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Hsieh MC, Hu JJ, Lin YR, Li SY, Hsieh PY, Shing Ching CT, Liao LD. Improving the early diagnosis and clinical outcomes of shock patients via laser speckle contrast imaging assessment of peripheral hemodynamics. iScience 2024; 27:111307. [PMID: 39735435 PMCID: PMC11681897 DOI: 10.1016/j.isci.2024.111307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 09/25/2024] [Accepted: 10/17/2024] [Indexed: 12/31/2024] Open
Abstract
Shock is defined as a critical circulatory failure that requires prompt diagnosis to optimize patient outcomes. Traditional diagnostic methods have limitations, including contact-based measurements, high costs, and lengthy procedures. The study evaluated the efficacy of laser speckle contrast imaging (LSCI), a noncontact technique, for assessing peripheral hemodynamics in shock patients. Results showed that LSCI accurately captured dynamic changes in blood flow, revealing early indicators of shock. ROI diff and ROI diff/ROI2 values significantly differed between shock patients and healthy controls. Spearman's correlation analysis revealed associations between ROI diff and key physiological parameters, such as blood pressure and heart rate. ROC analysis revealed that ROI diff and ROI diff/ROI2 had strong accuracy (72.5% and 82.5%, respectively) for detecting shock. Additionally, LSCI reduced testing time by over 50%, offering faster assessments. These findings demonstrate the potential of LSCI to improve diagnosis and management of shock, especially in complex clinical environments.
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Affiliation(s)
- Meng-Che Hsieh
- Institute of Biomedical Engineering and Nanomedicine, National Health Research Institutes, 35, Keyan Road, Zhunan Town, Miaoli County 350, Taiwan
- Doctoral Program in Tissue Engineering and Regenerative Medicine, National Chung Hsing University, 145, Xingda Road, South District, Taichung City 402, Taiwan
| | - Jin-Jia Hu
- Department of Mechanical Engineering, National Yang Ming Chiao Tung University, No. 1001, Daxue Rd. East Dist., Hsinchu City 300093, Taiwan
| | - Yan-Ren Lin
- Department of Emergency and Critical Care Medicine, Changhua Christian Hospital, Changhua, Taiwan
| | - Shih-Yu Li
- Institute of Biomedical Engineering and Nanomedicine, National Health Research Institutes, 35, Keyan Road, Zhunan Town, Miaoli County 350, Taiwan
- Department of Mechanical Engineering, National Yang Ming Chiao Tung University, No. 1001, Daxue Rd. East Dist., Hsinchu City 300093, Taiwan
| | - Pei-You Hsieh
- Department of Emergency and Critical Care Medicine, Changhua Christian Hospital, Changhua, Taiwan
| | - Congo Tak Shing Ching
- Doctoral Program in Tissue Engineering and Regenerative Medicine, National Chung Hsing University, 145, Xingda Road, South District, Taichung City 402, Taiwan
- Graduate Institute of Biomedical Engineering, National Chung Hsing University, 145, Xingda Road, South District, Taichung City 402, Taiwan
- Department of Electrical Engineering, National Chi Nan University, Puli Township 54561, Taiwan
- International Doctoral Program in Agriculture, National Chung Hsing University, Taichung 402, Taiwan
- Advanced Plant and Food Crop Biotechnology Center, National Chung Hsing University, Taichung 402, Taiwan
| | - Lun-De Liao
- Institute of Biomedical Engineering and Nanomedicine, National Health Research Institutes, 35, Keyan Road, Zhunan Town, Miaoli County 350, Taiwan
- Doctoral Program in Tissue Engineering and Regenerative Medicine, National Chung Hsing University, 145, Xingda Road, South District, Taichung City 402, Taiwan
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Alsagaff MY, Kurniawan RB, Purwati DD, Ul Haq AUD, Saputra PBT, Milla C, Kusumawardhani LF, Budianto CP, Susilo H, Oktaviono YH. Shock index in the emergency department as a predictor for mortality in COVID-19 patients: A systematic review and meta-analysis. Heliyon 2023; 9:e18553. [PMID: 37576209 PMCID: PMC10413000 DOI: 10.1016/j.heliyon.2023.e18553] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 07/14/2023] [Accepted: 07/20/2023] [Indexed: 08/15/2023] Open
Abstract
Background The shock index (SI) ratio serves as a straightforward predictor to identify patients who are either at risk of or experiencing shock. COVID-19 patients with shock face increased mortality risk and reduced chances of recovery. This review aims to determine the role of SI in the emergency department (ED) to predict COVID-19 patient outcomes. Methods The systematic search was conducted in PubMed, ProQuest, Scopus, and ScienceDirect on June 16, 2023. We included observational studies evaluating SI in ED and COVID-19 patient outcomes. Random-effect meta-analysis was done to generate odds ratios of SI as the predictor of intensive care unit (ICU) admission and mortality. The sensitivity and specificity of SI in predicting these outcomes were also pooled, and a summary receiver operating characteristics (sROC) curve was generated. Results A total of eight studies involving 4557 participants were included in the pooled analysis. High SI was found to be associated with an increased risk of ICU admission (OR 5.81 [95%CI: 1.18-28.58], p = 0.03). Regarding mortality, high SI was linked to higher rates of in-hospital (OR 7.45 [95%CI: 2.44-22.74], p = 0.0004), within 30-day (OR 7.34 [95%CI: 5.27-10.21], p < 0.00001), and overall (OR 7.52 [95%CI: 3.72-15.19], p < 0.00001) mortality. The sensitivity and specificity of SI for predicting ICU admission were 76.2% [95%CI: 54.6%-89.5%] and 64.3% [95%CI: 19.6%-93.0%], respectively. In terms of overall mortality, the sensitivity and specificity were 54.0% (95%CI: 34.3%-72.6%) and 85.9% (95%CI: 75.8%-92.3%), respectively, with only subtle changes for in-hospital and within 30-day mortality. Adjustment of SI cut-off to >0.7 yielded improved sensitivity (95%CI: 78.0% [59.7%-89.4%]) and specificity (95%CI: 76.8% [41.7%-93.9%]) in predicting overall mortality. Conclusion SI in emergency room may be a simple and useful triage instrument for predicting ICU admission and mortality in COVID-19 patients. Future well-conducted studies are still needed to corroborate the findings of this study.
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Affiliation(s)
- Mochamad Yusuf Alsagaff
- Department Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Airlangga – Dr. Soetomo General Academic Hospital, Surabaya, East Java, Indonesia
- Department Cardiology and Vascular Medicine, Universitas Airlangga Hospital, Surabaya, East Java, Indonesia
| | | | - Dinda Dwi Purwati
- Faculty of Medicine, Universitas Airlangga, Surabaya, East Java, Indonesia
| | | | - Pandit Bagus Tri Saputra
- Department Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Airlangga – Dr. Soetomo General Academic Hospital, Surabaya, East Java, Indonesia
| | - Clonia Milla
- Faculty of Medicine, Universitas Airlangga, Surabaya, East Java, Indonesia
| | - Louisa Fadjri Kusumawardhani
- Department Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Airlangga – Dr. Soetomo General Academic Hospital, Surabaya, East Java, Indonesia
| | - Christian Pramudita Budianto
- Department Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Airlangga – Dr. Soetomo General Academic Hospital, Surabaya, East Java, Indonesia
| | - Hendri Susilo
- Department Cardiology and Vascular Medicine, Universitas Airlangga Hospital, Surabaya, East Java, Indonesia
| | - Yudi Her Oktaviono
- Department Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Airlangga – Dr. Soetomo General Academic Hospital, Surabaya, East Java, Indonesia
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Rossaint R, Afshari A, Bouillon B, Cerny V, Cimpoesu D, Curry N, Duranteau J, Filipescu D, Grottke O, Grønlykke L, Harrois A, Hunt BJ, Kaserer A, Komadina R, Madsen MH, Maegele M, Mora L, Riddez L, Romero CS, Samama CM, Vincent JL, Wiberg S, Spahn DR. The European guideline on management of major bleeding and coagulopathy following trauma: sixth edition. Crit Care 2023; 27:80. [PMID: 36859355 PMCID: PMC9977110 DOI: 10.1186/s13054-023-04327-7] [Citation(s) in RCA: 197] [Impact Index Per Article: 98.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 01/20/2023] [Indexed: 03/03/2023] Open
Abstract
BACKGROUND Severe trauma represents a major global public health burden and the management of post-traumatic bleeding continues to challenge healthcare systems around the world. Post-traumatic bleeding and associated traumatic coagulopathy remain leading causes of potentially preventable multiorgan failure and death if not diagnosed and managed in an appropriate and timely manner. This sixth edition of the European guideline on the management of major bleeding and coagulopathy following traumatic injury aims to advise clinicians who care for the bleeding trauma patient during the initial diagnostic and therapeutic phases of patient management. METHODS The pan-European, multidisciplinary Task Force for Advanced Bleeding Care in Trauma included representatives from six European professional societies and convened to assess and update the previous version of this guideline using a structured, evidence-based consensus approach. Structured literature searches covered the period since the last edition of the guideline, but considered evidence cited previously. The format of this edition has been adjusted to reflect the trend towards concise guideline documents that cite only the highest-quality studies and most relevant literature rather than attempting to provide a comprehensive literature review to accompany each recommendation. RESULTS This guideline comprises 39 clinical practice recommendations that follow an approximate temporal path for management of the bleeding trauma patient, with recommendations grouped behind key decision points. While approximately one-third of patients who have experienced severe trauma arrive in hospital in a coagulopathic state, a systematic diagnostic and therapeutic approach has been shown to reduce the number of preventable deaths attributable to traumatic injury. CONCLUSION A multidisciplinary approach and adherence to evidence-based guidelines are pillars of best practice in the management of severely injured trauma patients. Further improvement in outcomes will be achieved by optimising and standardising trauma care in line with the available evidence across Europe and beyond.
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Affiliation(s)
- Rolf Rossaint
- Department of Anaesthesiology, University Hospital Aachen, RWTH, Aachen University, Pauwelsstrasse 30, D-52074, Aachen, Germany.
| | - Arash Afshari
- grid.5254.60000 0001 0674 042XDepartment of Paediatric and Obstetric Anaesthesia, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Denmark
| | - Bertil Bouillon
- grid.412581.b0000 0000 9024 6397Department of Trauma and Orthopaedic Surgery, Cologne-Merheim Medical Centre (CMMC), University of Witten/Herdecke, Ostmerheimer Strasse 200, D-51109 Cologne, Germany
| | - Vladimir Cerny
- grid.424917.d0000 0001 1379 0994Department of Anaesthesiology, Perioperative Medicine and Intensive Care, Masaryk Hospital, J.E. Purkinje University, Socialni pece 3316/12A, CZ-40113 Usti nad Labem, Czech Republic ,grid.4491.80000 0004 1937 116XDepartment of Anaesthesiology and Intensive Care Medicine, Charles University Faculty of Medicine, Simkova 870, CZ-50003 Hradec Králové, Czech Republic
| | - Diana Cimpoesu
- grid.411038.f0000 0001 0685 1605Department of Emergency Medicine, Emergency County Hospital “Sf. Spiridon” Iasi, University of Medicine and Pharmacy ”Grigore T. Popa” Iasi, Blvd. Independentei 1, RO-700111 Iasi, Romania
| | - Nicola Curry
- grid.410556.30000 0001 0440 1440Oxford Haemophilia and Thrombosis Centre, Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Trust, Windmill Road, Oxford, OX3 7HE UK ,grid.4991.50000 0004 1936 8948Radcliffe Department of Medicine, Oxford University, Oxford, UK
| | - Jacques Duranteau
- grid.460789.40000 0004 4910 6535Department of Anesthesiology, Intensive Care and Perioperative Medicine, Assistance Publique Hôpitaux de Paris, Paris Saclay University, 78 rue du Général Leclerc, F-94275 Le Kremlin-Bicêtre Cedex, France
| | - Daniela Filipescu
- grid.8194.40000 0000 9828 7548Department of Cardiac Anaesthesia and Intensive Care, “Prof. Dr. C. C. Iliescu” Emergency Institute of Cardiovascular Diseases, Carol Davila University of Medicine and Pharmacy, Sos Fundeni 256-258, RO-022328 Bucharest, Romania
| | - Oliver Grottke
- grid.1957.a0000 0001 0728 696XDepartment of Anaesthesiology, University Hospital Aachen, RWTH, Aachen University, Pauwelsstrasse 30, D-52074 Aachen, Germany
| | - Lars Grønlykke
- grid.5254.60000 0001 0674 042XDepartment of Thoracic Anaesthesiology, The Heart Centre, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Denmark
| | - Anatole Harrois
- grid.460789.40000 0004 4910 6535Department of Anesthesiology, Intensive Care and Perioperative Medicine, Assistance Publique Hôpitaux de Paris, Paris Saclay University, 78 rue du Général Leclerc, F-94275 Le Kremlin-Bicêtre Cedex, France
| | - Beverley J. Hunt
- grid.420545.20000 0004 0489 3985Thrombosis and Haemophilia Centre, Guy’s and St Thomas’ NHS Foundation Trust, Westminster Bridge Road, London, SE1 7EH UK
| | - Alexander Kaserer
- grid.412004.30000 0004 0478 9977Institute of Anaesthesiology, University Hospital Zurich, Raemistrasse 100, CH-8091 Zurich, Switzerland
| | - Radko Komadina
- grid.8954.00000 0001 0721 6013Department of Traumatology, General and Teaching Hospital Celje, Medical Faculty, Ljubljana University, Oblakova ulica 5, SI-3000 Celje, Slovenia
| | - Mikkel Herold Madsen
- grid.5254.60000 0001 0674 042XDepartment of Paediatric and Obstetric Anaesthesia, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Denmark
| | - Marc Maegele
- grid.412581.b0000 0000 9024 6397Department of Trauma and Orthopaedic Surgery, Cologne-Merheim Medical Centre (CMMC), Institute for Research in Operative Medicine (IFOM), University of Witten/Herdecke, Ostmerheimer Strasse 200, D-51109 Cologne, Germany
| | - Lidia Mora
- grid.7080.f0000 0001 2296 0625Department of Anaesthesiology, Intensive Care and Pain Clinic, Vall d’Hebron Trauma, Rehabilitation and Burns Hospital, Autonomous University of Barcelona, Passeig de la Vall d’Hebron 119-129, ES-08035 Barcelona, Spain
| | - Louis Riddez
- grid.24381.3c0000 0000 9241 5705Department of Surgery and Trauma, Karolinska University Hospital, S-171 76 Solna, Sweden
| | - Carolina S. Romero
- grid.106023.60000 0004 1770 977XDepartment of Anaesthesia, Intensive Care and Pain Therapy, Consorcio Hospital General Universitario de Valencia, Universidad Europea of Valencia Methodology Research Department, Avenida Tres Cruces 2, ES-46014 Valencia, Spain
| | - Charles-Marc Samama
- Department of Anaesthesia, Intensive Care and Perioperative Medicine, GHU AP-HP Centre - Université Paris Cité - Cochin Hospital, 27 rue du Faubourg St. Jacques, F-75014 Paris, France
| | - Jean-Louis Vincent
- grid.4989.c0000 0001 2348 0746Department of Intensive Care, Erasme University Hospital, Université Libre de Bruxelles, Route de Lennik 808, B-1070 Brussels, Belgium
| | - Sebastian Wiberg
- grid.5254.60000 0001 0674 042XDepartment of Thoracic Anaesthesiology, The Heart Centre, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Denmark
| | - Donat R. Spahn
- grid.412004.30000 0004 0478 9977Institute of Anaesthesiology, University Hospital Zurich, Raemistrasse 100, CH-8091 Zurich, Switzerland
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Asim M, El-Menyar A, Chughtai T, Al-Hassani A, Abdelrahman H, Rizoli S, Al-Thani H. Shock Index for the Prediction of Interventions and Mortality in Patients With Blunt Thoracic Trauma. J Surg Res 2023; 283:438-448. [PMID: 36434840 DOI: 10.1016/j.jss.2022.10.067] [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: 01/13/2022] [Revised: 09/21/2022] [Accepted: 10/16/2022] [Indexed: 11/24/2022]
Abstract
INTRODUCTION Shock index (SI) is a bedside simple scoring tool; however, it has not yet been tested in blunt thorax trauma (BTT). We sought to evaluate the prognostic value of SI for chest interventions (thoracostomy tube or thoracotomy), blood transfusion, and mortality in patients with BTT. We hypothesized that high SI is associated with worse outcomes in patients with BTT. METHODS We conducted a retrospective analysis of all BTT patients (chest Abbreviated Injury Score [AIS] > 1) hospitalized in a level 1 trauma center between 2011 and 2020. Patients with AIS >1 for head or abdominal injuries and patients undergoing open reduction and internal fixation surgery or penetrating injuries were excluded. Patients were categorized into two groups (low SI <0.80 versus high SI ≥0.80) based on the receiver operating characteristic curve analysis. Multivariable regression analysis was performed to identify the predictors of mortality. RESULTS A total of 1645 patients were admitted with BTT; of them, 24.5% had high SI. The mean age was 39.2 ± 15.2 y, and most were males (91%). Patients with high SI were younger, had sustained severer injuries, and required more chest interventions (P = 0.001), blood transfusion (P = 0.001), and massive transfusion protocol activation (P = 0.001) compared with low SI group. The overall in-hospital mortality rate was 2.6%, which was more in the high SI group (8.2% versus 0.8%; P = 0.001). SI significantly correlated with age (r = -0.281), injury severity score (r = 0.418), Glasgow Come Score on arrival (r = -0.377), Trauma and Injury Severity Score (r = -0.144), Revised Trauma Score (r = -0.219), serum lactate (r = 0.434), blood transfusion units (r = 0.418), and chest AIS (r = 0.066). SI was an independent predictor of mortality (odds ratio 3.506; 95% confidence interval 1.389-8.848; P = 0.008), and this effect persisted after adjustment for chest intervention (odds ratio 2.923; 95% confidence interval 1.146-7.455; P = 0.02). CONCLUSIONS The present study highlights the prognostic value of SI as a rapid bedside tool to predict the use of interventions and the risk of mortality in patients with BTT. The study findings help the emergency physicians for early and appropriate risk stratification and triaging of patients with BTT.
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Affiliation(s)
- Mohammad Asim
- Clinical Research, Trauma & Vascular Surgery, Hamad General Hospital, Doha, Qatar
| | - Ayman El-Menyar
- Clinical Research, Trauma & Vascular Surgery, Hamad General Hospital, Doha, Qatar; Clinical Medicine, Weill Cornell Medical College, Doha, Qatar.
| | - Talat Chughtai
- Trauma Surgery Section, Hamad General Hospital (HGH), Doha, Qatar
| | - Ammar Al-Hassani
- Trauma Surgery Section, Hamad General Hospital (HGH), Doha, Qatar
| | | | - Sandro Rizoli
- Trauma Surgery Section, Hamad General Hospital (HGH), Doha, Qatar
| | - Hassan Al-Thani
- Trauma Surgery Section, Hamad General Hospital (HGH), Doha, Qatar
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Campos-Serra A, Mesquida J, Montmany-Vioque S, Rebasa-Cladera P, Barquero-Lopez M, Cidoncha-Secilla A, Llorach-Perucho N, Morales-Codina M, Puyana JC, Navarro-Soto S. Alterations in tissue oxygen saturation measured by near-infrared spectroscopy in trauma patients after initial resuscitation are associated with occult shock. Eur J Trauma Emerg Surg 2023; 49:307-315. [PMID: 36053289 PMCID: PMC9925470 DOI: 10.1007/s00068-022-02068-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Accepted: 07/16/2022] [Indexed: 11/28/2022]
Abstract
PURPOSE Persistent occult hypoperfusion after initial resuscitation is strongly associated with increased morbidity and mortality after severe trauma. The objective of this study was to analyze regional tissue oxygenation, along with other global markers, as potential detectors of occult shock in otherwise hemodynamically stable trauma patients. METHODS Trauma patients undergoing active resuscitation were evaluated 8 h after hospital admission with the measurement of several global and local hemodynamic/metabolic parameters. Apparently hemodynamically stable (AHD) patients, defined as having SBP ≥ 90 mmHg, HR < 100 bpm and no vasopressor support, were followed for 48 h, and finally classified according to the need for further treatment for persistent bleeding (defined as requiring additional red blood cell transfusion), initiation of vasopressors and/or bleeding control with surgery and/or angioembolization. Patients were labeled as "Occult shock" (OS) if they required any intervention or "Truly hemodynamically stable" (THD) if they did not. Regional tissue oxygenation (rSO2) was measured non-invasively by near-infrared spectroscopy (NIRS) on the forearm. A vascular occlusion test was performed, allowing a 3-min deoxygenation period and a reoxygenation period following occlusion release. Minimal rSO2 (rSO2min), Delta-down (rSO2-rSO2min), maximal rSO2 following cuff-release (rSO2max), and Delta-up (rSO2max-rSO2min) were computed. The NIRS response to the occlusion test was also measured in a control group of healthy volunteers. RESULTS Sixty-six consecutive trauma patients were included. After 8 h, 17 patients were classified as AHD, of whom five were finally considered to have OS and 12 THD. No hemodynamic, metabolic or coagulopathic differences were observed between the two groups, while NIRS-derived parameters showed statistically significant differences in Delta-down, rSO2min, and Delta-up. CONCLUSIONS After 8 h of care, NIRS evaluation with an occlusion test is helpful for identifying occult shock in apparently hemodynamically stable patients. LEVEL OF EVIDENCE IV, descriptive observational study. TRIAL REGISTRATION ClinicalTrials.gov Registration Number: NCT02772653.
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Affiliation(s)
- Andrea Campos-Serra
- Department of Surgery, Universitat Autònoma de Barcelona, Parc Taulí Hospital Universitari, Parc del Taulí 1, 08208, Sabadell (Barcelona), Spain.
| | - Jaume Mesquida
- Critical Care Department, Parc Taulí Hospital Universitari, Sabadell, Spain
| | - Sandra Montmany-Vioque
- Department of Surgery, Universitat Autònoma de Barcelona, Parc Taulí Hospital Universitari, Parc del Taulí 1, 08208 Sabadell (Barcelona), Spain
| | - Pere Rebasa-Cladera
- Department of Surgery, Universitat Autònoma de Barcelona, Parc Taulí Hospital Universitari, Parc del Taulí 1, 08208 Sabadell (Barcelona), Spain
| | | | - Ariadna Cidoncha-Secilla
- Department of Surgery, Universitat Autònoma de Barcelona, Parc Taulí Hospital Universitari, Parc del Taulí 1, 08208 Sabadell (Barcelona), Spain
| | - Núria Llorach-Perucho
- Department of Surgery, Universitat Autònoma de Barcelona, Parc Taulí Hospital Universitari, Parc del Taulí 1, 08208 Sabadell (Barcelona), Spain
| | | | | | - Salvador Navarro-Soto
- Department of Surgery, Universitat Autònoma de Barcelona, Parc Taulí Hospital Universitari, Parc del Taulí 1, 08208 Sabadell (Barcelona), Spain
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Shock Index Is a Validated Prediction Tool for the Short-Term Survival of Advanced Cancer Patients Presenting to the Emergency Department. J Pers Med 2022; 12:jpm12060954. [PMID: 35743739 PMCID: PMC9225656 DOI: 10.3390/jpm12060954] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Revised: 06/04/2022] [Accepted: 06/06/2022] [Indexed: 11/17/2022] Open
Abstract
Advanced cancer patients who are not expected to survive past the short term can benefit from early initiation of palliative care in the emergency department (ED). This discussion, however, requires accurate prognostication of their short-term survival. We previously found in our retrospective study that shock index (SI) is an ideal risk stratification tool in predicting the 60-day mortality risk of advanced cancer patients presenting to the ED. This study is a follow-up prospective validation study conducted from January 2019 to April 2021. A total of 410 advanced cancer patients who presented to the ED of a medical centre and could be followed-up feasibly were recruited. Univariate and multivariable logistic regression analyses were performed with receiver operator calibrating (ROC) curve analysis. Non-survivors had significantly lower body temperatures, higher pulse rates, higher respiratory rates, lower blood pressures, and higher SI. Each 0.1 increment of SI increased the odds of 60-day mortality by 1.591. Area under ROC curve was 0.7819. At optimal cut-off of 0.94, SI had 66.10% accuracy. These results were similar to our previous study, thus validating the use of SI in predicting the 60-day mortality of advanced cancer patients presenting to the ED. Identified patients may be offered palliative care.
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Vang M, Østberg M, Steinmetz J, Rasmussen LS. Shock index as a predictor for mortality in trauma patients: a systematic review and meta-analysis. Eur J Trauma Emerg Surg 2022; 48:2559-2566. [PMID: 35258641 DOI: 10.1007/s00068-022-01932-z] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Accepted: 02/20/2022] [Indexed: 11/30/2022]
Abstract
PURPOSE The primary aim was to determine whether a shock index (SI) ≥ 1 in adult trauma patients was associated with increased in-hospital mortality compared to an SI < 1. METHODS This systematic review including a meta-analysis was performed in accordance with the PRISMA guidelines. EMBASE, MEDLINE, and Cochrane Library were searched, and two authors independently screened articles, performed the data extraction, and assessed risk of bias. Studies were included if they reported in-hospital, 30-day, or 48-h mortality, length of stay, massive blood transfusion or ICU admission in trauma patients with SI recorded at arrival in the emergency department or trauma center. Risk of bias was assessed using the Newcastle-Ottawa Scale, and the strength and quality of the body of evidence according to GRADE. Data were pooled using a random effects model. Inter-rater reliability was assessed with Cohen's kappa. RESULTS We screened 1350 citations with an inter-rater reliability of 0.90. Thirty-eight cohort studies were included of which 14 reported the primary outcome. All studies reported a significant higher in-hospital mortality in adult trauma patients with an SI ≥ 1 compared to those having an SI < 1. Twelve studies involving a total of 348,687 participants were included in the meta-analysis. The pooled risk ratio (RR) of in-hospital mortality was 4.15 (95% CI 2.96-5.83). The overall quality of evidence was low. CONCLUSIONS This systematic review found a fourfold increased risk of in-hospital mortality in adult trauma patients with an initial SI ≥ 1 in the emergency department or trauma center.
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Affiliation(s)
- Malene Vang
- Department of Anesthesia and Trauma Centre, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark.
| | - Maria Østberg
- Department of Anesthesia and Trauma Centre, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Jacob Steinmetz
- Department of Anesthesia and Trauma Centre, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark.,Danish Air Ambulance, Aarhus, Denmark
| | - Lars S Rasmussen
- Department of Anesthesia and Trauma Centre, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark.,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
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Liu Y, Gao J, Liu J, Walline JH, Liu X, Zhang T, Wu Y, Wu J, Zhu H, Zhu W. Development and validation of a practical machine-learning triage algorithm for the detection of patients in need of critical care in the emergency department. Sci Rep 2021; 11:24044. [PMID: 34911945 PMCID: PMC8674324 DOI: 10.1038/s41598-021-03104-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 11/18/2021] [Indexed: 12/23/2022] Open
Abstract
Identifying critically ill patients is a key challenge in emergency department (ED) triage. Mis-triage errors are still widespread in triage systems around the world. Here, we present a machine learning system (MLS) to assist ED triage officers better recognize critically ill patients and provide a text-based explanation of the MLS recommendation. To derive the MLS, an existing dataset of 22,272 patient encounters from 2012 to 2019 from our institution’s electronic emergency triage system (EETS) was used for algorithm training and validation. The area under the receiver operating characteristic curve (AUC) was 0.875 ± 0.006 (CI:95%) in retrospective dataset using fivefold cross validation, higher than that of reference model (0.843 ± 0.005 (CI:95%)). In the prospective cohort study, compared to the traditional triage system’s 1.2% mis-triage rate, the mis-triage rate in the MLS-assisted group was 0.9%. This MLS method with a real-time explanation for triage officers was able to lower the mis-triage rate of critically ill ED patients.
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Affiliation(s)
- Yecheng Liu
- Emergency Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Jiandong Gao
- Department of Electronic Engineering, Tsinghua University, Beijing, China.,Center for Big Data and Clinical Research, Institute for Precision Medicine, Tsinghua University, Beijing, China
| | - Jihai Liu
- Emergency Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Joseph Harold Walline
- Accident and Emergency Medicine Academic Unit, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong, China
| | - Xiaoying Liu
- Emergency Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Ting Zhang
- Emergency Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Yunyang Wu
- Department of Electronic Engineering, Tsinghua University, Beijing, China
| | - Ji Wu
- Department of Electronic Engineering, Tsinghua University, Beijing, China. .,Center for Big Data and Clinical Research, Institute for Precision Medicine, Tsinghua University, Beijing, China.
| | - Huadong Zhu
- Emergency Department, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China.
| | - Weiguo Zhu
- Department of Information Center, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China.
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9
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Gupta DL, Sharma A, Soni KD, Kazim SN, Bhoi S, Rao DN. Changes in the behaviour of monocyte subsets in acute post-traumatic sepsis patients. Mol Immunol 2021; 136:65-72. [PMID: 34087625 DOI: 10.1016/j.molimm.2021.04.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 03/18/2021] [Accepted: 04/06/2021] [Indexed: 12/14/2022]
Abstract
Trauma remains a major public health problem worldwide, marked as the fourth leading cause of death among all diseases. Trauma patients who survived at initial stages in the Emergency Department (ED), have significantly higher chances of mortality due to sepsis associated complications in the ICU at the later stage. There is paucity of literature regarding the role of circulating monocytes subsets and development of sepsis complications following trauma haemorrhagic shock (THS). The study was conducted to investigate the circulating level of monocyte subsets (Classical, Inflammatory, and Patrolling) and its functions in patients with acute post-traumatic sepsis. A total 72, THS patients and 30 age matched healthy controls were recruited. Blood samples were collected at different time points on days 1, 7, and 14 to measure the serum levels of cytokines by Cytometric bead assay (CBA), for the immunophenotyping of monocytes subsets, and also for the cell sorting of monocytes subsets for the functional studies. The circulating levels of monocytes subsets were found to be significantly differs among THS patients, who developed sepsis when compared with others who did not. The levels of patrolling monocytes were elevated in THS patients who developed sepsis and showed negative correlation with Sequential organ failure assessment (SOFA) score on days 7 and 14. Classical monocytes responded strongly to bacterial TLR-agonist (LPS) and produced anti-inflammatory cytokines, whereas patrolling monocytes responded with viral TLR agonist TLR-7/8 (R848) and produced inflammatory cytokines in post-traumatic sepsis patients. In conclusion, this study shows disparity in the behaviour of monocytes subsets in patients with acute post-traumatic sepsis.
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Affiliation(s)
- Dablu Lal Gupta
- Institute of Science, Nirma University, Ahmedabad, Gujarat, India.
| | - Ashok Sharma
- Department of Biochemistry, All India Institute of Medical Sciences, New Delhi, India.
| | - Kapil Dev Soni
- Department of Intensive and Critical Care, JPNATC, All India Institute of Medical Sciences, New Delhi, India.
| | - Syed Naqui Kazim
- Centre for Interdisciplinary Research in Basic Science, Jamia Millia Islamia, Central University, New Delhi, India.
| | - Sanjeev Bhoi
- Department of Emergency Medicine, JPNATC, All India Institute of Medical Sciences, New Delhi, India.
| | - D N Rao
- Department of Biochemistry, All India Institute of Medical Sciences, New Delhi, India.
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10
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Huang KC, Yang Y, Li CJ, Cheng FJ, Huang YH, Chuang PC, Chiu IM. Shock Index, Pediatric Age-Adjusted Predicts Morbidity and Mortality in Children Admitted to the Intensive Care Unit. Front Pediatr 2021; 9:727466. [PMID: 34650944 PMCID: PMC8506146 DOI: 10.3389/fped.2021.727466] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Accepted: 09/01/2021] [Indexed: 11/17/2022] Open
Abstract
Background: The shock index, pediatric age-adjusted (SIPA), defined as the maximum normal heart rate divided by the minimum normal systolic blood pressure by age, can help predict the risk of morbidity and mortality after pediatric trauma. This study investigated whether the SIPA can be used as an early index of prognosis for non-traumatic children visiting the pediatric emergency department (ED) and were directly admitted to the intensive care unit (ICU). We hypothesized that an increase in SIPA values in the first 24 h of ICU admission would correlate with mortality and adverse outcomes. Methods: This multicenter retrospective study enrolled non-traumatic patients aged 1-17 years who presented to the pediatric ED and were directly admitted to the ICU from January 1, 2016, to December 31, 2018, in Taiwan. The SIPA value was calculated at the time of arrival at the ED and 24 h after ICU admission. Cutoffs included SIPA values >1.2 (patient age: 1-6), >1.0 (patient age: 7-12), and >0.9 (patient age: 12-17). The utility of the SIPA and the trends in the SIPA during the first 24 h of ICU admission were analyzed to predict outcomes. Results: In total, 1,732 patients were included. Of these, 1,050 (60.6%) were under 6 years old, and the median Pediatric Risk of Mortality score was 7 (5-10). In total, 4.7% of the patients died, 12.9% received mechanical ventilator (MV) support, and 11.1% received inotropic support. The SIPA value at 24 h after admission was associated with increased mortality [odds ratio (OR): 4.366, 95% confidence interval (CI): 2.392-7.969, p < 0.001], MV support (OR: 1.826, 95% CI: 1.322-2.521, p < 0.001), inotropic support (OR: 2.306, 95% CI: 1.599-3.326, p < 0.001), and a long hospital length of stay (HLOS) (2.903 days, 95% CI: 1.734-4.271, p < 0.001). Persistent abnormal SIPA value was associated with increased mortality (OR: 2.799, 95% CI: 1.566-5.001, p = 0.001), MV support (OR: 1.457, 95% CI: 1.015-2.092, p = 0.041), inotropic support (OR: 1.875, 95% CI: 1.287-2.833, p = 0.001), and a long HLOS (3.2 days, 95% CI: 1.9-4.6, p < 0.001). Patients with abnormal to normal SIPA values were associated with decreased mortality (OR: 0.258, 95% CI: 0.106-0.627, p = 0.003), while patients with normal to abnormal SIPA values were associated with increased mortality (OR: 3.055, 95% CI: 1.472-5.930, p = 0.002). Conclusions: In non-traumatic children admitted to the ICU from the ED, increased SIPA values at 24 h after ICU admission predicted high mortality and bad outcomes. Monitoring the trends in the SIPA could help with prognostication and optimize early management.
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Affiliation(s)
- Kuo-Chen Huang
- Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Ying Yang
- Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Chao-Jui Li
- Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Fu-Jen Cheng
- Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Ying-Hsien Huang
- Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Po-Chun Chuang
- Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - I-Min Chiu
- Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
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