Work

Digital quantification of vascular β-amyloid and perivascular plaques in cerebral amyloid angiopathy

Year: 2026

Type: article

Abstract: Introduction: This study aimed to 1) develop a quantitative approach to automate detection of cortical CAA-positive vessels separate from β-amyloid plaques, 2) validate digital pathology classifier for CAA against manual scoring, and 3) characterize the spatial distribution of perivascular β-amyloid plaques in relation to CAA-positive vessels. Methods: Digital pathology classifiers were trained on the HALO AI platform to distinguish cortical CAA-positive vessels from β-amyloid plaques in the calcarine cortex. Classifiers were applied to digitized histopathologic slides (n = 100), previously rated by expert neuropathologists. Slide level digital quantitative measures for CAA (CAA classified area and vascular β-amyloid percent positivity) and for β-amyloid plaques (β-amyloid plaque classified area) were compared with manual CAA scores and Alzheimer's disease neuropathologic change (ADNC). Perivascular plaques, defined as β-amyloid plaques within a 0- to 150-micron concentric distance from the center of CAA-positive vessels, were identified. Results: = 0.79, respectively). The number of CAA-positive vessels per slide ranged from 0 to 820, with a median of 3 vessels in score 1, 12 in score 2, 153 in score 3, and 399 in score 4. Separately, digital quantification of β-amyloid plaque showed strong correlations with Thal phase (r = 0.80) and moderate correlations with ADNC (r = 0.60). Interestingly, the total β-amyloid plaque area was relatively similar across manual CAA scores. However, spatial proximity analysis revealed that cases with higher CAA scores had more perivascular β-amyloid plaques close to CAA-positive vessels. Conclusion: Digital pathology classifiers reliably distinguish cortical CAA vessels from β-amyloid plaques and can be utilized to study plaque proximity to CAA-positive vessels severity, supporting the use of digital pathology to advance understanding of CAA pathogenesis.

Source: Acta Neuropathologica Communications

DOI: 10.1186/s40478-026-02450-4