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Ethnoracial Identity and Cognitive Impairment: A Community Study. 种族认同与认知障碍:一项社区研究。
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-05-15 DOI: 10.1097/WAD.0000000000000617
Isabella Wood, Ruopu Song, Yingjin Zhang, Erin Jacobsen, Tiffany Hughes, Chung-Chou H Chang, Mary Ganguli

Background: Identifying potentially modifiable risk factors associated with MCI in different ethnoracial groups could reduce MCI burden and health inequity in the population.

Methods: Among 2845 adults aged 65+ years, we investigated potential risk exposures including education, physical and mental health, lifestyle, and sensory function, and their cross-sectional associations with MCI. We compared proportions of exposures between Black and White participants and explored relationships among race, MCI, and exposures. Logistic regression modeled MCI as a function of each exposure in the overall sample adjusting for age, sex, educational level, and race, and investigating race*exposure interactions.

Results: Compared with White participants, Black participants had greater odds of MCI (OR 1.53; 95% CI, 1.13 to 2.06) and were more likely to report depressive symptoms, diabetes, and stroke, to have high blood pressure and BMI, and to be APOE - 4 carriers. Exposures associated with higher odds of MCI were diabetes, stroke, lifetime smoking, sleep disturbances, social isolation, loneliness, depression and anxiety symptoms, and vision and hearing loss. There were no significant interactions between race and any exposure.

Conclusions: Black participants had 53% higher odds of MCI adjusting for age, sex, and education. The same exposures were associated with MCI in Black and White participants.

背景:确定不同种族群体中与 MCI 相关的潜在可改变风险因素,可减少 MCI 负担和人口中的健康不平等:确定不同人种群体中与 MCI 相关的潜在可改变风险因素,可以减轻 MCI 负担,减少人口中的健康不平等:在 2845 名 65 岁以上的成年人中,我们调查了包括教育、身心健康、生活方式和感官功能在内的潜在风险暴露及其与 MCI 的横断面关联。我们比较了黑人和白人参与者的风险暴露比例,并探讨了种族、MCI 和风险暴露之间的关系。在调整年龄、性别、教育水平和种族并研究种族*暴露相互作用的情况下,逻辑回归将 MCI 作为总体样本中每种暴露的函数进行建模:与白人参与者相比,黑人参与者患 MCI 的几率更高(OR 1.53;95% CI,1.13 至 2.06),而且更有可能报告抑郁症状、糖尿病和中风,更有可能患有高血压和体重指数,也更有可能是 APOE-4 携带者。糖尿病、中风、终生吸烟、睡眠障碍、社会隔离、孤独、抑郁和焦虑症状以及视力和听力损失等暴露因素与 MCI 发生几率较高相关。种族与任何暴露因素之间都没有明显的相互作用:在对年龄、性别和教育程度进行调整后,黑人参与者患 MCI 的几率比常人高 53%。在黑人和白人参与者中,同样的暴露与 MCI 相关。
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引用次数: 0
The Association Between Physical Activity and Cognition in a Racially/Ethnically Diverse Cohort of Older Adults: Results From the Kaiser Healthy Aging and Diverse Life Experiences Study. 不同种族/族裔老年人群中体育活动与认知之间的关系:凯撒健康老龄化和多元化生活经历研究》的结果。
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-03-27 DOI: 10.1097/WAD.0000000000000612
Mariana L Almeida, Anna M Pederson, Scott C Zimmerman, Ruijia Chen, Sarah Ackley, Alicia Riley, Chloe W Eng, Rachel A Whitmer, Kristen M George, Rachel L Peterson, Elizabeth Rose Mayeda, Paola Gilsanz, Dan M Mungas, Sarah Tomaszewski Farias, M Maria Glymour

Objective: Most prior research on physical activity (PA) and cognition is based on predominantly white cohorts and focused on associations of PA with mean (average) cognition versus the distribution of cognition. Quantile regression offers a novel way to quantify how PA affects cognition across the entire distribution.

Methods: The Kaiser Healthy Aging and Diverse Life Experiences study includes 30% white, 19% black, 25% Asian, and 26% Latinx adults age 65+ living in Northern California (n = 1600). The frequency of light or heavy PA was summarized as 2 continuous variables. Outcomes were z-scored executive function, semantic memory, and verbal episodic memory. We tested associations of PA with mean cognition using linear regression and used quantile regression to estimate the association of PA with the 10th-90th percentiles of cognitive scores.

Results: Higher levels of PA were associated with higher mean semantic memory (b = 0.10; 95% CI: 0.06, 0.14) and executive function (b = 0.05; 95% CI: 0.01, 0.09). Associations of PA across all 3 cognitive domains were stronger at low quantiles of cognition.

Conclusion: PA is associated with cognition in this racially/ethnically diverse sample and may have larger benefits for individuals with low cognitive scores, who are most vulnerable to dementia.

目的:之前关于体育锻炼(PA)和认知能力的研究大多基于以白人为主的队列,并侧重于体育锻炼与平均认知能力的关系,而非认知能力的分布。量子回归提供了一种新的方法来量化体育锻炼如何影响整个认知分布:凯撒健康老龄化和多样化生活经历研究包括 30% 的白人、19% 的黑人、25% 的亚裔和 26% 的拉美裔成年人,他们都居住在北加州,年龄在 65 岁以上(n = 1600)。轻度或重度体育锻炼的频率被归纳为两个连续变量。结果为执行功能、语义记忆和言语外显记忆的 Z 值。我们使用线性回归法测试了PA与平均认知能力之间的关系,并使用量子回归法估算了PA与认知能力得分第10-90百分位数之间的关系:较高水平的 PA 与较高的平均语义记忆(b = 0.10;95% CI:0.06, 0.14)和执行功能(b = 0.05;95% CI:0.01, 0.09)相关。在所有 3 个认知领域中,PA 与认知能力低量化值的相关性更强:结论:在这一种族/族裔多元化样本中,体育锻炼与认知能力有关,对认知能力得分低的人可能有更大的益处,因为他们最容易患痴呆症。
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引用次数: 0
Gut Microbiome Changes in Patients With Idiopathic Normal Pressure Hydrocephalus. 特发性正常压力脑积水患者肠道微生物组的变化
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-04-11 DOI: 10.1097/WAD.0000000000000613
Emilia Brandt, Anne Koivisto, Pedro Pereira, Ella Mustanoja, Petri Auvinen, Toni Saari, Juha-Matti Lehtola, Sanna Hannonen, Minna Rusanen, Ville Leinonen, Filip Scheperjans, Virve Kärkkäinen

Background: The gut microbiome is a complex system within the human gastrointestinal tract. The bacteria play a significant role in human health, and some can promote inflammation and pathologic processes through chemical interactions or metabolites. Gut microbiome dysbiosis has been linked to some neurological and other diseases. Here we aimed to examine microbiome differences between patients with a progressive neurological disorder, idiopathic normal pressure hydrocephalus (iNPH), compared with healthy controls (CO).

Methods: We recruited 37 neurologically healthy CO and 10 patients with shunted iNPH. We evaluated these participants' cognition using the CERAD-NB test battery and CDR test, and collected a variety of information, including about dietary habits and health. We also collected fecal samples, which were subjected to 16S amplicon sequencing to analyze differences in gut microbiome composition.

Results: We found that the iNPH group exhibited significantly different abundances of 10 bacterial genera compared with the CO group. The Escherichia/Shigella and Anaeromassilibacillus genera were most remarkably increased. Other increased genera were Butyrivibrio , Duncaniella , and an unidentified genus. The decreased genera were Agathobaculum , Paramuribaculum , Catenibacterium , and 2 unidentified genera.

Conclusions: Here we report the first identified microbiome differences in iNPH patients compared with healthy controls.

背景:肠道微生物组是人体胃肠道内的一个复杂系统。细菌对人体健康起着重要作用,有些细菌会通过化学作用或代谢产物促进炎症和病理过程。肠道微生物群失调与一些神经系统疾病和其他疾病有关。在此,我们旨在研究一种进行性神经系统疾病--特发性正常压力脑积水(iNPH)患者与健康对照组(CO)之间微生物组的差异:我们招募了 37 名神经系统健康的 CO 和 10 名分流的 iNPH 患者。我们使用 CERAD-NB 测试和 CDR 测试评估了这些参与者的认知能力,并收集了包括饮食习惯和健康状况在内的各种信息。我们还收集了粪便样本,并对样本进行了 16S 扩增子测序,以分析肠道微生物组组成的差异:结果:我们发现,与 CO 组相比,iNPH 组 10 个细菌属的丰度有显著差异。其中,埃希氏菌/志贺氏菌和厌氧菌属的增加最为明显。其他增加的菌属有布氏酵母菌属、邓氏酵母菌属和一个未确定的菌属。减少的属有 Agathobaculum、Paramuribaculum、Catenibacterium 和 2 个未确定的属:我们在此报告了首次发现的 iNPH 患者与健康对照组相比微生物组的差异。
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引用次数: 0
Recruitment of a Diverse Community-based Older Adult Cohort for a Longitudinal Aging Study: The 15104 Seniors Project. 为纵向老龄化研究招募多样化社区老年人队列:15104 老人项目。
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-05-14 DOI: 10.1097/WAD.0000000000000618
Erin Jacobsen, Heather Lucas, Catherine Moran, Reverend Gloria Dixon, Mary Ganguli

Introduction: Enrolling individuals from underrepresented ethnoracial groups in aging research is often a challenge.

Methods: We sought a diverse sample of older adults from a small-town area for a longitudinal aging study. We employed an intensive community engagement approach encompassing a range of recruitment strategies.

Results: Over 4 years a steady trickle of individuals, 66% self-identifying as Black, signed up for study information; the proportion of those who eventually enroll in the study has been rising each year, from 68% to 94%. Community events, word-of-mouth referrals, and mailed postcards brought in the most contacts. The highest percentage of contacts who ultimately enrolled were from postcards, flyers, and word-of-mouth. Significantly more word-of-mouth referrals were endorsed by Black individuals than White and by Black men than other race/sex groups.

Conclusions: We have had some success in building relationships and trust with the local community, enrolling Black study participants in a proportion equal to their representation in the target community using a variety of recruitment methods. Patience, immersion in the community, and partnerships with key community members alongside traditional advertisements, and the utilization of study participants as recruiters are critical to designing optimal, targeted, recruitment strategies.

导言:在老龄化研究中选取代表性不足的人种群体的个体往往是一项挑战:方法:我们在一个小镇地区寻找不同的老年人样本,进行纵向老龄化研究。我们采用了密集的社区参与方法,包括一系列招募策略:结果:4 年来,不断有个人(66% 自称为黑人)注册获取研究信息;最终加入研究的比例逐年上升,从 68% 上升到 94%。社区活动、口碑推荐和邮寄明信片带来了最多的联系人。明信片、传单和口碑传播在最终注册的联系人中占比最高。黑人的口碑推荐明显多于白人,黑人男性的口碑推荐也明显多于其他种族/性别群体:我们在与当地社区建立关系和信任方面取得了一些成功,通过各种招募方法,黑人研究参与者的比例与他们在目标社区中的比例相当。耐心、深入社区、与主要社区成员建立伙伴关系、传统的广告以及利用研究参与者作为招募人员,这些对于设计最佳的、有针对性的招募策略至关重要。
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引用次数: 0
" I'm not a risk taker " : Risk Perceptions of Nursing Home Residents With Dementia. "我不喜欢冒险":养老院痴呆症患者的风险意识。
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-04-23 DOI: 10.1097/WAD.0000000000000616
Liza L Behrens, Hannah L Anderson, Kaléi H Kowalchik, Jacqueline Mogle, Joanne Roman Jones, Kimberly Van Haitsma, Nancy Hodgson, Marie Boltz

Background: Persons living with Alzheimer disease and related dementia (ADRD) in nursing homes (NH) are often excluded from conversations about their health/safety. These omissions impinge on personhood and the rights to have care preferences heard and honored. While persons with ADRD maintain the ability to communicate their preferences long after their decision-making abilities are affected, little is known about how persons with ADRD understand the risks associated with their preferences.

Methods: As part of a larger focused ethnography, in-depth interviews and an adapted risk propensity questionnaire explored the risk perceptions of NH residents with ADRD (N=7) associated with their preferences for care and activities of daily living.

Results: Residents generally self-identified as risk avoiders ( M =3.2±1.84) on the risk propensity scale and were able to rate risk associated with preferences described within 5 thematic categories: 1) participation in decision-making, 2) risk awareness, 3) paying attention to safety, 4) reliance on nursing home staff and family, and 5) impacts on quality of life and quality of care.

Discussion: Results suggest NH residents with ADRD can express risk surrounding their preferences and should be encouraged to participate in discussions about their health and safety.

背景:养老院(NH)中的阿尔茨海默氏症及相关痴呆症(ADRD)患者常常被排除在有关其健康/安全的对话之外。这些疏忽影响了他们的人格,也影响了他们倾听和尊重护理偏好的权利。虽然 ADRD 患者在其决策能力受到影响后仍能长期保持表达其偏好的能力,但人们对 ADRD 患者如何理解与其偏好相关的风险却知之甚少:作为大型重点人种学研究的一部分,深入访谈和改编的风险倾向问卷调查了患有 ADRD 的 NH 居民(N=7)对与其护理和日常生活活动偏好相关的风险认知:结果: 在风险倾向量表上,居民普遍自我认同为风险规避者(M=3.2±1.84),并能对与 5 个主题类别中描述的偏好相关的风险进行评级:1) 参与决策;2) 风险意识;3) 注意安全;4) 依赖养老院工作人员和家人;5) 对生活质量和护理质量的影响:讨论:研究结果表明,患有 ADRD 的 NH 院友可以表达围绕其偏好的风险,应鼓励他们参与有关其健康和安全的讨论。
{"title":"\" I'm not a risk taker \" : Risk Perceptions of Nursing Home Residents With Dementia.","authors":"Liza L Behrens, Hannah L Anderson, Kaléi H Kowalchik, Jacqueline Mogle, Joanne Roman Jones, Kimberly Van Haitsma, Nancy Hodgson, Marie Boltz","doi":"10.1097/WAD.0000000000000616","DOIUrl":"10.1097/WAD.0000000000000616","url":null,"abstract":"<p><strong>Background: </strong>Persons living with Alzheimer disease and related dementia (ADRD) in nursing homes (NH) are often excluded from conversations about their health/safety. These omissions impinge on personhood and the rights to have care preferences heard and honored. While persons with ADRD maintain the ability to communicate their preferences long after their decision-making abilities are affected, little is known about how persons with ADRD understand the risks associated with their preferences.</p><p><strong>Methods: </strong>As part of a larger focused ethnography, in-depth interviews and an adapted risk propensity questionnaire explored the risk perceptions of NH residents with ADRD (N=7) associated with their preferences for care and activities of daily living.</p><p><strong>Results: </strong>Residents generally self-identified as risk avoiders ( M =3.2±1.84) on the risk propensity scale and were able to rate risk associated with preferences described within 5 thematic categories: 1) participation in decision-making, 2) risk awareness, 3) paying attention to safety, 4) reliance on nursing home staff and family, and 5) impacts on quality of life and quality of care.</p><p><strong>Discussion: </strong>Results suggest NH residents with ADRD can express risk surrounding their preferences and should be encouraged to participate in discussions about their health and safety.</p>","PeriodicalId":7679,"journal":{"name":"Alzheimer Disease & Associated Disorders","volume":null,"pages":null},"PeriodicalIF":1.8,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11141213/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140846860","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Not All Days Were Created Equal-Better Day Orientation Following the Weekend on Mini-Mental State Examination (MMSE). 并非所有的日子都是平等的--周末后的日间定向对小型精神状态检查(MMSE)更有帮助。
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-05-16 DOI: 10.1097/WAD.0000000000000624
Daphna Shefet, Ido Lurie

Objective: The aim of this study was to test whether patients are better oriented to the day on the first working day following the weekend (in Israel-Sunday), compared with other weekdays, on the Mini-Mental Score Examination (MMSE).

Methods: All MMSE scores from November 2016 until December 2022 in our mental health center's computerized system were collected. The proportion of correct answers to orientation to the day was compared between weekdays.

Results: The cohort consisted of 2049 MMSEs taken by 1376 patients [average age 80.3 (SD=9.3), 56.4% female]. The difference between the proportion of correct and incorrect answers was statistically significant between the days, of which Sundays showed a larger difference (53.4%) compared with the other days (χ 2 =20.77, P <0.001, Cramer V =0.104). A statistically significant odds ratio (OR) for providing a correct response was found for Sundays (OR=1.55, P =0.001) and, to a lesser extent, on Thursdays (OR=1.29, P =0.01). The difference between Sundays and other weekdays disappears as the total MMSE decreases.

Conclusion: Day orientation on the MMSE may be better on the first day following the weekend, especially in early cognitive decline.

Clinical implications: The weekday in which the MMSE is performed may influence its results.

研究目的本研究的目的是测试患者在周末后的第一个工作日(以色列为周日)的小型智力测验(MMSE)中,与其他工作日相比,是否能更好地适应一天的生活:方法:收集本院精神卫生中心计算机系统中 2016 年 11 月至 2022 年 12 月的所有 MMSE 分数。方法:收集我院精神卫生中心计算机系统中从 2016 年 11 月至 2022 年 12 月的所有 MMSE 分数,并比较不同工作日中关于当天方位的正确答案比例:1376名患者参加了2049次MMSE考试[平均年龄80.3岁(SD=9.3),女性占56.4%]。不同日期之间正确答案和错误答案比例的差异具有统计学意义,其中周日与其他日期相比差异更大(53.4%)(χ2=20.77,PC结论:MMSE 的日定向可能与患者的年龄有关:MMSE的日定向在周末后的第一天可能会更好,尤其是在早期认知功能衰退时:临床意义:在工作日进行 MMSE 可能会影响其结果。
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引用次数: 0
Comparison of Enlarged Perivascular Spaces in Early-Onset and Late-Onset Alzheimer Disease-related Cognitive Impairment: A Single Clinic-based Study in South Korea. 早发和晚发阿尔茨海默病相关认知障碍患者血管周围空间扩大的比较:韩国单一诊所研究
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-04-02 DOI: 10.1097/WAD.0000000000000614
Na-Yeon Jung, Yuri Je, Hong-Gi Ham, Yu Hyun Park, Tae-Yun Kim, Min-Su Go, Hye-In Lee, Da Eun Kim, Myung Jun Lee, Sang Won Seo, Eun-Joo Kim

We examined whether there were differences in the presence of centrum semiovale-enlarged perivascular spaces (CSO-ePVS) and basal ganglia-ePVS (BG-ePVS) among patients with Alzheimer disease-related cognitive impairment (ADCI) based on their age of onset. Out of a total of 239 patients with cognitive impairment, 155 with positive amyloid-PET results were included. Among these, 43 had early-onset ADCI (EOADCI) and 112 had late-onset ADCI (LOADCI). Patients with LOADCI exhibited a higher prevalence of hypertension, lacunes, white matter hyperintensities, and BG-ePVS than those with EOADCI. BG-ePVS showed a significant correlation with age at the onset and the number of lacunes, whereas CSO-ePVS did not exhibit any association. The higher prevalence of BG-ePVS in patients with LOADCI might be attributable to vascular risk factors (hypertension) and cerebral small vessel disease (CSVD). These findings support the hypothesis that BG-ePVS is associated with CSVD and vascular risk factors, whereas CSO-ePVS is associated with cerebral amyloid angiopathy.

我们根据阿尔茨海默病相关认知障碍(ADCI)患者的发病年龄,研究了他们的半脑室扩大血管周围间隙(CSO-ePVS)和基底节-ePVS(BG-ePVS)是否存在差异。在总共 239 名认知障碍患者中,有 155 人的淀粉样蛋白-PET 结果呈阳性。其中,43 例为早发性 ADCI(EOADCI),112 例为晚发性 ADCI(LOADCI)。与EOADCI患者相比,LOADCI患者高血压、裂隙、白质高密度和BG-ePVS的发病率更高。BG-ePVS与发病年龄和裂隙数量有显著相关性,而CSO-ePVS则没有任何相关性。在 LOADCI 患者中,BG-ePVS 的发病率较高,这可能与血管风险因素(高血压)和脑小血管疾病(CSVD)有关。这些发现支持以下假设:BG-ePVS 与 CSVD 和血管风险因素有关,而 CSO-ePVS 与脑淀粉样血管病有关。
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引用次数: 0
A Delphi Approach to Define Lucid Episodes in People Living With Dementia. 用德尔菲法定义痴呆症患者的 "清醒发作"。
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-05-17 DOI: 10.1097/WAD.0000000000000621
Lauren R Bangerter, Joan M Griffin, Kyungmin Kim, Dawn M Finnie, Maria I Lapid, Joseph E Gaugler, Virginia S Biggar, Theresa Frangiosa

Purpose: Lucid episodes (LEs: unexpected episodes of spontaneous, meaningful, and relevant communication or behavior) in Alzheimer disease and related dementias are a new area of scientific inquiry that lacks clinical consensus and require more conceptual attention.

Methods: We aimed to measure consensus from an expert group on: (1) potential medical or clinical explanations for LEs; (2) necessary medical and clinical context to LEs; and (3) interpretation of LEs.

Patients: We convened 13 experts from different disciplines (neurology, psychiatry, psychology, pharmacy, palliative care, hospice, nursing, social work, primary care, geriatrics, and professional home caregivers) to identify elements of LEs.

Results: Experts provided a range of opinions on medical and clinical explanations and questions to understand LEs. Consensus on LEs when presented with clinical vignettes was not reached. Panelists highlighted key medical and contextual factors needed to make a definitive judgement about LEs.

Conclusion: There is variability in how LEs are interpreted by clinical experts, which complicates the identification of LEs in Alzheimer disease and related dementias.

目的:阿尔茨海默病和相关痴呆症的 "朦胧发作"(LEs:自发的、有意义的、相关的交流或行为的意外发作)是科学研究的一个新领域,但缺乏临床共识,需要在概念上给予更多关注:我们旨在衡量专家组在以下方面的共识:(1)LEs 的潜在医学或临床解释;(2)LEs 的必要医学和临床背景;以及(3)LEs 的解释:我们召集了来自不同学科(神经病学、精神病学、心理学、药学、姑息治疗、临终关怀、护理、社会工作、初级保健、老年病学和专业家庭护理人员)的 13 位专家,以确定 LEs 的要素:结果:专家们就医学和临床解释以及理解LEs的问题提出了各种意见。在展示临床案例时,专家们未能就低风险因素达成共识。专家组成员强调了对 LE 做出明确判断所需的关键医学和背景因素:结论:临床专家对LE的解释存在差异,这使得阿尔茨海默病和相关痴呆症中LE的识别变得复杂。
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引用次数: 0
A Transformer Approach for Cognitive Impairment Classification and Prediction. 用于认知障碍分类和预测的变换器方法。
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-05-17 DOI: 10.1097/WAD.0000000000000619
Houjun Liu, Alyssa M Weakley, Jiawei Zhang, Xin Liu

Introduction: Early classification and prediction of Alzheimer disease (AD) and amnestic mild cognitive impairment (aMCI) with noninvasive approaches is a long-standing challenge. This challenge is further exacerbated by the sparsity of data needed for modeling. Deep learning methods offer a novel method to help address these challenging multiclass classification and prediction problems.

Methods: We analyzed 3 target feature-sets from the National Alzheimer Coordinating Center (NACC) dataset: (1) neuropsychological (cognitive) data; (2) patient health history data; and (3) the combination of both sets. We used a masked Transformer-encoder without further feature selection to classify the samples on cognitive status (no cognitive impairment, aMCI, AD)-dynamically ignoring unavailable features. We then fine-tuned the model to predict the participants' future diagnosis in 1 to 3 years. We analyzed the sensitivity of the model to input features via Feature Permutation Importance.

Results: We demonstrated (1) the masked Transformer-encoder was able to perform prediction with sparse input data; (2) high multiclass current cognitive status classification accuracy (87% control, 79% aMCI, 89% AD); (3) acceptable results for 1- to 3-year multiclass future cognitive status prediction (83% control, 77% aMCI, 91% AD).

Conclusion: The flexibility of our methods in handling inconsistent data provides a new venue for the analysis of cognitive status data.

简介使用非侵入性方法对阿尔茨海默病(AD)和失忆性轻度认知障碍(aMCI)进行早期分类和预测是一项长期存在的挑战。建模所需的数据稀少进一步加剧了这一挑战。深度学习方法提供了一种新方法,有助于解决这些具有挑战性的多类分类和预测问题:我们分析了国家阿尔茨海默氏症协调中心(NACC)数据集中的 3 个目标特征集:(1)神经心理学(认知)数据;(2)患者健康史数据;(3)两组数据的组合。我们使用屏蔽变换编码器(Transformer-encoder)对样本的认知状态(无认知障碍、aMCI、AD)进行分类,并动态忽略不可用的特征。然后,我们对模型进行了微调,以预测参与者未来 1 到 3 年的诊断结果。我们通过特征排列重要性分析了模型对输入特征的敏感性:我们证明了:(1)遮蔽变换编码器能够在输入数据稀少的情况下进行预测;(2)当前认知状态的多类分类准确率很高(87% 的对照组、79% 的 aMCI 组、89% 的 AD 组);(3)1 到 3 年的未来认知状态多类预测结果可以接受(83% 的对照组、77% 的 aMCI 组、91% 的 AD 组):我们的方法能灵活处理不一致的数据,为分析认知状态数据提供了新的途径。
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引用次数: 0
Spatial and Temporal Relationships Between Atrophy and Hypometabolism in Behavioral-Variant Frontotemporal Dementia. 行为变异型额颞叶痴呆症患者脑萎缩与代谢低下之间的空间和时间关系
IF 1.8 4区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-01 Epub Date: 2024-04-15 DOI: 10.1097/WAD.0000000000000611
Jane Stocks, Erin Gibson, Karteek Popuri, Mirza F Beg, Howard Rosen, Lei Wang

Purpose: Individuals with behavioral-variant frontotemporal dementia (bvFTD) show changes in brain structure as assessed by MRI and brain function assessed by 18FDG-PET hypometabolism. However, current understanding of the spatial and temporal interplay between these measures remains limited.

Methods: Here, we examined longitudinal atrophy and hypometabolism relationships in 15 bvFTD subjects with 2 to 4 follow-up MRI and PET scans (56 visits total). Subject-specific slopes of atrophy and hypometabolism over time were extracted across brain regions and correlated with baseline measures both locally, via Pearson correlations, and nonlocally, via sparse canonical correlation analyses (SCCA).

Results: Notably, we identified a robust link between initial hypometabolism and subsequent cortical atrophy rate changes in bvFTD subjects. Network-level exploration unveiled alignment between baseline hypometabolism and ensuing atrophy rates in the dorsal attention, language, and default mode networks. SCCA identified 2 significant and highly localized components depicting the connection between baseline hypometabolism and atrophy slope over time. The first centered around bilateral orbitofrontal, frontopolar, and medial prefrontal lobes, whereas the second concentrated in the left temporal lobe and precuneus.

Conclusions: This study highlights 18FDG-PET as a dependable predictor of forthcoming atrophy in spatially adjacent brain regions for individuals with bvFTD.

目的:行为变异性额颞叶痴呆症(bvFTD)患者会出现核磁共振成像评估的脑结构变化和18FDG-PET代谢减低评估的脑功能变化。方法:在此,我们研究了 15 名 bvFTD 受试者的纵向萎缩和代谢低下关系,他们接受了 2 到 4 次随访 MRI 和 PET 扫描(共 56 次)。通过皮尔逊相关分析(Pearson correlations)和非局部相关分析(sparse canonical correlation analyses, SCCA),我们提取了各脑区随时间变化的萎缩和代谢低下的特异性斜率,并将其与基线测量值进行了相关分析:结果:值得注意的是,我们发现在bvFTD受试者中,最初的低代谢与随后的皮质萎缩率变化之间存在着强有力的联系。网络层面的探索揭示了背侧注意力、语言和默认模式网络中基线代谢低下与随后的萎缩率之间的一致性。SCCA 发现了两个重要的、高度局部化的成分,它们描述了基线代谢低下与随时间变化的萎缩斜率之间的联系。前者集中在双侧眶额叶、前极叶和内侧前额叶,后者则集中在左侧颞叶和楔前叶:本研究强调了18FDG-PET是预测bvFTD患者空间相邻脑区即将发生萎缩的可靠指标。
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Alzheimer Disease & Associated Disorders
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