尿道下裂术后患儿发生导尿管相关尿路感染的影响因素及列线图评估模型构建OA
Influencing factors and nomogram evaluation model construction of catheter-associated urinary tract infection in children after hypospadias surgery
目的 分析尿道下裂术后患儿发生导尿管相关尿路感染(CAUTI)的影响因素并构建列线图评估模型.方法 选取2019年5月至2024年6月在该院进行尿道下裂术的712例患儿作为研究对象,根据7∶3的比例随机分为建模集(498例)和外部验证集(214例),再根据是否发生CAUTI将建模集患儿分为感染组(120例)及对照组(378例).收集患儿资料.采用 LASSO 回归分析筛选变量,多因素Logistic回归分析尿道下裂术后患儿发生CAUTI的影响因素.构建尿道下裂术后患儿发生CAUTI的列线图评估模型并采用受试者工作特征(ROC)曲线、校准曲线评估尿道下裂术后患儿发生CAUTI的列线图评估模型的区分度和一致性.结果 对照组和感染组年龄、疾病分型、阴茎下弯程度、尿道缺损长度、使用预防性抗菌药物情况、手术季节、导管留置时间、清洁频率、术前住院时间、术后疼痛程度、术后营养状况、并发症发生情况比较,差异均有统计学意义(P<0.05).LASSO回归分析共筛选出6个与CAUTI相关的潜在变量,包括使用预防性抗菌药物情况、术后疼痛程度、导管留置时间、清洁频率、术前住院时间及并发症发生情况.多因素Logistic回归分析结果显示,未使用预防性抗菌药物、术后疼痛程度为中重度、导管留置时间长、清洁频率低、术前住院时间长及发生并发症是患儿尿道下裂术后发生CAUTI的危险因素(P<0.05).内部验证的校准曲线分析结果显示,模型拟合度好(Hosmer-Lemeshow χ2=6.063,P=0.640),校准曲线斜率趋近1,一致性较好.内部验证的ROC曲线分析结果显示,该列线图模型评估尿道下裂术后患儿发生CAUTI的曲线下面积(AUC)为0.919,区分度较好.外部验证结果显示,模型一致性(Hosmer-Lemeshow χ2=7.524,P=0.532)、区分度(AUC为0.903)均较好.结论 使用预防性抗菌药物情况、术后疼痛程度、导管留置时间、清洁频率、术前住院时间及并发症均是尿道下裂术患儿CAUTI的影响因素,该研究建立的列线图评估模型实用性较高.
Objective To analyze the influencing factors of catheter-associated urinary tract infection(CAUTI)in children after hypospadias surgery and construct a nomogram evaluation model.Methods A to-tal of 712 children who underwent hypospadias surgery in the hospital from May 2019 to June 2024 were se-lected as the research subjects.According to the ratio of 7∶3,they were randomly divided into the modeling set(498 cases)and the external validation set(214 cases).Then,the children in the modeling set were further divided into an infection group(120 cases)and a control group(378 cases)based on whether they developed CAUTI.Data of the children were collected.LASSO regression analysis was used to screen variables,and mul-tivariate Logistic regression was used to analyze the influencing factors of CAUTI in children after hypospadi-as surgery.The nomogram model for predicting CAUTI after hypospadias surgery was constructed,and the receiver operating characteristic(ROC)curve and calibration curve were used to evaluate the discrimination and consistency of the nomogram model.Results There were significant differences in age,disease type,de-gree of penile curvature,length of urethral defect,use of prophylactic antibiotics,operation season,catheter in-dwelling time,cleaning frequency,preoperative hospital stay,postoperative pain degree,postoperative nutri-tional status and complications between the control group and the infection group,and the differences were statistically significant(P<0.05).A total of 6 potential variables related to CAUTI were screened out by LASSO regression analysis,including the use of prophylactic antibiotics,postoperative pain degree,catheter indwelling time,cleaning frequency,preoperative hospital stay and complications.Multivariate Logistic regres-sion analysis showed that no use of prophylactic antibiotics,moderate to severe postoperative pain,long cathe-ter indwelling time,low cleaning frequency,long preoperative hospital stay and complications were risk factors for CAUTI after hypospadias surgery in children(P<0.05).The calibration curve analysis results of internal validation showed that the model fit was good(Hosmer-Lemeshow χ2=6.063,P=0.640),the slope of the calibration curve was close to 1,and the consistency was good.The ROC curve analysis results of internal vali-dation showed that the area under the curve(AUC)of the nomogram model for predicting CAUTI in children after hypospadias surgery was 0.919,and the discrimination was good.The results of external validation showed that the model had good consistency(Hosmer-Lemeshow χ2=7.524,P=0.532)and discrimination(AUC=0.903).Conclusion The use of prophylactic antibiotics,postoperative pain degree,catheter indwell-ing time,cleaning frequency,preoperative hospital stay and complications are the influencing factors of CAUTI in children with hypospadias surgery.The nomogram model established in this study is highly practical.
高宇光;脱广鑫;李静涛;魏建新;马晓楠;郎兴
河北省邯郸市中心医院小儿外科,河北 邯郸 056001河北省儿童医院小儿外科,河北 石家庄 050030河北省邯郸市中心医院小儿外科,河北 邯郸 056001河北省邯郸市中心医院小儿外科,河北 邯郸 056001河北省邯郸市中心医院小儿外科,河北 邯郸 056001河北省邯郸市中心医院小儿外科,河北 邯郸 056001
医药卫生
尿道下裂术导尿管相关尿路感染列线图模型影响因素
hypospadias surgerycatheter-associated urinary tract infectionnomogram modelin-fluencing factor
《检验医学与临床》 2026 (15)
2070-2077,8
河北省卫生健康委员会医学科学研究课题计划项目(20240453).
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