Accumulated seizure burden predicts neurodevelopmental outcome at 36 months of age in patients with tuberous sclerosis complex.

IF 6.6 1区 医学 Q1 CLINICAL NEUROLOGY Epilepsia Pub Date : 2024-10-29 DOI:10.1111/epi.18172
S Katie Z Ihnen, Samuel Alperin, Jamie K Capal, Alexander L Cohen, Jurriaan M Peters, E Martina Bebin, Hope A Northrup, Mustafa Sahin, Darcy A Krueger
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Abstract

Objective: Epilepsy and intellectual disability are common in tuberous sclerosis complex (TSC). Although early life seizures and intellectual disability are known to be correlated in TSC, the differential effects of age at seizure onset and accumulated seizure burden on development remain unclear.

Methods: Daily seizure diaries, serial neurodevelopmental testing, and brain magnetic resonance imaging were analyzed for 129 TSC patients followed from 0 to 36 months. We used machine learning to identify subgroups of patients based on neurodevelopmental test scores at 36 months of age and assessed the stability of those subgroups at 12 months. We tested the ability of candidate biomarkers to predict 36-month neurodevelopmental subgroup using univariable and multivariable logistic regression. Candidate biomarkers included age at seizure onset, accumulated seizure burden, tuber volume, sex, and earlier neurodevelopmental test scores.

Results: Patients clustered into two neurodevelopmental subgroups at 36 months of age, higher and lower scoring. Subgroup was mostly (75%) the same at 12 months. Significant univariable effects on subgroup were seen only for accumulated seizure burden (largest effect), earlier test scores, and tuber volume. Neither age at seizure onset nor sex significantly distinguished 36-month subgroups, although for girls but not boys there was a significant effect of age at seizure onset. In the multivariable model, accumulated seizure burden and earlier test scores together predicted 36-month neurodevelopmental group with 82% accuracy and an area under the curve of .86.

Significance: These results untangle the contributions of age at seizure onset and accumulated seizure burden to neurodevelopmental outcomes in young children with TSC. Accumulated seizure burden, rather than the age at seizure onset, most accurately predicts neurodevelopmental outcome at 36 months of age. These results emphasize the need to manage seizures aggressively during the first 3 years of life for patients with TSC, not only to promote seizure control but to optimize cognitive function.

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累积的癫痫发作负担可预测结节性硬化症复合体患者在 36 个月大时的神经发育结果。
目的:在结节性硬化症复合体(TSC)中,癫痫和智力障碍是常见病。虽然已知 TSC 患者的早期癫痫发作与智力障碍相关,但癫痫发作年龄和累积的癫痫发作负担对发育的不同影响仍不清楚:我们对 129 名 TSC 患者从 0 个月到 36 个月的每日发作日记、连续神经发育测试和脑磁共振成像进行了分析。我们使用机器学习方法,根据患者36个月大时的神经发育测试评分确定了患者亚组,并评估了这些亚组在12个月大时的稳定性。我们使用单变量和多变量逻辑回归测试了候选生物标志物预测 36 个月大神经发育亚组的能力。候选生物标志物包括癫痫发作起始年龄、累积癫痫发作负担、块茎体积、性别和早期神经发育测试评分:患者在 36 个月大时分为两个神经发育亚组,即高分和低分。在 12 个月时,亚组大部分(75%)相同。只有累积发作负担(最大影响)、早期测试得分和块茎体积对亚组有显著的单变量影响。癫痫发作年龄和性别对 36 个月亚组的区分均不明显,但对女孩(而非男孩)而言,癫痫发作年龄有显著影响。在多变量模型中,累积发作负担和早期测试得分共同预测了 36 个月的神经发育组别,准确率为 82%,曲线下面积为 0.86:这些结果揭示了发作开始年龄和累积发作负担对TSC幼儿神经发育结果的影响。累积的癫痫发作负担,而不是癫痫发作年龄,最能准确预测患儿在36个月大时的神经发育结局。这些结果表明,有必要在TSC患者出生后的头3年积极控制癫痫发作,这不仅是为了促进癫痫发作控制,也是为了优化认知功能。
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来源期刊
Epilepsia
Epilepsia 医学-临床神经学
CiteScore
10.90
自引率
10.70%
发文量
319
审稿时长
2-4 weeks
期刊介绍: Epilepsia is the leading, authoritative source for innovative clinical and basic science research for all aspects of epilepsy and seizures. In addition, Epilepsia publishes critical reviews, opinion pieces, and guidelines that foster understanding and aim to improve the diagnosis and treatment of people with seizures and epilepsy.
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