Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Aug;47(4):5825-5842.
doi: 10.1007/s11357-025-01610-z. Epub 2025 Apr 1.

Voxel-wise insights into early Alzheimer's disease pathology progression: the association with APOE and memory decline

Collaborators, Affiliations

Voxel-wise insights into early Alzheimer's disease pathology progression: the association with APOE and memory decline

Maha Wybitul et al. Geroscience. 2025 Aug.

Abstract

Longitudinal investigation of the Apolipoprotein E (APOE) genotype's impact on Alzheimer's disease (AD) biomarker progression, focusing on amyloid beta (Aβ) accumulation and gray matter (GM) atrophy, integrating cognitive decline and baseline levels. Longitudinal florbetapir-PET and T1-weighted MRI data from 100 cognitively normal (CN) and mild cognitive impaired (MCI) participants both with considerable global Aβ accumulation ("high Aβ accumulators") were analyzed using a voxel-wise approach. Associations of APOE genotype and memory decline with Aβ accumulation and GM atrophy were examined separately for each neuroimaging modality, controlling for baseline Aβ levels and diagnosis. Alternatively, the effect of baseline diagnosis, while controlling for memory decline, was investigated. A multimodal analysis evaluated interactions between genotype, memory decline, and GM atrophy on Aβ accumulation. High Aβ accumulators displayed extensive Aβ pathology predominantly in the medial orbito-frontal cortex, cingulate cortex, and precuneus, along with GM atrophy in temporal, occipital, orbito-frontal, and parietal areas. ɛ4 carriers with memory decline exhibited greater Aβ accumulation and GM atrophy in selective regions compared to non-carriers with memory decline, while no genotype difference was observed in individuals without decline. No interaction effect was observed for MCI diagnosis. Regional associations between the two biomarkers were similarly dependent on genotype and memory decline. ɛ4 carriers exhibiting memory decline present an accelerated neurobiological pattern at predementia stages, supporting early ɛ4 carrier monitoring and interventions in this at-risk group. Importantly, memory decline might be more informative than MCI regarding AD pathology progression emphasizing the importance of repeated cognitive assessments.

Keywords: APOE; Aging; Alzheimer’s disease; Amyloid; Atrophy; Biomarker; Cognitive decline; Memory; Neuroimaging.

PubMed Disclaimer

Conflict of interest statement

Declarations. Ethical approval: The present research study was conducted in accordance with the ADNI data use agreement and institutional review boards granted ethical approval. Consent for publication: All authors agreed with the content and all authors and responsible institutional authorities gave explicit consent to submit the present research study for publication. Declaration of generative AI in scientific writing: During the preparation of this work, the authors used ChatGPT-4 (OpenAI) and HyperWrite in order to improve readability and language. After using this tool/service, the authors reviewed and edited the content as needed and take full responsibility for the content of the publication. Competing interests: Christoph Hock is an employee and shareholder of Neurimmune. All other authors declare no competing financial interests.

Figures

Fig. 1
Fig. 1
Amyloid beta (Aβ) accumulation dependent on APOE genotype and memory decline. a Aβ accumulation pattern in participants with signs of memory decline comparing ɛ4 carriers and non-carriers. Statistical threshold was set to punc < 0.001 and a k > 100 voxels cluster extent. Color range displays T-values from 1 (red) to 5 (yellow) showing all regions that were significant at a threshold of punc < 0.05 and a k > 100 voxels cluster extent. b Visualization of the interaction of APOE genotype and signs of memory decline (memory decline = 1) on region-of-interest (ROI)-based mean intensities of annual Aβ change rates in pre- and post-central areas, and the superior frontal gyrus
Fig. 2
Fig. 2
Gray matter (GM) atrophy dependent on APOE genotype and memory decline. a Gray matter (GM) atrophy pattern over time in participants with memory decline comparing ɛ4 carriers to non-carriers. Statistical threshold was set to punc < 0.001 and a k > 100 voxels cluster extent. Color range displays T-values from 1 (red) to 5 (yellow) showing all regions that were significant at a threshold of punc < 0.05 and a k > 100 voxels cluster extent. b Visualization of the interaction of APOE genotype and signs of memory decline (memory decline = 1) on region-of-interest (ROI)-based mean intensities of annual GM change rates in occipital areas
Fig. 3
Fig. 3
Multimodal association of amyloid beta (Aβ) accumulation and gray matter (GM) atrophy. Scatterplot of the association between Aβ annual change and gray matter (GM) change for the region-of-interests (ROIs) based on the significant areas surrounding the precentral gyrus and the fusiform/occipital cortex extracted from the voxel-wise analysis of the three-way interaction of GM atrophy, APOE genotype, and memory decline on Aβ accumulation. Both scatterplots visualize that more GM atrophy is related to higher Aβ accumulation

References

    1. Du X, Wang X, Geng M. Alzheimer’s disease hypothesis and related therapies. Transl Neurodegener. 2018;7:2. 10.1186/s40035-018-0107-y. - PMC - PubMed
    1. Wang Y, et al. Spatial patterns of hypometabolism and amyloid deposition in variants of Alzheimer’s disease corresponding to brain networks: a prospective cohort study. Mol Imag Biol. 2019;21(1):140–8. 10.1007/s11307-018-1219-6. - PubMed
    1. Ferreira D, Nordberg A, Westman E. Biological subtypes of Alzheimer disease: a systematic review and meta-analysis. Neurology. 2020;94(10):436–48. 10.1212/wnl.0000000000009058. - PMC - PubMed
    1. Fantoni E, et al. The spatial-temporal ordering of amyloid pathology and opportunities for PET imaging. J Nucl Med. 2020;61(2):166–71. 10.2967/jnumed.119.235879. - PubMed
    1. Thal DR, et al. Phases of Aβ-deposition in the human brain and its relevance for the development of AD. Neurology. 2002;58(12):1791–800. 10.1212/wnl.58.12.1791. - PubMed

MeSH terms

LinkOut - more resources