Amyloid biomarkers as predictors of conversion from mild cognitive impairment to Alzheimer's dementia: a comparison of methods

被引:12
|
作者
Soerensen, Arnd [1 ]
Blazhenets, Ganna [1 ]
Schiller, Florian [1 ]
Meyer, Philipp Tobias [1 ]
Frings, Lars [1 ]
机构
[1] Univ Freiburg, Med Ctr, Fac Med, Dept Nucl Med, Hugstetter Str 55, D-79106 Freiburg, Germany
关键词
Amyloid biomarkers; Mild cognitive impairment; Alzheimer’ s dementia; Conversion prediction; PET image evaluation; BETA; DISEASE; PET; RATIO;
D O I
10.1186/s13195-020-00721-3
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background Amyloid-beta (A beta) PET is an established predictor of conversion from mild cognitive impairment (MCI) to Alzheimer's dementia (AD). We compared three PET (including an approach based on voxel-wise Cox regression) and one cerebrospinal fluid (CSF) outcome measures in their predictive power. Methods Datasets were retrieved from the ADNI database. In a training dataset (N = 159), voxel-wise Cox regression and principal component analyses were used to identify conversion-related regions (Cox-VOI and AD conversion-related pattern (ADCRP), respectively). In a test dataset (N = 129), the predictive value of mean normalized F-18-florbetapir uptake (SUVR) in AD-typical brain regions (composite SUVR) or the Cox-VOI and the pattern expression score (PES) of ADCRP and CSF A beta(42)/A beta(40) as predictors were compared by Cox models (corrected for age and sex). Results All four A beta measures were significant predictors (p < 0.001). Prediction accuracies (Harrell's c) showed step-wise significant increases from Cox-SUVR (c = 0.71; HR = 1.84 per Z-score increase), composite SUVR (c = 0.73; HR = 2.18), CSF A beta(42)/A beta(40) (c = 0.75; HR = 3.89) to PES (c = 0.77; HR = 2.71). Conclusion The PES of ADCRP is the most predictive A beta PET outcome measure, comparable to CSF A beta(42)/A beta(40), with a slight but statistically significant advantage.
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页数:6
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