Article: Effect of the identification group size and image resolution on the diagnostic performance of metabolic Alzheimer's disease-related pattern.
2023 Volume 13, Issue 1, Page(s) 47
Abstract: Background: Alzheimer's disease-related pattern (ADRP) is a metabolic brain biomarker of Alzheimer's disease (AD). While ADRP is being introduced into research, the effect of the size of the identification cohort and the effect of the resolution of ... ...
Abstract | Background: Alzheimer's disease-related pattern (ADRP) is a metabolic brain biomarker of Alzheimer's disease (AD). While ADRP is being introduced into research, the effect of the size of the identification cohort and the effect of the resolution of identification and validation images on ADRP's performance need to be clarified. Methods: 240 2-[ Results: ADRP's performance for the differentiation between AD patients and CN demonstrated only a marginal average AUC increase, when the number of subjects in the identification group increases (AUC increase for about 0.03 from 20 AD/20 CN to 80 AD/80 CN). However, the average of the lowest five AUC values increased with the increasing number of participants (AUC increase for about 0.07 from 20 AD/20 CN to 30 AD/30 CN and for an additional 0.02 from 30 AD/30 CN to 40 AD/40 CN). The resolution of the identification images affects ADRP's diagnostic performance only marginally in the range from 8 to 15 mm. ADRP's performance stayed optimal even when applied to validation images of resolution differing from the identification images. Conclusions: While small (20 AD/20 CN images) identification cohorts may be adequate in a favorable selection of cases, larger cohorts (at least 30 AD/30 CN images) shall be preferred to overcome possible/random biological differences and improve ADRP's diagnostic performance. ADRP's performance stays stable even when applied to the validation images with a resolution different than the resolution of the identification ones. |
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Language | English |
Publishing date | 2023-05-24 |
Publishing country | Germany |
Document type | Journal Article |
ZDB-ID | 2619892-7 |
ISSN | 2191-219X |
ISSN | 2191-219X |
DOI | 10.1186/s13550-023-01001-5 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
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