ArticleThe journal of headache and pain2017
Alteration of gray matter texture features over the whole brain in medication-overuse headache using a 3-dimentional texture analysis.
Article in The journal of headache and pain, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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7 citing papers in PubMed, 13 citations in OpenAlex.
- 3D Texture Analysis of the Corpus Callosum in T1-Weighted MR Images of Children with a Traumatic Brain Injury.Brain topography · 2026Article
- Neuroimaging differences between chronic migraine with and without medication overuse headache: a 7 Tesla multimodal MRI study.The journal of headache and pain · 2025Article
- Aberrant brain functional hubs and causal effective connectivity in menstrually-related and non-menstrually-related migraine without aura.Quantitative imaging in medicine and surgery · 2024Article
- Altered brain texture features in end-stage renal disease patients: a voxel-based 3D brain texture analysis study.Frontiers in neuroscience · 2024Article
- Regional volume changes of the brain in migraine chronification.Neural regeneration research · 2020Article
- Altered functional connectivity of the red nucleus and substantia nigra in migraine without aura.The journal of headache and pain · 2019Article
- [Pain and epilepsy : A clinical, neuroanatomical and pathophysiological review].Schmerz (Berlin, Germany) · 2018Article
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Authors and funding
7 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundImaging studies have provided valuable information in understanding the headache neuromechanism for medication-overuse headache (MOH), and the aim of this study is to investigate altered texture features of MR structural images over the whole brain in MOH using a 3-dimentional texture analysis.
methodsBrain three-dimensional T1-weighted structural images were obtained from 44 MOH patients and 32 normal controls (NC). The imaging processing included two steps: gray matter (gray images) segment and a 3-dimensional texture features mapping. Voxel-based gray-level co-occurrence matrix (VGLCM) was performed to measure the texture parameters mapping including Contrast, Correlation, Energy, Entropy and inverse difference moment (IDM).
resultsThe texture parameters of increased Contrast and Entropy, decreased Energy and IDM were identified in cerebellar vermis of MOH patients compared to NCs. Increased Contrast and decreased Energy were found in left cerebellum. Increased Correlation located in left dorsolateral periaqueductal gray (L-dlPAG), right parahippocampal gyrus (R-PHG), and left middle frontal gyrus (L-MFG) and decreased Correlation located in right superior parietal lobule(R-SPL). Disease duration was positively correlated with Contrast of vermis and negatively correlated with Correlation of R-SPL.HAMD score was negatively correlated with Correlation of R-PHG. MoCA score was positively correlated with Correlation of R-SPL.
conclusionThe altered textures in gray matter related to pain discrimination and modulation, affective and cognitive processing were helpful in understanding the pathogenesis of MOH. Texture analysis using VGLCM is a sensitive and efficient method to detect subtle gray matter changes in MOH.
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