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Kang Y, Ahn SY, Kang MW. Exploring treatment effects and fluid resuscitation strategies in septic shock: a deep learning-based causal inference approach. Sci Rep 2025; 15:18262. [PMID: 40415107 DOI: 10.1038/s41598-025-03141-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2025] [Accepted: 05/19/2025] [Indexed: 05/27/2025] Open
Abstract
Septic shock exhibits diverse etiologies and patient characteristics, necessitating tailored fluid management. We aimed to compare resuscitation strategies using normal saline, Ringer's lactate, and albumin, and to determine which patient factors are associated with improved outcomes. We analyzed septic shock patients from the MIMIC-IV database, categorizing them by the fluid administered: normal saline, Ringer's lactate, albumin, or their combinations. A deep learning-based causal inference model estimated treatment effects on in-hospital mortality and kidney outcomes (defined as a doubling of creatinine or the initiation of kidney replacement therapy). Multivariable logistic regression was then applied to the individual treatment effects to identify patient characteristics linked to better outcomes for Ringer's lactate and additional albumin infusion compared to normal saline alone. Among 13,527 patients, 17.8% experienced in-hospital mortality and 16.2% developed kidney injury. Ringer's lactate reduced mortality by 2.33% and kidney injury by 1.41% compared to normal saline. Adding albumin to normal saline further reduced mortality by 1.20% and kidney outcomes by 0.71%. The combination of Ringer's lactate and albumin provided the greatest benefit (mortality: -3.07%, kidney injury: -3.00%). Patients with high SOFA scores, low albumin, or high lactate levels benefited more from normal saline, whereas those with low eGFR or on vasopressors were less likely to benefit from albumin. Ringer's lactate, particularly when combined with albumin, is superior to normal saline in reducing mortality and kidney injury in septic shock patients, underscoring the need for personalized fluid management based on patient-specific factors.
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Affiliation(s)
- Yoonjin Kang
- Department of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, Korea
- College of Medicine, Seoul National University, Seoul, Korea
| | - Shin Young Ahn
- Department of Internal Medicine, Korea University College of Medicine, Seoul, Korea
- Department of Internal Medicine, Korea University Guro Hospital, 148, Gurodong-ro, Guro-gu, Seoul, 08308, Republic of Korea
| | - Min Woo Kang
- Department of Internal Medicine, Korea University Guro Hospital, 148, Gurodong-ro, Guro-gu, Seoul, 08308, Republic of Korea.
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Tricarico G, Poggialini M, Travagli V. Gas-related pathological events and therapeutic failures: a case of oxygen at the microcirculatory and lymphatic level. Med Gas Res 2025; 15:124-125. [PMID: 39436180 PMCID: PMC11515068 DOI: 10.4103/mgr.medgasres-d-24-00047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 06/29/2024] [Accepted: 07/19/2024] [Indexed: 10/23/2024] Open
Affiliation(s)
- Gerardo Tricarico
- Department of Health Sciences, School of Medicine, University of Eastern Pedemont “Amedeo Avogadro”, Novara, Italy
| | - Mauro Poggialini
- Cardio-thoracic-vascular Department - Phlebolymphology Center Siena University Hospital, Siena, Italy
| | - Valter Travagli
- Department of Biotechnology, Chemistry and Pharmacy, University of Siena, Siena, Italy
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Soranno DE, Coopersmith CM, Brinkworth JF, Factora FNF, Muntean JH, Mythen MG, Raphael J, Shaw AD, Vachharajani V, Messer JS. A review of gut failure as a cause and consequence of critical illness. Crit Care 2025; 29:91. [PMID: 40011975 PMCID: PMC11866815 DOI: 10.1186/s13054-025-05309-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2024] [Accepted: 02/05/2025] [Indexed: 02/28/2025] Open
Abstract
In critical illness, all elements of gut function are perturbed. Dysbiosis develops as the gut microbial community loses taxonomic diversity and new virulence factors appear. Intestinal permeability increases, allowing for translocation of bacteria and/or bacterial products. Epithelial function is altered at a cellular level and homeostasis of the epithelial monolayer is compromised by increased intestinal epithelial cell death and decreased proliferation. Gut immunity is impaired with simultaneous activation of maladaptive pro- and anti-inflammatory signals leading to both tissue damage and susceptibility to infections. Additionally, splanchnic vasoconstriction leads to decreased blood flow with local ischemic changes. Together, these interrelated elements of gastrointestinal dysfunction drive and then perpetuate multi-organ dysfunction syndrome. Despite the clear importance of maintaining gut homeostasis, there are very few reliable measures of gut function in critical illness. Further, while multiple therapeutic strategies have been proposed, most have not been shown to conclusively demonstrate benefit, and care is still largely supportive. The key role of the gut in critical illness was the subject of the tenth Perioperative Quality Initiative meeting, a conference to summarize the current state of the literature and identify key knowledge gaps for future study. This review is the product of that conference.
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Affiliation(s)
- Danielle E Soranno
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Craig M Coopersmith
- Department of Surgery and Emory Critical Care Center, Emory University, Atlanta, GA, USA
| | - Jessica F Brinkworth
- Department of Anthropology, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Faith N F Factora
- Intensive Care and Resuscitation, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA
| | - Julia H Muntean
- Intensive Care and Resuscitation, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA
| | - Monty G Mythen
- Perioperative Medicine, University College London, London, England
| | - Jacob Raphael
- Anesthesiology and Perioperative Medicine, Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Andrew D Shaw
- Intensive Care and Resuscitation, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA
| | - Vidula Vachharajani
- Department of Pulmonary and Critical Care, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA
| | - Jeannette S Messer
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA.
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Leontino G, Duval M. Homeostasis: understanding the effects of impaired mechanisms. BRITISH JOURNAL OF NURSING (MARK ALLEN PUBLISHING) 2024; 33:1094-1104. [PMID: 39639697 DOI: 10.12968/bjon.2024.0071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/07/2024]
Abstract
This article focuses on homeostasis and offers a pathophysiological perspective. The dynamic mechanisms responsible for maintaining internal balance and disruptive processes will be analysed through the lens of key systems including the nervous, endocrine and renal systems. The environmental factors and their potential impact on homeostasis have been considered. A clinical case study will contextualise homeostasis in clinical practice.
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Affiliation(s)
- Giuseppe Leontino
- Senior Lecturer in Simulation and Clinical Skills, University of Hertfordshire
| | - Melanconia Duval
- Lecturer Practitioner in Critical care, University of West London
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Ruste M, Reskot R, Schweizer R, Mayet V, Fellahi JL, Jacquet-Lagrèze M. Changes in portal pulsatility index induced by a fluid challenge in patients with haemodynamic instability and systemic venous congestion: a prospective cohort study. Ann Intensive Care 2024; 14:167. [PMID: 39485575 PMCID: PMC11530414 DOI: 10.1186/s13613-024-01391-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Accepted: 10/06/2024] [Indexed: 11/03/2024] Open
Abstract
BACKGROUND It is uncertain whether fluid administration can improve patients with systemic venous congestion and haemodynamic instability. This study aimed to describe the changes in systemic venous congestion and peripheral perfusion parameters induced by a fluid challenge in these patients, and to analyse the influence of the fluid responsiveness status on these changes. METHODS The study is a single-centre prospective cohort study of 36 critically ill ICU patients with haemodynamic instability and a maximum vena cava diameter ≥ 20 mm. Changes in cardiac index during a fluid challenge (4 mL/kg of lactated Ringer's solution during 5 min) assessed by pulse contour analysis, central venous pressure, ultrasound systemic congestion parameters (portal venous flow pulsatility index, supra hepatic and intrarenal venous Doppler), and peripheral perfusion parameters (capillary refill time and peripheral perfusion index) were assessed in the overall population. All these data were compared between patients presenting a cardiac index increase > 10% during the fluid challenge (fluid responders) and the others (fluid non-responders). RESULTS Twenty-eight (78%) patients were admitted for postoperative care following cardiac surgery; their mean ± SD left ventricular ejection fraction was 42 ± 9% and right ventricular dysfunction was found in at least 61% of the patients. The mean ± SD SOFA score was 9 ± 3. Thirteen (36%) patients were fluid responders. The fluid challenge administration induced a significant increase in portal pulsatility index, VExUS score, and central venous pressure without significant difference of these changes between fluid responders and non-responders. No significant change in perfusion parameters was observed. CONCLUSION Fluid administration in patients with haemodynamic instability and systemic venous congestion worsens venous congestion regardless of the fluid responsiveness status, without improving perfusion parameters.
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Affiliation(s)
- Martin Ruste
- Service d'anesthésie-réanimation, Hôpital Louis Pradel, Hospices Civils de Lyon, 59, Boulevard Pinel, 69394, Lyon Cedex, Bron, France.
- Faculté de Médecine Lyon Est, Université Claude Bernard, Lyon 1, Lyon, France.
- Laboratoire CarMeN, Inserm UMR 1060, Université Claude Bernard, Lyon 1, Lyon, France.
| | - Rehane Reskot
- Service d'anesthésie-réanimation, Hôpital Louis Pradel, Hospices Civils de Lyon, 59, Boulevard Pinel, 69394, Lyon Cedex, Bron, France
| | - Rémi Schweizer
- Service d'anesthésie-réanimation, Hôpital Louis Pradel, Hospices Civils de Lyon, 59, Boulevard Pinel, 69394, Lyon Cedex, Bron, France
- Faculté de Médecine Lyon Est, Université Claude Bernard, Lyon 1, Lyon, France
| | - Valentin Mayet
- Service d'anesthésie-réanimation, Hôpital Louis Pradel, Hospices Civils de Lyon, 59, Boulevard Pinel, 69394, Lyon Cedex, Bron, France
| | - Jean-Luc Fellahi
- Service d'anesthésie-réanimation, Hôpital Louis Pradel, Hospices Civils de Lyon, 59, Boulevard Pinel, 69394, Lyon Cedex, Bron, France
- Faculté de Médecine Lyon Est, Université Claude Bernard, Lyon 1, Lyon, France
- Laboratoire CarMeN, Inserm UMR 1060, Université Claude Bernard, Lyon 1, Lyon, France
| | - Matthias Jacquet-Lagrèze
- Service d'anesthésie-réanimation, Hôpital Louis Pradel, Hospices Civils de Lyon, 59, Boulevard Pinel, 69394, Lyon Cedex, Bron, France
- Faculté de Médecine Lyon Est, Université Claude Bernard, Lyon 1, Lyon, France
- Laboratoire CarMeN, Inserm UMR 1060, Université Claude Bernard, Lyon 1, Lyon, France
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Hahn RG. Sequential recruitment of body fluid spaces for increasing volumes of crystalloid fluid. Front Physiol 2024; 15:1439035. [PMID: 39263627 PMCID: PMC11387178 DOI: 10.3389/fphys.2024.1439035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Accepted: 08/14/2024] [Indexed: 09/13/2024] Open
Abstract
Introduction The interstitial space harbours two fluid compartments linked serially to the plasma. This study explores conditions that lead to fluid accumulation in the most secluded compartment, termed the "third space". Methods Retrospective data was collected from 326 experiments in which intravenous crystalloid fluid was administered to conscious volunteers as well as a small group of anaesthetized patients. The urinary excretion and plasma dilution derived from haemoglobin served as input variables in nine population volume kinetic analyses representing subtly different settings. Results An infusion of 250-500 mL of Ringer's solution expanded only the central fluid space (plasma), whereas the infusion of 500-1,000 mL extended into a rapidly exchanging interstitial fluid space. When more than 1 L was infused over 30 min, it was distributed across plasma and both interstitial fluid compartments. The remote space, characterized by slow turnover, abruptly accommodated fluid upon accumulation of 700-800 mL in the rapidly exchanging space, equivalent to an 11%-13% volume increase. However, larger expansion was necessary to trigger this event in a perioperative setting. The plasma half-life of crystalloid fluid was 25 times longer when 2,000-2,700 mL expanded all three fluid compartments compared to when only 250-500 mL expanded the central space (14 h versus 30 min). Conclusion As the volume of crystalloid fluid increases, it apparently occupies a larger proportion of the interstitial space. When more than 1 L is administered at a high rate, there is expansion of a remote "third space", which considerably extends the intravascular half-life.
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Affiliation(s)
- Robert G Hahn
- Department of Clinical Sciences at Danderyd Hospital, Karolinska Institutet, Stockholm, Sweden
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Aloss K, Hamar P. Augmentation of the EPR effect by mild hyperthermia to improve nanoparticle delivery to the tumor. Biochim Biophys Acta Rev Cancer 2024; 1879:189109. [PMID: 38750699 DOI: 10.1016/j.bbcan.2024.189109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 05/05/2024] [Accepted: 05/07/2024] [Indexed: 05/20/2024]
Abstract
The clinical translation of the nanoparticle (NP)-based anticancer therapies is still unsatisfactory due to the heterogeneity of the enhanced permeability and retention (EPR) effect. Despite the promising preclinical outcome of the pharmacological EPR enhancers, their systemic toxicity can limit their clinical application. Hyperthermia (HT) presents an efficient tool to augment the EPR by improving tumor blood flow (TBF) and vascular permeability, lowering interstitial fluid pressure (IFP), and disrupting the structure of the extracellular matrix (ECM). Furthermore, the HT-triggered intravascular release approach can overcome the EPR effect. In contrast to pharmacological approaches, HT is safe and can be focused to cancer tissues. Moreover, HT conveys direct anti-cancer effects, which improve the efficacy of the anti-cancer agents encapsulated in NPs. However, the clinical application of HT is challenging due to the heterogeneous distribution of temperature within the tumor, the length of the treatment and the complexity of monitoring.
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Affiliation(s)
- Kenan Aloss
- Institute of Translational Medicine - Semmelweis University - 1094, Tűzoltó utca, 37-49, Budapest, Hungary
| | - Péter Hamar
- Institute of Translational Medicine - Semmelweis University - 1094, Tűzoltó utca, 37-49, Budapest, Hungary.
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Blei F. Update December 2023. Lymphat Res Biol 2023; 21:614-640. [PMID: 38149917 DOI: 10.1089/lrb.2023.29154.fb] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2023] Open
Affiliation(s)
- Francine Blei
- Hassenfeld Children's Hospital at NYU Langone, The Laurence D. and Lori Weider Fink Children's Ambulatory Care Center, New York, New York, USA
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