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Clinical validation and machine learning optimization of MyCog: A self-administered cognitive screener for primary care settings. MyCog的临床验证和机器学习优化:一种用于初级保健设置的自我管理的认知筛查。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-14 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70219
Stephanie Ruth Young, Yusuke Shono, Katherina Hauner, Elizabeth M Dworak, Maxwell Mansolf, Laura Curtis, Julia Yoshino Benavente, Stephanie Batio, Richard C Gershon, Michael S Wolf, Cindy J Nowinski

Background: Primary care offers ideal opportunities for early detection of cognitive impairment, yet clinics face significant barriers to routine screening. MyCog is an electronic health record-integrated tablet application self-administered during a primary care visit designed to overcome barriers to screening.

Methods: We compared MyCog performance between 65 adults age 65+ with diagnosed cognitive impairment and 80 cognitively normal adults. Five modeling approaches achieved consensus to select consistently discriminative variables for the final detection algorithm. Performance was primarily assessed via receiver operating characteristic area under the curve (AUC), sensitivity, specificity, and accuracy.

Results: All models demonstrated strong diagnostic performance (AUC 0.817 to 0.873). Memory accuracy and executive function efficiency scores were consistently selected as predictors of impairment across models. The final logistic regression achieved AUC 0.890, with sensitivity 0.723 to 0.831, specificity 0.788 to 0.912, and accuracy 0.807 to 0.828 depending on threshold.

Discussion: Findings suggest MyCog accurately detects cognitive impairment via a streamlined self-administered app that efficiently fits into primary care workflows.

背景:初级保健为早期发现认知障碍提供了理想的机会,但诊所在常规筛查方面面临着重大障碍。MyCog是一种电子健康记录集成片剂应用程序,在初级保健访问期间自行使用,旨在克服筛查障碍。方法:我们比较了65名65岁以上诊断为认知障碍的成年人和80名认知正常的成年人的MyCog表现。五种建模方法在为最终检测算法选择一致的判别变量方面达成了共识。主要通过受试者工作特征曲线下面积(AUC)、灵敏度、特异性和准确性来评估疗效。结果:所有模型均具有较强的诊断能力(AUC为0.817 ~ 0.873)。记忆准确性和执行功能效率得分被一致地选择为各模型损伤的预测因子。最终logistic回归的AUC为0.890,敏感度0.723 ~ 0.831,特异度0.788 ~ 0.912,准确度0.807 ~ 0.828,取决于阈值。讨论:研究结果表明,MyCog通过一款简化的自我管理应用程序准确检测认知障碍,该应用程序有效地适应初级保健工作流程。
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引用次数: 0
Objective measures of instrumental activities of daily living and neuropsychiatric symptoms in aging and early-stage Alzheimer's disease. 老年和早期阿尔茨海默病的日常生活工具活动和神经精神症状的客观测量。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-07 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70097
Gad A Marshall, Ramit Ravona-Springer
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引用次数: 0
α-Synuclein seed amplification assay in Lewy body dementia versus Alzheimer's disease. 路易体痴呆与阿尔茨海默病的α-突触核蛋白种子扩增试验。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-07 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70203
Oskar H McWilliam, Remarh Bsoul, Eva L Lund, Gunhild Waldemar, Steen G Hasselbalch, Anja H Simonsen, Marie Bruun, Christian von Buchwald, Kasper Aanæs, Christian K Pedersen, Ida S B Andersen, Magne Bech, Aušrinė Areškevičiūtė, Kristian S Frederiksen

Introduction: Differentiating dementia with Lewy bodies (DLB) from Alzheimer's disease (AD) is challenging. Seed amplification assay (SAA) is sensitive for the detection of misfolded α-synuclein.

Methods: Patients with DLB (N = 31) and AD (N = 25) were recruited and evaluated. Misfolded α-synuclein was assessed in cerebrospinal fluid (CSF), skin, urine, and olfactory mucosa using SAA.

Results: The accuracy of α-synuclein-SAA for DLB was 87% (95% confidence interval [CI]: 77% to 98%) in CSF, 85% (95% CI: 75% to 98%) in skin, 58% (95% CI: 47% to 69%) in olfactory mucosa, and 59% (95% CI: 51% to 66%) in urine. The core symptoms - fluctuations, REM sleep behavior disorder, and parkinsonism - had accuracies for SAA positivity of ≥79%. Notably, 95% of SAA-positive patients also had hyposmia.

Discussion: These findings support the use of CSF and skin α-synuclein-SAAs as diagnostic tools for DLB, with strong associations between SAA and clinical phenotype. In particular, intact olfactory function is associated with a lower risk of SAA positivity.

Highlights: CSF and skin biopsies show high diagnostic accuracy for α-synuclein, demonstrating good concordance.Strong correlations exist between core symptoms of DLB and pathological α-synuclein.A very high sensitivity of hyposmia for pathological α-synuclein is observed.A novel proof-of-concept is offered for the potential detection of pathological α-synuclein in urine, marking the first such comparative analysis between patients with DLB and AD.

导语:区分路易体痴呆(DLB)与阿尔茨海默病(AD)具有挑战性。种子扩增法(SAA)对α-突触核蛋白错误折叠检测灵敏。方法:招募DLB患者31例,AD患者25例。采用SAA法检测脑脊液、皮肤、尿液和嗅粘膜中α-突触核蛋白错误折叠。结果:α-synuclein-SAA检测DLB的准确率在脑脊液中为87%(95%可信区间[CI]: 77% ~ 98%),在皮肤中为85% (95% CI: 75% ~ 98%),在嗅觉粘膜中为58% (95% CI: 47% ~ 69%),在尿液中为59% (95% CI: 51% ~ 66%)。核心症状——波动、快速眼动睡眠行为障碍和帕金森病——SAA阳性的准确率≥79%。值得注意的是,95%的saa阳性患者也有低氧。讨论:这些发现支持使用CSF和皮肤α-突触核蛋白- saas作为DLB的诊断工具,SAA与临床表型之间有很强的相关性。特别是,完整的嗅觉功能与较低的SAA阳性风险相关。重点:脑脊液和皮肤活检显示α-突触核蛋白的诊断准确性高,一致性好。DLB核心症状与病理性α-突触核蛋白有较强相关性。低氧对病理性α-突触核蛋白有很高的敏感性。该研究为尿液中病理α-突触核蛋白的潜在检测提供了一种新的概念证明,标志着首次在DLB和AD患者之间进行比较分析。
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引用次数: 0
Bayesian analyses for research on Alzheimer's disease and related disorders-updating one's knowledge. 阿尔茨海默病及相关疾病研究的贝叶斯分析——更新知识。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-07 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70109
Stefan Teipel, Michael Lutz
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引用次数: 0
Perspectives on the measurement of self-perceived cognitive function in older adults. 老年人自我认知功能测量的研究进展。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-06 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70158
Elke Butterbrod, Laura Rabin, Douglas Tommet, Richard N Jones, Mark A Dubbelman, Paul K Crane, Frank Jessen, Wiesje M van der Flier, Katherine A Gifford, Sietske A M Sikkes

Introduction: This survey investigated perspectives of research and clinical professionals on optimal content and features of measurement of self-perceived cognitive functioning.

Methods: Respondents were professionals working with older adults with self-reported cognitive concerns. The survey addressed views on harmonization and preferences for items, response formatting, practical features, and instrument validation. We evaluated item preferences in consideration of a previous statistical harmonization.

Results: Ninety professionals from 20 different countries completed the survey. Most professionals (87%) indicated a need for a harmonized instrument. Respondents agreed that an instrument should measure current ability alongside change therein, focus on memory, and adopt Likert scale responses. Recommendations for assessment timeframe, practical features, and validation priorities varied. Respondents differentially endorsed items previously found to be statistically informative.

Discussion: Respondents agreed on overarching measurement topics, with varying recommendations for specific content and features. Together with statistical information, these results provide a starting point for a harmonized instrument.

Highlights: Professionals see a need for a harmonized tool to measure cognitive concerns.Professionals have diverse preferences for measurement content and its validation.Item relevance as seen by professionals aligned considerably with statistical value.Integration of statistical information with expert and patient opinion is crucial.

前言:本调查调查了研究人员和临床专业人员对自我感知认知功能测量的最佳内容和特征的看法。方法:受访者是与自我报告认知问题的老年人一起工作的专业人员。该调查涉及对项目的协调和偏好、响应格式、实用功能和工具验证的看法。我们评估的项目偏好考虑到以前的统计协调。结果:来自20个不同国家的90名专业人士完成了调查。大多数专业人士(87%)表示需要一种和谐的乐器。受访者同意,一种工具应该测量当前的能力以及其中的变化,关注记忆,并采用李克特量表反应。对于评估时间框架、实际特性和验证优先级的建议各不相同。受访者对以前发现的具有统计信息的项目有不同的赞同。讨论:受访者对总体度量主题达成一致,并对具体内容和功能提出了不同的建议。与统计信息一起,这些结果为协调乐器提供了一个起点。重点:专业人士认为需要一个统一的工具来衡量认知问题。专业人员对测量内容及其验证有不同的偏好。专业人员所看到的项目相关性与统计值相当一致。将统计信息与专家和病人的意见结合起来是至关重要的。
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引用次数: 0
Long-term cost-effectiveness of a more accurate diagnostic work-up for dementia. 更准确的痴呆症诊断检查的长期成本效益。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-04 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70210
Pieter J van der Veere, Hana M Broulikova, Jeroen Hoogland, Ingrid S van Maurik, Elsmarieke van de Giessen, Argonde C van Harten, Judith E Bosmans, Johannes Berkhof, Wiesje M van der Flier

Introduction: To address uncertainty about long-term clinical and economic impacts of an accurate dementia diagnosis, we evaluated the cost-effectiveness of adding amyloid positron emission tomography (PET) to memory clinic workup over 5 years.

Methods: Inverse probability weighting was used to balance covariates between PET (n = 440) and no-PET (n = 460) participants from the Amsterdam Dementia Cohort. Time in community following diagnosis, time alive, and costs were combined in cost-effectiveness analyses.

Results: PET participants lived longer in community (0.26 years, 95% confidence interval [CI]: 0.05 to 0.45) and overall (0.15, CI: 0.02 to 0.27), but did not have statistically different health insurance (€703, CI: -3974 to 5045) or total costs including institutionalization (-€8258, CI: -20,622 to 3377). The probability that PET was cost-effective for extending time in community was 76% at a €2530 willingness-to-pay threshold. The probability that PET yielded cost savings and was more effective for extending time alive was 90%.

Discussion: Findings in this observational cohort suggest that using amyloid PET in memory clinics may be cost-effective.

Highlights: Participants with an amyloid PET in a memory clinic work-up were compared to those without.The amyloid PET group spent more time in community and alive over 5 years of follow-up.Amyloid PET had a 76% chance to cost-effectively extend time in community in uncertainty analysis.

导论:为了解决准确诊断痴呆的长期临床和经济影响的不确定性,我们评估了将淀粉样蛋白正电子发射断层扫描(PET)加入5年记忆临床随访的成本效益。方法:使用逆概率加权来平衡阿姆斯特丹痴呆队列中PET (n = 440)和非PET (n = 460)参与者之间的协变量。在成本-效果分析中结合诊断后的社区时间、存活时间和费用。结果:PET参与者的社区寿命(0.26年,95%可信区间[CI]: 0.05至0.45)和总体寿命(0.15年,CI: 0.02至0.27)更长,但健康保险(703欧元,CI: -3974至5045)或包括机构在内的总成本(- 8258欧元,CI: -20,622至3377)在统计学上没有差异。在2530欧元的支付意愿阈值下,PET在延长社区时间方面具有成本效益的概率为76%。PET节省成本和延长存活时间的可能性为90%。讨论:本观察性队列的研究结果表明,在记忆诊所使用淀粉样蛋白PET可能具有成本效益。重点:在记忆门诊检查中,淀粉样蛋白PET检测的参与者与未检测的参与者进行了比较。淀粉样蛋白PET组在社区生活的时间更长,随访时间超过5年。在不确定性分析中,淀粉样蛋白PET有76%的机会具有成本效益地延长社区时间。
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引用次数: 0
Feasibility and pilot testing of a non-randomized teacher training program to improve knowledge and attitudes toward aging and dementia in public schools in Brazil: The ARISE program. 旨在提高巴西公立学校对老龄化和痴呆症的认识和态度的非随机教师培训项目的可行性和试点测试:ARISE项目。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-02 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70208
Karen Leticia Pulgatti, Leticia Fernanda Palma, Giulianna Bueno Denari, Lucas Nogueira de Carvalho Pelegrini, Ari Alex Ramos, Elaine Mateus, Lea Veras, Déborah Oliveira, Marcia Regina Cominetti

Background: This study piloted and evaluated the feasibility of ARISE (Awareness Raising Interventions in Schools), a non-randomized training program designed to enhance teachers' knowledge and attitudes toward aging and dementia in two Brazilian public schools.

Methods: A single-group pre-post design was used to assess changes in dementia knowledge and stigma-related beliefs among 62 teachers from two public schools and an adult literacy program in Brazil.

Results: Despite challenges related to workload and retention, the program was well-received by participants, who reported high satisfaction with both the content and structure. Quantitative data demonstrated significant improvements in attitudes toward aging and knowledge of dementia. No significant changes were found in attitudes toward dementia.

Discussion: This study supports the feasibility and effectiveness of the proposed program in improving attitudes toward aging and increasing dementia knowledge in schoolteachers. Future efforts should prioritize flexible implementation and streamlined content to enhance engagement and scalability.

Highlights: First teacher-focused training on aging and dementia in Brazil.Feasibility confirmed with high satisfaction despite workload challenges.Significant gains in dementia knowledge and attitudes toward aging.Qualitative data revealed motivators, barriers, and perceived impact.Scalable approach to reduce stigma and promote brain health literacy.

背景:本研究试点并评估了ARISE(学校提高意识干预措施)的可行性,这是一项非随机培训计划,旨在提高巴西两所公立学校教师对老龄化和痴呆症的知识和态度。方法:采用单组岗前设计评估来自巴西两所公立学校和成人扫盲项目的62名教师对痴呆症知识和耻感相关信念的变化。结果:尽管在工作量和保留方面存在挑战,但参与者对课程的内容和结构都非常满意。定量数据显示,人们对衰老的态度和对痴呆症的认识有了显著改善。对痴呆症的态度没有明显变化。讨论:本研究支持该计划在改善学校教师对衰老的态度和增加痴呆症知识方面的可行性和有效性。未来的工作应优先考虑灵活的实施和精简的内容,以提高参与度和可扩展性。亮点:巴西首个以教师为中心的老龄化和痴呆症培训。尽管工作量很大,但可行性得到了高度满意的证实。痴呆知识和对衰老的态度显著提高。定性数据揭示了激励因素、障碍和感知影响。减少耻辱感和促进大脑健康素养的可扩展方法。
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引用次数: 0
A plasma miRNA signature, including miR-495, as early diagnostic biomarkers associated with cognitive decline in Alzheimer's disease. 血浆miRNA标记,包括miR-495,作为与阿尔茨海默病认知能力下降相关的早期诊断生物标志物
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-02 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70213
Anna Cots, Andrea Riberas-Sánchez, Imma Pericot, Antoni Turon, Soleil García-Brito, Josep Garre-Olmo, Josep Puig, José Manuel Fernández-Real, Rafel Ramos, Gemma Huguet, Gemma Carreras-Badosa, Elisabet Kadar

Introduction: A definitive diagnosis of Alzheimer's disease (AD) requires the identification of pathological changes. Plasma miRNAs have emerged as potential AD diagnostic biomarkers.

Methods: A matched case-control study was conducted using convenience sampling to evaluate the ability of candidate miRNAs in differentiating probable AD patients with mild cognitive impairment (MCI) or mild dementia (MD) stages. The initial sample included 29 patients and 58 controls. Plasma levels of miRNAs were measured by real-time polymerase chain reaction (RT-PCR) and their associations with scores from a comprehensive neuropsychological battery of cognitive tests analyzed by Spearman's correlation.

Results: A miR-181a, miR-181c, and miR-495 signature showed area-under-curve values indicative of strong diagnostic capacity and biomarker-based staging. Higher levels of these miRNAs were associated with worse scores in the different assessed cognitive tests.

Discussion: This study reports for the first-time alterations in plasma miR-495 levels in both MCI and MD patients. Future studies with larger cohorts are essential to validate the findings.

Highlights: Alterations in plasma miR-495 levels are reported for the first time in AD patients.miR-181a, miR-181c, and miR-495 levels were higher in AD patients compared to controls.Higher levels of these miRNAs were related to worse cognitive test scores.miRNA signature was able to distinguish AD stages.

简介:阿尔茨海默病(AD)的明确诊断需要病理改变的识别。血浆mirna已成为潜在的AD诊断生物标志物。方法:采用方便抽样的方法进行匹配病例对照研究,以评估候选mirna在区分可能的AD患者与轻度认知障碍(MCI)或轻度痴呆(MD)阶段的能力。最初的样本包括29名患者和58名对照组。通过实时聚合酶链反应(RT-PCR)测量血浆mirna水平,并通过Spearman相关性分析其与综合神经心理学系列认知测试得分的关联。结果:miR-181a、miR-181c和miR-495标记显示曲线下面积值,表明具有很强的诊断能力和基于生物标志物的分期。这些mirna水平越高,在不同评估的认知测试中得分越低。讨论:本研究首次报道了MCI和MD患者血浆miR-495水平的变化。未来更大规模的研究对验证这些发现至关重要。重点:首次报道了AD患者血浆miR-495水平的改变。与对照组相比,AD患者的miR-181a、miR-181c和miR-495水平更高。这些mirna水平越高,认知测试成绩越差。miRNA标记能够区分AD的分期。
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引用次数: 0
How can Alzheimer's disease blood-based biomarkers reach clinical practice? 阿尔茨海默病血液生物标志物如何进入临床实践?
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-02 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70207
Robert Perneczky, Frances-Catherine Quevenco, James Hendrix, Stephane Epelbaum, Charlotte Teunissen, Wiesje M van der Flier, Marc Suárez-Calvet, Jiong Shi, Michelle M Mielke, Takeshi Iwatsubo, Sebastian Palmqvist, Oskar Hansson

Introduction: Alzheimer's disease (AD) diagnosis has been based largely on clinical symptoms, despite their limited sensitivity and specificity. Biomarker use was proposed to support a more accurate and timely diagnosis. However, neuroimaging or cerebrospinal fluid (CSF) is rarely used in primary care due to their perceived invasiveness, cost, and need for appropriate infrastructure. Blood-based biomarkers (BBMs) could represent an economical, minimally invasive alternative, but barriers exist to a seamless translation to the clinic.

Methods: Ten international experienced AD clinicians and biomarker experts participated in a diagnostic roundtable to discuss the implementation of BBMs for diagnosing early symptomatic AD.

Results: The participants proposed an optimal AD diagnostic pathway and highlighted three main gaps to implementing BBMs for early symptomatic AD diagnosis: limited real-world data, resource gaps, and system barriers.

Discussion: Although BBMs could streamline the AD diagnostic pathway, further real-world evidence and collaboration among multiple stakeholders are needed.

Highlights: Early symptomatic Alzheimer's disease (AD) diagnosis improves treatment strategy and lowers costs.Currently available biomarkers are not widely used across all clinical settings.Blood-based biomarkers (BBMs) could be a cost-effective, minimally invasive alternative.BBMs could accelerate an accurate AD diagnosis.There are barriers to the inclusion of BBMs in clinical practice.

导语:阿尔茨海默病(AD)的诊断主要基于临床症状,尽管它们的敏感性和特异性有限。建议使用生物标志物来支持更准确和及时的诊断。然而,神经成像或脑脊液(CSF)很少用于初级保健,因为它们被认为具有侵入性,成本高,需要适当的基础设施。基于血液的生物标志物(BBMs)可能是一种经济、微创的替代方法,但在将其无缝转化为临床方面存在障碍。方法:10位国际上经验丰富的AD临床医生和生物标志物专家参加诊断圆桌会议,讨论BBMs在早期症状AD诊断中的应用。结果:参与者提出了一种最佳的AD诊断途径,并强调了在早期症状性AD诊断中实施BBMs的三个主要差距:有限的真实数据、资源差距和系统障碍。讨论:虽然bbm可以简化AD的诊断途径,但需要更多的真实证据和多个利益相关者之间的合作。重点:早期症状性阿尔茨海默病(AD)的诊断改善了治疗策略并降低了成本。目前可用的生物标志物并没有广泛应用于所有临床环境。基于血液的生物标志物(BBMs)可能是一种成本效益高、微创的替代方法。脑卒中可以加速对阿尔茨海默病的准确诊断。在临床实践中纳入脑卒中存在障碍。
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引用次数: 0
Generative diffusion model enables quantification of calibration-free arterial spin labeling perfusion magnetic resonance imaging data in an Alzheimer's disease cohort. 生成扩散模型能够量化阿尔茨海默病队列中无需校准的动脉自旋标记灌注磁共振成像数据。
IF 4.4 Q1 CLINICAL NEUROLOGY Pub Date : 2025-10-30 eCollection Date: 2025-10-01 DOI: 10.1002/dad2.70214
Qinyang Shou, Steven Cen, Nan-Kuei Chen, John M Ringman, Hosung Kim, Clifford R Jack, Bret J Borowski, Matthew L Senjem, Arvin Arani, Danny J J Wang

Introduction: M0 images were missing in Siemens ASL data in Alzheimer's Disease Neuroimaging Initiative (ADNI) dataset, prohibiting cerebral blood flow (CBF) quantification.

Methods: A conditional latent diffusion model was trained and evaluated on in-house datasets, then applied to the Siemens data in ADNI-3. Regional CBF differences by Alzheimer's disease (AD) stages, their accuracy for AD classification, and CBF trajectory slopes were compared between generated data (Siemens) and acquired data (General Electric).

Results: The diffusion model generated M0 images with high fidelity (SSIM = 0.918 ± 0.023, PSNR = 31.361 ± 2.537) and minimal CBF bias (mean difference is 0.21 ± 1.58 mL/100 g/min). Both generated and acquired CBF showed similar spatial patterns and decreasing trends with AD progression in specific AD-related regions. Generated CBF also improved accuracy in classifying AD stages compared to qualitative perfusion images.

Conclusion: This study shows the potential of diffusion models for imputing missing modalities in large-scale studies exploring the use of ASL as a biomarker of AD.

Highlights: Using latent diffusion model, we can generate M0 image from control image in arterial spin labeling (ASL) with high fidelity.The generated M0 can be used for cerebral blood flow (CBF) quantification in Alzheimer's Disease Neuroimaging Initiative dataset.The performance of classification between Alzheimer's disease (AD) patients and cognitive normal people is better when using generated CBF maps than using non-quantitative perfusion images.ASL CBF decreases with AD progression in key AD-related brain regions.

导论:在Alzheimer's Disease Neuroimaging Initiative (ADNI)数据集中,Siemens ASL数据中缺少M0图像,无法对脑血流量(CBF)进行量化。方法:在内部数据集上训练条件潜扩散模型并对其进行评估,然后将其应用于ADNI-3中的西门子数据。在生成数据(西门子)和获取数据(通用电气)之间比较了阿尔茨海默病(AD)分期的区域CBF差异、它们对AD分类的准确性以及CBF轨迹斜率。结果:扩散模型生成的M0图像保真度高(SSIM = 0.918±0.023,PSNR = 31.361±2.537),CBF偏差最小(平均差值为0.21±1.58 mL/100 g/min)。在特定的AD相关区域,产生和获得的CBF都表现出相似的空间格局和减少趋势。与定性灌注图像相比,生成的脑血流也提高了AD分期分类的准确性。结论:本研究显示了扩散模型在探索ASL作为AD生物标志物的大规模研究中输入缺失模式的潜力。亮点:利用潜在扩散模型,我们可以在动脉自旋标记(ASL)中由对照图像生成高保真的M0图像。生成的M0可用于阿尔茨海默病神经成像倡议数据集中的脑血流量(CBF)量化。与非定量灌注图像相比,使用生成的脑血流图对阿尔茨海默病(AD)患者与认知正常人群的分类效果更好。在AD相关的关键脑区,ASL CBF随着AD的进展而减少。
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引用次数: 0
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Alzheimer''s and Dementia: Diagnosis, Assessment and Disease Monitoring
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