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使用 ADNI 的基线数据联合评估定量 18F-氟比他派和 18F-FDG 区域摄取。

Joint Assessment of Quantitative 18F-Florbetapir and 18F-FDG Regional Uptake Using Baseline Data from the ADNI.

机构信息

Department of Nuclear Medicine, Montpellier University Hospital, Montpellier, France.

Department of Nuclear Medicine, Purpan University Hospital, Toulouse, France.

出版信息

J Alzheimers Dis. 2018;62(1):399-408. doi: 10.3233/JAD-170833.

Abstract

Joint analysis of amyloid and metabolic PET patterns across healthy, mild cognitive impairment (MCI), and Alzheimer's disease (AD) subjects was performed using baseline 18F-florbetapir and 18F-FDG PET of 684 subjects from the ADNI (251 normal, 204 stable MCI, 85 AD converters, and 144 AD). Correlation between regional amyloid and metabolic uptake was measured and predictive value of PET profile regarding AD conversion in cognitively impaired subjects was assessed using survival analysis and support vector machine classification (SVM). The highest correlations were found in the temporal cortex, precuneus, and posterior cingulum. With respect to normal controls, amyloid load increase was diffuse and early in MCI subjects, whereas metabolism decrease occurred later and predominated in temporo-parietal, precuneus, and cingulate cortices. Five-year AD conversion rates in cognitively impaired subjects were 5%, 22%, 42%, and 78% in amyloid-/FDG-, amyloid-/FDG+, amyloid+/FDG-, and amyloid+/FDG+ subjects respectively (mean follow-up 37±14 months). Using SVM, the combination of ADAS-cog score, amyloid PET, and FDG PET yielded better performance in predicting AD conversion (77% accuracy; 58% positive predictive value; 88% negative predictive value) than ADAS-cog (72%; 52%; 86%), amyloid PET (72%; 52%; 87%), and FDG PET (67%; 47%; 84%). This study attests the complementary value of amyloid and FDG PET in MCI assessment and the efficiency of combined cognitive, amyloid, and metabolic scores to predict AD conversion.

摘要

对来自 ADNI 的 684 名受试者(251 名正常、204 名稳定 MCI、85 名 AD 转化者和 144 名 AD)的基线 18F-氟比他滨和 18F-FDG PET 进行了健康、轻度认知障碍(MCI)和阿尔茨海默病(AD)受试者的淀粉样蛋白和代谢 PET 模式的联合分析。测量了区域淀粉样蛋白和代谢摄取之间的相关性,并使用生存分析和支持向量机分类(SVM)评估了认知障碍受试者中 PET 谱对 AD 转化的预测价值。在颞叶皮层、后扣带回和后扣带回发现了最高的相关性。与正常对照组相比,淀粉样蛋白负荷在 MCI 受试者中是弥漫性和早期增加的,而代谢减少则发生较晚,主要发生在颞顶叶、后扣带回和扣带回皮质。在认知障碍受试者中,5 年 AD 转化率分别为淀粉样蛋白-/FDG-、淀粉样蛋白-/FDG+、淀粉样蛋白+/FDG-和淀粉样蛋白+/FDG+受试者的 5%、22%、42%和 78%(平均随访 37±14 个月)。使用 SVM,ADAS-cog 评分、淀粉样蛋白 PET 和 FDG PET 的组合在预测 AD 转化方面表现出更好的性能(准确率为 77%;阳性预测值为 58%;阴性预测值为 88%),优于 ADAS-cog(72%;52%;86%)、淀粉样蛋白 PET(72%;52%;87%)和 FDG PET(67%;47%;84%)。这项研究证明了淀粉样蛋白和 FDG PET 在 MCI 评估中的互补价值,以及联合认知、淀粉样蛋白和代谢评分预测 AD 转化的效率。

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