老年甲状腺癌患者术后发生认知障碍的列线图预测模型构建
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1.郑州大学附属郑州中心医院;2.河南卫生健康干部学院

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Construction of a nomogram prediction model for postoperative cognitive dysfunction in elderly patients with thyroid cancer
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1.Zhengzhou Central Hospital Affiliated to Zhengzhou University;2.Henan Health Cadre Academy

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    摘要:

    目的 探讨老年甲状腺癌(thyroid carcinoma,TC)患者术后发生认知障碍的危险因素并建立列线图预测模型。方法 纳入2023年3月至2025年3月于郑州大学附属郑州中心医院接受手术治疗的315例老年TC患者,采用蒙特利尔认知评估量表(Montreal cognitive assessment,MoCA)评分将其分为认知障碍组(233例)与无认知障碍组(82例)。采用Logistic回归分析探讨老年TC患者术后发生认知障碍的影响因素,并构建列线图模型;绘制受试者操作特征(receiver operator characteristic,ROC)曲线,计算曲线下面积(area under the curve,AUC)评估模型区分度;绘制校准曲线评估模型校准度。结果 无认知障碍组年龄、受教育程度为高中及以上占比、领悟社会支持量表(perceived social support scale,PSSS)评分高于认知障碍组(均P<0.05),术后数字评分法(numerical rating scale,NRS)评分、匹兹堡睡眠质量指数(Pittsburgh sleep quality index,PSQI)评分、汉密尔顿焦虑量表(Hamilton anxiety scale,HAMA)、汉密尔顿抑郁量表(Hamilton depression scale,HAMD)评分均显著低于无认知障碍组(均P<0.05)。Logistic回归分析结果显示,年龄(OR=1.087)、受教育程度为初中及以下(OR=1.732)、术后NRS评分升高(OR=1.609)、PSQI评分升高(OR=2.081)、HAMA评分升高(OR=1.302)、HAMD评分升高(OR=1.414)是老年TC患者术后发生认知障碍的独立危险因素(均P<0.05),PSSS评分升高(OR=0.830)是其保护因素(P<0.05)。列线图模型显示良好预测效能,C指数为0.955(95%CI:0.899~0.989)。预测模型的AUC为0.950(95%CI:0.923~0.977)。结论 年龄、受教育程度、术后NRS评分、PSQI、HAMA、HAMD、PSSS是老年TC患者术后发生认知功能障碍的影响因素,根据上述影响因素构建的列线图模型具有较高的预测价值。

    Abstract:

    Objective To investigate the risk factors for postoperative cognitive dysfunction in elderly patients with thyroid carcinoma (TC) and to establish a Nomogram prediction model. Methods A total of 315 elderly patients with TC who underwent surgical treatment at Zhengzhou Central Hospital Affiliated to Zhengzhou University from March 2023 to March 2025 were enrolled. Based on the Montreal cognitive assessment (MoCA) scores, patients were divided into cognitive dysfunction group (n=233) and noncognitive dysfunction group (n=82). Logistic regression analysis was used to identify factors influencing postoperative cognitive dysfunction in elderly TC patients, and a Nomogram model was constructed based on these independent risk factors. The receiver operator characteristic (ROC) curve was plotted, and the area under the curve (AUC) was calculated to evaluate the discrimination performance of the model; the calibration curve was plotted to assess the calibration degree of the model. Results The age and the proportion of those with a high school education or above in the non-cognitive dysfunction group were higher than those in the cognitive dysfunction group, and the score of the perceived social support scale (PSSS) were higher in the non-cognitive dysfunction group (all P<0.05). Additionally, the non-cognitive dysfunction group group had lower postoperative numerical rating scale (NRS) scores, Pittsburgh sleep quality index (PSQI) scores, Hamilton anxiety scale (HAMA) scores, and Hamilton depression scale (HAMD) scores than the cognitive dysfunction group (all P<0.05). Logistic regression analysis revealed that age (OR=1.087), education level of junior high school or below (OR= 1.732), elevated postoperative NRS score (OR=1.609), elevated PSQI score (OR=2.081), elevated HAMA score (OR=1.302), and elevated HAMD score (OR=1.414) were independent risk factors for postoperative cognitive dysfunction in elderly TC patients (all P< 0.05). Conversely, an increased PSSS score (OR=0.830) served as a protective factor (P<0.05). The Nomogram model demonstrated good predictive performance with a C-index of 0.955 (95%CI: 0.899-0.989). The AUC for prediction model was 0.950 (95%CI: 0.923- 0.977). Conclusion Age, education level, postoperative NRS score, PSQI score, HAMA score, HAMD score, and PSSS score are significant influencing factors for postoperative cognitive dysfunction in elderly patients with TC. The established Nomogram model based on the above influencing factors possesses a high predictive value.

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董美霞,宋婷,雷贺佳,张语涵.老年甲状腺癌患者术后发生认知障碍的列线图预测模型构建[J].生物医学工程学进展,2026,(4):42-46

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  • 收稿日期:2025-09-18
  • 最后修改日期:2025-09-29
  • 录用日期:2025-10-01
  • 在线发布日期: 2026-10-20
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