异基因造血干细胞移植输血不良反应风险预警模型的构建及验证OA北大核心CSTPCD
Construction and validation of risk prediction model of adverse blood transfusion reaction after allogeneic hematopoietic stem cell transplantation
目的:探讨异基因造血干细胞移植(allo-HSCT)输血不良反应的危险因素,建立风险预警模型.方法:选取2018年1月—2023年2月我院收治的115例allo-HSCT病人作为研究对象,将其分为建模组(73例)和验证组(42例).对病人一般资料进行调查,对病人血清中C反应蛋白(CRP)、白蛋白(ALB)、中性粒细胞、淋巴细胞进行检验,计算CRP/ALB和中性粒细胞与淋巴细胞比值(NLR),采用单因素分析和Logistic回归分析筛选allo-HSCT输血不良反应的危险因素,构建风险预警模型并转化为风险评分系统;采用受试者工作特征(ROC)曲线和Hosmer-Lemeshow(H-L)检验评价模型的区分度与校准度;对预警模型进行验证.结果:发生输血不良反应组CRP/ALB 和NLR高于未发生输血不良反应组,差异有统计学意义(均P<0.05).Logistic回归分析结果显示,输血次数≥3次、有原发性血液病史、有输血史、有过敏史、病人基础体温≥38℃、发血至输血时间≥30 min、输注红细胞滴速每分钟≥50滴、输注血小板滴速每分钟≥90 滴以及CRP/ALB≥0.90 和NLR≥1.37 是allo-HSCT发生输血不良反应的危险因素(均P<0.05).建模组ROC曲线下面积为 0.841,H-L检验结果显示P=0.856,模型的灵敏度为 0.909,特异度为 0.775,Youden指数为0.684.验证组ROC曲线下面积为0.798,H-L检验结果显示P=0.813,灵敏度为0.818,特异度为0.775,Youden指数为0.593.结论:构建的allo-HSCT输血不良反应风险预警模型预测效能较好,可为allo-HSCT输血不良反应的护理提供针对性的指导.
Objective:To explore the risk factors of adverse blood transfusion reaction after allogeneic hematopoietic stem cell transplantation(allo-HSCT),establish a risk prediction model and validate it.Methods:A total of 115 allo-HSCT patients in our hospital were selected as the study subjects from January 2018 to February 2023,then they were divided into modeling group(73 cases)and validation group(42 cases).The general information of the patient was investigated,C-reactive protein(CRP),albumin(ALB),neutrophils,lymphocytes in the patient's serum were tested,and CRP/ALB and neutrophil/lymphocyte ratio(NLR)were calculated.Single factor analysis and Logistic regression analysis were used to screen the risk factors of allo-HSCT adverse blood transfusion reaction,risk prediction model was constructed and transformed into risk scoring system.The differentiation and calibration of the evaluation model were conducted by receiver operating characteristic(ROC)curve and the Hosmer-Lemeshow(H-L)test,and the model was verified.Results:The levels of CRP/ALB and NLR in adverse blood transfusion reaction group were higher than those in without adverse blood transfusion reaction group(all P<0.05).Logistic regression analysis showed that the number of blood transfusio≥3 times,had the history of primary blood disease,had blood transfusion history,had allergy history,the patient's basic temperature≥38℃,the time from blood distribution to blood transfusion≥30 min,infusion rate of red blood cells≥50 drops per minute,platelet infusion rate≥90 drops per minute,CRP/ALB≥0.90,and NLR≥1.37 were risk factors for allo-HSCT adverse blood transfusion reaction.The area under the curve(AUC)of receiver operator characteristic of the model group was 0.841,and the H-L test result showed P=0.856.The sensitivity of the model was 0.909,the specificity was 0.775,and the Youden index was 0.684.The area under the curve of the validation group was 0.798,the H-L test result was P=0.813,the sensitivity was 0.818,the specificity was 0.775,and the Youden index was 0.593.Conclusions:The risk prediction model of allo-HSCT adverse blood transfusion reaction constructed in this study has high predictive effect and can provide targeted guidance for the nursing of allo-HSCT adverse blood transfusion reaction in clinical practice.
张燕;季玲;顾伟英
常州市第一人民医院,江苏 213003
异基因造血干细胞移植(allo-HSCT)C反应蛋白/白蛋白(CRP/ALB)中性粒细胞/淋巴细胞比值(NLR)输血不良反应预警模型护理
allogeneic hematopoietic stem cell transplantation,allo-HSCTC-reactive protein/albumin,CRP/ALBneutrophil/lymphocyte ratio,NLRblood transfusionadverse reactionsrisk predictionnursing
《护理研究》 2024 (014)
2484-2489 / 6
2023年度"龙城强医"医学重点学科市级基金项目,编号:KY20231531
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