中国输血杂志2024，Vol.37Issue(4)：431-438,8.DOI:10.13303/j.cjbt.issn.1004-549x.2024.04.010
妊娠期急性脂肪肝患者住院时间影响因素分析及预测模型建立
Factors influencing the length of hospital stays of the AFLP patients and the establishment of prediction model
摘要
Abstract
Objective To investigate the factors influencing the length of hospital stays of the acute fatty liver of preg-nancy(AFLP)patients,so as to establish the prediction model.Methods A total of 49 patients diagnosed as AFLP)in ShenZhen People's Hospital between January 2008 and January 2023 were retrospectively analyzed.According to the medi-an length of hospital stays,the patients were divided into two groups:Group A(n=21)and Group B(n=28).Preoperative general laboratory data,clinical features and postpartum adverse outcomes in both groups were analyzed.Multivariate binary logistic regression was used to analyze the independent factors affecting the length of hospital stays for AFLP,and a predic-tion model for hospitalization time was established.Results Comparison between Group B and Group A were as follows:hospital stays(d)(15.5 vs 8),preoperative icterus(%)[16(57.1%)vs 3(14.3%)],thrombin time(TT)(s)(24.2 vs 21.3),prothrombin time(PT)(s)(16.8 vs 15.3),activated partial thromboplastin time(APTT)(s)(52.3 vs 40.7),total bilirubin(TBIL)(μmol/L)(77.2 vs 45.2),indirect bilirubin(IBIL)(μmol/L)(21.2 vs 10),creatinine(Cre)(μmol/L)[(171.97±53.34)vs(131.81±45.06]),TT extension(%)[24(85.7%)vs 11(52.4%)],APTT extension(%)[27(96.4%)vs 7(33.3%)],IBIL elevation(%)[19(67.9%)vs 4(19%)],Cre concentration rise(%)[21(75%)vs 8(38%)],number of postpartum plasma exchange sessions(%)[23(82.1%)vs 5(23.8%)],postpregnancy co-infection phenomenon(%)[21(75%)vs 4(19%)],with Group B significantly higher than Group A.The preoperative platelet count(×109/L)(128 vs 221)and the concentration of fibrinogen(g/L)[0.9 vs 1.6]in Group B were significantly lower than those in Group A.Univariate logistic regression analysis showed that preoperative icterus,postpregnancy co-infection phe-nomenon,number of postpartum plasma exchange sessions,preoperative TT extension,preoperative APTT extension,Cre concentration rise were influencing factors for the hospital stays of AFLP patients.According to the minimum result of Akaike information criterion,the multivariate binary logistic regression analysis(step-wise selection)showed that the number of postpartum plasma exchange sessions,icterus,preoperative APTT extension were the independent risk factor influencing the hospital stays of AFLP patients,and the logistic regression prediction model was established by incorporating the above three factors.Regularization techniques were further employed in linear regression to address and assess overfitting issues.Addi-tionally,the confidence interval for the estimated effect sizes in each model have been acquired by bootstrapping techniques.Conclusion Preoperative icterus,preoperative APTT extension(APTT>43s)and the number of postpartum plasma ex-change sessions were the independent risk factor influencing the hospital stays of AFLP patients and the logistic regression prediction model with high predictive effectiveness was established successfully.关键词
妊娠期急性脂肪肝/住院时间/影响因素/预测模型Key words
acute fatty liver of pregnancy(AFLP)/hospital stays/influencing factor/predictive model分类
医药卫生引用本文复制引用
邓桂花,孙亚纯,王雷萍,龙馨妍,袁顺玲,袁小澎,孟庆宝..妊娠期急性脂肪肝患者住院时间影响因素分析及预测模型建立[J].中国输血杂志,2024,37(4):431-438,8.基金项目
深圳市自然科学基金(JCYJ20220530152009021) （JCYJ20220530152009021）
