Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA.
Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA.
Epilepsia. 2021 Feb;62(2):450-459. doi: 10.1111/epi.16800. Epub 2021 Jan 19.
To develop a model to predict the probability of mood decline in adults following temporal lobe resection for the treatment of pharmacoresistant epilepsy.
Variable selection was performed on 492 patients from the Cleveland Clinic using best subsets regression. After completing variable selection, a subset of variables was requested from four epilepsy surgery centers across North America (n = 100). All data were combined to develop a final model to predict postoperative mood decline (N = 592). Internal validation with bootstrap resampling was performed. A clinically significant increase in depressive symptoms was defined as a 15% increase in Beck Depression Inventory-Second Edition score and a postoperative raw score > 11.
Fourteen percent of patients in the Cleveland Clinic cohort and 22% of patients in the external cohort experienced clinically significant increases in depressive symptoms following surgery. The final prediction model included six predictor variables: psychiatric history, resection side, relationship status, verbal fluency score, age at preoperative testing, and presence/absence of malformation of cortical development on magnetic resonance imaging. The model had an optimism-adjusted c-statistic of .70 and good calibration, with slight probability overestimation in higher risk patients.
Clinicians can utilize our nomogram via a paper tool or online calculator to estimate the risk of postoperative mood decline for individual patients prior to temporal lobe epilepsy surgery.
开发一种模型,以预测成人在颞叶切除术后因药物难治性癫痫而出现情绪下降的概率。
在克利夫兰诊所的 492 名患者中进行变量选择,使用最佳子集回归。完成变量选择后,从北美四个癫痫手术中心请求一组变量(n=100)。所有数据合并后,开发了一个最终模型来预测术后情绪下降(N=592)。采用 bootstrap 重采样进行内部验证。术后抑郁症状显著增加定义为贝克抑郁量表第二版评分增加 15%,术后原始评分>11。
克利夫兰诊所队列中有 14%的患者和外部队列中有 22%的患者在手术后出现明显的抑郁症状增加。最终预测模型包括六个预测变量:精神病史、切除侧、婚姻状况、言语流畅性评分、术前检查时的年龄以及磁共振成像上皮质发育畸形的存在/缺失。该模型的校正后 C 统计量为.70,具有良好的校准度,在高风险患者中存在轻微的概率高估。
临床医生可以使用我们的列线图(通过纸质工具或在线计算器)在颞叶癫痫手术前估计个体患者术后情绪下降的风险。