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平均动脉压与去甲肾上腺素等效剂量比预测肾脏替代治疗需求:来自 MIMIC-IV 的回顾性分析。

Mean arterial pressure to norepinephrine equivalent dose ratio for predicting renal replacement therapy requirement: a retrospective analysis from the MIMIC-IV.

机构信息

Department of Emergency, West China Hospital of Sichuan University, Chengdu, Sichuan, China.

West China Xiamen Hospital of Sichuan University, Xiamen, Fujian, China.

出版信息

Int Urol Nephrol. 2024 Jun;56(6):2065-2074. doi: 10.1007/s11255-023-03908-3. Epub 2024 Jan 18.

DOI:10.1007/s11255-023-03908-3
PMID:38236372
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11090965/
Abstract

BACKGROUND

This study aimed to assess the predictive value of the ratio of mean arterial pressure (MAP) to the corresponding peak rate of norepinephrine equivalent dose (NEQ) within the first day in patients with shock for the subsequent renal replacement therapy (RRT) requirement.

METHODS

Patients were identified using the Medical Information Mart for Intensive Care IV (MIMIC-IV) database. The relationship was investigated using a restricted cubic spline curve, and propensity score matching(PSM) was used to eliminate differences between groups. Odds ratios (OR) with 95% confidence intervals (CI) were calculated using logistic regression. Variable significance was assessed using extreme gradient boosting (XGBoost), and receiver operating characteristic (ROC) curves were generated.

RESULTS

Of the 5775 patients, 301 (5.2%) received RRT. The MAP/NEQ index showed a declining L-shaped relationship for RRT. After PSM, the adjusted OR per 100 mmHg/mcg/kg/min for RRT was 0.93(95% CI 0.88-0.98). The most influential factors for RRT were fluid balance, baseline creatinine, and the MAP/NEQ index. The threshold for the MAP/NEQ index predicting RRT was 161.7 mmHg/mcg/kg/min (specificity: 65.8%, sensitivity: 74.8%) with an area under the ROC curve of 75.9% (95% CI 73.1-78.8).

CONCLUSIONS

The MAP/NEQ index served as an alternative predictor of RRT necessity based on the NEQ for adult patients who received at least one vasopressor over 6 h within the first 24 h of intensive care unit(ICU) admission. Dynamic modulation of the MAP/NEQ index by the synergistic use of various low-dose vasopressors targeting urine output may be beneficial for exploring individualized optimization of MAP.

摘要

背景

本研究旨在评估休克患者入 ICU 后 24 小时内接受至少 6 小时血管加压素治疗的第 1 天内 MAP 与相应去甲肾上腺素等效剂量(NEQ)比值(MAP/NEQ)对随后肾脏替代治疗(RRT)需求的预测价值。

方法

使用医疗信息镜架 IV (MIMIC-IV)数据库识别患者。采用限制性立方样条曲线研究两者的关系,并采用倾向评分匹配(PSM)消除组间差异。采用逻辑回归计算比值比(OR)及其 95%置信区间(CI)。使用极端梯度增强(XGBoost)评估变量重要性,并生成受试者工作特征(ROC)曲线。

结果

在 5775 例患者中,有 301 例(5.2%)接受 RRT。MAP/NEQ 指数与 RRT 呈下降的 L 形关系。PSM 后,RRT 每增加 100mmHg/mcg/kg/min 的调整 OR 为 0.93(95%CI 0.88-0.98)。影响 RRT 的最重要因素是液体平衡、基线肌酐和 MAP/NEQ 指数。预测 RRT 的 MAP/NEQ 指数截断值为 161.7mmHg/mcg/kg/min(特异性:65.8%,敏感性:74.8%),ROC 曲线下面积为 75.9%(95%CI 73.1-78.8)。

结论

基于 NEQ,MAP/NEQ 指数可作为成人患者在 ICU 入住后 24 小时内接受至少 6 小时血管加压素治疗的 RRT 必要性的替代预测指标。通过协同使用各种针对尿量的低剂量血管加压素来动态调节 MAP/NEQ 指数,可能有助于探索 MAP 的个体化优化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/2f15c0643d6e/11255_2023_3908_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/827efa51ee33/11255_2023_3908_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/9e965b95d0b2/11255_2023_3908_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/e790c61c6707/11255_2023_3908_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/2f15c0643d6e/11255_2023_3908_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/827efa51ee33/11255_2023_3908_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/9e965b95d0b2/11255_2023_3908_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/e790c61c6707/11255_2023_3908_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0bb7/11090965/2f15c0643d6e/11255_2023_3908_Fig4_HTML.jpg

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