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- Title
Factors to predict recurrence after epidural blood patch in patients with spontaneous intracranial hypotension.
- Authors
Lee, Seung Hyun; Lee, Jooyoung; Kim, Da‐woon; Kim, Dong Hyun; Ahn, Sung Jae; Choi, Moon Gwan; Jo, Sungyang; Suh, Chong Hyun; Chung, Sun J.
- Abstract
Objectives: This study aimed to identify predictors for the recurrence of spontaneous intracranial hypotension (SIH) after epidural blood patch (EBP). Background: Epidural blood patch is the main treatment option for SIH; however, the characteristics of patients who experience relapse after successful EBP treatment for SIH remain understudied. Methods: In this exploratory, retrospective, case–control study, we included 19 patients with SIH recurrence after EBP and 36 age‐ and sex‐matched patients without recurrence from a single tertiary medical institution. We analyzed clinical characteristics, neuroimaging findings, and volume changes in intracranial structures after EBP treatment. Machine learning methods were utilized to predict the recurrence of SIH after EBP treatment. Results: There were no significant differences in clinical features between the recurrence and no‐recurrence groups. Among brain magnetic resonance imaging signs, diffuse pachymeningeal enhancement and cerebral venous dilatation were more prominent in the recurrence group than no‐recurrence group after EBP (14/19 [73%] vs. eight of 36 [22%] patients, p = 0.001; 11/19 [57%] vs. seven of 36 [19%] patients, p = 0.010, respectively). The midbrain–pons angle decreased in the recurrence group compared to the no‐recurrence group after EBP, at a mean (standard deviation [SD]) of –12.0 [16.7] vs. +1.8[18.3]° (p = 0.048). In volumetric analysis, volume changes after EBP were smaller in the recurrence group than in the no‐recurrence group in intracranial cerebrospinal fluid (mean [SD] −11.6 [15.3] vs. +4.8 [17.1] mL, p = 0.001) and ventricles (mean [SD] +1.0 [2.0] vs. +2.0 [2.5] mL, p = 0.003). Notably, the random forest classifier indicated that the model constructed with brain volumetry was more accurate in discriminating SIH recurrence (area under the curve = 0.80 vs. 0.52). Conclusion: Our study suggests that volumetric analysis of intracranial structures may aid in predicting recurrence after EBP treatment in patients with SIH. Plain Language Summary: There is not much research about patients who experience symptom relapse after successful epidural blood patch (EBP) treatment for spontaneous intracranial hypotension (SIH). We used machine learning (an analysis that helps us understand patterns in data) to learn about medical records from 19 patients with SIH whose symptoms came back and 36 patients whose symptoms did not recur after EBP treatment. Our results suggest that changes in the amount of cerebrospinal fluid in the brain and the size of the ventricles can help predict the recurrence of SIH after EBP treatment.
- Subjects
BRAIN disease treatment; RISK assessment; RANDOM forest algorithms; RECEIVER operating characteristic curves; RESEARCH funding; BRAIN; BRAIN diseases; RETROSPECTIVE studies; MAGNETIC resonance imaging; DESCRIPTIVE statistics; RADIOISOTOPES; EPIDURAL blood patch; RESEARCH; CASE-control method; MEDICAL records; DISEASE relapse; NEURORADIOLOGY; MACHINE learning; COMPARATIVE studies; CEREBROSPINAL fluid; DISEASE risk factors; DISEASE complications
- Publication
Headache: The Journal of Head & Face Pain, 2024, Vol 64, Issue 4, p380
- ISSN
0017-8748
- Publication type
Article
- DOI
10.1111/head.14703