Siddiqui Muhammad A, Ashraff Suhel, Santos Derek, Rush Robert, Carline Thomas, Raza Zahid
Department of Research and Performance Support, Saskatchewan Health Authority, Regina, SK, Canada.
School of Health Sciences, Queen Margaret University, Edinburgh, UK.
Kidney Res Clin Pract. 2018 Sep;37(3):277-286. doi: 10.23876/j.krcp.2018.37.3.277. Epub 2018 Sep 30.
The objevctive of the present study was to explore the potential influence of blood markers and patient factors such as risk factors, kidney function profile, coagulation profile, lipid profile, body mass index, blood pressure, and vein diameter on the maturation of arteriovenous fistula (AVF) in patients with end-stage renal disease.
Retrospective data from 300 patients who had undergone AVF creation at the Royal Infirmary of Edinburgh were examined. A predictive logistic regression model was developed using a backward stepwise procedure. Model performance, discrimination, and calibration were assessed using the receiver operating characteristic (ROC) curve and Hosmer-Lemeshow goodness-of-fit test. The final model was externally validated by 100 prospective patients who received a new fistula at the Royal Infirmary of Edinburgh.
A total of 400 (300 retrospective and 100 prospective) patients were recruited for this study, with a mean age of 60.14 ± 15.9 years (development set) and 58 ± 15 years (validation set), respectively ( = 0.208). Study results showed that males were twice as likely to undergo fistula maturation as females, while patients with no evidence of peripheral vascular disease (PVD) were three times more likely to mature their fistula and a preoperative vein diameter > 2.5 mm resulted in a fivefold increase in fistula maturation as compared with a vein size of less than 2.5 mm. The model for fistula maturation had fair discrimination, as indicated by the area under the ROC curve (0.68), but good calibration as indicated by the Hosmer-Lemeshow test ( = 0.79). The area under the receiver operating curve for the validation model in the validation set was 0.59. Similarly, in the validation set, the Hosmer-Lemeshow statistic indicated an agreement between the observed and predicted probabilities of maturation ( > 0.05).
Gender, PVD, and vein size are independent predictors of AVF maturation. The clinical utility of these risk categories in the maturation of AVF requires further evaluation in longer follow-up.
本研究的目的是探讨血液标志物以及患者因素(如危险因素、肾功能指标、凝血指标、血脂指标、体重指数、血压和静脉直径)对终末期肾病患者动静脉内瘘(AVF)成熟的潜在影响。
对在爱丁堡皇家医院接受AVF造瘘术的300例患者的回顾性数据进行了检查。使用向后逐步法建立了预测逻辑回归模型。使用受试者工作特征(ROC)曲线和Hosmer-Lemeshow拟合优度检验评估模型性能、区分度和校准情况。最终模型由在爱丁堡皇家医院接受新内瘘的100例前瞻性患者进行外部验证。
本研究共纳入400例患者(300例回顾性研究和100例前瞻性研究),平均年龄分别为60.14±15.9岁(开发集)和58±15岁(验证集)(P = 0.208)。研究结果表明,男性内瘘成熟的可能性是女性的两倍,而无外周血管疾病(PVD)证据的患者内瘘成熟的可能性是其他患者 的三倍,术前静脉直径>2.5 mm与静脉直径<2.5 mm相比,内瘘成熟的可能性增加了五倍。内瘘成熟模型具有一定的区分度,ROC曲线下面积为0.68,但Hosmer-Lemeshow检验显示校准良好(P = 0.79)。验证集中验证模型的受试者工作曲线下面积为0.59。同样,在验证集中,Hosmer-Lemeshow统计量表明观察到的和预测的成熟概率之间具有一致性(P>0.05)。
性别、PVD和静脉大小是AVF成熟的独立预测因素。这些风险类别在AVF成熟中的临床实用性需要在更长时间的随访中进一步评估。