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首发急性期精神分裂症患者康复效果的影响因素及列线图预测模型构建

Influencing Factors of the Rehabilitation Effect in Patients with Acute First-Episode Schizophrenia and Construction of a Nomogram Prediction Model

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目的 分析首发急性期精神分裂症(SCZ)患者康复效果的影响因素,并构建列线图预测模型.方法 选取2020 年5 月至2023 年5 月收治的129 例急性期首发SCZ患者,均给予常规抗精神病药物治疗,治疗8 周后评估康复效果,根据康复效果分为效果不良组 40 例和效果良好组 89 例.比较 2 组治疗前一般资料、实验室指标,应用Lasso-logistic回归分析康复效果的影响因素,根据影响因素构建首发急性期SCZ患者康复效果不良的列线图预测模型,应用受试者工作特征(ROC)曲线、决策曲线评价模型的预测效能和临床效用.结果 129 例首发急性期SCZ患者治疗效果不良率为31.01%(40/129);效果不良组治疗前有精神病家族史占比、阳性与阴性症状量表(PANSS)评分及血清瘦素与脂联素比值、泌乳素、胶质纤维酸性蛋白(GFAP)、白细胞介素-1β(IL-1β)、白细胞介素-6(IL-6)、肿瘤坏死因子-α(TNF-α)水平高于效果良好组,治疗前年龄、文化水平、工作状态在职占比、SCZ认知功能成套测验(MCCB)评分及血清脑源性神经细胞营养因子、神经生长因子水平低于效果良好组(P<0.05,P<0.01);Lasso-logistic回归分析显示,治疗前年龄、文化水平、PANSS评分、MCCB评分及血清瘦素与脂联素比值、泌乳素、GFAP、IL-1β、IL-6、TNF-α水平均为首发急性期SCZ患者康复效果的影响因素(P<0.05,P<0.01);根据影响因素构建列线图预测模型预测首发急性期SCZ患者康复效果不良的ROC曲线下面积为0.897(95%CI:0.841,0.953),具有较高的预测效能和较好的临床效用;基于列线图预测模型建立首发急性期SCZ患者康复效果不良的风险等级标准,提示风险等级越高康复效果不良风险就越大(P<0.01).结论 首发急性期SCZ患者康复效果与治疗前年龄、文化水平、PANSS评分、MCCB评分及血清瘦素与脂联素比值、泌乳素、GFAP、IL-1β、IL-6、TNF-α水平密切相关,构建的列线图预测模型在预测患者康复效果不良方面具有较高的效能和临床效用.
Objective To analyze the factors influencing the rehabilitation effect of patients with acute first-episode schizophrenia(SCZ),and to construct a nomogram prediction model.Methods A total of 129 patients with acute first-episode SCZ treated from May 2020 to May 2023 were selected,all of whom were treated with conventional antipsychotics.At 8 weeks after treatment,the rehabilitation effect was evaluated,and the patients were divided into a poor effect group(n=40)and a good effect group(n=89).The general data and laboratory indicators of the two groups before treatment were com-pared,and the influencing factors of rehabilitation effect were analyzed by Lasso-logistic regression.A nomogram prediction model for poor rehabilitation effect of the acute first-episode SCZ patients was constructed according to the influencing factors.The predictive efficacy and clinical effectiveness of the model were evaluated by receiver operating characteristic(ROC)curve and decision curve.Results In129 patients with acute first-episode SCZ,the adverse effect rate was 31.01%(40/129).The proportion of family history of psychosis,positive and negative symptom scale(PANSS)scores,serum leptin to adiponec-tin ratio,prolactin,glial fibrin acid protein(GFAP),interleukin-1β(IL-1β),interleukin-6(IL-6)and tumor necrosis fac-tor-α(TNF-α)in the poor effect group were higher than those in the good effect group before treatment,whereas age,educa-tion level,employment ratio of working status,MATRICS consensus cognitive battery(MCCB)score of SCZ,serum brain-derived neurotrophic factor(BDNF)and nerve growth factor(NGF)levels were lower than those in good effect group before treatment(P<0.05,P<0.01).Lasso-logistic regression analysis showed that age,education level,PANSS score before treat-ment,MCCB score,serum leptin to adiponectin ratio,prolactin,GFAP,IL-1β,IL-6,and TNF-α level are all factors that af-fected the rehabilitation effect of patients with acute first-episode SCZ(P<0.05,P<0.01).A nomogram prediction model was constructed according to the influencing factors,and the area under the ROC curve of this model to predict the adverse rehabili-tation effect of patients with acute first-episode SCZ was 0.897(95%CI:0.841,0.953),which had high prediction efficiency and good clinical effectiveness.Based on the nomogram prediction model,the risk level standard for adverse rehabilitation effect in patients with acute first-episode SCZ was established,suggesting that the higher the risk level,the greater the risk of adverse rehabilitation effect(P<0.01).Conclusion The recovery effect of patients with acute first-episode SCZ was closely related to age,education level,PANSS score,MCCB score,serum leptin to adiponectin ratio,prolactin,GFAP,IL-1β,IL-6 and TNF-α levels before treatment.The nomogram prediction model constructed according to the above influencing factors has high predic-tive efficiency and clinical effectiveness in predicting the adverse rehabilitation effects of patients.

SchizophreniaFirst-episodeAcute stageRehabilitation effectAnalysis of influencing factorsA no-mogramPrediction model

孙鹏、田涛、李芳

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200023 上海,上海市黄浦区精神卫生中心精神科

200030 上海,上海市精神卫生中心精神科

精神分裂症 首发 急性期 康复效果 影响因素分析 列线图 预测模型

2025

临床误诊误治
解放军白求恩国际和平医院

临床误诊误治

影响因子:0.914
ISSN:1002-3429
年,卷(期):2025.38(2)