Mapping hippocampal and thalamic atrophy in epilepsy: A 7-T magnetic resonance imaging study

被引:3
|
作者
Lucas, Alfredo [1 ,2 ,5 ]
Mouchtaris, Sofia [2 ]
Tranquille, Ashley [3 ]
Sinha, Nishant [3 ]
Gallagher, Ryan [1 ]
Mojena, Marissa [3 ]
Stein, Joel M. [4 ]
Das, Sandhitsu [3 ]
Davis, Kathryn A. [3 ]
机构
[1] Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
[2] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
[3] Univ Penn, Dept Neurol, Philadelphia, PA 19104 USA
[4] Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
[5] Univ Penn, 301 Hayden Hall,3320 Smith Walk, Philadelphia, PA 19104 USA
关键词
high-field MRI; quantitative neuroimaging; seizure localization; unsupervised clustering; TEMPORAL-LOBE EPILEPSY; THALAMOCORTICAL NETWORK; MRI; SEGMENTATION; PATHOLOGY;
D O I
10.1111/epi.17908
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: Epilepsy patients are often grouped together by clinical variables. Quantitative neuroimaging metrics can provide a data-driven alternative for grouping of patients. In this work, we leverage ultra-high-field 7-T structural magnetic resonance imaging (MRI) to characterize volumetric atrophy patterns across hippocampal subfields and thalamic nuclei in drug-resistant focal epilepsy. Methods: Forty-two drug-resistant epilepsy patients and 13 controls with 7-T structural neuroimaging were included in this study. We measured hippocampal subfield and thalamic nuclei volumetry, and applied an unsupervised machine learning algorithm, Latent Dirichlet Allocation (LDA), to estimate atrophy patterns across the hippocampal subfields and thalamic nuclei of patients. We studied the association between predefined clinical groups and the estimated atrophy patterns. Additionally, we used hierarchical clustering on the LDA factors to group patients in a data-driven approach. Results: In patients with mesial temporal sclerosis (MTS), we found a significant decrease in volume across all ipsilateral hippocampal subfields (false discovery rate-corrected p [pFDR] < .01) as well as in some ipsilateral (pFDR < .05) and contralateral (pFDR < .01) thalamic nuclei. In left temporal lobe epilepsy (L-TLE) we saw ipsilateral hippocampal and some bilateral thalamic atrophy (pFDR < .05), whereas in right temporal lobe epilepsy (R-TLE) extensive bilateral hippocampal and thalamic atrophy was observed (pFDR < .05). Atrophy factors demonstrated that our MTS cohort had two atrophy phenotypes: one that affected the ipsilateral hippocampus and one that affected the ipsilateral hippocampus and bilateral anterior thalamus. Atrophy factors demonstrated posterior thalamic atrophy in R-TLE, whereas an anterior thalamic atrophy pattern was more common in L-TLE. Finally, hierarchical clustering of atrophy patterns recapitulated clusters with homogeneous clinical properties.
引用
收藏
页码:1092 / 1106
页数:15
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