MRI‐guided Clustering of Alzheimer's Disease patients: A post‐hoc analysis of Phase 3 Trial of Solanezumab for Mild Dementia Due to Alzheimer's Disease. (20th December 2022)
- Record Type:
- Journal Article
- Title:
- MRI‐guided Clustering of Alzheimer's Disease patients: A post‐hoc analysis of Phase 3 Trial of Solanezumab for Mild Dementia Due to Alzheimer's Disease. (20th December 2022)
- Main Title:
- MRI‐guided Clustering of Alzheimer's Disease patients: A post‐hoc analysis of Phase 3 Trial of Solanezumab for Mild Dementia Due to Alzheimer's Disease
- Authors:
- Petersen, Kellen K.
Lipton, Richard B.
Grober, Ellen
Nallapu, Bhargav Teja
Ezzati, Ali - Abstract:
- Abstract: Background: Alzheimer's disease (AD) is a phenotypically and pathologically heterogenous disorder. We used MRI in amyloid positive patients enrolled in the placebo arm of the Phase 3 Trial of solanezumab for mild dementia due to AD (EXPEDITION3) to identify more homogeneous subgroups based on variation in volumetrics. Methods: We implemented the self‐organizing map algorithm on baseline volumetric MRI measures from nine brain regions of interest (ROIs) to cluster 1041 individuals enrolled in the placebo arm of the EXPEDITION3 trial. Volumetric MRI differences were compared among clusters. Demographics as well as baseline and longitudinal cognitive performance metrics were used to evaluate cluster characteristics. Results: Three distinct clusters, with an overall silhouette coefficient of 0.383, were identified based on MRI volumetrics. Cluster 1 (N=400) had the largest baseline volumetric measures across all ROIs and the best cognitive performance at baseline (Table 1). Cluster 2 (N=269) had larger hippocampal and medial temporal lobe volumes, but smaller parietal lobe volumes in comparison with the third cluster (N=372) (Figure 1). Spider plots show the normalized test performance at baseline and follow‐up with larger values corresponding to worse test performance; Cluster 1 shows relatively little cognitive change (Figure 2). Spider plots of regional MRI volumes show smaller volumes for Clusters 2 and 3 relative to Cluster 1 and asymmetries that reflect regionalAbstract: Background: Alzheimer's disease (AD) is a phenotypically and pathologically heterogenous disorder. We used MRI in amyloid positive patients enrolled in the placebo arm of the Phase 3 Trial of solanezumab for mild dementia due to AD (EXPEDITION3) to identify more homogeneous subgroups based on variation in volumetrics. Methods: We implemented the self‐organizing map algorithm on baseline volumetric MRI measures from nine brain regions of interest (ROIs) to cluster 1041 individuals enrolled in the placebo arm of the EXPEDITION3 trial. Volumetric MRI differences were compared among clusters. Demographics as well as baseline and longitudinal cognitive performance metrics were used to evaluate cluster characteristics. Results: Three distinct clusters, with an overall silhouette coefficient of 0.383, were identified based on MRI volumetrics. Cluster 1 (N=400) had the largest baseline volumetric measures across all ROIs and the best cognitive performance at baseline (Table 1). Cluster 2 (N=269) had larger hippocampal and medial temporal lobe volumes, but smaller parietal lobe volumes in comparison with the third cluster (N=372) (Figure 1). Spider plots show the normalized test performance at baseline and follow‐up with larger values corresponding to worse test performance; Cluster 1 shows relatively little cognitive change (Figure 2). Spider plots of regional MRI volumes show smaller volumes for Clusters 2 and 3 relative to Cluster 1 and asymmetries that reflect regional differences in atrophy (Figure 2). The mean change from baseline to week 80 in the ADAS‐cog14 score for Clusters 1, 2, and 3 were 4.28 (SE=0.35), 10.14 (SE=0.51), and 7.90 (SE=0.43), respectively. Significant between‐group mean differences were observed between Clusters 1 and 2 (difference, 2.38; 95% CI, 1.85 to 2.91; P<0.001), Clusters 1 and 3 (difference, 1.93; 95% CI, 1.41 to 2.44; P<0.001), but not between Clusters 2 and 3 (difference, 0.45; 95% CI, ‐0.11 to 1.02; P=0.146) in ADAS‐cog14 (Figure 3). Conclusions: Volumetric MRI can be used to identify homogenous clusters of amyloid positive individuals with mild dementia. The groups identified differ in baseline and longitudinal characteristics. Cluster 1 shows little ADAS‐cog14 change over the first 40 weeks of study on placebo treatment and may be unsuitable for identifying early benefits of treatment. … (more)
- Is Part Of:
- Alzheimer's & dementia. Volume 18(2022)Supplement 6
- Journal:
- Alzheimer's & dementia
- Issue:
- Volume 18(2022)Supplement 6
- Issue Display:
- Volume 18, Issue 6 (2022)
- Year:
- 2022
- Volume:
- 18
- Issue:
- 6
- Issue Sort Value:
- 2022-0018-0006-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2022-12-20
- Subjects:
- Alzheimer's disease -- Periodicals
Alzheimer Disease -- Periodicals
Dementia -- Periodicals
Démence
Maladie d'Alzheimer
Périodique électronique (Descripteur de forme)
Ressource Internet (Descripteur de forme)
616.83 - Journal URLs:
- http://www.sciencedirect.com/science/journal/15525260 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1002/alz.063313 ↗
- Languages:
- English
- ISSNs:
- 1552-5260
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - 0806.255333
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