Back

White Matter Hyperintensity Burden Modifies the Association Between Atrial Fibrillation and Cerebral Microbleeds

Ryu, W.-S.; Sunwoo, L.; Lee, M.; Kang, K.; Kim, J. G.; Lee, S. J.; Cha, J.-K.; Park, T. H.; Lee, J.-Y.; Lee, K.; Kwon, D. H.; Lee, J.; Park, H.-K.; Cho, Y.-J.; Hong, K.-S.; Lee, M.; Oh, M. S.; Yu, K.-H.; Gwak, D.-S.; Kim, D.-E.; Kim, H.; Kim, J.-T.; Kim, J.-G.; Choi, J. C.; Kim, W.-J.; Kwon, J.-H.; Yum, K. S.; Shin, D.-I.; Hong, J.-H.; Sohn, S.-I.; Lee, S.-H.; Kim, C.; Jeong, H.-B.; Park, K.-Y.; Lee, K.-J.; Kim, C. K.; Kang, J.; Kim, J. Y.; Bae, H.-J.; Kim, B. J.

2026-06-08 neurology
10.64898/2026.06.03.26354875 medRxiv
Show abstract

Background: In atrial fibrillation (AF), cerebral microbleed (CMB) burden guides anticoagulation decisions, yet AF is itself inconsistently associated with CMBs, a paradox unexplained by frameworks that treat CMBs as a unitary marker of small vessel disease. We hypothesized that the white matter hyperintensity (WMH) context in which CMBs arise modifies their vascular meaning, and that this context-dependence underlies the inconsistent AF-CMB association. Methods: From a multicenter Korean stroke registry, we analyzed 5,735 first-ever ischemic stroke patients imaged at nine centers using susceptibility-weighted MRI. WMH volume and CMB count were extracted by validated deep learning pipelines. Patients were cross-classified by age-adjusted WMH residual (median split) and CMB count (2) into four groups. The AF-CMB association was estimated by multivariable logistic regression within each WMH stratum with formal interaction testing. Spatial CMB distribution was analyzed against the Automated Anatomical Labeling atlas. Results: In the full cohort (mean age 69.5 years; 57.7% male), AF was not associated with CMBs (OR 1.04; 95% CI 0.87-1.25). Stratification yielded divergent estimates: the adjusted AF OR was 1.46 (1.11-1.93; P = 0.007) in the WMH-low stratum and 0.95 (0.73-1.22; P = 0.665) in the WMH-high stratum, with significant interaction (OR 0.56; P < 0.001). The discordant phenotype (low WMH, high CMB; 8.9%) was enriched for AF (28.0%) and showed fronto-temporal cortical predominance with deep structure sparing. AF independently reduced the proportion of deep CMBs (IRR 0.80; P = 0.040). The interaction was preserved across prespecified sensitivity analyses. Conclusions: The AF-CMB association is confined to patients with low WMH burden relative to age and is accompanied by a topographically distinct CMB distribution. Clinical assessment of small vessel disease based on WMH alone may overlook a CMB phenotype linked to AF.

Matching journals

The top 6 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.