医疗保健利用率和成本显着升高。
    BACKGROUND: There is evidence that health care utilization increases after incident dementia, particularly after dementia diagnosis and toward the end of life; however, less is known about utilization in the years before dementia identification.
    METHODS: In this retrospective cohort study we obtained data on n = 5547 beneficiaries from the Health and Retirement Study (HRS)-Medicare linked sample (n = 1241 with and n = 4306 without dementia) to compare longitudinal trends in health care costs and utilization in the 6 years preceding dementia identification relative to a confounder-balanced reference group without dementia.
    RESULTS: We found that persons with dementia had a greater prevalence of outpatient emergency department (ED), inpatient hospital, skilled nursing, and home health use, and total health care costs in the years preceding dementia identification compared to their similar counterparts without dementia across a comparable timespan in later life.
    CONCLUSIONS: This study provides evidence to suggest greater healthcare burden may exist well before clinical manifestation and identification of dementia.
    CONCLUSIONS: Several studies have documented the tremendous healthcare-related costs of living with dementia, particularly toward the end of life. Dementia is a progressive neurodegenerative disease, which, for some, includes a prolonged pre-clinical phase. However, health services research to date has seldom considered the time before incident dementia. This study documents that health care utilization and costs are significantly elevated in the years before incident dementia relative to a demographically-similar comparison group without dementia.
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  • 文章类型: Journal Article
    阿尔茨海默病和相关痴呆(ADRD)提出了一个迫在眉睫的公共卫生危机,影响了美国大约500万人和11%的老年人。尽管在全国范围内努力及时诊断ADRD患者,>50%的人没有被诊断,也没有意识到他们的疾病。为了应对这一挑战,我们开发了ADscreen,一种创新的基于语音处理的ADRD筛选算法,用于ADRD患者的保护性识别。ADscreen由五个主要组件组成:(i)降噪,用于减少音频录制的患者语音中的背景噪声,(ii)使用患者语音的声学参数对患者的语音运动计划能力进行建模,(iii)使用患者语音的语言参数对患者在语言组织的语义和句法水平上的能力进行建模,(iv)从患者语音中提取语音和语义心理语言线索,和(v)建立和评估筛选算法。要识别与ADRD相关的重要语音参数(特征),我们使用了联合互信息最大化(JMIM),一种有效的高维特征选择方法,小样本量数据集。使用三种不同的机器学习(ML)架构对语音参数与结果变量(ADRD的存在/不存在)之间的关系进行建模,该架构具有将信息声学和语言与从DistilBERT获得的上下文单词嵌入向量(来自变压器的双向编码器表示)。我们评估了ADscreen在Cookie失窃图片描述任务的音频录制患者语音(口头描述)上的表现,在痴呆症数据库中公开提供。声学和语言参数与DistilBERT的上下文单词嵌入向量的联合融合实现了F1分数=84.64(标准偏差[std]=±3.58)和AUC-ROC=92.53(std=±3.34)的训练数据集,并且对于测试数据集,F1分数=89.55和AUC-ROC=93.89。总之,ADscreen具有与临床工作流程整合的强大潜力,以满足对ADRD筛查工具的需求,从而使认知障碍患者可以得到适当和及时的护理。
    Alzheimer\'s disease and related dementias (ADRD) present a looming public health crisis, affecting roughly 5 million people and 11 % of older adults in the United States. Despite nationwide efforts for timely diagnosis of patients with ADRD, >50 % of them are not diagnosed and unaware of their disease. To address this challenge, we developed ADscreen, an innovative speech-processing based ADRD screening algorithm for the protective identification of patients with ADRD. ADscreen consists of five major components: (i) noise reduction for reducing background noises from the audio-recorded patient speech, (ii) modeling the patient\'s ability in phonetic motor planning using acoustic parameters of the patient\'s voice, (iii) modeling the patient\'s ability in semantic and syntactic levels of language organization using linguistic parameters of the patient speech, (iv) extracting vocal and semantic psycholinguistic cues from the patient speech, and (v) building and evaluating the screening algorithm. To identify important speech parameters (features) associated with ADRD, we used the Joint Mutual Information Maximization (JMIM), an effective feature selection method for high dimensional, small sample size datasets. Modeling the relationship between speech parameters and the outcome variable (presence/absence of ADRD) was conducted using three different machine learning (ML) architectures with the capability of joining informative acoustic and linguistic with contextual word embedding vectors obtained from the DistilBERT (Bidirectional Encoder Representations from Transformers). We evaluated the performance of the ADscreen on an audio-recorded patients\' speech (verbal description) for the Cookie-Theft picture description task, which is publicly available in the dementia databank. The joint fusion of acoustic and linguistic parameters with contextual word embedding vectors of DistilBERT achieved F1-score = 84.64 (standard deviation [std] = ±3.58) and AUC-ROC = 92.53 (std = ±3.34) for training dataset, and F1-score = 89.55 and AUC-ROC = 93.89 for the test dataset. In summary, ADscreen has a strong potential to be integrated with clinical workflow to address the need for an ADRD screening tool so that patients with cognitive impairment can receive appropriate and timely care.
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