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Skrifvars MB. How to interpret the findings of a neutral clinical interventional trial. Acta Anaesthesiol Scand 2024; 68:1291-1292. [PMID: 39051176 DOI: 10.1111/aas.14502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 06/28/2024] [Accepted: 07/04/2024] [Indexed: 07/27/2024]
Affiliation(s)
- Markus B Skrifvars
- Department of Emergency Care and Services, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
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2
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Wigmore GJ, Deane AM, Presneill JJ, Bellomo R. Addressing key considerations in the use of 20% human albumin for fluid resuscitation in cardiac surgery. Author's reply. Intensive Care Med 2024; 50:1955-1956. [PMID: 39311901 DOI: 10.1007/s00134-024-07651-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/09/2024] [Indexed: 11/07/2024]
Affiliation(s)
- Geoffrey J Wigmore
- Department of Critical Care, Melbourne Medical School Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Parkville, Australia.
- Department of Anaesthesia and Pain Medicine, Western Health, Melbourne, Australia.
| | - Adam M Deane
- Department of Critical Care, Melbourne Medical School Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Parkville, Australia
- Department of Intensive Care, Royal Melbourne Hospital, Melbourne, Australia
| | - Jeffrey J Presneill
- Department of Critical Care, Melbourne Medical School Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Parkville, Australia
- Department of Intensive Care, Royal Melbourne Hospital, Melbourne, Australia
- Australian and New Zealand Intensive Care Research Centre (ANZIC-RC), School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Rinaldo Bellomo
- Department of Critical Care, Melbourne Medical School Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Parkville, Australia
- Department of Intensive Care, Royal Melbourne Hospital, Melbourne, Australia
- Australian and New Zealand Intensive Care Research Centre (ANZIC-RC), School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
- Department of Intensive Care, Austin Hospital, Melbourne, Australia
- Data Analytics Research and Evaluation Centre, Austin Hospital, Melbourne, Australia
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Altawalbeh SM, Almestarihi EM, Khasawneh RA, Momany SM, Abu Hammour K, Shawaqfeh MS, Abraham I. Cost-effectiveness of intravenous resuscitation fluids in sepsis patients: a patient-level data analysis in Jordan. J Med Econ 2024; 27:126-133. [PMID: 38105744 DOI: 10.1080/13696998.2023.2296196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 12/14/2023] [Indexed: 12/19/2023]
Abstract
AIM Albumin role as fluid resuscitation in sepsis remains understudied in low- and middle-income countries. This study aimed to evaluate the cost-effectiveness of intravenous (IV) Albumin compared to Crystalloids in sepsis patients using patient-level data in Jordan. METHODS This was a retrospective cohort study of sepsis patients aged 18 or older admitted to intensive care units (ICU) at two major tertiary hospitals during the period 2018-2019. Patients information, type of IV fluid, and clinical outcomes were retrieved from medical records, and charges were retrieved from the billing system. A 90-day partitioned survival model with two health states (alive and dead) was constructed to estimate the survival of sepsis patients receiving either Albumin or Crystalloids as IV fluids for resuscitation. Overall survival was predicted by fitting a Weibull model on the patient-level data from the current study. To further validate the results, and to support the assessment of uncertainty, time-dependent transition probabilities of death at each cycle were estimated and used to construct a state-transition patient-level simulation model with 10,000 microsimulation trials. Adopting the healthcare system perspective, incremental cost-effectiveness ratios(ICERs) of Albumin versus Crystalloids were calculated in terms of the probability to be discharged alive from the ICU. Uncertainty was explored using probabilistic sensitivity analysis. RESULTS In the partitioned survival model, Albumin was associated with an incremental cost of $1,007 per incremental1% in the probability of being discharged alive from the ICU. In the state-transition patient-level simulation model, ICER was $1,268 per incremental 1% in the probability of being discharged alive. Probabilistic sensitivity analysis showed that Albumin was favored at thresholds >$800 per incremental 1%in the probability of being discharged alive from the ICU. CONCLUSION IV Albumin use in sepsis patients might not be cost-effective from the healthcare perspective of Jordan. This has important implications for policymakers to readdress Albumin prescribing practice in sepsis patients.
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Affiliation(s)
- Shoroq M Altawalbeh
- Department of Clinical Pharmacy, Faculty of Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Eman M Almestarihi
- Department of Clinical Pharmacy, Faculty of Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Rawand A Khasawneh
- Department of Clinical Pharmacy, Faculty of Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Suleiman M Momany
- Department of Internal Medicine, Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | - Khawla Abu Hammour
- Department of Biopharmaceutics and Clinical Pharmacy, The University of Jordan, Amman, Jordan
| | - Mohammad S Shawaqfeh
- Department of pharmacy practice, College of pharmacy, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Ivo Abraham
- Center for Health Outcomes and PharmacoEconomic Research, R. Ken Coit College of Pharmacy, University of Arizona, Tucson, AZ, USA
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Salluh JIF, Quintairos A, Dongelmans DA, Aryal D, Bagshaw S, Beane A, Burghi G, López MDPA, Finazzi S, Guidet B, Hashimoto S, Ichihara N, Litton E, Lone NI, Pari V, Sendagire C, Vijayaraghavan BKT, Haniffa R, Pisani L, Pilcher D. National ICU Registries as Enablers of Clinical Research and Quality Improvement. Crit Care Med 2024; 52:125-135. [PMID: 37698452 DOI: 10.1097/ccm.0000000000006050] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/13/2023]
Abstract
OBJECTIVES Clinical quality registries (CQRs) have been implemented worldwide by several medical specialties aiming to generate a better characterization of epidemiology, treatments, and outcomes of patients. National ICU registries were created almost 3 decades ago to improve the understanding of case-mix, resource use, and outcomes of critically ill patients. This narrative review describes the challenges, proposed solutions, and evidence generated by National ICU registries as facilitators for research and quality improvement. DATA SOURCES English language articles were identified in PubMed using phrases related to ICU registries, CQRs, outcomes, and case-mix. STUDY SELECTION Original research, review articles, letters, and commentaries, were considered. DATA EXTRACTION Data from relevant literature were identified, reviewed, and integrated into a concise narrative review. DATA SYNTHESIS CQRs have been implemented worldwide by several medical specialties aiming to generate a better characterization of epidemiology, treatments, and outcomes of patients. National ICU registries were created almost 3 decades ago to improve the understanding of case-mix, resource use, and outcomes of critically ill patients. The initial experience in European countries and in Oceania ensured that through locally generated data, ICUs could assess their performances by using risk-adjusted measures and compare their results through fair and validated benchmarking metrics with other ICUs contributing to the CQR. The accomplishment of these initiatives, coupled with the increasing adoption of information technology, resulted in a broad geographic expansion of CQRs as well as their use in quality improvement studies, clinical trials as well as international comparisons, and benchmarking for ICUs. CONCLUSIONS ICU registries have provided increased knowledge of case-mix and outcomes of ICU patients based on real-world data and contributed to improve care delivery through quality improvement initiatives and trials. Recent increases in adoption of new technologies (i.e., cloud-based structures, artificial intelligence, machine learning) will ensure a broader and better use of data for epidemiology, healthcare policies, quality improvement, and clinical trials.
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Affiliation(s)
- Jorge I F Salluh
- D'Or Institute for Research and Education, Rio de Janeiro, Brazil
- Post-Graduation Program, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Amanda Quintairos
- D'Or Institute for Research and Education, Rio de Janeiro, Brazil
- Department of Critical and Intensive Care Medicine, Academic Hospital Fundación Santa Fe de Bogota, Bogota, Colombia
| | - Dave A Dongelmans
- Amsterdam UMC location University of Amsterdam, Department of Intensive Care Medicine, Amsterdam, The Netherlands
- National Intensive Care Evaluation (NICE) Foundation, Amsterdam, The Netherlands
| | - Diptesh Aryal
- National Coordinator, Nepal Intensive Care Research Foundation, Kathmandu, Nepal
| | - Sean Bagshaw
- Department of Medicine, Faculty of Medicine and Dentistry (Ling, Bagshaw), University of Alberta and Alberta Health Services, Edmonton, AB, Canada
- Division of Internal Medicine (Villeneuve), Department of Critical Care Medicine, Faculty of Medicine and Dentistry and School of Public Health, University of Alberta and Grey Nuns Hospitals, Edmonton, AB, Canada
| | - Abigail Beane
- Critical Care, Mahidol Oxford Tropical Medicine Research Unit, Bangkok, Thailand
- Nuffield Department of Clinical Medicine, University of Oxford, Oxford, United Kingdom
| | | | - Maria Del Pilar Arias López
- Argentine Society of Intensive Care (SATI). SATI-Q Program, Buenos Aires, Argentina
- Intermediate Care Unit, Hospital de Niños Ricardo Gutierrez, Buenos Aires, Argentina
| | - Stefano Finazzi
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Ranica, Italy
- Associazione GiViTI, c/o Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Bertrand Guidet
- Sorbonne Université, INSERM, Institut Pierre Louis d'Epidémiologie et de Santé Publique, AP-HP, Hôpital Saint-Antoine, service de réanimation, Paris, France
| | - Satoru Hashimoto
- Division of Intensive Care, Department of Anesthesiology and Intensive Care Medicine, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Nao Ichihara
- Department of Healthcare Quality Assessment, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Edward Litton
- Fiona Stanley Hospital, Perth, WA
- The University of Western Australia, Perth, WA
| | - Nazir I Lone
- Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
- Scottish Intensive Care Society Audit Group, United Kingdom
| | - Vrindha Pari
- Chennai Critical Care Consultants, Pvt Ltd, Chennai, India
| | - Cornelius Sendagire
- D'Or Institute for Research and Education, Rio de Janeiro, Brazil
- Anesthesia and Critical Care, Makerere University College of Health Sciences, Kampala, Uganda
| | | | - Rashan Haniffa
- Critical Care, Mahidol Oxford Tropical Medicine Research Unit, Bangkok, Thailand
- Crit Care Asia, Network for Improving Critical Care Systems and Training, Colombo, Sri Lanka
- Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, United Kingdom
| | - Luigi Pisani
- Critical Care, Mahidol Oxford Tropical Medicine Research Unit, Bangkok, Thailand
| | - David Pilcher
- University College Hospital, London, United Kingdom
- Department of Intensive Care, Alfred Health, Prahran, VIC, Australia
- The Australian and New Zealand Intensive Care Society (ANZICS) Centre for Outcome and Resource Evaluation, Camberwell, Australia
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Fernández-Sarmiento J, Hernández-Sarmiento R, Salazar MP, Barrera S, Castilla V, Duque C. The association between hypoalbuminemia and microcirculation, endothelium, and glycocalyx disorders in children with sepsis. Microcirculation 2023; 30:e12829. [PMID: 37639384 DOI: 10.1111/micc.12829] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Revised: 08/05/2023] [Accepted: 08/20/2023] [Indexed: 08/31/2023]
Abstract
OBJECTIVE The objective of this study was to evaluate the association between serum albumin levels and microcirculation changes, glycocalyx degradation, and the clinical outcomes of interest. METHODS Observational, prospective study in children with sepsis. The primary outcome was the association between hypoalbuminemia and microcirculation disorders, endothelial activation and glycocalyx degradation using a perfused boundary region (PBR) (abnormal >2.0 μm on sublingual video microscopy) or plasma biomarkers (syndecan-1, angiopoietin-2). RESULTS A total of 125 patients with sepsis were included. The median age was 2.0 years (IQR 0.5-12.5). Children with hypoalbuminemia had more abnormal microcirculation with a higher PBR (2.16 μm [IQR 2.03-2.47] vs. 1.92 [1.76-2.28]; p = .01) and more 4-6 μm capillaries recruited (60% vs. 40%; p = .04). The low albumin group that had the worst PBR had the most 4-6 μm capillaries recruited (rho 0.29; p < .01), 48% higher Ang-2 (p = .04), worse annexin A5 (p = 0.03) and no syndecan-1 abnormalities (p = .21). Children with hypoalbuminemia and a greater percentage of blood volume in their capillaries needed mechanical ventilation more often (56.3% vs. 43.7%; aOR 2.01 95% CI 1.38-3.10: p < .01). CONCLUSIONS In children with sepsis, an association was found between hypoalbuminemia and microcirculation changes, vascular permeability, and greater endothelial glycocalyx degradation.
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Affiliation(s)
- Jaime Fernández-Sarmiento
- Department of Critical Care Medicine and Pediatrics, Universidad de La Sabana Fundación Cardioinfantil-Instituto de Cardiología, Bogotá, Colombia
| | - Ricardo Hernández-Sarmiento
- Department of Critical Care Medicine and Pediatrics, Universidad de La Sabana Fundación Cardioinfantil-Instituto de Cardiología, Bogotá, Colombia
| | - María Paula Salazar
- Department of Critical Care Medicine and Pediatrics, Universidad de La Sabana Fundación Cardioinfantil-Instituto de Cardiología, Bogotá, Colombia
| | - Sofia Barrera
- Department of Critical Care Medicine and Pediatrics, Universidad de La Sabana Fundación Cardioinfantil-Instituto de Cardiología, Bogotá, Colombia
| | - Valeria Castilla
- Department of Pediatrics Fundación Cardioinfantil-Instituo de Cardiología, Universidad del Rosario, Bogotá, Colombia
| | - Catalina Duque
- Department of Critical Care Medicine and Pediatrics, Universidad de La Sabana Fundación Cardioinfantil-Instituto de Cardiología, Bogotá, Colombia
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Fernández-Sarmiento J, Salazar-Peláez LM, Acevedo L, Niño-Serna LF, Flórez S, Alarcón-Forero L, Mulett H, Gómez L, Villar JC. Endothelial and Glycocalyx Biomarkers in Children With Sepsis After One Bolus of Unbalanced or Balanced Crystalloids. Pediatr Crit Care Med 2023; 24:213-221. [PMID: 36598246 DOI: 10.1097/pcc.0000000000003123] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
OBJECTIVES To assess the disruption of endothelial glycocalyx integrity in children with sepsis receiving fluid resuscitation with either balanced or unbalanced crystalloids. The primary outcome was endothelial glycocalyx disruption (using perfused boundary region >2 µm on sublingual video microscopy and syndecan-1 greater than 80 mg/dL) according to the type of crystalloid. The secondary outcomes were increased vascular permeability (using angiopoietin-2 level), apoptosis (using annexin A5 level), and associated clinical changes. DESIGN A single-center prospective cohort study from January to December 2021. SETTING Twelve medical-surgical PICU beds at a university hospital. PATIENTS Children with sepsis/septic shock before and after receiving fluid resuscitation with crystalloids for hemodynamic instability. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS We included 106 patients (3.9 yr [interquartile range, 0.60-13.10 yr]); 58 of 106 (55%) received boluses of unbalanced crystalloid. This group had greater odds of endothelial glycocalyx degradation (84.5% vs 60.4%; adjusted odds ratio, 3.78; 95% CI, 1.49-9.58; p < 0.01) 6 hours after fluid administration, which correlated with increased angiopoietin-2 (rho = 0.4; p < 0.05) and elevated annexin A5 ( p = 0.04). This group also had greater odds of metabolic acidosis associated with elevated syndecan-1 (odds ratio [OR], 4.88; 95% CI, 1.23-28.08) and acute kidney injury (OR, 1.7; 95% CI, 1.12-3.18) associated with endothelial glycocalyx damage. The perfused boundary region returned to baseline 24 hours after receiving the crystalloid boluses. CONCLUSIONS Children with sepsis, particularly those who receive unbalanced crystalloid solutions during resuscitation, show loss and worsening of endothelial glycocalyx. The abnormality peaks at around 6 hours after fluid administration and is associated with greater odds of metabolic acidosis and acute kidney injury.
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Affiliation(s)
- Jaime Fernández-Sarmiento
- Department of Pediatrics and Intensive Care, Fundación Cardioinfantil-Instituto de Cardiología, Universidad de La Sabana, Bogotá, Colombia
- Universidad CES Department of Graduate School, Medellín, Colombia
| | | | - Lorena Acevedo
- Department of Pediatrics and Intensive Care, Fundación Cardioinfantil-Instituto de Cardiología, Universidad de La Sabana, Bogotá, Colombia
| | | | - Steffanie Flórez
- Department of Pediatrics and Intensive Care, Fundación Cardioinfantil-Instituto de Cardiología, Universidad de La Sabana, Bogotá, Colombia
| | - Laura Alarcón-Forero
- Department of Pediatrics and Intensive Care, Fundación Cardioinfantil-Instituto de Cardiología, Universidad de La Sabana, Bogotá, Colombia
| | - Hernando Mulett
- Department of Pediatrics and Intensive Care, Fundación Cardioinfantil-Instituto de Cardiología, Universidad de La Sabana, Bogotá, Colombia
| | - Laura Gómez
- Department of Pediatrics and Intensive Care, Fundación Cardioinfantil-Instituto de Cardiología, Universidad de La Sabana, Bogotá, Colombia
| | - Juan Carlos Villar
- Departament of Research, Fundación Cardioinfantil-Instituto de Cardiología, Bogotá, Colombia
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Malbrain MLNG, Langer T, Annane D, Gattinoni L, Elbers P, Hahn RG, De laet I, Minini A, Wong A, Ince C, Muckart D, Mythen M, Caironi P, Van Regenmortel N. Intravenous fluid therapy in the perioperative and critical care setting: Executive summary of the International Fluid Academy (IFA). Ann Intensive Care 2020; 10:64. [PMID: 32449147 PMCID: PMC7245999 DOI: 10.1186/s13613-020-00679-3] [Citation(s) in RCA: 147] [Impact Index Per Article: 29.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Accepted: 05/14/2020] [Indexed: 02/07/2023] Open
Abstract
Intravenous fluid administration should be considered as any other pharmacological prescription. There are three main indications: resuscitation, replacement, and maintenance. Moreover, the impact of fluid administration as drug diluent or to preserve catheter patency, i.e., fluid creep, should also be considered. As for antibiotics, intravenous fluid administration should follow the four Ds: drug, dosing, duration, de-escalation. Among crystalloids, balanced solutions limit acid-base alterations and chloride load and should be preferred, as this likely prevents renal dysfunction. Among colloids, albumin, the only available natural colloid, may have beneficial effects. The last decade has seen growing interest in the potential harms related to fluid overloading. In the perioperative setting, appropriate fluid management that maintains adequate organ perfusion while limiting fluid administration should represent the standard of care. Protocols including a restrictive continuous fluid administration alongside bolus administration to achieve hemodynamic targets have been proposed. A similar approach should be considered also for critically ill patients, in whom increased endothelial permeability makes this strategy more relevant. Active de-escalation protocols may be necessary in a later phase. The R.O.S.E. conceptual model (Resuscitation, Optimization, Stabilization, Evacuation) summarizes accurately a dynamic approach to fluid therapy, maximizing benefits and minimizing harms. Even in specific categories of critically ill patients, i.e., with trauma or burns, fluid therapy should be carefully applied, considering the importance of their specific aims; maintaining peripheral oxygen delivery, while avoiding the consequences of fluid overload.
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Affiliation(s)
- Manu L. N. G. Malbrain
- Department of Intensive Care Medicine, University Hospital Brussels (UZB), Laarbeeklaan 101, 1090 Jette, Belgium
- Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, Jette, 1090 Belgium
- International Fluid Academy, Lovenjoel, Belgium
| | - Thomas Langer
- School of Medicine and Surgery, Milano-Bicocca University, Milan, Italy
- Department of Anesthesia and Critical Care, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy
| | - Djillali Annane
- General Intensive Care Unit, Raymond Poincaré Hospital (GHU APHP Université Paris Saclay), U1173 Inflammation & Infection, School of Medicine Simone Veil, UVSQ-University Paris Saclay, 104 Boulevard Raymond Poincaré, 92380 Garches, France
| | - Luciano Gattinoni
- Emergency and Intensive Care Medicine, University of Göttingen, Göttingen, Germany
| | - Paul Elbers
- Department of Intensive Care Medicine, Amsterdam UMC, Location VUmc, Amsterdam, The Netherlands
| | - Robert G. Hahn
- Karolinska Institutet at Danderyds Hospital (KIDS), Stockholm, Sweden
| | - Inneke De laet
- Department of Intensive Care Medicine, Ziekenhuis Netwerk Antwerpen, ZNA Stuivenberg, Antwerp, Belgium
| | - Andrea Minini
- Department of Intensive Care Medicine, University Hospital Brussels (UZB), Laarbeeklaan 101, 1090 Jette, Belgium
| | - Adrian Wong
- Department of Intensive Care Medicine and Anaesthesia, King’s College Hospital, Denmark Hill, London, UK
| | - Can Ince
- Department of Intensive Care Medicine, Laboratory of Translational Intensive Care Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - David Muckart
- Department of Surgery, Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Level I Trauma Unit and Trauma Intensive Care Unit, Inkosi Albert Luthuli Central Hospital, Durban, South Africa
| | - Monty Mythen
- University College London Hospitals, National Institute of Health Research Biomedical Research Centre, London, UK
| | - Pietro Caironi
- SCDU Anestesia e Rianimazione, Azienda Ospedaliero-Universitaria S. Luigi Gonzaga, Orbassano, Italy
- Dipartimento di Oncologia, Università degli Studi di Torino, Turin, Italy
| | - Niels Van Regenmortel
- Department of Intensive Care Medicine, Ziekenhuis Netwerk Antwerpen, ZNA Stuivenberg, Antwerp, Belgium
- Department of Intensive Care Medicine, Ziekenhuis Netwerk Antwerpen, ZNA Stuivenberg, Antwerp, Belgium
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