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Shen J, Fang K, Xie J, Sun D, Li L. Analysis of the heterogeneous treatment effect of vasoactive drug dosage and time on hospital mortality across different sepsis phenotypes: a retrospective cohort study. Eur J Med Res 2025; 30:410. [PMID: 40410920 PMCID: PMC12102817 DOI: 10.1186/s40001-025-02660-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Accepted: 05/04/2025] [Indexed: 05/25/2025] Open
Abstract
BACKGROUND The heterogeneity of sepsis poses challenges for the individualized treatment of vasoactive drugs. METHODS This study used data from ICUs in MIMIC-IV (2008-2019) and eICU (2014-2015) databases, identified sepsis by sepsis-3 criteria, and stratified sepsis into phenotypes by consensus K-means. The norepinephrine equivalence (NEE) formula balance treatment of different vasoactive drugs, with NEE captured hourly for up to 72 h to record both time of use and dosage. The logistic regression model, including phenotype-dosage-time interactions, examined heterogeneous treatment effects on hospital mortality. To address confounding, three models were fitted: Model 1 unadjusted, Model 2 adjusted for age and sex, and Model 3 additionally included 7 clinical variables identified via machine learning and directed acyclic graph. Nonlinear dosage was further analyzed based on restricted cubic splines. P values and P for interaction were Bonferroni-adjusted. RESULTS A total of 54,673 sepsis patients were included for phenotype identification, and 8,803 patients were further analyzed to evaluate heterogeneous treatment effect of vasoactive drugs. Four sepsis phenotypes were identified: A, B, C and D. Phenotype D was the most severe subgroup, followed by phenotype C, while phenotypes A and B were mild subgroups. In Model 3, each 0.05 μg/kg/min increase in NEE dosage was linked to higher hospital mortality (OR 1.328, 95% CI 1.314-1.342; p < 0.001). Longer NEE time of use also significantly increased mortality risk (OR 1.006, 95% CI 1.005-1.007; p < 0.001). In addition, these associations varied significantly by phenotype (P for interaction < 0.001). In RCS model, phenotype A consistently showed higher mortality than the other phenotypes at NEE dosages of 0.1-0.5 µg/kg/min, with this gap increasing over time, showing a clear dosage-time dependence. Phenotype B displayed lower overall mortality but the steepest relative risk of hospital mortality increased as dosage and time (OR of dosage: 1.309; OR of time: 1.005) in Model 3. Phenotype C reached the highest mortality risk when dosages exceeded 0.5 µg/kg/min, which was dosage dependence. Finally, phenotype D followed a U-shaped curve in RCS model, and minimum mortality was around 20% at 0.03-0.05 µg/kg/min. CONCLUSIONS Sepsis phenotypes differ significantly in their treatment effects of vasoactive drug dosage and time of use, indicating the need for phenotype-specific treatment strategies to improve outcomes.
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Affiliation(s)
- Jiacheng Shen
- Geriatric Medicine Center, Department of Geriatric Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), 158 Shangtang Road, Hangzhou, 310014, China
- The Second School of Clinical Medicine, Zhejiang Chinese Medical University, 548 Binwen Road, Hangzhou, 310053, China
| | - Kun Fang
- Geriatric Medicine Center, Department of Geriatric Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), 158 Shangtang Road, Hangzhou, 310014, China
| | - Jianhong Xie
- Geriatric Medicine Center, Department of Geriatric Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), 158 Shangtang Road, Hangzhou, 310014, China
| | - Dongsheng Sun
- Geriatric Medicine Center, Department of Geriatric Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), 158 Shangtang Road, Hangzhou, 310014, China
| | - Li Li
- Geriatric Medicine Center, Department of Geriatric Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), 158 Shangtang Road, Hangzhou, 310014, China.
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Thomsen KK, Külls F, Vokuhl C, Krause L, Müller D, Bossemeyer M, Wegge M, Kröker A, Bergholz A, Zöllner C, Sessler DI, Saugel B. Continuous versus bolus norepinephrine administration to treat hypotension after induction of general anaesthesia in low-to-moderate risk noncardiac surgery patients: a randomised trial. Br J Anaesth 2025:S0007-0912(25)00195-3. [PMID: 40318949 DOI: 10.1016/j.bja.2025.03.017] [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: 12/15/2024] [Revised: 03/18/2025] [Accepted: 03/18/2025] [Indexed: 05/07/2025] Open
Abstract
BACKGROUND Hypotension after induction of general anaesthesia (postinduction hypotension) is common in patients undergoing noncardiac surgery and frequently requires treatment with vasopressors such as norepinephrine. We tested the hypothesis that giving norepinephrine continuously using a syringe infusion pump, compared with giving it as repeated manual boluses, reduces postinduction hypotension within 15 min after starting induction of general anaesthesia in low-to-moderate risk noncardiac surgery patients. METHODS Patients undergoing elective noncardiac surgery were randomised to either continuous norepinephrine infusion or manual bolus norepinephrine administration intravenously during induction of general anaesthesia. In both groups, norepinephrine was administered through a peripheral venous catheter. Blood pressure was measured by clinicians using intermittent oscillometry. We additionally performed blinded continuous noninvasive blood pressure monitoring to quantify the duration and extent of postinduction hypotension. The primary endpoint was postinduction hypotension, defined as the area under a MAP of 65 mm Hg within 15 min after starting induction of general anaesthesia. RESULTS From 276 randomised patients, 261 had complete data (median age: 62 yr; 40% female). The median (25th-75th percentile) area under a MAP of 65 mm Hg was 3.6 (0.0-16.6) mm Hg × min in patients assigned to continuous norepinephrine infusion, compared with 5.5 (0.5-24.5) mm Hg × min in patients assigned to manual bolus norepinephrine administration (P=0.070). The median duration of MAP values <65 mm Hg was 1.0 (0.0-2.5) min vs 1.4 (0.2-3.2) min (P=0.052). CONCLUSIONS Continuous administration of norepinephrine, compared with repeated manual bolus doses, did not reduce postinduction hypotension in low-to-moderate risk noncardiac surgery patients who had intermittent oscillometric blood pressure monitoring.
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Affiliation(s)
- Kristen K Thomsen
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany; Outcomes Research Consortium®, Houston, TX, USA.
| | - Finn Külls
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Christina Vokuhl
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Linda Krause
- Institute of Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Dominik Müller
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Max Bossemeyer
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Mirja Wegge
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Alina Kröker
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Alina Bergholz
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Christian Zöllner
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Daniel I Sessler
- Outcomes Research Consortium®, Houston, TX, USA; Center for Outcomes Research and Department of Anesthesiology, UTHealth, Houston, TX, USA
| | - Bernd Saugel
- Department of Anesthesiology, Center of Anesthesiology and Intensive Care Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany; Outcomes Research Consortium®, Houston, TX, USA
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Jung C, Bruno RR, Jumean M, Price S, Krychtiuk KA, Ramanathan K, Dankiewicz J, French J, Delmas C, Mendoza AA, Thiele H, Soussi S. Management of cardiogenic shock: state-of-the-art. Intensive Care Med 2024; 50:1814-1829. [PMID: 39254735 PMCID: PMC11541372 DOI: 10.1007/s00134-024-07618-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 08/18/2024] [Indexed: 09/11/2024]
Abstract
The management of cardiogenic shock is an ongoing challenge. Despite all efforts and tremendous use of resources, mortality remains high. Whilst reversing the underlying cause, restoring/maintaining organ perfusion and function are cornerstones of management. The presence of comorbidities and preexisting organ dysfunction increases management complexity, aiming to integrate the needs of vital organs in each individual patient. This review provides a comprehensive overview of contemporary literature regarding the definition and classification of cardiogenic shock, its pathophysiology, diagnosis, laboratory evaluation, and monitoring. Further, we distill the latest evidence in pharmacologic therapy and the use of mechanical circulatory support including recently published randomized-controlled trials as well as future directions of research, integrating this within an international group of authors to provide a global perspective. Finally, we explore the need for individualization, especially in the face of neutral randomized trials which may be related to a dilution of a potential benefit of an intervention (i.e., average effect) in this heterogeneous clinical syndrome, including the use of novel biomarkers, artificial intelligence, and machine learning approaches to identify specific endotypes of cardiogenic shock (i.e., subclasses with distinct underlying biological/molecular mechanisms) to support a more personalized medicine beyond the syndromic approach of cardiogenic shock.
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Affiliation(s)
- Christian Jung
- Department of Cardiology, Pulmonology and Vascular Medicine, Heinrich-Heine-University Duesseldorf, Medical Faculty, Duesseldorf, Germany.
- Cardiovascular Research Institute Düsseldorf (CARID), Düsseldorf, Germany, Heinrich-Heine-University Duesseldorf, Duesseldorf, Germany.
| | - Raphael Romano Bruno
- Department of Cardiology, Pulmonology and Vascular Medicine, Heinrich-Heine-University Duesseldorf, Medical Faculty, Duesseldorf, Germany
| | | | - Susanna Price
- Division of Heart, Lung and Critical Care, Royal Brompton Hospital, London, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Konstantin A Krychtiuk
- Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria
| | - Kollengode Ramanathan
- Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore, Singapore
- Cardiothoracic Intensive Care Unit, National University Heart Centre, National University Hospital, Singapore, Singapore
| | - Josef Dankiewicz
- Department of Clinical Sciences Lund, Lund University, Cardiology, Lund, Sweden
| | - John French
- Department of Cardiology, Liverpool Hospital, Sydney, Australia
- School of Medicine, Western Sydney University, Sydney, Australia
- South Western Sydney Clinical School, The University of New South Wales, Sydney, Australia
| | - Clement Delmas
- Intensive Cardiac Care Unit, Cardiology Department, Toulouse University Hospital, Institute of Metabolic and Cardiovascular Diseases (I2MC), UMR-1048, National Institute of Health and Medical Research (INSERM), Toulouse, France
- REICATRA, Institut Saint Jacques, CHU de Toulouse, Toulouse, France
| | | | - Holger Thiele
- Department of Internal Medicine/Cardiology and Leipzig Heart Science, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Sabri Soussi
- Department of Anesthesia and Pain Management, University Health Network (UHN), Women's College Hospital, University of Toronto, Toronto Western Hospital, Toronto, Canada
- University of Paris Cité, Inserm UMR-S 942, Cardiovascular Markers in Stress Conditions (MASCOT), Paris, France
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Morales S, Wendel-Garcia PD, Ibarra-Estrada M, Jung C, Castro R, Retamal J, Cortínez LI, Severino N, Kiavialaitis GE, Ospina-Tascón G, Bakker J, Hernández G, Kattan E. The impact of norepinephrine dose reporting heterogeneity on mortality prediction in septic shock patients. Crit Care 2024; 28:216. [PMID: 38961499 PMCID: PMC11220947 DOI: 10.1186/s13054-024-05011-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 06/29/2024] [Indexed: 07/05/2024] Open
Abstract
BACKGROUND Norepinephrine (NE) is a cornerstone drug in the management of septic shock, with its dose being used clinically as a marker of disease severity and as mortality predictor. However, variations in NE dose reporting either as salt formulations or base molecule may lead to misinterpretation of mortality risks and hinder the process of care. METHODS We conducted a retrospective analysis of the MIMIC-IV database to assess the impact of NE dose reporting heterogeneity on mortality prediction in a cohort of septic shock patients. NE doses were converted from the base molecule to equivalent salt doses, and their ability to predict 28-day mortality at common severity dose cut-offs was compared. RESULTS 4086 eligible patients with septic shock were identified, with a median age of 68 [57-78] years, an admission SOFA score of 7 [6-10], and lactate at diagnosis of 3.2 [2.4-5.1] mmol/L. Median peak NE dose at day 1 was 0.24 [0.12-0.42] μg/kg/min, with a 28-day mortality of 39.3%. The NE dose showed significant heterogeneity in mortality prediction depending on which formulation was reported, with doses reported as bitartrate and tartrate presenting 65 (95% CI 79-43)% and 67 (95% CI 80-47)% lower ORs than base molecule, respectively. This divergence in prediction widened at increasing NE doses. When using a 1 μg/kg/min threshold, predicted mortality was 54 (95% CI 52-56)% and 83 (95% CI 80-87)% for tartrate formulation and base molecule, respectively. CONCLUSIONS Heterogeneous reporting of NE doses significantly affects mortality prediction in septic shock. Standardizing NE dose reporting as base molecule could enhance risk stratification and improve processes of care. These findings underscore the importance of consistent NE dose reporting practices in critical care settings.
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Affiliation(s)
- Sebastian Morales
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Avenida Diagonal Paraguay 362, Santiago, Chile
| | - Pedro D Wendel-Garcia
- Institute of Intensive Care Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Miguel Ibarra-Estrada
- Unidad de Terapia Intensiva, Hospital Civil Fray Antonio Alcalde, Universidad de Guadalajara, Guadalajara, Jalisco, Mexico
- The Latin American Intensive Care Network (LIVEN)
| | - Christian Jung
- Department of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, Heinrich-Heine-University Duesseldorf, Duesseldorf, Germany
- Cardiovascular Research Institute Düsseldorf (CARID), Heinrich-Heine University Düsseldorf, Duesseldorf, Germany
| | - Ricardo Castro
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Avenida Diagonal Paraguay 362, Santiago, Chile
- The Latin American Intensive Care Network (LIVEN)
| | - Jaime Retamal
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Avenida Diagonal Paraguay 362, Santiago, Chile
- The Latin American Intensive Care Network (LIVEN)
| | - Luis I Cortínez
- División de Anestesiología, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago de Chile, Chile
| | - Nicolás Severino
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Avenida Diagonal Paraguay 362, Santiago, Chile
| | | | - Gustavo Ospina-Tascón
- The Latin American Intensive Care Network (LIVEN)
- Department of Intensive Care Medicine, Fundación Valle del Lili, Cali, Colombia
- Translational Research Laboratory in Critical Care Medicine (TransLab-CCM), Universidad Icesi, Cali, Colombia
| | - Jan Bakker
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Avenida Diagonal Paraguay 362, Santiago, Chile
- The Latin American Intensive Care Network (LIVEN)
- Department of Intensive Care, Erasmus MC University Medical Center, Rotterdam, Netherlands
- Division of Pulmonary, Allergy, and Critical Care Medicine, Columbia University Medical Center, New York, USA
| | - Glenn Hernández
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Avenida Diagonal Paraguay 362, Santiago, Chile
- The Latin American Intensive Care Network (LIVEN)
| | - Eduardo Kattan
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Avenida Diagonal Paraguay 362, Santiago, Chile.
- The Latin American Intensive Care Network (LIVEN), .
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Wieruszewski PM, Khanna AK. Norepinephrine salt formulations are not a matter of pharmacologic potency. Intensive Care Med 2024; 50:1179-1180. [PMID: 38695929 DOI: 10.1007/s00134-024-07451-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/16/2024] [Indexed: 07/14/2024]
Affiliation(s)
- Patrick M Wieruszewski
- Department of Pharmacy, Mayo Clinic, RO_MB_GR_722PH, 200 First Street SW, Rochester, MN, 55905, USA.
- Department of Anesthesiology, Mayo Clinic, Rochester, MN, USA.
| | - Ashish K Khanna
- Department of Anesthesiology, Section on Critical Care Medicine, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, NC, USA
- Outcomes Research Consortium, Cleveland, OH, USA
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Ibarra-Estrada M, Kattan E, Jung C. Norepinephrine dose reporting: are we looking at different sides of the same coin? Intensive Care Med 2024; 50:1181-1182. [PMID: 38775863 PMCID: PMC11245408 DOI: 10.1007/s00134-024-07487-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/08/2024] [Indexed: 07/14/2024]
Affiliation(s)
- Miguel Ibarra-Estrada
- Unidad de Terapia Intensiva, Hospital Civil Fray Antonio Alcalde, Universidad de Guadalajara, Guadalajara, Jalisco, Mexico
| | - Eduardo Kattan
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Christian Jung
- Department of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, Heinrich-Heine-University Duesseldorf, Moorenstraße 5, 40225, Duesseldorf, Germany.
- CARID (Cardiovascular Research Institute Düsseldorf), Duesseldorf, Germany.
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Goyer I, Levy B, Leone M. Norepinephrine dose and concentration reporting: a closer look at the fine print. Intensive Care Med 2024; 50:1006-1007. [PMID: 38598127 DOI: 10.1007/s00134-024-07425-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/31/2024] [Indexed: 04/11/2024]
Affiliation(s)
- Isabelle Goyer
- Department of Pharmacy, Service de Pharmacie, CHU de Caen, Avenue de la Côte de Nacre, 14000, Caen, France.
| | - Bruno Levy
- INSERM U1116, Faculté de Médecine, Vandoeuvre-les-Nancy, France
- Université de Lorraine, Nancy, France
| | - Marc Leone
- Service d'anesthésie et de Réanimation, Aix-Marseille Université, Assistance Publique Hôpitaux de Marseille, Hôpital Nord, Marseille, France
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Kattan E, Ibarra-Estrada M, Jung C. Norepinephrine dose and concentration reporting: the devil is in the details. Intensive Care Med 2024; 50:1008-1009. [PMID: 38656357 PMCID: PMC11164721 DOI: 10.1007/s00134-024-07446-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/11/2024] [Indexed: 04/26/2024]
Affiliation(s)
- Eduardo Kattan
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Miguel Ibarra-Estrada
- Unidad de Terapia Intensiva, Hospital Civil Fray Antonio Alcalde, Universidad de Guadalajara, Guadalajara, Jalisco, México
| | - Christian Jung
- Medical Faculty, Department of Cardiology, Pulmonology and Vascular Medicine, Heinrich-Heine-University Duesseldorf, Moorenstraße 5, 40225, Duesseldorf, Germany.
- CARID (Cardiovascular Research Institute Düsseldorf), Duesseldorf, Germany.
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