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White Matter Function and Network Abnormalities in Patients with Diabetic Retinopathy
Yu-Lin Zhong1, Rui-Yang Hu2, Yuan-Zhi He3
1Department of Ophthalmology, Jiangxi Provincial People's Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, 330006, People's Republic of China.
Diabetes, Metabolic Syndrome and Obesity : Targets and Therapy
|November 8, 2024
Summary
Diabetic retinopathy (DR) significantly alters white matter function and network connectivity. These changes impact pathways linking visual and sensory-motor networks, detectable via advanced imaging techniques.
Area of Science:
- Neuroimaging
- White Matter Integrity
- Diabetic Neuropathy
Background:
- Diabetic retinopathy (DR) is a complication of diabetes affecting the eyes.
- White matter (WM) alterations may occur in individuals with DR.
- Understanding WM changes is crucial for comprehensive patient care.
Purpose of the Study:
- To investigate differences in white matter (WM) function and network connectivity between DR patients and healthy controls (HC).
- To analyze specific alterations in WM networks associated with DR.
Main Methods:
- Included 46 DR patients and 43 age/gender-matched HC participants.
- Utilized diffusion tensor imaging (DTI) metrics such as fractional amplitude of low-frequency fluctuations (fALFF), regional homogeneity (ReHo), and degree centrality (DC).
- Employed Support Vector Machine (SVM) analysis for classification accuracy.
Main Results:
- DR patients showed altered WM function, with increased DC in the middle cerebellar peduncle and genu of the corpus callosum.
- Higher fALFF values were observed in specific tracts, while reduced ReHo was noted in the left posterior thalamic radiation.
- SVM classification achieved high accuracy (81-89%) in distinguishing DR from HC based on WM measures, with significant AUC values.
Conclusions:
- Diabetic retinopathy is associated with abnormal white matter functional alterations.
- These alterations particularly affect fiber pathways connecting the visual network to the sensory-motor network.
- WM imaging provides potential biomarkers for DR-related neurological changes.
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