老年结直肠癌患者化疗期间营养不良的危险因素及其预测模型构建
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(南京医科大学第一附属医院·江苏省人民医院肿瘤科,南京 210029)

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Risk factors for malnutrition in elderly patients with colorectal cancer during chemotherapy and construction of a prediction model
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(Department of Oncology, First Affiliated Hospital of Nanjing Medical University, Jiangsu Provincial People′s Hospital, Nanjing 210029, China)

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    【摘要】目的 研究老年结直肠癌(CRC)患者化疗期间营养不良危险因素,并构建相关预测模型。方法 选取2022年1月至2023年2月南京医科大学第一附属医院老年CRC患者354例为样本,并进行回顾性研究,以2∶1的比例分为训练集和验证集。在训练集中通过单因素及多因素logistic回归分析筛选老年CRC患者化疗期间营养不良的危险因素并构建老年CRC患者化疗期间营养不良预测模型;在验证集中,绘制受试者工作特征(ROC)曲线,验证模型评估效果。采用SPSS 22.0软件进行数据分析,根据数据类型组间比较采用t检验或χ2检验。结果 训练集共236例,验证集共118例,两组一般人口学及临床基线资料比较,差异无统计学意义。在训练集中,单因素分析提示,年龄、临床分期、家庭月均收入、上臂肌围、体质量指数以及蛋白质和总能量摄入量是影响老年CRC患者化疗期间营养不良的相关因素(P<0.05)。多因素logistic回归分析显示年龄、家庭月均收入<5000元和临床分期Ⅳ期为老年CRC患者化疗期间营养不良的独立危险因素(P<0.05),蛋白质摄入量为保护因素(P<0.05);以多因素logistic回归分析结果构建老年CRC患者化疗期间营养不良的预测模型,Hosmer-Lemeshow拟合度检验显示该模型具有良好校准度(χ2=4.763;P=0.689);在验证集中,评估模型的ROC曲线下面积为0.805,灵敏度为81.61%,特异度为85.48%。结论 老年CRC患者化疗期间营养不良发生率较高,影响因素包括年龄、家庭月均收入、临床分期和蛋白质摄入量,以此为基础建立预测模型对筛选营养不良高危患者具有一定参考价值。

    基金项目:国家自然科学基金(81702617)

    【Abstract】Objective To analyze the risk factors for malnutrition in elderly patients with colorectal cancer (CRC) during chemotherapy, and construct a prediction model for malnutrition in the patients. Methods A retrospective study was conducted on 354 elderly CRC patients admitted in our hospital from January 2022 to February 2023. They were divided into training set and verification set in a ratio of 2∶1. In the training set, univariate and multivariate logistic regression analyses were used to screen the risk factors of malnutrition in the patients during chemotherapy, and a prediction model was then constructed. In the verification set, receiver operating characteristic (ROC) curve was drawn to verify the prediction performance of the model. Data analysis was performed by using SPSS 22.0 software, and Chi-square test and independent sample t test were applied for intergroup comparison in enumeration and measurement data, respectively. Results There were 236 cases in the training set and 118 cases in the validation set. No significant differences were observed in general demographic data and clinical baseline data between two groups (P>0.05). In the training set, univariate analysis revealed that age, clinical stage, average monthly family income, mid-arm muscle circumference, BMI, protein intake and total energy intake were related factors for malnutrition in elderly CRC patients during chemotherapy (P<0.05). Multivariate logistic regression analysis showed that age, average monthly family income <5 000 yuan and clinical stage Ⅳ were independent risk factors (P<0.05), and protein intake was a protective factor of malnutrition in these patients (P<0.05). Based on the results of multivariate logistic regression analysis, a prediction model of malnutrition in elderly CRC patients during chemotherapy was constructed. Hosmer-Lemeshow fit test indicated that the model had good calibration (χ2=4.763, P=0.689). In the verification set, the area under the curve, sensitivity and specificity of the model was 0.805,81.61% and 85.48%, respectively. Conclusion The incidence rate of malnutrition is quite high among the elderly CRC patients during chemotherapy, and its influencing factors include age, average monthly family income, clinical stage and protein intake. The prediction model established on this basis has certain reference value to screen high-risk patients with malnutrition.

    This work was supported by National Natural Science Foundation of China (81702617).

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肖雨,高时娟,彭顺仙,王丹.老年结直肠癌患者化疗期间营养不良的危险因素及其预测模型构建[J].中华老年多器官疾病杂志,2024,23(6):407-410

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  • 收稿日期:2023-06-30
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  • 在线发布日期: 2024-06-18
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