Preliminary application of the Sharesource connect data collection and analysis system in the management of continuous renal replacement therapy in the intensive care unit.

IF 4.7 2区 医学 Q1 CRITICAL CARE MEDICINE
Wensan Wu, Jianli Wang, Chen Chen, Junqi Feng, Shuyi Zhang, An Shi, Jing Zhang, Xinyi He, Jiangchen Peng, Mingli Zhu
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引用次数: 0

Abstract

Background: This study investigated the application of software-based data monitoring for quality control (QC) in continuous renal replacement therapy (CRRT) management.

Methods: This single-center pre-post intervention study, conducted in three ICUs of a tertiary hospital in Shanghai, compared outcomes before (Jan-Dec 2023) and after (Jan-Dec 2024) implementing the Sharesource Connect system. Data from 9 Prismaflex CRRT machines were collected retrospectively during 2023 and prospectively on a monthly basis during 2024. Alongside the software, a comprehensive quality improvement program: (1) multidisciplinary team collaboration; (2) data-driven QC; and (3) structured training. Primary outcomes-filter lifespan, downtime percentage, delivered/prescribed dose ratio, ultrafiltration volume, and vascular access alarms-were compared.

Results: A total of 798 filters from 514 patients (2023) and 717 filters from 492 patients (2024) were analyzed. Key quality metrics improved significantly following implementation (2024 vs. 2023): Filter lifespan increased significantly from 20.08 ± 4.12 h to 24.08 ± 4.27 h (P = 0.043), Kaplan-Meier analysis demonstrated improved filter survival (Log-Rank p < 0.001). Cumulative survival increased from 2023 to 2024 at key time points: 12 h (69.1%-87.2%, + 18.1%), 24 h (30.9%-34.6%, + 3.7%), and 36 h (5.6%-13.6%, + 8.0%), with consistent improvements observed. Downtime percentage decreased from 39 to 28% (P = 0.015), reducing non-effective treatment time by 11 percentage points. The delivered/prescribed dose ratio increased from 82 to 86% (P = 0.046). The mean delivered dose was 35.67 ± 4.01 mL/kg/h (prescribed: 41.33 ± 4.5 mL/kg/h). Ultrafiltration volume remained stable (3.13 ± 0.37 vs. 3.52 ± 0.44 L/treatment day, P = 0.058). There was no significant difference in vascular access alarms (3.39 ± 1.44 vs. 2.93 ± 0.73 events/day, P = 0.392).

Conclusion: The Sharesource Connect system could be used for the monitoring, collection, and analysis of CRRT data to assist in the QC management related to CRRT, so as to provide a software basis for further multi-center studies or random control trials on the intelligent management of critical patients undergoing CRRT.

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Sharesource connect数据采集分析系统在重症监护病房持续肾替代治疗管理中的初步应用。
背景:本研究探讨了基于软件的数据监测在持续肾替代治疗(CRRT)管理中的应用。方法:本研究在上海某三级医院的3个icu进行单中心干预前后研究,比较实施Sharesource Connect系统前(2023年1月- 12月)和实施后(2024年1月- 12月)的结果。2023年回顾性收集9台Prismaflex CRRT机器的数据,2024年每月前瞻性收集数据。除了软件之外,还有一个全面的质量改进方案:(1)多学科团队协作;(2)数据驱动QC;(3)结构化培训。主要结果——过滤器寿命、停机时间百分比、交付/处方剂量比、超滤体积和血管通路警报——进行了比较。结果:共分析514例患者(2023例)的798个过滤器和492例患者(2024例)的717个过滤器。关键质量指标在实施后显著改善(2024年vs. 2023年):过滤器寿命从20.08±4.12小时显著增加到24.08±4.27小时(P = 0.043), Kaplan-Meier分析显示过滤器存活率提高(Log-Rank P)。Sharesource Connect系统可用于CRRT数据的监测、采集和分析,辅助CRRT相关的QC管理,为进一步开展CRRT重症患者智能管理的多中心研究或随机对照试验提供软件基础。
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来源期刊
Journal of Intensive Care
Journal of Intensive Care Medicine-Critical Care and Intensive Care Medicine
CiteScore
11.90
自引率
1.40%
发文量
51
审稿时长
15 weeks
期刊介绍: "Journal of Intensive Care" is an open access journal dedicated to the comprehensive coverage of intensive care medicine, providing a platform for the latest research and clinical insights in this critical field. The journal covers a wide range of topics, including intensive and critical care, trauma and surgical intensive care, pediatric intensive care, acute and emergency medicine, perioperative medicine, resuscitation, infection control, and organ dysfunction. Recognizing the importance of cultural diversity in healthcare practices, "Journal of Intensive Care" also encourages submissions that explore and discuss the cultural aspects of intensive care, aiming to promote a more inclusive and culturally sensitive approach to patient care. By fostering a global exchange of knowledge and expertise, the journal contributes to the continuous improvement of intensive care practices worldwide.
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