Automated quantification of white matter hyperintensity confluence: A measure of spatial organisation beyond volume and visual rating scales
Schmidt, T. V.; Salzmann, R.; Montagnese, M.; Chan, D.; Bernal, J.; Pfister, M.; Arndt, P.; Peters, O.; Hellmann-Regen, J.; Preis, L.; Gref, D.; Priller, J.; Spruth, E.; Gemenetzi, M.; Altenstein, S.; Schneider, A.; Fliessbach, K.; Kimmich, O.; Wiltfang, J.; Bartels, C.; Schott, B.; Rostamzadeh, A.; Glanz, W.; Incesoy, E.; Butryn, M.; Buerger, K.; Janowitz, D.; Stoecklein, S.; Perneczky, R.; Rauchmann, B.-S.; Teipel, S.; Mladinov, M.; Grazia, A.; Laske, C.; Sodenkamp, S.; Spottke, A.; Petzold, G.; Wagner, M.; Lusebrink, F.; Kleineidam, L.; Hetzer, S.; Dechent, P.; Schreiber, S.; Duezel, E.; Je
Show abstract
White matter hyperintensities (WMH) are a highly prevalent finding on FLAIR MRI scans and a prominent feature of white matter pathology across cerebrovascular and neurodegenerative diseases. Currently, WMH are assessed with visual rating scales such as the Fazekas scale or with their volume, as calculated from automatic or manual segmentations. Both methods have limitations: Visual rating scales are rater-dependent and coarse, while WMH volume does not take the confluence of lesions into account and thus disregards their spatial organisation. As an alternative, here we propose a novel automated method for quantifying the confluence of white matter hyperintensities on a continuous standardised scale between 0 and 1. The metric is based on WMH segmentations from routine MRI and quantifies the extent to which individual WMH merge into coherent lesions, independently of total lesion volume. We apply the method to QMIN-MC, a large UK memory clinic cohort, and show associations of the confluence metric with age, cognitive performance across domains, and Fazekas ratings. Participants with vascular and mixed dementia showed higher confluence than other diagnostic groups, whereas cognitively unimpaired participants showed lower confluence. However, confluence did not explain additional cognitive variance after accounting for log-transformed WMH volume. Findings were validated in DELCODE, an independent cohort of individuals with neurodegenerative disorders, replicating our original results. In this validation cohort, periventricular WMH confluence remained associated with cognition after adjustment for WMH volume. These findings introduce WMH confluence as a reproducible, automated, and fine-grained measure of lesion spatial organisation. It provides complementary information about morphological WMH severity beyond volume and is an alternative to visual rating scales. Although related to WMH volume in memory-clinic populations, confluence captures clinically interpretable information and may complement existing WMH measures for improved lesion characterisation in studies of white matter disease, ageing, and cognitive impairment.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Medial temporal atrophy in preclinical dementia: visual and automated assessment during six year follow-up 97%
- Right hemispheric white matter hyperintensities improve the prediction of spatial neglect severity in acute stroke 97%
- Cortical thickness and grey-matter volume anomaly detection in individual MRI scans: Comparison of two methods 96%
Similar papers in this journal
- From Big Data to the clinic: methodological and statistical enhancements to implement the UK Biobank imaging framework in a memory clinic 98%
- Beware of White Matter Hyperintensities Causing Systematic Errors in Grey Matter Segmentations! 97%
- Superficial white matter microstructure affects processing speed in cerebral small vessel disease 97%
Similar papers in this journal
- T2 heterogeneity as an in vivo marker of microstructural integrity in medial temporal lobe subfields in ageing and mild cognitive impairment 97%
- Dysregulated Neurofluid Coupling as a New Noninvasive Biomarker for Primary Progressive Aphasia 96%
- Transfer Learning for Cognitive Reserve Quantification 95%
Similar papers in this journal
- Reduced expression of fMRI subsequent memory effects with increasing severity across the Alzheimer’s disease risk spectrum 95%
- Normative trajectories of R1, R2* and magnetic susceptibility in basal ganglia on healthy ageing 95%
- Sensitivity of unconstrained quantitative magnetization transfer MRI to Amyloid burden in preclinical Alzheimer’s disease 95%
Similar papers in this journal
- White matter hyperintensities are common in midlife and already associated with cognitive decline 95%
- Evaluating the granularity and statistical structure of lesions and behaviour in post-stroke aphasia 95%
- In vivo myelin imaging and tissue microstructure in white matter hyperintensities and perilesional white matter 95%
"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.