开发并验证了一个枸橼酸盐蓄积风险预测模型,该模型适用于接受区域性枸橼酸盐抗凝治疗的持续肾脏替代疗法患者。

IF 2.2 3区 医学 Q3 HEMATOLOGY
Yi Zheng, Zhiwen Chen, Xiankun Sun, Fang Wang, Xue Tang, Li Lin, Yanyan Wang, Ling Zhang
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引用次数: 0

摘要

局部柠檬酸盐抗凝(RCA)目前被推荐为连续肾替代治疗(CRRT)抗凝的首选。然而,柠檬酸代谢受损可导致柠檬酸积累(CA),导致严重的代谢性酸中毒和低钙血症,这给临床医生在决定是否使用RCA时提出了挑战。方法:在四川大学华西医院进行的这项回顾性队列研究中,我们评估了2021年至2023年接受基于rca的CRRT的患者。参与者按7:3的比例随机分配到训练组和验证组。训练组通过二元logistic回归分析确定CA的显著危险因素,建立风险预测模型,验证组对模型进行验证和评价。构建nomogram可视化预测模型,采用校正曲线和受试者工作特征(ROC)曲线评价预测精度,采用决策曲线分析(decision curve analysis, DCA)评价临床疗效。结果:1259例RCA-CRRT患者中,882例随机分为训练组,377例随机分为验证组。CA分别为16.2%和16.7%。我们开发并验证了一个nomogram来预测CA的风险,包括男性、年龄、体表面积(BSA)、平均每小时柠檬酸盐剂量、收缩压(SBP)、乳酸、总胆红素(TBIL)和国际标准化比值(INR)。两组的ROC曲线下面积分别为0.760 (95% CI, 0.737 ~ 0.765)和0.752 (95% CI, 0.744 ~ 0.787)。标定曲线进一步证实了其有效的判别和标定能力。当CA干预的概率阈值在11% - 76%之间时,DCA分析强调其临床应用。结论:我们开发并验证了一种对危重患者行RCA-CRRT的CA有用的预测模型,帮助临床医生识别高危人群。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development and Validation of a Risk Prediction Model for Citrate Accumulation in Patients Undergoing Continuous Renal Replacement Therapy with Regional Citrate Anticoagulation.

Introduction: Regional citrate anticoagulation (RCA) is now recommended as the first choice of anticoagulation for continuous renal replacement therapy (CRRT). However, impaired citrate metabolism can lead to citrate accumulation (CA), resulting in severe metabolic acidosis and hypocalcemia, which poses a challenge for clinicians when making decision about the use of RCA.

Methods: In this retrospective cohort study performed in West China Hospital of Sichuan University, we evaluated patients who underwent RCA-CRRT from 2021 to 2023. Participants were randomly allocated into training and validation groups at a 7:3 ratio. In the training group, significant risk factors for CA were determined by a binary logistic regression analysis and established a risk prediction model, and the validation group validated and evaluated the model. A nomogram was constructed to visualize the prediction model, calibration and receiver operating characteristic (ROC) curves were used to evaluate the prediction accuracy, and decision curve analysis (DCA) was used to evaluate the clinical effectiveness.

Results: Of the 1,259 patients with RCA-CRRT, 882 were randomly stratified into the training group and 377 into the validation group. CA was reported in 16.2% and 16.7%, respectively. We developed and validated a nomogram to predict the risk of CA, incorporating significant factors including male, age, body surface area, citrate concentration, systolic blood pressure, lactate, total bilirubin, and international normalized ratio. The area under the ROC curve of the nomogram was 0.760 (95% CI, 0.737-0.765) and 0.752 (95% CI, 0.744-0.787) in both groups. The calibration curve further confirmed its effective discrimination and calibration abilities. DCA analysis emphasized its clinical utility when the CA probability threshold for intervention is between 11% and 76%.

Conclusion: We developed and validated a prediction model for CA in critically ill patients who received RCA-CRRT, providing a basis for clinicians to develop individualized anticoagulation protocols.

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来源期刊
Blood Purification
Blood Purification 医学-泌尿学与肾脏学
CiteScore
5.80
自引率
3.30%
发文量
69
审稿时长
6-12 weeks
期刊介绍: Practical information on hemodialysis, hemofiltration, peritoneal dialysis and apheresis is featured in this journal. Recognizing the critical importance of equipment and procedures, particular emphasis has been placed on reports, drawn from a wide range of fields, describing technical advances and improvements in methodology. Papers reflect the search for cost-effective solutions which increase not only patient survival but also patient comfort and disease improvement through prevention or correction of undesirable effects. Advances in vascular access and blood anticoagulation, problems associated with exposure of blood to foreign surfaces and acute-care nephrology, including continuous therapies, also receive attention. Nephrologists, internists, intensivists and hospital staff involved in dialysis, apheresis and immunoadsorption for acute and chronic solid organ failure will find this journal useful and informative. ''Blood Purification'' also serves as a platform for multidisciplinary experiences involving nephrologists, cardiologists and critical care physicians in order to expand the level of interaction between different disciplines and specialities.
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