Available online 9 July 2025
WMH yield early cortical thinning in AD beyond what expected due to amyloid and tau
•WMH-cortical thinning association primarily confined to temporal lobe
•WMH-cortical thinning relationship stronger in amyloid-positive individuals
•Cerebrovascular disease more than axonal damage links WMH to cortical thinning
AbstractWhite matter hyperintensities (WMH) are associated with cortical thinning in distant brain regions. However, it is currently unclear how WMH affect neurodegeneration in early Alzheimer’s disease (AD). Here, we investigated associations between WMH and cortical thickness in temporal regions involved in early AD (AD cortical signature), while correcting for regional amyloid and tau accumulation assessed by PET. We performed cross-sectional (n = 551), and longitudinal (n = 125) analyses in older adults without dementia, also stratified by amyloid positivity. We evaluated WMH volume - as a measure of the global burden of WMH-related cerebrovascular pathology (GB-WMH) - and investigated the role of deep versus periventricular WMH. We also tested whether a higher focal burden of WMH in specific tracts connected to AD signature regions (FB-WMH) would lead to greater cortical thinning than expected solely from GB-WMH. We performed exploratory analyses in other brain regions to check the specificity of our findings to the temporal AD signature. GB-WMH damage, especially involving periventricular WMH, was cross-sectionally (not longitudinally) associated with cortical thinning in the fusiform, inferior and middle temporal gyri. Stronger associations were found in amyloid-positive individuals, including for the entorhinal cortex. Effects were mostly confined to regions of the temporal AD signature. FB-WMH did not yield higher cortical thinning than expected solely by GB-WMH. Cerebrovascular disease is associated with cortical thinning of temporal regions involved in early AD. Interventions aimed at improving cerebrovascular health might help to mitigate neurodegeneration in these regions.
Section snippetsBackgroundNeurodegenerative disorders are characterized by selective neuronal vulnerability, as evidenced by disease-specific cortical thinning patterns (Kampmann 2024). In late-onset Alzheimer’s disease (AD), a specific pattern of neurodegeneration - termed AD cortical signature - involving the entorhinal, fusiform, and inferior and middle temporal regions is seen at the early stage of the disease (Jack et al., 2015, Parker et al., 2020, Keuss et al., 2024). This AD cortical signature has been shown to
MethodsThe overall methodological workflow for this study is illustrated in Figure 1. Data used in the preparation of this article was obtained from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database (adni.loni.usc.edu). ADNI only included individuals in good health conditions, thus participants with a high burden of vascular disease (represented by a Hachinski score > 4) were not enrolled.
ResultsDemographic baseline information for the whole cohort and for the amyloid-positive subgroup are provided in Table 1. After exclusions, 551 participants (aged 71.7 ± 7.3 years, 54.8% female, 63.5% without cognitive impairment) were included for cross-sectional analyses. Among them, 201 individuals (aged 73.3 ± 7.0 years, 57.2% females, 50.7% without cognitive impairment) were considered amyloid-positive according to a predefined cutoff.
DiscussionIn this study, we used a multimodal imaging approach to examine the relationship between WMH and cortical thickness in four brain regions that comprise the previously defined temporal AD cortical signature. Consistent with prior findings, tau pathology was the strongest predictor of neurodegeneration. However, we observed that greater global WMH burden - particularly in periventricular areas - was cross-sectionally associated with reduced cortical thickness in these temporal regions, even after
ConclusionsPathological cerebrovascular processes related to WMH are an important co-pathology in early AD that contributes to neuronal loss in AD-vulnerable temporal regions, resulting in significant additional neurodegeneration beyond that induced by amyloid and tau. Interventions aimed at improving cerebrovascular health might mitigate early neurodegeneration in AD, potentially slowing the development of cognitive symptoms.
Uncited referencesMin Young et al. (2023); Wardlaw et al. (2015)
FundingOpen access publishing facilitated by the University of Bochum, as part of specific funds for Open Access publishing from the University Library. Funders of this study had no role in study design, data collection, data analysis, data interpretation, or writing.
CRediT authorship contribution statementRiccardo Leone: Writing – review & editing, Writing – original draft, Methodology, Investigation, Formal analysis, Data curation, Conceptualization. Xenia Kobeleva: Writing – review & editing, Supervision, Methodology, Investigation, Formal analysis, Conceptualization.
Declaration of Competing InterestAll authors declare no competing interests.
AcknowledgementsData collection and sharing for this project was funded by the Alzheimer’s Disease Neuroimaging Initiative (ADNI) (National Institutes of Health Grant U01 AG024904) and DOD ADNI (Department of Defense award number W81XWH-12-2-0012). ADNI is funded by the National Institute on Aging, the National Institute of Biomedical Imaging and Bioengineering, and through generous contributions from the following: AbbVie, Alzheimer’s Association; Alzheimer’s Drug Discovery Foundation; Araclon Biotech;
References (62)Nicola J. Armstrong et al.Common Genetic Variation Indicates Separate Causes for Periventricular and Deep White Matter HyperintensitiesStroke
(2020)
Dario Bachmann et al.Hypertension and Cerebral Blood Flow in the Development of Alzheimer’s DiseaseAlzheimer’s & Dementia: The Journal of the Alzheimer’s Association, September
(2024)
Giuseppe Barisano et al.Blood–Brain Barrier Link to Human Cognitive Impairment and Alzheimer’s DiseaseNature Cardiovascular Research
(2022)
Jose Bernal et al.“Longitudinal Evidence for a Mutually Reinforcing Relationship between White Matter Hyperintensities and Cortical Thickness in Cognitively Unimpaired Older Adults.”Alzheimer’s Research & Therapy
(2024)
Gaël Chételat et al.Larger Temporal Volume in Elderly with High versus Low Beta-Amyloid DepositionBrain: A Journal of Neurology
(2010)
Chun Min Young et al.Emerging Role of Vascular Burden in AT(N) Classification in Individuals with Alzheimer’s and Concomitant Cerebrovascular BurdensJournal of Neurology, Neurosurgery, and Psychiatry
(2023)
Rastko Ciric et al.TemplateFlow: FAIR-Sharing of Multi-Scale, Multi-Species Brain ModelsCold Spring Harbor Laboratory
(2022)
Mahsa Dadar et al.The Temporal Relationships between White Matter Hyperintensities, Neurodegeneration, Amyloid Beta, and CognitionAlzheimer’s & Dementia (Amsterdam, Netherlands
(2020)
Rikke B. Dalby et al.Oxygenation Differs among White Matter Hyperintensities, Intersected Fiber Tracts and Unaffected White MatterBrain Communications
(2019)
Charles DeCarli et al.Anatomical Mapping of White Matter Hyperintensities (WMH): Exploring the Relationships Between Periventricular WMH, Deep WMH, and Total WMH BurdenStroke
(2005)
B.C. Dickerson et al.Alzheimer-Signature MRI Biomarker Predicts AD Dementia in Cognitively Normal AdultsNeurology
(2011)
David Alexander Dickie et al.Progression of White Matter Disease and Cortical Thinning Are Not Related in Older Community-Dwelling SubjectsStroke
(2016)
Esteban, O., C. Markiewicz, R. Blair, R. Poldrack, and K. Gorgolewski. 2024. “sMRIPrep: Structural MRI PREProcessing...Carles Falcon et al.Time-Encoded ASL Reveals Lower Cerebral Blood Flow in the Early AD ContinuumAlzheimer’s & Dementia
(2024)
Fischl, Bruce. 2012. “FreeSurfer.” NeuroImage 62 (2): 774–781....Whitney M. Freeze et al.“White Matter Hyperintensities Potentiate Hippocampal Volume Reduction in Non-Demented Older Individuals with Abnormal Amyloid-β.” Edited by Joel RamirezJournal of Alzheimer’s Disease
(2016)
Antoine Garnier-Crussard et al.“White Matter Hyperintensities in Alzheimer’s Disease: Beyond Vascular Contribution.”Alzheimer’s & Dementia
(2023)
Jonathan Graff-Radford et al.White Matter Hyperintensities: Relationship to Amyloid and Tau BurdenBrain
(2019)
Ulrike GroempingRelative Importance for Linear Regression in R: The Package RelaimpoJournal of Statistical Software
(2007)
Theresa M. Harrison et al.Distinct Effects of Beta‐amyloid and Tau on Cortical Thickness in Cognitively Healthy Older AdultsAlzheimer’s & Dementia
(2021)
Philip S. Insel et al.Neuroanatomical Spread of Amyloid β and Tau in Alzheimer’s Disease: Implications for Primary PreventionBrain Communications
(2020)
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