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Chlabicz M, Łaguna W, Kazimierczyk R, Kazimierczyk E, Łopatowska P, Gil M, Sobkowicz B, Kamiński KA, Tycińska A. Value of APACHE II, SOFA and CardShock scoring as predictive tools for cardiogenic shock: A single-centre pilot study. ESC Heart Fail 2024; 11:3584-3597. [PMID: 39136422 PMCID: PMC11631277 DOI: 10.1002/ehf2.15020] [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: 04/14/2024] [Revised: 07/02/2024] [Accepted: 07/27/2024] [Indexed: 12/12/2024] Open
Abstract
AIMS The aim of this study was to determine the value of the Acute Physiology and Chronic Health Evaluation II (APACHE II), Sequential Organ Failure Assessment (SOFA) and CardShock scoring systems in predicting the risk of in-hospital, 30 day and 3 year mortality in patients with cardiogenic shock (CS). METHODS This was a single-centre observational study conducted between May 2016 and December 2017. Data from consecutive patients with CS admitted to the intensive cardiac care unit (ICCU) were included in the analysis. RESULTS The study group comprised 63 patients with CS {median age 71.0 [interquartile range (IQR), 59-82]; 42 men}: 32 patients with ischaemic and 31 with non-ischaemic aetiology. The median APACHE II, SOFA and CardShock scores were 13 (IQR, 9.9-19.0) points, 8.0 (IQR, 6.0-10.0) points and 3.0 (IQR, 2.0-5.0) points, respectively. The in-hospital, 30 day and 3 year mortality rates were 39.7%, 41.3% and 77.8%, respectively. APACHE II and SOFA scores were significantly higher in the group of patients who died at 30 days (P = 0.043 and P = 0.045, respectively). The CardShock score was higher in patients with CS who died in hospital (P = 0.007) and within 30 days (P = 0.004). No score was statistically significant for 3 year mortality. Area under the curve (AUC) analysis showed that the CardShock score had the highest value in predicting in-hospital and 30 day mortality relative to APACHE II and SOFA, with a cut-off score of 5 points [AUC: 0.70; 95% confidence interval (CI): 0.59-0.81; P = 0.001] and 4 points (AUC: 0.71; 95% CI: 0.60-0.82; P < 0.001), respectively. The Bayesian Weibull model demonstrated the utility of all scales in estimating short-term risk in patients with CS, with the impact of APACHE II and SOFA on patient life expectancy decreasing to a non-significant level at approximately 32 days and CardShock at 33 days. The forest plots derived from the Bayesian logistic regression analysis show significant estimated coefficients with 94% highest density interval (HDI) for in-hospital and 30 day mortality. The use of invasive or non-invasive ventilation, a higher heart rate and a less negative fluid balance showed an unfavourable prognosis. Survival was associated with being in the pre-CS class, with a higher glomerular filtration rate and a higher platelet count. CONCLUSIONS APACHE II and SOFA could be used for the risk stratification of patients with CS admitted to the ICCU. CardShock proved to be a more appropriate tool for assessing short-term prognosis in patients with CS of all aetiologies, suggesting that there is potential for its promotion for use in daily clinical practice.
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Affiliation(s)
- Małgorzata Chlabicz
- Department of Population Medicine and Lifestyle Diseases PreventionMedical University of BiałystokBiałystokPoland
- Department of Invasive Cardiology, Internal Medicine with Cardiac Intensive Care Unit and Laboratory of HemodynamicsMedical University of BiałystokBiałystokPoland
| | - Wojciech Łaguna
- Faculty of Computer ScienceBialystok University of TechnologyBiałystokPoland
| | - Remigiusz Kazimierczyk
- Department of Cardiology and Internal Medicine with Cardiac Intensive Care UnitMedical University of BiałystokBiałystokPoland
| | - Ewelina Kazimierczyk
- Department of Cardiology and Internal Medicine with Cardiac Intensive Care UnitMedical University of BiałystokBiałystokPoland
| | | | - Monika Gil
- Department of Internal MedicineCity Hospital in Ruda ŚląskaRuda ŚląskaPoland
| | - Bożena Sobkowicz
- Department of Cardiology and Internal Medicine with Cardiac Intensive Care UnitMedical University of BiałystokBiałystokPoland
| | - Karol A. Kamiński
- Department of Population Medicine and Lifestyle Diseases PreventionMedical University of BiałystokBiałystokPoland
- Department of Cardiology and Internal Medicine with Cardiac Intensive Care UnitMedical University of BiałystokBiałystokPoland
| | - Agnieszka Tycińska
- Department of Cardiology and Internal Medicine with Cardiac Intensive Care UnitMedical University of BiałystokBiałystokPoland
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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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Biegus J, Mebazaa A, Metra M, Pagnesi M, Chioncel O, Davison B, Filippatos G, Tycińska A, Novosadova M, Gulati G, Barros M, Diaz ML, Guardia C, Zymliński R, Gajewski P, Ponikowski P, Simmons P, Simonson S, Cotter G. Safety and efficacy of up to 60 h of iv istaroxime in pre-cardiogenic shock patients: Design of the SEISMiC trial. ESC Heart Fail 2024. [PMID: 39375885 DOI: 10.1002/ehf2.15102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Accepted: 09/13/2024] [Indexed: 10/09/2024] Open
Abstract
AIMS Cardiogenic shock (CS) is linked to high morbidity and mortality rates, posing a challenge for clinicians. Interventions to improve tissue perfusion and blood pressure are crucial to prevent further deterioration. Unfortunately, current inotropes, which act through adrenergic receptor stimulation, are associated with malignant arrhythmias and poorer outcomes. Due to its unique mechanism of action, istaroxime should improve haemodynamics without adrenergic overactivation. The SEISMiC study is designed to examine the safety and efficacy (haemodynamic effect) of istaroxime administrated in pre-CS patients. METHODS AND RESULTS The SEISMiC study is a multinational, multicentre, randomized, double-blind, placebo-controlled safety and efficacy study with two parts (A and B). The study enrols patients hospitalized for decompensated heart failure (pre-CS, not related to myocardial ischaemia) with persistent hypotension [systolic blood pressure (SBP) 70-100 mmHg for at least 2 h] and clinically confirmed congestion, NT-proBNP ≥1400 pg/mL, and LVEF≤40%. Subjects must not have taken intravenous (iv) vasopressors, inotropes or digoxin in the past 6 h. Eligible patients are randomized to receive IV infusion of istaroxime (different doses and regimens in Parts A and B) or placebo for up to 60 h. Central haemodynamics, ECG Holter monitoring, cardiac ultrasound and biomarkers are recorded at predefined time points during the trial. The study's primary efficacy endpoint is the SBP area under the curve from baseline curve from baseline to 6 and 24 h in the combined SEISMiC Parts A and B population. Key secondary efficacy endpoints include haemodynamic, laboratory and clinical measures in SEISMiC B alone in the combined SEISMiC A and B studies. CONCLUSIONS The study results will contribute to our understanding of the role of istaroxime in pre-CS patients and potentially provide insight into the drug's haemodynamic effects and safety in this population.
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Affiliation(s)
- Jan Biegus
- Institute of Heart Diseases, Wroclaw Medical University, Wrocław, Poland
| | - Alexander Mebazaa
- Department of Anesthesiology and Critical Care and Burn Unit, Saint-Louis and Lariboisière Hospitals, FHU PROMICE, DMU Parabol, APHP Nord, Paris, France
- Cardiovascular Markers in Stress Conditions (MASCOT), Université Paris Cité, Inserm UMR-S 942, Paris, France
| | - Marco Metra
- Cardiology Unit, ASST Spedali Civili, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Matteo Pagnesi
- Cardiology Unit, ASST Spedali Civili, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Ovidiu Chioncel
- Emergency Institute for Cardiovascular Diseases 'Prof. C.C. Iliescu', Bucharest, Romania
- University of Medicine Carol Davila, Bucharest, Romania
| | - Beth Davison
- Cardiovascular Markers in Stress Conditions (MASCOT), Université Paris Cité, Inserm UMR-S 942, Paris, France
- Momentum Research Inc, Durham, North Carolina, USA
| | - Gerasimos Filippatos
- National and Kapodistrian University of Athens, School of Medicine, Attikon University Hospital, Chaidari, Greece
| | - Agnieszka Tycińska
- Department of Intensive Cardiac Care, Medical University of Białystok, Białystok, Poland
| | | | - Gaurav Gulati
- Cardiovascular Center, Tufts Medical Center, Boston, Massachusetts, USA
| | | | | | - Carlos Guardia
- Windtree Therapeutics Inc, Warrington, Pennsylvania, USA
| | - Robert Zymliński
- Institute of Heart Diseases, Wroclaw Medical University, Wrocław, Poland
| | - Piotr Gajewski
- Institute of Heart Diseases, Wroclaw Medical University, Wrocław, Poland
| | - Piotr Ponikowski
- Institute of Heart Diseases, Wroclaw Medical University, Wrocław, Poland
| | | | | | - Gad Cotter
- Cardiovascular Markers in Stress Conditions (MASCOT), Université Paris Cité, Inserm UMR-S 942, Paris, France
- Momentum Research Inc, Durham, North Carolina, USA
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Song M, Su Q, Zhang L. Clinical Effect of Norepinephrine Combined with Esmolol Treatment in Patients with Septic Shock and Its Impact on Prognosis. Int J Gen Med 2024; 17:4325-4333. [PMID: 39346634 PMCID: PMC11430355 DOI: 10.2147/ijgm.s477593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Accepted: 08/27/2024] [Indexed: 10/01/2024] Open
Abstract
Objective To unveil the influence of norepinephrine (NE) combined with esmolol treatment on cardiac function, hemodynamics, inflammatory factor levels, and prognosis in patients with septic shock. Methods Ninety-six patients with septic shock admitted to our hospital from January 2021 to June 2023 were retrospectively analyzed and divided into the control and observation groups according to the different treatment methods. The control group was treated with standard anti-infection and fluid resuscitation, followed by NE administration [with an infusion rate of 0.1-0.5 μg/(kg-min)]. The observation group was treated with esmolol [starting pumping rate of 50 μg/(kg-min) and adjusting the pumping rate according to the target heart rate] in combination with the control group. Changes in hemodynamic parameters, including heart rate, mean arterial pressure, central venous pressure, cardiac index, stroke volume index, and systemic vascular resistance index, were monitored by pulse-indicating continuous cardiac output monitors before treatment (T0), 24h after treatment (T1), and 72h after treatment (T2); changes in cardiac function before and after 72h of treatment, indicators of inflammatory factors before and after treatment, and indicators of oxygenation metabolism were assessed; and adverse drug reactions during treatment were recorded in both groups. Results NE combined with esmolol treatment improved the efficacy of patients with septic shock; was beneficial for the enhancement of blood perfusion in patients; improved the patient's cardiac function, reduced myocardial injury, and suppressed the inflammatory response in patients; improved the oxygenation metabolism and the prognosis of patients; did not significantly increase the adverse drug reactions of patients and had a better safety profile. Conclusion NE combined with esmolol treatment can improve the efficacy of patients with septic shock, improve their cardiac function and hemodynamic indices, reduce myocardial injury and inflammatory response, and have a better safety profile, which is conducive to improving patient prognosis and reducing mortality.
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Affiliation(s)
- Mengjiao Song
- Department of The Second District of Intensive Care Medicine, Dongying People's Hospital, Dongying, Shandong, People's Republic of China
| | - Qiang Su
- Department of The Second District of Intensive Care Medicine, Dongying People's Hospital, Dongying, Shandong, People's Republic of China
| | - Lei Zhang
- Department of Emergency Critical Care Medicine, Dongying People's Hospital, Dongying, Shandong, People's Republic of China
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Schaubroeck H, Rossberg M, Thiele H, Pöss J. ICU management of cardiogenic shock before mechanical support. Curr Opin Crit Care 2024; 30:362-370. [PMID: 38872375 DOI: 10.1097/mcc.0000000000001182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2024]
Abstract
PURPOSE OF REVIEW Treatment of cardiogenic shock remains largely driven by expert consensus due to limited evidence from randomized controlled trials. In this review, we aim to summarize the approach to the management of patients with cardiogenic shock in the ICU prior to mechanical circulatory support (MCS). RECENT FINDINGS Main topics covered in this article include diagnosis, monitoring, initial management and key aspects of pharmacological therapy in the ICU for patients with cardiogenic shock. SUMMARY Despite efforts to improve therapy, short-term mortality in patients with cardiogenic shock is still reaching 40-50%. Early recognition and treatment of cardiogenic shock are crucial, including early revascularization of the culprit lesion with possible staged revascularization in acute myocardial infarction (AMI)-CS. Optimal volume management and vasoactive drugs titrated to restore arterial pressure and perfusion are the cornerstone of cardiogenic shock therapy. The choice of vasoactive drugs depends on the underlying cause and phenotype of cardiogenic shock. Their use should be limited to the shortest duration and lowest possible dose. According to recent observational evidence, assessment of the complete hemodynamic profile with a pulmonary artery catheter (PAC) was associated with improved outcomes and should be considered early in patients not responding to initial therapy or with unclear shock. A multidisciplinary shock team should be involved early in order to identify potential candidates for temporary and/or durable MCS.
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Affiliation(s)
| | - Michelle Rossberg
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Holger Thiele
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
| | - Janine Pöss
- Department of Cardiology, Heart Center Leipzig at University of Leipzig, Leipzig, Germany
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El Hussein MT, Mushaluk C. Cardiogenic Shock: An Overview. Crit Care Nurs Q 2024; 47:243-256. [PMID: 38860953 DOI: 10.1097/cnq.0000000000000513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/12/2024]
Abstract
Cardiogenic shock (CS) is a complex and dreadful condition for which effective treatments remain unclear. The concerningly high mortality rate of CS emphasizes a need for developing effective therapies to reduce its mortality and reverse its detrimental course. This article aims to provide an updated and evidence-based review of the pathophysiology of CS and the related pharmacotherapeutics with a special focus on vasoactive and inotropic agents.
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Affiliation(s)
- Mohamed Toufic El Hussein
- Author Affiliations: School of Nursing and Midwifery, Faculty of Health, Community & Education, Mount Royal University, Calgary, Canada (Dr El Hussein and Ms Mushaluk);Faculty of Nursing, University of Alberta (Dr El Hussein); and Acute Care Nurse Practitioner Medical Cardiology, Coronary Care Unit - Rockyview General Hospital, Calgary, Alberta, Canada (Dr El Hussein)
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Riccardi M, Pagnesi M, Chioncel O, Mebazaa A, Cotter G, Gustafsson F, Tomasoni D, Latronico N, Adamo M, Metra M. Medical therapy of cardiogenic shock: Contemporary use of inotropes and vasopressors. Eur J Heart Fail 2024; 26:411-431. [PMID: 38391010 DOI: 10.1002/ejhf.3162] [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: 10/05/2023] [Revised: 01/23/2024] [Accepted: 01/28/2024] [Indexed: 02/24/2024] Open
Abstract
Cardiogenic shock is a primary cardiac disorder that results in both clinical and biochemical evidence of tissue hypoperfusion and can lead to multi-organ failure and death depending on its severity. Inadequate cardiac contractility or cardiac power secondary to acute myocardial infarction remains the most frequent cause of cardiogenic shock, although its contribution has declined over the past two decades, compared with other causes. Despite some advances in cardiogenic shock management, this clinical syndrome is still burdened by an extremely high mortality. Its management is based on immediate stabilization of haemodynamic parameters so that further treatment, including mechanical circulatory support and transfer to specialized tertiary care centres, can be accomplished. With these aims, medical therapy, consisting mainly of inotropic drugs and vasopressors, still has a major role. The purpose of this article is to review current evidence on the use of these medications in patients with cardiogenic shock and discuss specific clinical settings with indications to their use.
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Affiliation(s)
- Mauro Riccardi
- Cardiology, ASST Spedali Civili di Brescia, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Matteo Pagnesi
- Cardiology, ASST Spedali Civili di Brescia, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Ovidiu Chioncel
- Emergency Institute for Cardiovascular Diseases 'Prof. C.C. Iliescu', Bucharest, Romania
| | - Alexandre Mebazaa
- Université Paris Cité, Inserm MASCOT, AP-HP Department of Anesthesia and Critical Care, Hôpital Lariboisière, Paris, France
| | | | - Finn Gustafsson
- Heart Centre, Department of Cardiology, Rigshospitalet-Copenhagen University Hospital, Copenhagen, Denmark
| | - Daniela Tomasoni
- Cardiology, ASST Spedali Civili di Brescia, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Nicola Latronico
- Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, Brescia, Italy
- Department of Anesthesia, Intensive Care and Emergency, ASST Spedali Civili University Hospital, Brescia, Italy
| | - Marianna Adamo
- Cardiology, ASST Spedali Civili di Brescia, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Marco Metra
- Cardiology, ASST Spedali Civili di Brescia, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
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Bruno RR, Wolff G, Kelm M, Jung C. Pharmacological treatment of cardiogenic shock - A state of the art review. Pharmacol Ther 2022; 240:108230. [PMID: 35697151 DOI: 10.1016/j.pharmthera.2022.108230] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Revised: 05/30/2022] [Accepted: 06/07/2022] [Indexed: 12/14/2022]
Abstract
Cardiogenic shock is a clinical syndrome of impaired tissue perfusion caused by primary cardiac dysfunction and inadequate cardiac output. It represents one of the most lethal clinical conditions in intensive care medicine with mortality >40%. Management of different clinical presentations of cardiogenic shock includes guidance of cardiac preload, afterload, heart rate and contractility by differential pharmacological modulation of volume, systemic and pulmonary vascular resistance and cardiac output besides reversing the triggering cause. Data from large registries and randomized controlled trials on optimal diagnostic guidance as well as choice of pharmacological agents has accrued significantly in recent years. This state-of-the-art review summarizes the basic concepts of cardiogenic shock, the diagnostic work-up and currently available evidence and guideline recommendations on pharmacological treatment of cardiogenic shock.
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Affiliation(s)
- Raphael Romano Bruno
- Heinrich-Heine-University Duesseldorf, Medical Faculty, Department of Cardiology, Pulmonology and Vascular Medicine, Duesseldorf, Germany
| | - Georg Wolff
- Heinrich-Heine-University Duesseldorf, Medical Faculty, Department of Cardiology, Pulmonology and Vascular Medicine, Duesseldorf, Germany
| | - Malte Kelm
- Heinrich-Heine-University Duesseldorf, Medical Faculty, Department of Cardiology, Pulmonology and Vascular Medicine, Duesseldorf, Germany; Cardiovascular Research Institute Düsseldorf (CARID), Duesseldorf, Germany
| | - Christian Jung
- Heinrich-Heine-University Duesseldorf, Medical Faculty, Department of Cardiology, Pulmonology and Vascular Medicine, Duesseldorf, Germany.
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Deng Y, Liu S, Wang Z, Wang Y, Jiang Y, Liu B. Explainable time-series deep learning models for the prediction of mortality, prolonged length of stay and 30-day readmission in intensive care patients. Front Med (Lausanne) 2022; 9:933037. [PMID: 36250092 PMCID: PMC9554013 DOI: 10.3389/fmed.2022.933037] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 09/01/2022] [Indexed: 11/14/2022] Open
Abstract
Background In-hospital mortality, prolonged length of stay (LOS), and 30-day readmission are common outcomes in the intensive care unit (ICU). Traditional scoring systems and machine learning models for predicting these outcomes usually ignore the characteristics of ICU data, which are time-series forms. We aimed to use time-series deep learning models with the selective combination of three widely used scoring systems to predict these outcomes. Materials and methods A retrospective cohort study was conducted on 40,083 patients in ICU from the Medical Information Mart for Intensive Care-IV (MIMIC-IV) database. Three deep learning models, namely, recurrent neural network (RNN), gated recurrent unit (GRU), and long short-term memory (LSTM) with attention mechanisms, were trained for the prediction of in-hospital mortality, prolonged LOS, and 30-day readmission with variables collected during the initial 24 h after ICU admission or the last 24 h before discharge. The inclusion of variables was based on three widely used scoring systems, namely, APACHE II, SOFA, and SAPS II, and the predictors consisted of time-series vital signs, laboratory tests, medication, and procedures. The patients were randomly divided into a training set (80%) and a test set (20%), which were used for model development and model evaluation, respectively. The area under the receiver operating characteristic curve (AUC), sensitivity, specificity, and Brier scores were used to evaluate model performance. Variable significance was identified through attention mechanisms. Results A total of 33 variables for 40,083 patients were enrolled for mortality and prolonged LOS prediction and 36,180 for readmission prediction. The rates of occurrence of the three outcomes were 9.74%, 27.54%, and 11.79%, respectively. In each of the three outcomes, the performance of RNN, GRU, and LSTM did not differ greatly. Mortality prediction models, prolonged LOS prediction models, and readmission prediction models achieved AUCs of 0.870 ± 0.001, 0.765 ± 0.003, and 0.635 ± 0.018, respectively. The top significant variables co-selected by the three deep learning models were Glasgow Coma Scale (GCS), age, blood urea nitrogen, and norepinephrine for mortality; GCS, invasive ventilation, and blood urea nitrogen for prolonged LOS; and blood urea nitrogen, GCS, and ethnicity for readmission. Conclusion The prognostic prediction models established in our study achieved good performance in predicting common outcomes of patients in ICU, especially in mortality prediction. In addition, GCS and blood urea nitrogen were identified as the most important factors strongly associated with adverse ICU events.
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Affiliation(s)
- Yuhan Deng
- School of Public Health, Peking University, Beijing, China
| | - Shuang Liu
- School of Public Health, Peking University, Beijing, China
| | - Ziyao Wang
- School of Public Health, Peking University, Beijing, China
| | - Yuxin Wang
- School of Public Health, Peking University, Beijing, China
| | - Yong Jiang
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing, China
- Yong Jiang,
| | - Baohua Liu
- School of Public Health, Peking University, Beijing, China
- *Correspondence: Baohua Liu,
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