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Basic Science and Pathogenesis.

David Garcia1, Shivam Rajendra Rai Sharma2, Naomi Saito2

  • 1University of California, Davis, Sacramento, CA, USA.

Alzheimer'S & Dementia : the Journal of the Alzheimer'S Association
|December 24, 2025
PubMed
Summary
This summary is machine-generated.

Alzheimer Disease (AD) research using machine learning shows differences in amyloid beta plaque density between Hispanic and non-Hispanic White individuals. This study highlights the need for diverse cohorts in precision medicine for AD.

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Area of Science:

  • Neuropathology
  • Neuroimaging
  • Machine Learning

Background:

  • Limited autopsy studies exist for Hispanic individuals with Alzheimer Disease (AD).
  • Machine learning (ML) models offer scalable quantification of neuropathology.
  • Diverse cohorts are crucial for understanding AD heterogeneity.

Purpose of the Study:

  • To evaluate amyloid beta (Aβ) deposit densities in Hispanic decedents (HD) versus non-Hispanic White decedents (NHWD).
  • To compare Aβ plaque densities across three brain regions using ML.
  • To identify demographic and pathological correlations with Aβ deposition.

Main Methods:

  • Compared Aβ deposit densities (CAA, cored, diffuse plaques) in frontal, temporal, and parietal cortices of HD (n=92) and NHWD (n=185).
  • Utilized a validated ML pipeline on digitized whole slide images (WSI).
  • Employed a 2:1 matching ratio for age and sex between groups, adjusting for study center.

Main Results:

  • Hispanic decedents showed 1.71-fold higher cerebral amyloid angiopathy (CAA) density in temporal lobe grey matter.
  • Hispanic decedents had lower cored plaque densities in frontal and parietal white matter compared to NHWD.
  • Significant differences in Aβ densities were observed across study centers.

Conclusions:

  • The study validates an ML pipeline for Aβ quantification.
  • Reveals both similarities and differences in Aβ deposition between Hispanic and non-Hispanic White individuals.
  • Emphasizes the need for diverse cohorts and generalizable findings for AD precision medicine.