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Whole-brain Segmentation and Change-point Analysis of Anatomical Brain MRI—Application in Premanifest Huntington's Disease
Published on: June 9, 2018
Multi-compartment analysis of the complex gradient-echo signal quantifies myelin breakdown in premanifest
Chiara Casella1, Elena Kleban1, Anne E Rosser2
1Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF 24 4HQ, UK.
Abstract:
White matter (WM) alterations have been identified as a relevant pathological feature of Huntington's disease (HD). Increasing evidence suggests that WM changes in this disorder are due to alterations in myelin-associated biological processes. Multi-compartmental analysis of the complex gradient-echo MRI signal evolution in WM has been shown to quantify myelin in vivo, therefore pointing to the potential of this technique for the study of WM myelin changes in health and disease. This study first characterized the reproducibility of metrics derived from the complex multi-echo gradient-recalled echo (mGRE) signal across the corpus callosum in healthy participants, finding highest reproducibility in the posterior callosal segment. Subsequently, the same analysis pipeline was applied in this callosal region in a sample of premanifest HD patients (n = 19) and age, sex and education matched healthy controls (n = 21). In particular, we focused on two myelin-associated derivatives: i. the myelin water signal fraction (fm), a parameter dependent on myelin content; and ii. The difference in frequency between myelin and intra-axonal water pools (Δω), a parameter dependent on the ratio between the inner and the outer axonal radii. fm was found to be lower in HD patients (β = -0.13, p = 0.03), while Δω did not show a group effect. Performance in tests of working memory, executive function, social cognition and movement was also assessed, and a greater age-related decline in executive function was detected in HD patients (β = -0.06, p = 0.006), replicating previous evidence of executive dysfunction in HD. Finally, the correlation between fm, executive function, and proximity to disease onset was explored in patients, and a positive correlation between executive function and fm was detected (r = 0.542; p = 0.02). This study emphasises the potential of complex mGRE signal analysis for aiding understanding of HD pathogenesis and progression. Moreover, expanding on evidence from pathology and animal studies, it provides novel in vivo evidence supporting myelin breakdown as an early feature of HD.
Insights
Huntington's disease (HD) shows early white matter (WM) damage, specifically myelin breakdown. Multi-echo MRI reveals reduced myelin water fraction in premanifest HD patients, correlating with executive function decline.
Area of Science:
- Neuroimaging
- Neurodegenerative Diseases
- Biomarkers
Background:
- White matter (WM) alterations are a key pathological feature in Huntington's disease (HD).
- Evidence suggests these WM changes stem from altered myelin-associated biological processes.
- Multi-compartmental MRI analysis offers in vivo quantification of myelin, crucial for studying WM in health and disease.
Purpose of the Study:
- To assess the reproducibility of myelin metrics derived from multi-echo gradient-recalled echo (mGRE) MRI in the corpus callosum.
- To investigate in vivo myelin alterations in premanifest HD patients using mGRE.
- To explore the relationship between myelin metrics, cognitive function, and disease progression in HD.
Main Methods:
- Reproducibility analysis of mGRE signal metrics in the corpus callosum of healthy participants.
- Application of mGRE analysis to premanifest HD patients and matched healthy controls, focusing on myelin water signal fraction (fm) and frequency difference (Δω).
- Assessment of cognitive functions including working memory, executive function, and social cognition, alongside motor assessments.
Main Results:
- Highest reproducibility of mGRE metrics was observed in the posterior corpus callosum.
- Premanifest HD patients exhibited a significantly lower myelin water signal fraction (fm) compared to controls.
- A greater age-related decline in executive function was noted in HD patients, correlating positively with fm.
Conclusions:
- Complex mGRE signal analysis is a promising tool for understanding HD pathogenesis and progression.
- Provides novel in vivo evidence supporting early myelin breakdown as a feature of Huntington's disease.
- Myelin integrity, as measured by fm, is linked to executive function in early HD stages.

