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Human liver stem cells and derived extracellular vesicles protect from sepsis-induced acute lung injury and restore bone marrow myelopoiesis in a murine model of sepsis. 在脓毒症小鼠模型中,人肝干细胞和衍生的细胞外囊泡保护小鼠免受脓毒症诱导的急性肺损伤并恢复骨髓生成。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-12-03 DOI: 10.1186/s40635-024-00701-z
Andrea Costamagna, Chiara Pasquino, Sara Lamorte, Victor Navarro-Tableros, Luisa Delsedime, Vito Fanelli, Giovanni Camussi, Lorenzo Del Sorbo

Background: Sepsis is a condition with high mortality and morbidity, characterized by deregulation of the immune response against the pathogen. Current treatment strategies rely mainly on antibiotics and supportive care. However, there is growing interest in exploring cell-based therapies as complementary approaches. Human liver stem cells (HLSCs) are pluripotent cells of mesenchymal origin, showing some advantages compared to mesenchymal stem cells in terms of immunomodulatory properties. HSLC-derived extracellular vesicles (EVs) exhibited a superior efficacy profile compared to cells due to their potential to get through biological barriers and possibly to avoid tumorigenicity and showed to be effective in vivo and ex vivo models of liver and kidney disease. The potential of HLSCs and their EVs in recovering damage to distal organs due to sepsis other than the kidney remains unknown. This study aimed to investigate the therapeutic potential of the intravenous administration of HSLCs or HSLCs-derived EVs in a murine model of sepsis.

Results: Sepsis was induced by caecal ligation and puncture (CLP) on C57/BL6 mice. After CLP, mice were assigned to receive either normal saline, HLSCs or their EVs and compared to a sham group which underwent only laparotomy. Survival, persistence of bacteraemia, lung function evaluation, histology and bone marrow analysis were performed. Administration of HLSCs or HLSC-EVs resulted in improved bacterial clearance and lung function in terms of lung elastance and oedema. Naïve murine hematopoietic progenitors in bone marrow were enhanced after treatment as well. Administration of HLSCs and HLSC-EVs after CLP to significantly improved survival.

Conclusions: Treatment with HLSCs or HLSC-derived EVs was effective in improving acute lung injury, dysmyelopoiesis and ultimately survival in this experimental murine model of lethal sepsis.

背景:脓毒症是一种死亡率和发病率高的疾病,其特点是对病原体的免疫反应失调。目前的治疗策略主要依靠抗生素和支持性护理。然而,人们对探索以细胞为基础的疗法作为补充方法的兴趣越来越大。人肝干细胞(HLSCs)是间充质来源的多能细胞,在免疫调节特性方面与间充质干细胞相比具有一些优势。与细胞相比,hslc衍生的细胞外囊泡(ev)表现出优越的疗效,因为它们有可能通过生物屏障,并可能避免致瘤性,并在体内和离体肝脏和肾脏疾病模型中显示出有效。hscs及其ev在恢复除肾脏以外的远端器官因败血症引起的损伤方面的潜力尚不清楚。本研究旨在探讨静脉给药造血干细胞或造血干细胞衍生的ev对脓毒症小鼠模型的治疗潜力。结果:C57/BL6小鼠盲肠结扎穿刺(CLP)诱导脓毒症。CLP后,小鼠被分配接受生理盐水、HLSCs或其EVs,并与只接受剖腹手术的假组进行比较。进行存活、菌血症持久性、肺功能评估、组织学和骨髓分析。在肺弹性和水肿方面,给药HLSCs或hlsc - ev可改善细菌清除和肺功能。Naïve治疗后小鼠骨髓造血祖细胞也增强。CLP后给予HLSCs和hlsc - ev显著提高生存率。结论:在致死性脓毒症小鼠模型中,用HLSCs或HLSCs衍生的ev治疗可有效改善急性肺损伤、骨髓增生障碍和最终存活。
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引用次数: 0
Cerebral capillary oxygen diffusion: exploring the concept of intracapillary hemoglobin conformational changes. 脑毛细血管氧扩散:探讨毛细血管内血红蛋白构象变化的概念。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-28 DOI: 10.1186/s40635-024-00691-y
Gurgen Harutyunyan, Varsenik Harutyunyan Jaghatspanyan, Garnik Harutyunyan Jaghatspanyan, Emma Martirosyan, Artur Cherkezyan, Armen Varosyan, Suren Soghomonyan

The mechanisms of oxygen diffusion in brain capillaries have not been fully clarified to date. According to the laws of physics, the well-documented phenomenon of hyperoxemia-induced excessive increases in brain tissue oxygen pressure (PbtO2) contradicts traditional models of cerebral capillary oxygen diffusion. Circulating models predict a significant drop in oxygen pressure (PO2), and some of them foresee the presence of hypoxic or anoxic corners near the capillary end, regardless of high PbtO2 levels. We propose that the cerebral intracapillary transformation of hemoglobin from the relaxed (R) to the tense (T) quaternary conformational state, driven by deoxygenation and an overload of negative allosteric effectors, and characterized by a lower, more hyperbolic dissociation curve, mitigates the oxygen pressure difference across cerebral capillaries, ensuring a homogeneous pericapillary distribution of oxygen. The hemoglobin R to T state transition is responsible for the high PbtO2 levels observed in viable cerebral tissue during hyperoxemia.

氧在脑毛细血管中的扩散机制至今尚未完全阐明。根据物理定律,高氧血症引起的脑组织氧压(PbtO2)过度升高的现象与传统的脑毛细血管氧扩散模型相矛盾。循环模型预测了氧压(PO2)的显著下降,其中一些模型预测了在毛细血管末端附近存在缺氧或缺氧角落,而不管PbtO2水平是否高。我们认为,在脱氧和负变构效应物过载的驱动下,脑毛细血管内血红蛋白从松弛(R)到紧张(T)的四元构象状态的转变,以更低、更双曲的解离曲线为特征,减轻了脑毛细血管间的氧压差,确保了毛细血管周围均匀的氧分布。血红蛋白R到T状态的转变是高氧血症期间活脑组织中观察到的高PbtO2水平的原因。
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引用次数: 0
Open-lung ventilation versus no ventilation during cardiopulmonary bypass in an innovative animal model of heart transplantation. 在创新的心脏移植动物模型中,心肺旁路过程中开肺通气与不通气的对比。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-27 DOI: 10.1186/s40635-024-00669-w
Varun Karnik, Sebastiano Maria Colombo, Leah Rickards, Silver Heinsar, Louise E See Hoe, Karin Wildi, Margaret R Passmore, Mahe Bouquet, Kei Sato, Carmen Ainola, Nicole Bartnikowski, Emily S Wilson, Kieran Hyslop, Kris Skeggs, Nchafatso G Obonyo, Charles McDonald, Samantha Livingstone, Gabriella Abbate, Andrew Haymet, Jae-Seung Jung, Noriko Sato, Lynnette James, Benjamin Lloyd, Nicole White, Chiara Palmieri, Mark Buckland, Jacky Y Suen, David C McGiffin, John F Fraser, Gianluigi Li Bassi

Open-lung ventilation during cardiopulmonary bypass (CPB) in patients undergoing heart transplantation (HTx) is a potential strategy to mitigate postoperative acute respiratory distress syndrome (ARDS). We utilized an ovine HTx model to investigate whether open-lung ventilation during CPB reduces postoperative lung damage and complications. Eighteen sheep from an ovine HTx model were included, with ventilatory interventions randomly assigned during CPB: the OPENVENT group received low tidal volume (VT) of 3 mL/kg and positive end-expiratory pressure (PEEP) of 8 cm H20, while no ventilation was provided in the NOVENT group as per standard of care. The recipient sheep were monitored for 6 h post-surgery. The primary outcome was histological lung damage, scored at the end of the study. Secondary outcomes included pulmonary shunt, driving pressure, hemodynamics and inflammatory lung infiltration. All animals completed the study. The OPENVENT group showed significantly lower histological lung damage versus the NOVENT group (0.22 vs 0.27, p = 0.042) and lower pulmonary shunt (19.2 vs 32.1%, p = 0.001). In addition, the OPENVENT group exhibited a reduced driving pressure (9.6 cm H2O vs. 12.8 cm H2O, p = 0.039), lower neutrophil (5.25% vs 7.97%, p ≤ 0.001) and macrophage infiltrations (11.1% vs 19.6%, p < 0.001). No significant differences were observed in hemodynamic parameters. In an ovine model of HTx, open-lung ventilation during CPB significantly reduced lung histological injury and inflammatory infiltration. This highlights the value of an open-lung approach during CPB and emphasizes the need for further clinical evidence to decrease risks of lung injury in HTx patients.

心脏移植(HTx)患者在心肺旁路(CPB)期间进行开胸通气是减轻术后急性呼吸窘迫综合征(ARDS)的一种潜在策略。我们利用绵羊心脏移植模型来研究 CPB 期间的开胸通气是否能减少术后肺损伤和并发症。我们纳入了 18 只来自绵羊 HTx 模型的绵羊,并随机分配了 CPB 期间的通气干预:OPENVENT 组接受 3 mL/kg 的低潮气量 (VT) 和 8 cm H20 的呼气末正压 (PEEP),而 NOVENT 组则按照标准护理不提供通气。受试绵羊在手术后接受了 6 小时的监测。主要结果是组织学肺损伤,在研究结束时进行评分。次要结果包括肺分流、驱动压力、血液动力学和肺部炎症浸润。所有动物都完成了研究。OPENVENT 组的肺组织学损伤明显低于 NOVENT 组(0.22 vs 0.27,p = 0.042),肺分流率也明显低于 NOVENT 组(19.2 vs 32.1%,p = 0.001)。此外,OPENVENT 组的驱动压力降低(9.6 cm H2O vs. 12.8 cm H2O,p = 0.039),中性粒细胞(5.25% vs. 7.97%,p ≤ 0.001)和巨噬细胞浸润(11.1% vs. 19.6%,p ≤ 0.001)降低(5.25% vs. 7.97%,p ≤ 0.001)。
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引用次数: 0
Target-controlled dialysis for antibiotics (TCD-ABx). 抗生素目标控制透析(TCD-ABx)。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-26 DOI: 10.1186/s40635-024-00696-7
Alexander Dejaco, Christoph Dorn, Constantin Lier, Daniel Fleischmann, Alexander Kratzer, Katharina Habler, Michael Paal, Michael Gruber, Johanna Rosenberger, Martin G Kees

Background: Effective antimicrobial therapy is an essential part of intensive care medicine and renal replacement therapy is an important and common intervention which significantly affects the pharmacokinetics of many antimicrobials. This is especially critical for substances with a narrow therapeutic range, creating a dilemma of weighing the risk of toxicity from increased drug exposure against risk of ineffective treatment and promotion of antimicrobial resistance. To address this problem, we investigate a target-controlled dialysis by in vitro experiments - a novel technique in which drug is spiked into the dialysis solution to make use of the physicochemical properties of renal replacement therapy for solute transport, with the goal to reduce the risk of inadequate drug exposure.

Methods: Five antibiotics (ceftazidime, meropenem, piperacillin/tazobactam, vancomycin, flucloxacillin) were dialyzed in an in vitro model of continuous veno-venous hemodialysis using 1 L of bovine serum albumin solution as simulated patient plasma compartment. This was done with and without antibiotics in target concentrations added to the dialysis solution, mimicking three clinically relevant scenarios: (i) target-controlled dialysis in a subject with sub-therapeutic drug levels, (ii) target-controlled dialysis in a subject with supra-therapeutic drug levels, and (iii) traditional dialysis of drugs starting at the target concentration. Drug levels were quantified by high-performance liquid chromatography. Additionally, the stability over 24 h of all antibiotics in two typical dialysis solutions was assessed.

Results: Our data shows that with target-controlled dialysis, antibiotic concentrations will change in the desired direction towards the target concentration, depending on the patients' unbound drug levels in relation to the concentration in the dialysis solution. The desired target concentrations can be induced and maintained, regardless of the initial concentration. Furthermore, the stability tests revealed only a minor and clinically irrelevant loss in drug concentration (all < 10.2%) after 12 h.

Conclusions: We outlined the mechanistic plausibility and provided experimental evidence of the feasibility of the target-controlled dialysis concept, which could help to maintain therapeutic concentrations of many time-dependent antibiotics in critically ill patients under renal replacement therapy. The required stability in dialysis solutions was shown for a set of important antibiotics. The next step will be the prudent application of this concept to patients in clinical trials.

背景:有效的抗菌治疗是重症监护医学的重要组成部分,而肾脏替代疗法是一项重要而常见的干预措施,会对许多抗菌药物的药代动力学产生重大影响。对于治疗范围较窄的药物来说,这一点尤为重要,这就造成了一个两难的选择:既要权衡药物暴露增加带来的毒性风险,又要权衡治疗无效和促进抗菌药耐药性产生的风险。为了解决这个问题,我们通过体外实验研究了一种靶控透析--一种将药物添加到透析液中,利用肾脏替代疗法的物理化学特性进行溶质转运的新型技术,目的是降低药物暴露不足的风险:方法:使用1升牛血清白蛋白溶液作为模拟患者血浆区,在体外连续静脉血液透析模型中透析五种抗生素(头孢他啶、美罗培南、哌拉西林/他唑巴坦、万古霉素、氟氯西林)。在透析液中添加或不添加目标浓度抗生素的情况下,模拟了三种临床相关情况:(i)在药物浓度低于治疗水平的受试者体内进行目标控制透析;(ii)在药物浓度高于治疗水平的受试者体内进行目标控制透析;(iii)从目标浓度开始进行传统药物透析。药物水平通过高效液相色谱法进行量化。此外,还评估了两种典型透析液中所有抗生素在 24 小时内的稳定性:结果:我们的数据显示,通过目标控制透析,抗生素浓度会朝着目标浓度的理想方向变化,这取决于患者体内未结合药物的浓度与透析液中药物浓度的关系。无论初始浓度如何,都能诱导并维持理想的目标浓度。此外,稳定性测试表明,12 小时后药物浓度仅有轻微损失,与临床无关(均小于 10.2%):我们概述了目标控制透析概念的机理合理性,并为其可行性提供了实验证据,该概念有助于在接受肾脏替代疗法的重症患者体内维持多种时间依赖性抗生素的治疗浓度。一组重要抗生素在透析液中的稳定性已得到证实。下一步将是在临床试验中对患者谨慎应用这一概念。
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引用次数: 0
Assessment of mitochondrial function and its prognostic role in sepsis: a literature review. 线粒体功能评估及其在败血症中的预后作用:文献综述。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-25 DOI: 10.1186/s40635-024-00694-9
Wagner Nedel, Nathan Ryzewski Strogulski, Afonso Kopczynski, Luis Valmor Portela

Sepsis is characterized by a dysregulated and excessive systemic inflammatory response to infection, associated with vascular and metabolic abnormalities that ultimately lead to organ dysfunction. In immune cells, both non-oxidative and oxidative metabolic rates are closely linked to inflammatory responses. Mitochondria play a central role in supporting these cellular processes by utilizing metabolic substrates and synthesizing ATP through oxygen consumption. To meet fluctuating cellular demands, mitochondria must exhibit adaptive plasticity underlying bioenergetic capacity, biogenesis, fusion, and fission. Given their role as a hub for various cellular functions, mitochondrial alterations induced by sepsis may hold significant pathophysiological implications and impact on clinical outcomes. In patients, mitochondrial DNA concentration, protein expression levels, and bioenergetic profiles can be accessed via tissue biopsies or isolated peripheral blood cells. Clinically, monocytes and lymphocytes serve as promising matrices for evaluating mitochondrial function. These mononuclear cells are highly oxidative, mitochondria-rich, routinely monitored in blood, easy to collect and process, and show a clinical association with immune status. Hence, mitochondrial assessments in immune cells could serve as biomarkers for clinical recovery, immunometabolic status, and responsiveness to oxygen and vasopressor therapies in sepsis. These characteristics underscore mitochondrial parameters in both tissues and immune cells as practical tools for exploring underlying mechanisms and monitoring septic patients in intensive care settings. In this article, we examine pathophysiological aspects, key methods for measuring mitochondrial function, and prominent studies in this field.

败血症的特点是全身炎症反应失调和过度,并伴有血管和代谢异常,最终导致器官功能障碍。在免疫细胞中,非氧化和氧化代谢率与炎症反应密切相关。线粒体通过利用代谢底物和耗氧合成 ATP,在支持这些细胞过程中发挥着核心作用。为了满足不断变化的细胞需求,线粒体必须在生物能容量、生物生成、融合和裂变的基础上表现出适应性可塑性。鉴于线粒体是各种细胞功能的枢纽,脓毒症诱导的线粒体改变可能会对病理生理学产生重大影响,并对临床结果产生影响。患者的线粒体 DNA 浓度、蛋白质表达水平和生物能谱可通过组织活检或分离的外周血细胞获得。在临床上,单核细胞和淋巴细胞是评估线粒体功能的理想基质。这些单核细胞具有高度氧化性,富含线粒体,可在血液中进行常规监测,易于收集和处理,并显示出与免疫状态的临床联系。因此,免疫细胞中的线粒体评估可作为生物标志物,用于评估败血症患者的临床恢复、免疫代谢状态以及对氧气和血管加压疗法的反应。这些特点突出表明,组织和免疫细胞中的线粒体参数是探索潜在机制和监测重症监护环境中脓毒症患者的实用工具。在本文中,我们将探讨病理生理学方面的问题、测量线粒体功能的主要方法以及该领域的重要研究。
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引用次数: 0
Predictors of intradialytic hypotension in critically ill patients undergoing kidney replacement therapy: a systematic review. 接受肾脏替代疗法的重症患者出现肾内低血压的预测因素:系统综述。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-21 DOI: 10.1186/s40635-024-00695-8
Rafaella Maria C Lyrio, Etienne Macedo, Raghavan Murugan, Arnaldo A da Silva, Tess M Calcagno, Estevão F Sampaio, Rafael H Sassi, Rogério da Hora Passos

Background: This systematic review aims to identify predictors of intradialytic hypotension (IDH) in critically ill patients undergoing kidney replacement therapy (KRT) for acute kidney injury (AKI).

Methods: A comprehensive search of PubMed was conducted from 2002 to April 2024. Studies included critically ill adults undergoing KRT for AKI, excluding pediatric patients, non-critically ill individuals, those with chronic kidney disease, and those not undergoing KRT. The primary outcome was identifying predictive tools for hypotensive episodes during KRT sessions.

Results: The review analyzed data from 8 studies involving 2873 patients. Various machine learning models were assessed for their predictive accuracy. The Extreme Gradient Boosting Machine (XGB) model was the top performer with an area under the receiver operating characteristic curve (AUROC) of 0.828 (95% CI 0.796-0.861), closely followed by the deep neural network (DNN) with an AUROC of 0.822 (95% CI 0.789-0.856). All machine learning models outperformed other predictors. The SOCRATE score, which includes cardiovascular SOFA score, index capillary refill, and lactate level, had an AUROC of 0.79 (95% CI 0.69-0.89, p < 0.0001). Peripheral perfusion index (PPI) and heart rate variability (HRV) showed AUROCs of 0.721 (95% CI 0.547-0.857) and 0.761 (95% CI 0.59-0.887), respectively. Pulmonary vascular permeability index (PVPI) and mechanical ventilation also demonstrated significant diagnostic performance. A PVPI ≥ 1.6 at the onset of intermittent hemodialysis (IHD) sessions predicted IDH associated with preload dependence with a sensitivity of 91% (95% CI 59-100%) and specificity of 53% (95% CI 42-63%).

Conclusion: This systematic review shows how combining predictive models with clinical indicators can forecast IDH in critically ill AKI patients undergoing KRT, with validation in diverse settings needed to improve accuracy and patient care strategies.

背景:本系统性综述旨在确定因急性肾损伤(AKI)而接受肾替代治疗(KRT)的重症患者出现析出内低血压(IDH)的预测因素:本系统性综述旨在确定因急性肾损伤(AKI)而接受肾脏替代治疗(KRT)的重症患者析出内低血压(IDH)的预测因素:方法:对 2002 年至 2024 年 4 月期间的 PubMed 进行了全面检索。研究对象包括因 AKI 而接受 KRT 治疗的重症成人患者,不包括儿科患者、非重症患者、慢性肾脏病患者以及未接受 KRT 治疗的患者。主要结果是确定 KRT 过程中低血压发作的预测工具:综述分析了 8 项研究的数据,涉及 2873 名患者。对各种机器学习模型的预测准确性进行了评估。极端梯度提升机(XGB)模型表现最佳,其接收者工作特征曲线下面积(AUROC)为 0.828(95% CI 0.796-0.861),深度神经网络(DNN)紧随其后,其接收者工作特征曲线下面积(AUROC)为 0.822(95% CI 0.789-0.856)。所有机器学习模型的表现都优于其他预测指标。SOCRATE 评分(包括心血管 SOFA 评分、毛细血管再充盈指数和乳酸水平)的 AUROC 为 0.79(95% CI 0.69-0.89,p 结论:SOCRATE 评分的 AUROC 为 0.79(95% CI 0.69-0.89,p 结论):该系统性综述表明,将预测模型与临床指标相结合可预测接受 KRT 的 AKI 重症患者的 IDH,但需要在不同环境中进行验证,以提高准确性并改进患者护理策略。
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引用次数: 0
Is passive leg raising clinically useful in predicting intradialytic hypotension? 被动抬腿对预测肾内低血压是否有临床意义?
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-19 DOI: 10.1186/s40635-024-00683-y
Martin Ruste, Jean-Luc Fellahi, Matthias Jacquet-Lagrèze
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引用次数: 0
The development of a C5.0 machine learning model in a limited data set to predict early mortality in patients with ARDS undergoing an initial session of prone positioning. 在有限的数据集中开发 C5.0 机器学习模型,以预测接受俯卧位初始治疗的 ARDS 患者的早期死亡率。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-14 DOI: 10.1186/s40635-024-00682-z
David M Hannon, Jaffar David Abbas Syed, Bairbre McNicholas, Michael Madden, John G Laffey

Background: Acute Respiratory Distress Syndrome (ARDS) has a high morbidity and mortality. One therapy that can decrease mortality is ventilation in the prone position (PP). Patients undergoing PP are amongst the sickest, and there is a need for early identification of patients at particularly high risk of death. These patients may benefit from an in-depth review of treatment or consideration of rescue therapies. We report the development of a machine learning model trained to predict early mortality in patients undergoing prone positioning as part of the management of their ARDS.

Methods: Prospectively collected clinical data were analysed retrospectively from a single tertiary ICU. The records of patients who underwent an initial session of prone positioning whilst receiving invasive mechanical ventilation were identified (n = 131). The decision to perform prone positioning was based on the criteria in the PROSEVA study. A C5.0 classifier algorithm with adaptive boosting was trained on data gathered before, during, and after initial proning. Data was split between training (85% of data) and testing (15% of data). Hyperparameter tuning was achieved through a grid-search using a maximal entropy configuration. Predictions for 7-day mortality after initial proning session were made on the training and testing data.

Results: The model demonstrated good performance in predicting 7-day mortality (AUROC: 0.89 training, 0.78 testing). Seven variables were used for prediction. Sensitivity was 0.80 and specificity was 0.67 on the testing data set. Patients predicted to survive had 13.3% mortality, while those predicted to die had 66.67% mortality. Among patients in whom the model predicted patient would survive to day 7 based on their response, mortality at day 7 was 13.3%. Conversely, if the model predicted the patient would not survive to day 7, mortality was 66.67%.

Conclusions: This proof-of-concept study shows that with a limited data set, a C5.0 classifier can predict 7-day mortality from a number of variables, including the response to initial proning, and identify a cohort at significantly higher risk of death. This can help identify patients failing conventional therapies who may benefit from a thorough review of their management, including consideration of rescue treatments, such as extracorporeal membrane oxygenation. This study shows the potential of a machine learning model to identify ARDS patients at high risk of early mortality following PP. This information can guide clinicians in tailoring treatment strategies and considering rescue therapies. Further validation in larger cohorts is needed.

背景:急性呼吸窘迫综合征(ARDS)的发病率和死亡率都很高。一种可以降低死亡率的疗法是俯卧位通气(PP)。接受俯卧位通气的患者病情最重,因此需要及早识别死亡风险特别高的患者。这些患者可能会受益于治疗的深入审查或抢救疗法的考虑。我们报告了一种机器学习模型的开发情况,该模型经过训练可预测接受俯卧位治疗的患者的早期死亡率,作为 ARDS 治疗的一部分:我们对一家三级重症监护病房前瞻性收集的临床数据进行了回顾性分析。确定了在接受有创机械通气的同时接受首次俯卧位的患者记录(n = 131)。根据 PROSEVA 研究的标准决定是否进行俯卧位。在初始俯卧位之前、期间和之后收集的数据上训练了带有自适应增强功能的 C5.0 分类器算法。数据分为训练(85% 的数据)和测试(15% 的数据)两部分。超参数调整是通过使用最大熵配置的网格搜索实现的。根据训练数据和测试数据对初次刺杀后 7 天的死亡率进行预测:该模型在预测 7 天死亡率方面表现良好(AUROC:0.89 培训值,0.78 测试值)。预测使用了七个变量。测试数据集的灵敏度为 0.80,特异度为 0.67。预测存活的患者死亡率为 13.3%,预测死亡的患者死亡率为 66.67%。根据患者的反应,模型预测患者将存活到第 7 天,在这些患者中,第 7 天的死亡率为 13.3%。相反,如果模型预测患者无法存活到第 7 天,死亡率则为 66.67%:这项概念验证研究表明,利用有限的数据集,C5.0 分类器可以通过包括对初始降温的反应在内的多个变量预测 7 天的死亡率,并识别出死亡风险明显较高的人群。这有助于识别常规疗法失败的患者,这些患者可能受益于对其管理的全面审查,包括考虑体外膜肺氧合等抢救治疗。这项研究表明,机器学习模型具有识别ARDS患者PP后早期死亡高风险的潜力。这些信息可以指导临床医生调整治疗策略和考虑抢救治疗。还需要在更大的队列中进一步验证。
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引用次数: 0
Largely ignored-but pathogenetically significant: ambient temperature in rodent sepsis models. 环境温度在啮齿动物败血症模型中的作用被忽视,但却具有重要的致病意义。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-14 DOI: 10.1186/s40635-024-00693-w
Reinhard Bauer
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引用次数: 0
A new method to predict return of spontaneous circulation by peripheral intravenous analysis during cardiopulmonary resuscitation: a rat model pilot study. 心肺复苏期间通过外周静脉分析预测自主循环恢复的新方法:大鼠模型试验研究。
IF 2.8 Q2 CRITICAL CARE MEDICINE Pub Date : 2024-11-12 DOI: 10.1186/s40635-024-00679-8
Claudius Balzer, Susan S Eagle, Franz J Baudenbacher, Matthias L Riess

Background: Enhancing venous return during cardiopulmonary resuscitation (CPR) can lead to better hemodynamics and improved outcome after cardiac arrest (CA). Peripheral Intravenous Analysis (PIVA) provides feedback on venous flow changes and may indicate an increase in venous return and cardiac output during CPR. We hypothesize PIVA can serve as an early indicator of increased venous return, preceding end-tidal CO2 (etCO2) increase, before the return of spontaneous circulation (ROSC) in a rat model of CA and CPR.

Results: Eight male Wistar rats were intubated and ventilated, and etCO2 was measured. Vessels were cannulated in the tail vein, femoral vein, femoral artery, and central venous and connected to pressure transducers. Ventilation was discontinued to achieve asphyxial CA. After 8 min, CPR began with ventilation, epinephrine, and automated chest compressions 200 times per minute until mean arterial pressure increased to 120 mmHg. Waveforms were recorded and analyzed. PIVA was calculated using a Fourier transformation of venous waveforms. Data are mean ± SE. Maximum PIVA values occurred in the tail vein 34.7 ± 2.9 s before ROSC, with subsequent PIVA peaks in femoral vein and centrally at 30.9 ± 5.4 and 25.1 ± 5.0 s, respectively. All PIVA peaks preceded etCO2 increase (21.5 ± 3.2 s before ROSC).

Conclusion: PIVA consistently detected venous pressure changes prior to changes in etCO2. This suggests that PIVA has the potential to serve as an important indicator of venous return and cardiac output during CPR, and also as a predictor of ROSC.

背景:在心肺复苏(CPR)过程中加强静脉回流可改善血液动力学并改善心脏骤停(CA)后的预后。外周静脉分析(PIVA)可提供静脉流量变化的反馈信息,并可显示心肺复苏过程中静脉回流和心输出量的增加。我们假设 PIVA 可以作为静脉回流增加的早期指标,先于潮气末二氧化碳(etCO2)的增加,然后在大鼠自发性循环恢复(ROSC)模型中进行心肺复苏:对 8 只雄性 Wistar 大鼠进行插管和通气,并测量 etCO2。在尾静脉、股静脉、股动脉和中心静脉插管并连接压力传感器。停止通气以实现窒息 CA。8 分钟后,开始心肺复苏,使用通气、肾上腺素和每分钟 200 次的自动胸外按压,直到平均动脉压升至 120 mmHg。对波形进行记录和分析。使用静脉波形的傅立叶变换计算 PIVA。数据为平均值 ± SE。最大 PIVA 值出现在 ROSC 前 34.7 ± 2.9 秒的尾静脉,随后股静脉和中心静脉的 PIVA 峰值分别为 30.9 ± 5.4 秒和 25.1 ± 5.0 秒。所有 PIVA 峰值均先于 etCO2 上升(ROSC 前 21.5 ± 3.2 秒):结论:PIVA 始终能在 etCO2 变化之前检测到静脉压力变化。这表明 PIVA 有可能成为心肺复苏期间静脉回流和心输出量的重要指标,同时也是 ROSC 的预测指标。
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Intensive Care Medicine Experimental
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