Spatial covariance analysis of FDG-PET and HMPAO-SPECT for the differential diagnosis of dementia with Lewy bodies and Alzheimer's disease

被引:4
|
作者
Ingram, Matthew [1 ]
Colloby, Sean J. [1 ]
Firbank, Michael J. [2 ]
Lloyd, Jim J. [2 ]
O'Brien, John T. [3 ]
Taylor, John-Paul [2 ]
机构
[1] Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Newcastle Upon Tyne, Northumberland, England
[2] Newcastle Univ, Inst Neurosci, Fac Med Sci, Newcastle Upon Tyne, Northumberland, England
[3] Univ Cambridge, Dept Psychiat, Cambridge, England
基金
美国国家卫生研究院;
关键词
Quantitative analysis; Functional neuroimaging; Multivariate methods; Dementia with Lewy bodies; Alzheimer's disease; CLINICAL-DIAGNOSIS; ACCURACY; UTILITY; MULTIVARIATE; MANAGEMENT; PERFUSION; PATTERNS;
D O I
10.1016/j.pscychresns.2022.111460
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
We investigated diagnostic characteristics of spatial covariance analysis (SCA) of FDG-PET and HMPAO-SPECT scans in the differential diagnosis of dementia with Lewy bodies (DLB) and Alzheimer's disease (AD), in comparison with visual ratings and region of interest (ROI) analysis. Sixty-seven patients (DLB 29, AD 38) had both HMPAO-SPECT and FDG-PET scans. Spatial covariance patterns were used to separate AD and DLB in an initial derivation group (DLB n=15, AD n=19), before being forward applied to an independent group (DLB n=14, AD n=19). Visual ratings were by consensus, with ROI analysis utilising medial occipital/medial temporal uptake ratios. SCA of HMPAO-SPECT performed poorly (AUC 0.59 & PLUSMN;0.10), whilst SCA of FDG-PET (AUC 0.83 & PLUSMN;0.07) was significantly better. For FDG-PET, SCA showed similar diagnostic performance to ROI analysis (AUC 0.84 & PLUSMN;0.08) and visual rating (AUC 0.82 & PLUSMN;0.08). In contrast to ROI analysis, there was little concordance between SCA and visual ratings of FDG-PET scans. We conclude that SCA of FDG-PET outperforms that of HMPAO-SPECT. SCA of FDG-PET also performed similarly to the other analytical approaches, despite the limitations of a relatively small SCA derivation group. Compared to visual rating, SCA of FDG-PET relies on different sources of group variance to separate DLB from AD.
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页数:8
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