ORIGINAL RESEARCH article

Front. Neurol.

Sec. Stroke

A Binational Study of the Association Between White Matter Hyperintensities and Functional Outcome in Stroke Patients

  • 1. Oslo University Hospital, Oslo, Norway

  • 2. Oslo universitetssykehus, Oslo, Norway

  • 3. Houston Methodist Hospital, Houston, United States

  • 4. TIRR Memorial Hermann Hospital, Houston, United States

Article metrics

View details

249

Views

The final, formatted version of the article will be published soon.

Abstract

Background: Measures of white matter hyperintensities (WMH) represent a crucial part of post-stroke outcome prediction. Automatic WMH segmentation has proven particularly challenging in stroke cases. Using an improved method for WMH segmentation that incorporates stroke lesions, we set out to explore factors associated with higher WMH burden, as well as the association between WMH burden and post-stroke dependency across two different countries that may demonstrate significant variation in radiological presentation. Methods: 384 acute ischemic stroke (AIS) survivors from the Norwegian Cognitive Impairment After Stroke (Nor-COAST; NO) study and the Houston Methodist Registry of Neurological Endpoint Assessments among Patients with Ischemic and Hemorrhagic Stroke (REINAH; US) database were analyzed. MRI and clinical data were collected upon acute care hospital admission. WMH was measured automatically using nnU-Net methodology, taking into account the acute stroke lesion. Results: No significant difference in WMH percentage was found between sites. Factors associated with higher WMH burden included only age in NO, while in US, very high age (³85), smoking, and being underweight were key factors. The two sites showed significant differences in demographics and clinical characteristics: the US cohort exhibited greater racial heterogeneity, higher BMI with more extremely obese patients, higher NIHSS scores, and more thrombectomies, whereas the NO cohort exhibited more tobacco use, hypercholesterolemia, and longer stay at the hospital. Post-stroke dependency was initially associated with higher WMH percentage overall but remained significant only in Norwegians aged ≥85, while in the US, dependency was driven by stroke severity and treatment. Conclusion: Cohorts from USA and Norway exhibit no significant difference in WMH burden, but differences in factors that were associated with WMH.

Summary

Keywords

deep learning, dependency, MRI, Stroke, white matter hyperintensities

Received

24 September 2025

Accepted

12 February 2026

Copyright

© 2026 Aamodt, Røvang, Beyer, Borei, Vahidy and Potter. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Eva Birgitte Aamodt

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

Outline

Share article

Article metrics