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Machine Learning-Aided Decision-Making Model for the Discontinuation of Continuous Renal Replacement Therapy. 停止持续肾脏替代疗法的机器学习辅助决策模型。
IF 2.2 3区 医学 Q3 HEMATOLOGY Pub Date : 2024-01-01 Epub Date: 2024-06-12 DOI: 10.1159/000539787
Siyi Zhu, Jing Yan, Shijin Gong, Xue Feng, Gangmin Ning, Liang Xu

Introduction: Continuous renal replacement therapy (CRRT) is a primary form of renal support for patients with acute kidney injury in an intensive care unit. Making an accurate decision of discontinuation is crucial for the prognosis of patients. Previous research has mostly focused on the univariate and multivariate analysis of factors in CRRT, without the capacity to capture the complexity of the decision-making process. The present study thus developed a dynamic, interpretable decision model for CRRT discontinuation.

Method: The study adopted a cohort of 1,234 adult patients admitted to an intensive care unit in the MIMIC-IV database. We used the eXtreme Gradient Boosting (XGBoost) machine learning algorithm to construct dynamic discontinuation decision models across 4 time points. SHapley Additive exPlanation (SHAP) analysis was conducted to exhibit the contributions of individual features to the model output.

Result: Of the 1,234 included patients with CRRT, 596 (48.3%) successfully discontinued CRRT. The dynamic prediction by the XGBoost model produced an area under the curve of 0.848, with accuracy, sensitivity, and specificity of 0.782, 0.786, and 0.776, respectively. The performance of the XGBoost model was far superior to other test models. SHAP demonstrated that the features that contributed most to the model results were the Sequential Organ Failure Assessment score, serum lactate level, and 24-h urine output.

Conclusion: Dynamic decision models supported by machine learning are capable of dealing with complex factors in CRRT and effectively predicting the outcome of discontinuation.

背景:持续肾脏替代疗法(CRRT)是重症监护病房急性肾损伤患者的主要肾脏支持方式。准确决定是否停止治疗对患者的预后至关重要。以往的研究大多集中于对 CRRT 中各种因素的单变量和多变量分析,无法捕捉决策过程的复杂性。因此,本研究开发了一个动态的、可解释的 CRRT 中止决策模型:研究采用了 MIMIC-IV 数据库中重症监护室收治的 1234 名成年患者。我们使用极端梯度提升(XGBoost)机器学习算法构建了四个时间点的动态停药决策模型。我们进行了夏普利加性解释(SHAP)分析,以显示单个特征对模型输出的贡献:在纳入的 1234 名 CRRT 患者中,有 596 人(48.3%)成功中止了 CRRT。XGBoost 模型的动态预测曲线下面积为 0.848,准确性、灵敏度和特异性分别为 0.782、0.786 和 0.776。因此,XGBoost 模型远远优于其他测试模型。SHAP表明,对模型结果贡献最大的特征是序贯器官衰竭评估评分、血清乳酸水平和24小时尿量:由机器学习支持的动态决策模型能够处理 CRRT 中的复杂因素,并有效预测停药结果。
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引用次数: 0
Comment on "Evaluating ChatGPT's Accuracy in Responding to Patient Education Questions on Acute Kidney Injury and Continuous Renal Replacement Therapy". 就 "评估 ChatGPT 在回答有关急性肾损伤和持续肾脏替代疗法的患者教育问题时的准确性 "发表评论。
IF 2.2 3区 医学 Q3 HEMATOLOGY Pub Date : 2024-01-01 Epub Date: 2024-07-19 DOI: 10.1159/000540403
Hinpetch Daungsupawong, Viroj Wiwanitkit
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引用次数: 0
The Effects of Early-Phase, Low- or Standard-Intensity Continuous Renal Replacement Therapy on Acid-Base Control and Clinical Outcomes: An Observational Study. 早期、低强度或标准强度持续肾脏替代疗法对酸碱控制和临床结果的影响:一项观察性研究。
IF 2.2 3区 医学 Q3 HEMATOLOGY Pub Date : 2024-01-01 Epub Date: 2024-06-14 DOI: 10.1159/000539810
Kosuke Yagi, Tomoko Fujii, Akira Kageyama, Toshishige Takagi, Junpei Ikeda, Shoichi Uezono

Introduction: The Kidney Disease Improving Global Outcomes (KDIGO) clinical practice guideline recommends administering an effluent volume of 20-25 mL/kg/h during continuous renal replacement therapy (CRRT) for acute kidney injury. Recent evidence on CRRT initiation showed that less intervention might be beneficial for renal recovery. This study aimed to explore the association between early-phase low CRRT intensity and acid-base balance corrections and clinical outcomes.

Methods: This was a single-centre, retrospective, observational study at a tertiary intensive care unit (ICU) in Japan. All adult patients requiring CRRT in the ICU were included. Eligible patients were classified into the Low group (dialysate flow rate [QD] 10.0-19.9 mL/kg/h) and the Standard group (QD ≥20 mL/kg/h) by the intensity of CRRT at the beginning. The primary outcomes were acid-base parameters 6 h after CRRT initiation. We used an inverse probability of treatment weighting analysis to estimate the association between the intensity group and the outcomes.

Results: Overall, 194 patients were classified into the Low group (n = 144) and the Standard group (n = 50). The Standard group presented with more severe acid-base disturbances, including lower pH and base excess (BE) at baseline. At 6 h after CRRT initiation, pH, BE, and strong ion difference values were comparable, even after adjusting for baseline severity. Despite the efficient correction, no evident differences were observed in clinical outcomes between the two groups.

Conclusions: The initial standard intensity appeared to be efficient in correcting acid-base imbalance at the early phase of CRRT; however, further studies are needed to assess the impact on clinical outcomes.

导言:KDIGO 临床实践指南建议,在急性肾损伤(AKI)的持续肾脏替代治疗(CRRT)期间,每小时给药量为 20-25 mL/kg。最近有关 CRRT 启动的证据显示,减少干预可能有利于肾脏恢复。本研究旨在探讨早期低强度 CRRT 与酸碱平衡纠正和临床结果之间的关系:这是一项在日本一家三级重症监护病房进行的单中心、回顾性、观察性研究。所有需要在重症监护室接受 CRRT 治疗的成年患者均被纳入研究范围。根据开始时 CRRT 的强度,将符合条件的患者分为低组(透析液流速,QD 10.0-19.9 mL/kg/h)和标准组(QD ≥ 20 mL/kg/h)。主要结果是开始 CRRT 6 小时后酸碱参数的变化。我们使用治疗加权反概率分析来估计强度组与结果之间的关联:总体而言,194 名患者被分为低强度组(144 人)和标准强度组(50 人)。标准组患者的酸碱紊乱更为严重,包括基线 pH 值和 BE 值较低。在启动 CRRT 6 小时后,pH 值、BE 值和 SID 值相当,即使在调整基线严重程度后也是如此。尽管进行了有效校正,但两组患者的临床结果并无明显差异:结论:初始标准强度似乎能在 CRRT 的早期阶段有效纠正酸碱失衡;但是,还需要进一步的研究来评估其对临床结果的影响。
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引用次数: 0
A Comparison of the Anticoagulation Efficacy and Safety of Epoprostenol to Heparin and Citrate in Children Receiving Continuous Renal Replacement Therapy. 在接受持续肾脏替代疗法的儿童中,比较表前列醇与肝素和枸橼酸盐的抗凝效果和安全性。
IF 2.2 3区 医学 Q3 HEMATOLOGY Pub Date : 2024-01-01 Epub Date: 2024-07-18 DOI: 10.1159/000540302
Esha Sondhi, Martha Stewart, Jenna Harper, Leslie Konyk, Coleen McSteen, Kelli L Crowley, Nahmah Kim-Campbell, Anthony Fabio, Dana Y Fuhrman

Introduction: Anticoagulants are used in continuous renal replacement therapy (CRRT) to prolong filter life. There are no prior investigations directly comparing epoprostenol to more commonly used forms of anticoagulation in children. Therefore, the primary aim of this study was to assess the efficacy and safety of epoprostenol as compared to heparin and citrate anticoagulation in a pediatric cohort.

Methods: We performed a retrospective analysis of all patients <18 years of age admitted to an academic quaternary care children's hospital from 2017-2022 who received epoprostenol, heparin, or citrate exclusively for CRRT anticoagulation. Efficacy was evaluated by comparing the hours to the first unintended filter change and the ratio of filters used to CRRT days. Safety was assessed by evaluating changes in platelet count and vasoactive-ionotropic score (VIS).

Results: Of 101 patients, 44 received epoprostenol (43.6%), 38 received heparin (37.6%), and 19 received citrate (18.8%). The first filter change was more commonly planned in patients receiving anticoagulation with epoprostenol (43%) as compared to citrate (11%) or heparin (29%) (p = 0.034). Of those patients where the first filter change was unintended (n = 33), there were greater median hours until the filter was replaced in those receiving epoprostenol (29) when compared to citrate (21) (p = 0.002) or heparin (18) (p = 0.003). There was a smaller median ratio of filters used to days on therapy in the patients that received epoprostenol (0.53) when compared to citrate (1) (p = 0.003) or heparin (0.75) (p = 0.001). For those receiving epoprostenol, there was no significant decrease in platelet count when comparing values prior to CRRT initiation through 7 days of therapy. There was no significant difference in VIS when comparing values prior to CRRT initiation through the first 2 days of CRRT.

Conclusions: Epoprostenol-based anticoagulation is effective when compared to other anticoagulation strategies used in pediatric CRRT with a favorable side effect profile.

导言:抗凝剂用于持续肾脏替代疗法(CRRT),以延长滤器寿命。目前还没有研究将依前列醇与更常用的儿童抗凝剂进行直接比较。因此,本研究的主要目的是在儿科人群中评估依前列醇与肝素和枸橼酸抗凝相比的疗效和安全性:我们对2017-2022年在一家学术性四级护理儿童医院住院的所有<18岁患者进行了回顾性分析,这些患者仅接受了依前列醇、肝素或枸橼酸盐的CRRT抗凝治疗。疗效通过比较首次意外更换滤器的时间和滤器使用量与CRRT天数的比率进行评估。安全性通过评估血小板计数和血管活性-肌电位评分(VIS)的变化进行评估:在 101 名患者中,44 人接受了表前列醇治疗(43.6%),38 人接受了肝素治疗(37.6%),19 人接受了枸橼酸盐治疗(18.8%)。与枸橼酸盐(11%)或肝素(29%)相比,接受依前列醇(43%)抗凝治疗的患者更常计划首次更换过滤器(P=0.034)。在首次无意更换过滤器的患者中(人数=33),与枸橼酸盐(21)(P=0.002)或肝素(18)(P=0.003)相比,接受环前列醇(29)的患者更换过滤器的中位时间更长。与枸橼酸盐(1)(p=0.003)或肝素(0.75)(p=0.001)相比,接受环前列醇治疗的患者所用滤器与治疗天数的中位比率(0.53)更小。对于接受环前列醇治疗的患者,如果比较开始 CRRT 治疗前至治疗 7 天的数值,血小板计数没有显著下降。如果比较 CRRT 开始前到 CRRT 开始后 2 天的数值,VIS 没有明显差异:结论:与儿科 CRRT 中使用的其他抗凝策略相比,以表前列醇为基础的抗凝治疗是有效的,而且副作用小。
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引用次数: 0
Neutrophil Gelatinase-Associated Lipocalin in Peritoneal Dialysis-Related Peritonitis: Correlation with White Blood Cells over Time and a Possible Role as the Outcome Predictor. pd相关性腹膜炎的NGAL:与WBC随时间的相关性以及作为预后预测因子的可能作用
IF 3 3区 医学 Q1 Medicine Pub Date : 2024-01-01 Epub Date: 2023-11-22 DOI: 10.1159/000535300
Grazia Maria Virzi, Maria Mattiotti, Sabrina Milan Manani, Maddalena Gnappi, Ilaria Tantillo, Valentina Corradi, Massimo De Cal, Anna Giuliani, Mariarosa Carta, Davide Giavarina, Claudio Ronco, Monica Zanella

Introduction: The present study aimed to monitor peritoneal neutrophil gelatinase-associated lipocalin (pNGAL) during peritonitis episodes and to enhance its diagnostic value by evaluating pNGAL at scheduled times in parallel with white blood cell (WBC) count. In addition, we investigated possible correlations between pNGAL and the etiology of peritonitis, evaluating it as a possible marker of the clinical outcome.

Methods: Twenty-two patients with peritoneal dialysis (PD)-related peritonitis were enrolled. Peritonitis was divided into Gram-positive, Gram-negative, polymicrobial, and sterile. WBC count and neutrophil gelatinase-associated lipocalin (NGAL) in PD effluent were measured at different times (days 0, 1, 5, 10, 15, and/or 20 and 10 days after antibiotic therapy discontinuation). NGAL was measured by standard quantitative laboratory-based immunoassay and by colorimetric NGAL dipstick (NGALds) (dipstick test).

Results: We found strong correlations between peritoneal WBC, laboratory-based NGAL, and NGALds values, both overall and separated at each time point. On day 1, we observed no significant difference in WBC, both NGALds (p = 0.3, 0.9, and 0.2) between Gram-positive, Gram-negative, polymicrobial, and sterile peritonitis. No significant difference has been found between de novo versus relapsing peritonitis for all markers (p > 0.05). We observed a parallel decrease of WBC and both NGAL in patients with favorable outcomes. WBC count and both pNGAL resulted higher in patients with negative outcomes (defined as relapsing peritonitis, peritonitis-associated catheter removal, peritonitis-associated hemodialysis transfer, peritonitis-associated death) at day 10 (p = 0.04, p = 0.03, and p = 0.05, respectively) and day 15 (p = 0.01, p = 0.04, and tendency for p = 0.005). There was a tendency toward higher levels of WBC and NGAL in patients with a negative outcome at day 5. No significant difference in all parameters was proven at day 1 (p = 0.3, p = 0.9, p = 0.2) between groups.

Conclusion: This study confirms pNGAL as a valid and reliable biomarker for the diagnosis of PD-peritonitis and its monitoring. Its trend is parallel to WBC count during peritonitis episodes, in particular, patients with unfavorable outcomes.

本研究旨在监测腹膜炎发作时的pNGAL,并通过与白细胞计数并行的定时评估pNGAL来提高其诊断价值。此外,我们研究了pNGAL与腹膜炎病因之间可能的相关性,评估其作为临床结果的可能标志。方法选取pd相关性腹膜炎患者22例。腹膜炎分为革兰氏阳性、革兰氏阴性、多微生物性和无菌性。在不同时间(停药后第0、1、5、10、15和/或20天,以及停药后10天)测定腹膜透析出水WBC计数和NGAL。采用标准定量实验室免疫分析法和比色法NGALds(试纸试验)测定NGALds。结果我们发现腹膜WBC、实验室NGAL和NGALds值在总体和每个时间点都有很强的相关性。在第1天,我们观察到革兰氏阳性、革兰氏阴性、多微生物和无菌腹膜炎的WBC、NGALds均无显著差异(p=0.3、0.9和0.2)。在所有指标上,新生腹膜炎与复发性腹膜炎无显著差异(p>0.05)。我们观察到,在预后良好的患者中,WBC和NGAL均有平行下降。第10天,阴性结局(定义为复发性腹膜炎、腹膜炎相关性导管拔除、腹膜炎相关性HD转移、腹膜炎相关性死亡)患者的WBC计数和腹膜NGAL均升高(p=0.04, p=0.03和p=0.05);(p=0.01, p=0.04,趋势p=0.005)。在第5天出现阴性结果的患者中,WBC和NGAL水平有升高的趋势。第1天各组间各项指标均无显著差异(p=0.3, p=0.9, p=0.2)。结论腹膜NGAL可作为pd -腹膜炎诊断和监测的有效、可靠的生物标志物。其趋势与腹膜炎发作时的白细胞计数平行,特别是在预后不良的患者中。
{"title":"Neutrophil Gelatinase-Associated Lipocalin in Peritoneal Dialysis-Related Peritonitis: Correlation with White Blood Cells over Time and a Possible Role as the Outcome Predictor.","authors":"Grazia Maria Virzi, Maria Mattiotti, Sabrina Milan Manani, Maddalena Gnappi, Ilaria Tantillo, Valentina Corradi, Massimo De Cal, Anna Giuliani, Mariarosa Carta, Davide Giavarina, Claudio Ronco, Monica Zanella","doi":"10.1159/000535300","DOIUrl":"10.1159/000535300","url":null,"abstract":"<p><strong>Introduction: </strong>The present study aimed to monitor peritoneal neutrophil gelatinase-associated lipocalin (pNGAL) during peritonitis episodes and to enhance its diagnostic value by evaluating pNGAL at scheduled times in parallel with white blood cell (WBC) count. In addition, we investigated possible correlations between pNGAL and the etiology of peritonitis, evaluating it as a possible marker of the clinical outcome.</p><p><strong>Methods: </strong>Twenty-two patients with peritoneal dialysis (PD)-related peritonitis were enrolled. Peritonitis was divided into Gram-positive, Gram-negative, polymicrobial, and sterile. WBC count and neutrophil gelatinase-associated lipocalin (NGAL) in PD effluent were measured at different times (days 0, 1, 5, 10, 15, and/or 20 and 10 days after antibiotic therapy discontinuation). NGAL was measured by standard quantitative laboratory-based immunoassay and by colorimetric NGAL dipstick (NGALds) (dipstick test).</p><p><strong>Results: </strong>We found strong correlations between peritoneal WBC, laboratory-based NGAL, and NGALds values, both overall and separated at each time point. On day 1, we observed no significant difference in WBC, both NGALds (p = 0.3, 0.9, and 0.2) between Gram-positive, Gram-negative, polymicrobial, and sterile peritonitis. No significant difference has been found between de novo versus relapsing peritonitis for all markers (p &gt; 0.05). We observed a parallel decrease of WBC and both NGAL in patients with favorable outcomes. WBC count and both pNGAL resulted higher in patients with negative outcomes (defined as relapsing peritonitis, peritonitis-associated catheter removal, peritonitis-associated hemodialysis transfer, peritonitis-associated death) at day 10 (p = 0.04, p = 0.03, and p = 0.05, respectively) and day 15 (p = 0.01, p = 0.04, and tendency for p = 0.005). There was a tendency toward higher levels of WBC and NGAL in patients with a negative outcome at day 5. No significant difference in all parameters was proven at day 1 (p = 0.3, p = 0.9, p = 0.2) between groups.</p><p><strong>Conclusion: </strong>This study confirms pNGAL as a valid and reliable biomarker for the diagnosis of PD-peritonitis and its monitoring. Its trend is parallel to WBC count during peritonitis episodes, in particular, patients with unfavorable outcomes.</p>","PeriodicalId":8953,"journal":{"name":"Blood Purification","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10997251/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138294496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Mechanical Vibration on Kinetics of Solute Adsorption. 机械振动对溶质吸附动力学的影响。
IF 3 3区 医学 Q1 Medicine Pub Date : 2024-01-01 Epub Date: 2024-01-27 DOI: 10.1159/000536412
Gonzalo Ramírez-Guerrero, Thiago Reis, Anna Lorenzin, Matteo Marcello, Massimo de Cal, Monica Zanella, Claudio Ronco

Introduction: Hemadsorption with new sorbent cartridges is an emerging extracorporeal blood purification technique. Flow distribution inside the sorbent is one of the main issues concerning the device's performance and optimal sorbent utilization. In this experiment, we aimed to investigate the efficacy of vibration during adsorption by measuring the removal of vancomycin.

Methods: In this experimental study, 1,000 mL of saline with 10 g of vancomycin was circulated in a closed circuit (set flow of 250 mL/min) simulating a hemadsorption blood run using HA380 minimodule cartridge containing 75 g of wet resin. This vibration model was implemented with a damping head device installed in front of the adsorption cartridge during the experiment. The kinetics of the vancomycin were assessed by removal ratio over 120 min.

Results: We found no difference between the two models. Adsorption with and without vibration did not differ significantly for partial reduction ratios, overall amount of adsorbed molecule, or adsorption kinetics.

Conclusion: The current design and structure of the minimodule cartridge demonstrated no difference in small-middle solute removal. Further improvement with the addition of mechanical vibration to the device was not observed.

引言 使用新型吸附剂盒进行血液吸附是一种新兴的体外血液净化技术。吸附剂内部的流量分布是影响设备性能和吸附剂最佳利用率的主要问题之一。在本实验中,我们旨在通过测量万古霉素的去除率来研究振动在吸附过程中的功效。方法 在这项实验研究中,1,000 毫升含有 10 克万古霉素的生理盐水在闭合回路中循环(设定流量为 250 毫升/分钟),模拟使用含有 75 克湿树脂的 HA380 微型模块滤芯进行血液吸附的过程。在实验过程中,在吸附筒前安装了一个阻尼头装置,从而实现了这一振动模型。通过 120 分钟的去除率来评估万古霉素的动力学。结果 我们发现两种模型之间没有区别。有振动吸附和无振动吸附在部分还原率、吸附分子总量和吸附动力学方面没有明显差异。结论 目前最小模块滤芯的设计和结构在去除中小型溶质方面没有差别。在装置中加入机械振动后,也没有观察到进一步的改进。
{"title":"Effect of Mechanical Vibration on Kinetics of Solute Adsorption.","authors":"Gonzalo Ramírez-Guerrero, Thiago Reis, Anna Lorenzin, Matteo Marcello, Massimo de Cal, Monica Zanella, Claudio Ronco","doi":"10.1159/000536412","DOIUrl":"10.1159/000536412","url":null,"abstract":"<p><strong>Introduction: </strong>Hemadsorption with new sorbent cartridges is an emerging extracorporeal blood purification technique. Flow distribution inside the sorbent is one of the main issues concerning the device's performance and optimal sorbent utilization. In this experiment, we aimed to investigate the efficacy of vibration during adsorption by measuring the removal of vancomycin.</p><p><strong>Methods: </strong>In this experimental study, 1,000 mL of saline with 10 g of vancomycin was circulated in a closed circuit (set flow of 250 mL/min) simulating a hemadsorption blood run using HA380 minimodule cartridge containing 75 g of wet resin. This vibration model was implemented with a damping head device installed in front of the adsorption cartridge during the experiment. The kinetics of the vancomycin were assessed by removal ratio over 120 min.</p><p><strong>Results: </strong>We found no difference between the two models. Adsorption with and without vibration did not differ significantly for partial reduction ratios, overall amount of adsorbed molecule, or adsorption kinetics.</p><p><strong>Conclusion: </strong>The current design and structure of the minimodule cartridge demonstrated no difference in small-middle solute removal. Further improvement with the addition of mechanical vibration to the device was not observed.</p>","PeriodicalId":8953,"journal":{"name":"Blood Purification","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139569251","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early Net Ultrafiltration during Continuous Renal Replacement Therapy: Impact of Admission Diagnosis and Association with Mortality. 持续肾替代治疗期间早期净超滤:入院诊断的影响及其与死亡率的关系。
IF 3 3区 医学 Q1 Medicine Pub Date : 2024-01-01 Epub Date: 2023-11-22 DOI: 10.1159/000535315
Benjamin Sansom, Andrew Udy, Jeffrey Presneill, Rinaldo Bellomo

Introduction: Continuous renal replacement therapy (CRRT) is common in the intensive care unit (ICU) but a high net ultrafiltration rate (UFNET) calculated with daily data may increase mortality. We aimed to study early UFNET practice using minute-by-minute CRRT machine recordings and to assess its association with admission diagnosis and mortality.

Methods: We studied CRRT treatments in three adult ICUs over 7 years. We calculated early UFNET rates minute-by-minute and categorized UFNET into tertiles of mean UFNET in the first 72 h and admission diagnosis. We applied Cox-proportional hazards modelling with censoring of patients who died within 72 h.

Results: We studied 1,218 patients, 154,712 h, and 9,282,729 min of CRRT (5,702 circuits). Mean early UFNET was 1.52 (1.46-1.57) mL/kg/h. Early UFNET tertiles were similar to, but somewhat higher than, previously reported values at 0.00-1.20 mL/kg/h, 1.21-1.93 mL/kg/h, and >1.93 mL/kg/h. UFNET values were similar whether evaluated at 24 or 72 h or for the entire duration of CRRT. There was, however, significant variation in UFNET practice by admission diagnosis: higher in respiratory diseases (pneumonia p = 0.01, other p < 0.0001) and cardiovascular disease (p = 0.005) but lower in cardiothoracic surgery (p = 0.04), renal (p = 0.0003) and toxicology-associated diagnoses (p = 0.01). Higher UFNET was associated with an increased hazard of death, HR 1.24 (1.13-1.37), independent of admission diagnosis, weight, age, sex, presence of end-stage kidney disease, and severity of illness.

Conclusion: Early UFNET practice varies significantly by admission diagnosis. Higher early UFNET is independently associated with mortality. Impacts of UFNET on mortality may vary by admission diagnosis. Further work is required to elucidate the nature and mechanisms responsible for this association.

持续肾替代治疗(CRRT)在重症监护室(ICU)很常见,但每日数据计算的高净超滤率(UFNET)可能会增加死亡率。我们的目的是通过每分钟的CRRT机器记录来研究早期的UFNET实践,并评估其与入院诊断和死亡率的关系。方法:我们研究了3例成人icu患者7年以上的CRRT治疗。我们逐分钟计算早期UFNET发生率,并将UFNET分为前72小时和入院诊断期间平均UFNET的分位数。我们应用cox比例风险模型,对72小时内死亡的患者进行筛选。结果:我们研究了1218例患者;154,712小时9,282,729分钟(5,702个线路)。早期平均UFNET为1.52 (1.46 ~ 1.57)mL/kg/hr。早期unet tertiles与先前报道的值相似,分别为0.00-1.20 mL/kg/hr, 1.21 - 1.93mL/kg/hr和>1.93mL/kg/hr。无论在24小时或72小时或整个CRRT期间评估UFNET值都相似。然而,住院诊断的UFNET实践存在显著差异:呼吸系统疾病(肺炎P=0.01,其他P=0.01)发生率较高。结论:早期UFNET实践反映了已知因素,但入院诊断差异显著。较高的早期UFNET与死亡率独立相关。unet对死亡率的影响可能因入院诊断而异。需要进一步的工作来阐明这种关联的性质和机制。
{"title":"Early Net Ultrafiltration during Continuous Renal Replacement Therapy: Impact of Admission Diagnosis and Association with Mortality.","authors":"Benjamin Sansom, Andrew Udy, Jeffrey Presneill, Rinaldo Bellomo","doi":"10.1159/000535315","DOIUrl":"10.1159/000535315","url":null,"abstract":"<p><strong>Introduction: </strong>Continuous renal replacement therapy (CRRT) is common in the intensive care unit (ICU) but a high net ultrafiltration rate (UFNET) calculated with daily data may increase mortality. We aimed to study early UFNET practice using minute-by-minute CRRT machine recordings and to assess its association with admission diagnosis and mortality.</p><p><strong>Methods: </strong>We studied CRRT treatments in three adult ICUs over 7 years. We calculated early UFNET rates minute-by-minute and categorized UFNET into tertiles of mean UFNET in the first 72 h and admission diagnosis. We applied Cox-proportional hazards modelling with censoring of patients who died within 72 h.</p><p><strong>Results: </strong>We studied 1,218 patients, 154,712 h, and 9,282,729 min of CRRT (5,702 circuits). Mean early UFNET was 1.52 (1.46-1.57) mL/kg/h. Early UFNET tertiles were similar to, but somewhat higher than, previously reported values at 0.00-1.20 mL/kg/h, 1.21-1.93 mL/kg/h, and &gt;1.93 mL/kg/h. UFNET values were similar whether evaluated at 24 or 72 h or for the entire duration of CRRT. There was, however, significant variation in UFNET practice by admission diagnosis: higher in respiratory diseases (pneumonia p = 0.01, other p &lt; 0.0001) and cardiovascular disease (p = 0.005) but lower in cardiothoracic surgery (p = 0.04), renal (p = 0.0003) and toxicology-associated diagnoses (p = 0.01). Higher UFNET was associated with an increased hazard of death, HR 1.24 (1.13-1.37), independent of admission diagnosis, weight, age, sex, presence of end-stage kidney disease, and severity of illness.</p><p><strong>Conclusion: </strong>Early UFNET practice varies significantly by admission diagnosis. Higher early UFNET is independently associated with mortality. Impacts of UFNET on mortality may vary by admission diagnosis. Further work is required to elucidate the nature and mechanisms responsible for this association.</p>","PeriodicalId":8953,"journal":{"name":"Blood Purification","volume":null,"pages":null},"PeriodicalIF":3.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10911164/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138294495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association between Serum Magnesium Levels and Risk of Acute Kidney Injury in Patients with Traumatic Brain Injury: A Retrospective Cohort Study from the MIMIC-IV Database. 脑外伤患者血清镁水平与急性肾损伤风险之间的关系:来自 MIMIC-Ⅳ 数据库的一项回顾性队列研究。
IF 2.2 3区 医学 Q3 HEMATOLOGY Pub Date : 2024-01-01 Epub Date: 2024-06-05 DOI: 10.1159/000539507
Jinbang Ma, Xiumin Li, Xinzhi Wang, Zhenxue Xin, Chuangang Wang

Introduction: The occurrence of acute kidney injury (AKI) is associated with a higher risk of mortality in patients with traumatic brain injury (TBI). This study aimed to explore the relationship between serum magnesium levels and the risk of AKI in patients with TBI.

Methods: Patients with TBI were identified from the Medical Information Mart Intensive Care IV (MIMIC-IV) 2008-2019. The relationship between serum magnesium levels at admission and magnesium coefficient of variation (CV) during hospitalization and the risk of AKI was analyzed using multivariable logistic regression analysis and expressed as odds ratio (OR) and 95% confidence interval (CI). Subgroup analyses were performed according to Glasgow Coma Scale (GCS) score (<14, ≥14), sepsis (no, yes), and estimated glomerular filtration rate (eGFR; <60, ≥60).

Results: Of the 991 patients included, 140 (14.13%) developed AKI during hospitalization. Patients with magnesium levels ≤1.7 mg/dL (tertile 1) (OR = 1.68, 95% CI: 1.01-2.81) were associated with a higher risk of AKI compared to those with magnesium levels of 1.7-2.0 mg/dL (tertile 2), but no association was found in those with magnesium levels >2.0 mg/dL (tertile 3) (p = 0.479). For magnesium CV, patients with magnesium CV >10% (tertile 3) (OR = 2.26, 95% CI: 1.16-4.41) were linked to an increased risk of AKI compared to those with magnesium CV ≤4% (tertile 1), but there may be a slight association between magnesium CV of 4%-10% (tertile 2) and AKI risk (OR = 1.86, 95% CI: 0.99-3.48; p = 0.053). Subgroup analyses showed that lower magnesium levels (≤1.7 mg/dL) or greater magnesium CV (>10%) were associated with a higher risk of AKI only in patients with a GCS score ≥14, non-sepsis, or eGFR ≥60 mL/min/1.73 m2 (p < 0.05).

Conclusion: Lower serum magnesium levels at admission or greater magnesium CV during hospitalization were associated with a higher risk of AKI in patients with TBI.

导言:急性肾损伤(AKI)的发生与创伤性脑损伤(TBI)患者较高的死亡风险有关。本研究旨在探讨 TBI 患者血清镁水平与急性肾损伤风险之间的关系:方法:从 2008-2019 年医疗信息市场重症监护Ⅳ(MIMIC-Ⅳ)中识别出创伤性脑损伤患者。采用多变量逻辑回归分析法分析入院时血清镁水平和住院期间镁变异系数(CV)与 AKI 风险之间的关系,并以几率比(OR)和 95% 置信区间(CI)表示。根据格拉斯哥昏迷量表(GCS)评分(<14, ≥14)、败血症(无,有)和估计肾小球滤过率(eGFR; <60,≥60)进行亚组分析:在纳入的 991 例患者中,有 140 例(14.13%)在住院期间发生了 AKI。与镁水平为 1.7-2.0 mg/dL (三等分位数 2)的患者相比,镁水平≤1.7 mg/dL (三等分位数 1)的患者发生 AKI 的风险更高(OR=1.68,95%CI:1.01-2.81),但与镁水平为 >2.0 mg/dL (三等分位数 3)的患者没有相关性(P=0.479)。就镁CV而言,与镁CV≤4%(三分层1)的患者相比,镁CV>10%(三分层3)(OR=2.26,95%CI:1.16-4.41)的患者发生AKI的风险增加,但镁CV为4%-10%(三分层2)的患者发生AKI的风险可能略有关联(OR=1.86,95%CI:0.99-3.48;P=0.053)。亚组分析显示,只有在 GCS 评分≥14 分、无败血症或 eGFR ≥60 mL/min/per1.73m2 的患者中,较低的镁水平(≤1.7 mg/dL)或较大的镁 CV(>10%)与较高的 AKI 风险相关(P<0.05):结论:入院时血清镁水平较低或住院期间镁CV较高与创伤性脑损伤患者发生AKI的风险较高有关。
{"title":"Association between Serum Magnesium Levels and Risk of Acute Kidney Injury in Patients with Traumatic Brain Injury: A Retrospective Cohort Study from the MIMIC-IV Database.","authors":"Jinbang Ma, Xiumin Li, Xinzhi Wang, Zhenxue Xin, Chuangang Wang","doi":"10.1159/000539507","DOIUrl":"10.1159/000539507","url":null,"abstract":"<p><strong>Introduction: </strong>The occurrence of acute kidney injury (AKI) is associated with a higher risk of mortality in patients with traumatic brain injury (TBI). This study aimed to explore the relationship between serum magnesium levels and the risk of AKI in patients with TBI.</p><p><strong>Methods: </strong>Patients with TBI were identified from the Medical Information Mart Intensive Care IV (MIMIC-IV) 2008-2019. The relationship between serum magnesium levels at admission and magnesium coefficient of variation (CV) during hospitalization and the risk of AKI was analyzed using multivariable logistic regression analysis and expressed as odds ratio (OR) and 95% confidence interval (CI). Subgroup analyses were performed according to Glasgow Coma Scale (GCS) score (&lt;14, ≥14), sepsis (no, yes), and estimated glomerular filtration rate (eGFR; &lt;60, ≥60).</p><p><strong>Results: </strong>Of the 991 patients included, 140 (14.13%) developed AKI during hospitalization. Patients with magnesium levels ≤1.7 mg/dL (tertile 1) (OR = 1.68, 95% CI: 1.01-2.81) were associated with a higher risk of AKI compared to those with magnesium levels of 1.7-2.0 mg/dL (tertile 2), but no association was found in those with magnesium levels &gt;2.0 mg/dL (tertile 3) (p = 0.479). For magnesium CV, patients with magnesium CV &gt;10% (tertile 3) (OR = 2.26, 95% CI: 1.16-4.41) were linked to an increased risk of AKI compared to those with magnesium CV ≤4% (tertile 1), but there may be a slight association between magnesium CV of 4%-10% (tertile 2) and AKI risk (OR = 1.86, 95% CI: 0.99-3.48; p = 0.053). Subgroup analyses showed that lower magnesium levels (≤1.7 mg/dL) or greater magnesium CV (&gt;10%) were associated with a higher risk of AKI only in patients with a GCS score ≥14, non-sepsis, or eGFR ≥60 mL/min/1.73 m2 (p &lt; 0.05).</p><p><strong>Conclusion: </strong>Lower serum magnesium levels at admission or greater magnesium CV during hospitalization were associated with a higher risk of AKI in patients with TBI.</p>","PeriodicalId":8953,"journal":{"name":"Blood Purification","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141260502","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Critically Ill Patients with COVID-19 Pneumonia Requiring Continuous Renal Replacement Therapy with oXiris® Membrane in a Third-Level Hospital in Northeast Mexico. 在墨西哥东北部一家三级医院使用奥希瑞斯膜进行替代治疗的 19 型肺炎重症患者需要持续使用奥希瑞斯膜进行肾脏替代治疗。
IF 2.2 3区 医学 Q3 HEMATOLOGY Pub Date : 2024-01-01 Epub Date: 2024-06-27 DOI: 10.1159/000539481
Paola Borbolla-Flores, Luz Yareli Villegas-Gutiérrez, Bruno Maximiliano Samaniego-Segovia, Francisco Javier Torres-Quintanilla, Juan Pablo Gómez-Villarreal, Ricardo Abraham Garza-Treviño, Lilia María Rizo-Topete

Introduction: The coronavirus disease 2019 (COVID-19) pandemic represented a global public health problem with devastating consequences that have challenged conventional medical treatments. Continuous renal replacement therapy (CRRT), based on a spectrum of modalities and dialysis membranes, can modify cytokine storms, and improve the clearance of inflammatory factors. As severe COVID-19 can lead to acute kidney injury (AKI) requiring RRT, most patients require more than one extracorporeal organ support at this point. This is due to complications that lead to organ dysfunction. The aim of our study was to assess renal recovery and survival while use of the oXiris membrane, as well as a decrease in vasopressors and hemodynamic parameters.

Methods: This was a retrospective, observational study. The population included adult patients (aged >18 years) with a real-time PCR COVID-19 positive test, admitted to the intensive care unit (ICU) with AKI KDIGO 3, which required CRRT, in a hospital in northern Mexico. The primary outcomes were renal recovery and survival, and the secondary outcomes were a decrease in the vasopressor requirements and changes in the hemodynamic parameters.

Results: Thirteen patients were included from January 2020 to August 2021, all of whom met the inclusion criteria. oXiris, an AN69-modified membrane, was used for blood purification and cytokine storm control in all the patients. The primary outcome, renal recovery, and survival were observed in 23% of the patients. The secondary outcome was a decrease of 12% in the use of noradrenaline in the first 24 h of CRRT initiation with oXiris, in addition to a decrease in creatinine and C-reactive protein levels in all patients.

Discussion: The use of the oXiris membrane in patients with severe COVID-19 improved hemodynamic parameters, with 23% of the patients achieving renal recovery. The decrease on the requirement of vasopressors in the overall patients in the first 24 h of CRRT with oXiris was achieved. The mean decrease was of 12%, accompanied by a decrease in inflammatory markers. There is literature on the benefit of CRRT with a modified AN69 membrane in Mexico; however, studies in this regard are scarce, and our research provides valuable information on our experience in this field.

2019年冠状病毒病(COVID-19)大流行是一个全球性公共卫生问题,造成了毁灭性后果。持续肾脏替代疗法(CRRT)可以改变细胞因子风暴,改善炎症因子的清除。严重的 COVID-19 可导致急性肾损伤(AKI),需要进行 RRT。这是因为并发症会导致器官功能障碍。我们研究的目的是评估使用 oXiris 膜时的肾功能恢复和存活率,以及血管加压药和血液动力学参数的下降情况。这是一项回顾性观察研究。研究对象包括墨西哥北部一家医院因急性肾损伤 KDIGO 3 而入住重症监护室(ICU)并需要进行 CRRT 的实时 PCR COVID-19 检测呈阳性的成年患者。主要结果是肾功能恢复和存活,次要结果是血管加压剂需求的减少和血液动力学参数的变化。所有患者都使用了 oXiris 进行血液净化和细胞因子风暴控制。主要结果是23%的患者肾功能恢复并存活。次要结果是,在使用奥希瑞斯启动 CRRT 的头 24 小时内,去甲肾上腺素的用量减少了 12%,此外,所有患者的肌酐和 C 反应蛋白水平都有所下降。在重度 COVID-19 患者中使用 oXiris 膜改善了血液动力学参数,23% 的患者实现了肾功能恢复。在使用 oXiris 进行 CRRT 的最初 24 小时内,所有患者对血管加压药的需求都有所减少。平均降幅为 12%,同时炎症指标也有所下降。在墨西哥,有文献介绍了使用改良 AN69 膜进行 CRRT 的益处;但这方面的研究很少,我们的研究为我们在这一领域的经验提供了宝贵的信息。
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引用次数: 0
Tachycardia and Acute Kidney Injury among Critically Ill Patients with Sepsis: A Prospective Observational Study. 脓毒症重症患者心动过速与急性肾损伤:一项前瞻性观察研究。
IF 2.2 3区 医学 Q3 HEMATOLOGY Pub Date : 2024-01-01 Epub Date: 2024-06-13 DOI: 10.1159/000539808
Naoki Hayase, Miyuki Yamamoto, Toshifumi Asada, Rei Isshiki, Kent Doi

Introduction: Tachycardia caused by sympathetic overactivity impairs myocardial function and raises septic patients' mortality. This study examined whether tachycardia is associated with acute kidney injury (AKI) period-prevalence among critically ill patients with and without sepsis.

Methods: In 328 patients (119 sepsis and 209 non-sepsis) admitted to our intensive care unit (ICU), we assessed heart rate at ICU admission, plasma neutrophil gelatinase-associated lipocalin (NGAL) and N-terminal pro-B-type natriuretic peptide, and urinary L-type fatty acid-binding protein and N-acetyl-β-d-glucosaminidase (NAG) at 0 and 48 h after admission. Tachycardia was defined as a heart rate above 100 beats/min.

Results: Tachycardia was independently correlated with AKI prevalence during the first week after ICU admission in the septic patients, but not in the non-septic patients. A dose-dependent increase in AKI period-prevalence was observed across ascending heart rate ranges. Furthermore, we discovered a dose-dependent increase in renal biomarker-positive patients regarding plasma NGAL and urinary NAG over increasing heart rate ranges 48 h after admission.

Conclusion: The findings revealed an independent relationship between tachycardia and AKI prevalence during the first week of ICU in septic patients. Heart rate was found to have a dose-dependent effect on AKI prevalence and renal insult monitored by biomarkers.

简介交感神经过度活跃导致的心动过速会损害心肌功能,并提高脓毒症患者的死亡率。本研究探讨了心动过速是否与脓毒症和非脓毒症重症患者急性肾损伤(AKI)期的发生率有关:在重症监护病房(ICU)收治的 328 名患者(119 名败血症患者和 209 名非败血症患者)中,我们评估了他们入院时的心率、血浆中性粒细胞明胶酶相关脂质钙蛋白(NGAL)和 N 端前 B 型钠尿肽,以及入院后 0 小时和 48 小时尿液中的 L 型脂肪酸结合蛋白和 N-乙酰基-β-D-氨基葡萄糖苷酶(NAG)。心动过速的定义是心率超过 100 次/分:结果:在脓毒症患者中,心动过速与入ICU后第一周的AKI发生率独立相关,而在非脓毒症患者中则不相关。在不同的心率范围内,观察到 AKI 发生率呈剂量依赖性增加。此外,我们还发现入院 48 小时后,随着心率范围的增加,肾脏生物标志物阳性患者的血浆 NGAL 和尿液 NAG 也呈剂量依赖性增加:研究结果表明,在脓毒症患者入住重症监护室的第一周,心动过速与AKI发生率之间存在独立关系。通过生物标记物监测发现,心率对 AKI 发生率和肾脏损伤具有剂量依赖性。
{"title":"Tachycardia and Acute Kidney Injury among Critically Ill Patients with Sepsis: A Prospective Observational Study.","authors":"Naoki Hayase, Miyuki Yamamoto, Toshifumi Asada, Rei Isshiki, Kent Doi","doi":"10.1159/000539808","DOIUrl":"10.1159/000539808","url":null,"abstract":"<p><strong>Introduction: </strong>Tachycardia caused by sympathetic overactivity impairs myocardial function and raises septic patients' mortality. This study examined whether tachycardia is associated with acute kidney injury (AKI) period-prevalence among critically ill patients with and without sepsis.</p><p><strong>Methods: </strong>In 328 patients (119 sepsis and 209 non-sepsis) admitted to our intensive care unit (ICU), we assessed heart rate at ICU admission, plasma neutrophil gelatinase-associated lipocalin (NGAL) and N-terminal pro-B-type natriuretic peptide, and urinary L-type fatty acid-binding protein and N-acetyl-β-<sc>d</sc>-glucosaminidase (NAG) at 0 and 48 h after admission. Tachycardia was defined as a heart rate above 100 beats/min.</p><p><strong>Results: </strong>Tachycardia was independently correlated with AKI prevalence during the first week after ICU admission in the septic patients, but not in the non-septic patients. A dose-dependent increase in AKI period-prevalence was observed across ascending heart rate ranges. Furthermore, we discovered a dose-dependent increase in renal biomarker-positive patients regarding plasma NGAL and urinary NAG over increasing heart rate ranges 48 h after admission.</p><p><strong>Conclusion: </strong>The findings revealed an independent relationship between tachycardia and AKI prevalence during the first week of ICU in septic patients. Heart rate was found to have a dose-dependent effect on AKI prevalence and renal insult monitored by biomarkers.</p>","PeriodicalId":8953,"journal":{"name":"Blood Purification","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11309051/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141316650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Blood Purification
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