Development of a novel nomogram for predicting prognosis of North Chinese with autoimmune cerebellar ataxia.

Annals of medicine Pub Date : 2024-12-01 Epub Date: 2024-09-27 DOI:10.1080/07853890.2024.2407057
Chunxia Zhao, Cao Jiang, Decai Tian, Yajun Yao, Tian Song, Huabing Wang, Wangshu Xu
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Abstract

Purpose: The aim of this study was to develop a prognostic nomogram which could predict the prognosis of north Chinese patients with autoimmune cerebellar ataxia (ACA) after immunotherapy.

Methods: Patients with an initial diagnosis of ACA who accepted first-line immunotherapy at our hospital from March 2018 to May 2023 were retrospectively reviewed. Modified Rankin Scale (mRS) was used to evaluate neurological outcomes. According to the mRS scores after immunotherapy, patients with ACA were divided into good prognosis group (mRS 0-2) and poor prognosis group (mRS 3-6). The nomogram for poor prognosis of ACA patients were built based on logistic regression analysis. The validation of the prognostic model was evaluated by concordance index (C-index), calibration curves, and decision curve analyses (DCAs).

Results: A total of 86 patients with ACA who received immunotherapy at our hospital were included in this study. They were randomly divided into a training cohort (n = 60) and a validation cohort (n = 26) at a ratio of 7:3. Multivariate analyses revealed that that prognostic variables significantly related to the poor prognosis of ACA were age, elevated cerebrospinal fluid (CSF) albumin (ALB) and abnormal magnetic resonance imaging (MRI). The nomogram was constructed based on above 3 factors. The C-index of the nomogram was 0.935 (95% CI: 0.884-0.991) in the training set and 0.933 (95% CI: 0.763-0.994) in the validation set. The calibration plots for the nomogram showed that predictions of risk of poor prognosis were almost consistent with actual observations. The DCAs showed great clinical usefulness of the nomograms.

Conclusion: We successfully developed a nomogram to predict poor prognosis for ACA patients using risk factors of age, elevated CSF-ALB and abnormal MRI.

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用于预测华北地区自身免疫性小脑共济失调症预后的新型提名图。
目的:本研究旨在建立一个预后提名图,以预测华北地区自身免疫性小脑共济失调(ACA)患者接受免疫治疗后的预后:回顾性分析2018年3月至2023年5月在我院接受一线免疫治疗的初诊ACA患者。采用改良Rankin量表(mRS)评估神经系统预后。根据免疫治疗后的 mRS 评分,ACA 患者被分为预后良好组(mRS 0-2)和预后不良组(mRS 3-6)。根据逻辑回归分析建立了ACA患者预后不良的提名图。通过一致性指数(C-index)、校准曲线和决策曲线分析(DCA)对预后模型进行了验证:本研究共纳入了86名在我院接受免疫治疗的ACA患者。他们被随机分为训练组(60 人)和验证组(26 人),比例为 7:3。多变量分析显示,年龄、脑脊液(CSF)白蛋白(ALB)升高和磁共振成像(MRI)异常是与 ACA 不良预后显著相关的预后变量。根据上述三个因素构建了提名图。训练集的 C 指数为 0.935(95% CI:0.884-0.991),验证集的 C 指数为 0.933(95% CI:0.763-0.994)。提名图的校准图显示,预后不良风险的预测结果与实际观察结果基本一致。DCA显示了提名图的巨大临床实用性:我们利用年龄、CSF-ALB 升高和磁共振成像异常等风险因素,成功地开发出了预测 ACA 患者不良预后的提名图。
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