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Füller D, Liu C, Ko YA, Alkhoder AA, Desai SR, Almuwaqqat Z, Patel SA, Ejaz K, Kauser T, Martini MA, Alvi Z, Mehta PK, Sperling LS, Quyyumi AA. Soluble urokinase Plasminogen Activator Receptor (suPAR) mediates the effect of a lower education level on adverse outcomes in patients with coronary artery disease. Eur J Prev Cardiol 2024; 31:521-528. [PMID: 37788634 PMCID: PMC10972630 DOI: 10.1093/eurjpc/zwad311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 08/16/2023] [Accepted: 09/17/2023] [Indexed: 10/05/2023]
Abstract
AIMS To investigate whether the adverse impact of lower educational attainment on mortality risk in patients with coronary artery disease (CAD) is mediated by the activation of inflammatory and immune pathways, estimated as elevated soluble urokinase plasminogen activator receptor levels. METHODS AND RESULTS In 3164 patients undergoing coronary angiography, we investigated multivariable associations between suPAR and educational attainment and assessed the relationship between a lower educational level (defined as a high-school degree or less as the highest educational qualification) and outcomes using Cox proportional hazard and Fine and Gray's subdistribution competing risk models. The potential mediating effect through suPAR and high-sensitivity C-reactive protein (hs-CRP) was assessed using mediation analysis. A total of 1814 patients (57.3%) had achieved a higher (≥college) education level and 1350 patients (42.7%) a lower (≤high school) education level. Soluble urokinase plasminogen activator receptor levels were 9.0% [95% confidence interval (CI) 6.3-11.8, P ≤ 0.0001] higher in patients with lower educational qualifications than in those with higher educational qualifications after covariate adjustment. Lower educational attainment was associated with a higher risk of cardiovascular death after adjustment for demographic, clinical, and behavioural covariates, including CAD severity and heart failure history, medication use, and hs-CRP levels [hazard ratio 1.26 (95% CI 1.02-1.55, P = 0.03)]. However, after adjustment for suPAR levels, the effect of a lower educational level on cardiovascular death became insignificant. Values were similar for all-cause death. Soluble urokinase plasminogen activator receptor levels mediated 49% and hs-CRP levels 17% of the cardiovascular death risk attributable to lower educational attainment. CONCLUSION Circulating suPAR levels importantly mediate the effects of lower educational attainment on mortality, indicating the importance of systemic inflammation and immune dysregulation as biologic mediators of adverse social determinants of health.
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Affiliation(s)
- David Füller
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
- Brandenburg Medical School (Theodor Fontane), Brandenburg an der Havel, Germany
| | - Chang Liu
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Yi-An Ko
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Ayman A Alkhoder
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Shivang R Desai
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Zakaria Almuwaqqat
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Shivani A Patel
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Kiran Ejaz
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Tanveer Kauser
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Mohamed Afif Martini
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Zain Alvi
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Puja K Mehta
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Laurence S Sperling
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
| | - Arshed A Quyyumi
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of Medicine, Emory University School of Medicine, 1462 Clifton Road NE, Suite 507, Atlanta, GA 30322, USA
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Adami ME, Kotsaki A, Antonakos N, Giannitsioti E, Chalvatzis S, Saridaki M, Avgoustou C, Akinosoglou K, Dakou K, Damoraki G, Katrini K, Koufargyris P, Lekakis V, Panagaki A, Safarika A, Eugen-Olsen J, Giamarellos-Bourboulis EJ. qSOFA combined with suPAR for early risk detection and guidance of antibiotic treatment in the emergency department: a randomized controlled trial. Crit Care 2024; 28:42. [PMID: 38321472 PMCID: PMC10848347 DOI: 10.1186/s13054-024-04825-2] [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: 12/16/2023] [Accepted: 02/01/2024] [Indexed: 02/08/2024] Open
Abstract
BACKGROUND Sepsis guidelines suggest immediate start of resuscitation for patients with quick Sequential Organ Failure Assessment (qSOFA) 2 or 3. However, the interpretation of qSOFA 1 remains controversial. We investigated whether measurements of soluble urokinase plasminogen activator receptor (suPAR) may improve risk detection when qSOFA is 1. METHODS The study had two parts. At the first part, the combination of suPAR with qSOFA was analyzed in a prospective cohort for early risk detection. At the second part, the double-blind, randomized controlled trial (RCT) SUPERIOR evaluated the efficacy of the suPAR-guided medical intervention. SUPERIOR took place between November 2018 and December 2020. Multivariate stepwise Cox regression was used for the prospective cohort, while univariate and multivariate logistic regression was used for the RCT. Consecutive admissions at the emergency department (ED) with suspected infection, qSOFA 1 and suPAR ≥ 12 ng/mL were allocated to single infusion of placebo or meropenem. The primary endpoint was early deterioration, defined as at least one-point increase of admission Sequential Organ Failure Assessment (SOFA) score the first 24 h. RESULTS Most of the mortality risk was for patients with qSOFA 2 and 3. Taking the hazard ratio (HR) for death of patients with qSOFA = 1 and suPAR < 12 ng/mL as reference, the HR of qSOFA = 1 and suPAR ≥ 12 ng/mL for 28-day mortality was 2.98 (95% CI 2.11-3.96). The prospective RCT was prematurely ended due to pandemia-related ED re-allocations, with 91 patients enrolled: 47 in the placebo and 44 in the meropenem arm. The primary endpoint was met in 40.4% (n = 19) and 15.9% (n = 7), respectively (difference 24.5% [5.9-40.8]; odds ratio 0.14 [0.04-0.50]). One post hoc analysis showed significant median changes of SOFA score after 72 and 96 h equal to 0 and - 1, respectively. CONCLUSIONS Combining qSOFA 1 with the biomarker suPAR improves its prognostic performance for unfavorable outcome and can help decision for earlier treatment. Trial registration EU Clinical Trials Register (EudraCT, 2018-001008-13) and Clinical-Trials.gov (NCT03717350). Registered 24 October 2018.
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Affiliation(s)
- Maria Evangelia Adami
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Antigone Kotsaki
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Nikolaos Antonakos
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Efthymia Giannitsioti
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Stamatios Chalvatzis
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Maria Saridaki
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Christina Avgoustou
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | | | | | - Georgia Damoraki
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Konstantina Katrini
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Panagiotis Koufargyris
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Vasileios Lekakis
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Antonia Panagaki
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Asimina Safarika
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Evangelos J Giamarellos-Bourboulis
- Fourth Department of Internal Medicine, Medical School, National and Kapodistrian University of Athens, ATTIKON University General Hospital, 1 Rimini Str, 124 62, Athens, Greece.
- Hellenic Institute for the Study of Sepsis, Athens, Greece.
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Kim EY, Dryer SE. Role of Formyl Peptide Receptors and β-Arrestin-1 in suPAR Signal Transduction in Mouse Podocytes: Interactions with αVβ3-Integrin. Cells 2024; 13:172. [PMID: 38247863 PMCID: PMC10814688 DOI: 10.3390/cells13020172] [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: 12/07/2023] [Revised: 01/02/2024] [Accepted: 01/11/2024] [Indexed: 01/23/2024] Open
Abstract
The soluble urokinase plasminogen activator receptor (suPAR) has been implicated in a wide range of pathological conditions including primary nephrotic syndromes and acute kidney injuries. suPAR can trigger transduction cascades in podocytes by outside-in activation of αVβ3-integrin, but there is evidence that the functional cell surface response element is actually a complex of different types of receptors, which may also include the receptor for advanced glycation end-products (RAGE) and formyl peptide receptors (FPRs). Here we observed that ROS accumulation and Src activation could be evoked by continuous 24 h exposure to either suPAR or the FPR agonist fMLF. Responses to suPAR and fMLF were completely blocked by either the FPR antagonist WRW4 or by the αV-integrin inhibitor cilengitide. Moreover, endogenous podocyte mouse Fpr1 co-immunoprecipitates with β3-integrin, suggesting that these receptors occur as a complex on the cell surface. suPAR- and fMLF-evoked activation of Src and ROS differed in time course. Thus, robust pertussis toxin (PTX)-sensitive responses were evoked by 60 min exposures to fMLF but not to suPAR. By contrast, responses to 24 h exposures to either suPAR or fMLF were PTX-resistant and were instead abolished by knockdown of β-arrestin-1 (BAR1). FPRs, integrins, and RAGE (along with various Toll-like receptors) can all function as pattern-recognition receptors that respond to "danger signals" associated with infections and tissue injury. The fact that podocytes express such a wide array of pattern-recognition receptors suggests that the glomerular filter is designed to change its function under certain conditions, possibly to facilitate clearance of toxic macromolecules.
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Affiliation(s)
- Eun Young Kim
- Department of Biology and Biochemistry, University of Houston, Houston, TX 77204, USA;
| | - Stuart E. Dryer
- Department of Biology and Biochemistry, University of Houston, Houston, TX 77204, USA;
- Department of Biomedical Sciences, Tilman J. Fertitta Family College of Medicine, University of Houston, Houston, TX 77204, USA
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Hydoub YM, Walker AP, Kirchoff RW, Alzu'bi HM, Chipi PY, Gerberi DJ, Burton MC, Murad MH, Dugani SB. Risk Prediction Models for Hospital Mortality in General Medical Patients: A Systematic Review. AMERICAN JOURNAL OF MEDICINE OPEN 2023; 10:100044. [PMID: 38090393 PMCID: PMC10715621 DOI: 10.1016/j.ajmo.2023.100044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Revised: 03/20/2023] [Accepted: 05/27/2023] [Indexed: 07/20/2024]
Abstract
Objective To systematically review contemporary prediction models for hospital mortality developed or validated in general medical patients. Methods We screened articles in five databases, from January 1, 2010, through April 7, 2022, and the bibliography of articles selected for final inclusion. We assessed the quality for risk of bias and applicability using the Prediction Model Risk of Bias Assessment Tool (PROBAST) and extracted data using the Critical Appraisal and Data Extraction for Systematic Reviews of Prediction Modelling Studies (CHARMS) checklist. Two investigators independently screened each article, assessed quality, and extracted data. Results From 20,424 unique articles, we identified 15 models in 8 studies across 10 countries. The studies included 280,793 general medical patients and 19,923 hospital deaths. Models included 7 early warning scores, 2 comorbidities indices, and 6 combination models. Ten models were studied in all general medical patients (general models) and 7 in general medical patients with infection (infection models). Of the 15 models, 13 were developed using logistic or Poisson regression and 2 using machine learning methods. Also, 4 of 15 models reported on handling of missing values. None of the infection models had high discrimination, whereas 4 of 10 general models had high discrimination (area under curve >0.8). Only 1 model appropriately assessed calibration. All models had high risk of bias; 4 of 10 general models and 5 of 7 infection models had low concern for applicability for general medical patients. Conclusion Mortality prediction models for general medical patients were sparse and differed in quality, applicability, and discrimination. These models require hospital-level validation and/or recalibration in general medical patients to guide mortality reduction interventions.
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Affiliation(s)
- Yousif M. Hydoub
- Division of Cardiology, Sheikh Shakhbout Medical City, Abu Dhabi, United Arab Emirates
| | - Andrew P. Walker
- Division of Hospital Internal Medicine, Mayo Clinic, Phoenix, Ariz
- Department of Critical Care Medicine, Mayo Clinic, Phoenix, Ariz
| | - Robert W. Kirchoff
- Division of Hospital Internal Medicine, Mayo Clinic, Phoenix, Ariz
- Division of Hospital Internal Medicine, Mayo Clinic, Rochester, Minn
| | | | - Patricia Y. Chipi
- Division of Hospital Internal Medicine, Mayo Clinic, Jacksonville, Fla
| | | | | | - M. Hassan Murad
- Evidence-Based Practice Center, Mayo Clinic, Rochester, Minn
| | - Sagar B. Dugani
- Division of Hospital Internal Medicine, Mayo Clinic, Rochester, Minn
- Division of Health Care Delivery Research, Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minn
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Rehan ST, Hussain HU, Ali E, Kumar KA, Tabassum S, Hasanain M, Shaikh A, Ali G, Yousaf Z, Asghar MS. Role of soluble urokinase type plasminogen activator receptor (suPAR) in predicting mortality, readmission, length of stay and discharge in emergency patients: A systematic review and meta analysis. Medicine (Baltimore) 2023; 102:e35718. [PMID: 37960735 PMCID: PMC10637562 DOI: 10.1097/md.0000000000035718] [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: 07/25/2023] [Accepted: 09/28/2023] [Indexed: 11/15/2023] Open
Abstract
BACKGROUND Soluble urokinase plasminogen activator receptor (suPAR) is an inflammatory biomarker that is used to predict mortality, readmission, early discharge, and LOS, thus, serves as a useful tool for ED physicians. Our study aims to analyze the efficacy of suPAR in predicting these prognostic markers in ED. METHODS We performed a comprehensive search on 6 databases from the inception to 30th November 2022, to select the following eligibility criteria; a) observation or triage trial studies investigating the role of suPAR levels in predicting: 30 day and 90-day mortality, 30-day readmission, early discharge (within 24hr), and LOS in patients coming to AMU. RESULTS A total of 13 studies were included, with a population size of 35,178, of which 52.9% were female with a mean age of 62.93 years. Increased risk of 30-day mortality (RR = 10.52; 95% CI = 4.82-22.95; I2 = 38%; P < .00001), and risk of 90-day mortality (RR = 5.76; 95% CI = 3.35-9.91; I2 = 36%; P < .00001) was observed in high suPAR patients. However, a slightly increased risk was observed for 30-day readmission (RR = 1.50; 95% CI = 1.16-1.94; I2 = 54%; P = .002). More people were discharged within 24hr in the low suPAR level group compared to high suPAR group (RR = 0.46; 95% CI = 0.40-0.53; I2 = 41%; P < .00001). LOS was thrice as long in high suPAR level patients than in patients with low suPAR (WMD = 3.20; 95% CI = 1.84-4.56; I2 = 99%; P < .00001). CONCLUSION suPAR is proven to be a significant marker in predicting 30-day and 90-day mortality in ED patients.
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Affiliation(s)
| | | | - Eman Ali
- Dow University of Health Sciences, Karachi, Pakistan
| | | | | | | | - Asim Shaikh
- Department of Medicine, The Aga Khan University, Karachi, Pakistan
| | - Gibran Ali
- Division of Pulmonary and Critical Care Medicine, Mayo Clinic - Rochester, NY, USA
| | - Zohaib Yousaf
- Department of Internal Medicine, Tower Health - Reading Hospital, PA, USA
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Tong-Minh K, Endeman H, Ramakers C, Gommers D, van Gorp E, van der Does Y. Soluble urokinase plasminogen activator receptor and procalcitonin for risk stratification in patients with a suspected infection in the emergency department: a prospective cohort study. Eur J Emerg Med 2023; 30:324-330. [PMID: 37288566 PMCID: PMC10467805 DOI: 10.1097/mej.0000000000001042] [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: 01/25/2023] [Accepted: 04/12/2023] [Indexed: 06/09/2023]
Abstract
BACKGROUND AND IMPORTANCE Early identification of patients at risk of clinical deterioration may improve prognosis of infected patients in the emergency department (ED). Combining clinical scoring systems with biomarkers may result in a more accurate prediction of mortality than a clinical scoring system or biomarker alone. OBJECTIVE The objective of this study is to investigate the performance of the combination of National Early Warning Score-2 (NEWS2) and quick Sequential Organ Failure Assessment (qSOFA) score with soluble urokinase plasminogen activator receptor (suPAR) and procalcitonin to predict 30-day mortality in patients with a suspected infection in the ED. DESIGN, SETTINGS AND PARTICIPANTS This was a single-center prospective observational study, conducted in the Netherlands. Patients with suspected infection in the ED were included in this study and followed-up for 30 days. The primary outcome of this study was all cause 30-day mortality. The association between suPAR and procalcitonin with mortality was assessed in subgroups of patients with low and high qSOFA (<1 and ≥1) and low and high NEWS2 (<7 and ≥7). MAIN RESULTS Between March 2019 and December 2020, 958 patients were included. A total of 43 (4.5%) patients died within 30 days after ED visit. A suPAR ≥ 6 ng/ml was associated with an increased mortality risk: 5.5 vs. 0.9% ( P < 0.01) in patients with qSOFA = 0 and 10.7 vs. 2.1% ( P = 0.02) in patients with qSOFA ≥ 1. There was also an association between procalcitonin ≥0.25 ng/ml and mortality: 5.5 vs. 1.9% ( P = 0.02) for qSOFA = 0 and 11.9 vs. 4.1% ( P = 0.03) for qSOFA ≥ 1. Similar associations were found within patients with a NEWS < 7 (5.9 vs. 1.2% for suPAR and 7.0 vs. 1.7% for procalcitonin, P < 0.001). CONCLUSION In this prospective cohort study, suPAR and procalcitonin were associated with increased mortality in patients with either a low or high qSOFA and patients with low NEWS2.
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Affiliation(s)
| | | | | | | | - Eric van Gorp
- Department of Internal Medicine
- Department of Viroscience, Erasmus University Medical Center, Rotterdam, the Netherlands
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Boulitsakis Logothetis S, Green D, Holland M, Al Moubayed N. Predicting acute clinical deterioration with interpretable machine learning to support emergency care decision making. Sci Rep 2023; 13:13563. [PMID: 37604974 PMCID: PMC10442440 DOI: 10.1038/s41598-023-40661-0] [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: 12/09/2022] [Accepted: 08/16/2023] [Indexed: 08/23/2023] Open
Abstract
The emergency department (ED) is a fast-paced environment responsible for large volumes of patients with varied disease acuity. Operational pressures on EDs are increasing, which creates the imperative to efficiently identify patients at imminent risk of acute deterioration. The aim of this study is to systematically compare the performance of machine learning algorithms based on logistic regression, gradient boosted decision trees, and support vector machines for predicting imminent clinical deterioration for patients based on cross-sectional patient data extracted from electronic patient records (EPR) at the point of entry to the hospital. We apply state-of-the-art machine learning methods to predict early patient deterioration, based on their first recorded vital signs, observations, laboratory results, and other predictors documented in the EPR. Clinical deterioration in this study is measured by in-hospital mortality and/or admission to critical care. We build on prior work by incorporating interpretable machine learning and fairness-aware modelling, and use a dataset comprising 118, 886 unplanned admissions to Salford Royal Hospital, UK, to systematically compare model variations for predicting mortality and critical care utilisation within 24 hours of admission. We compare model performance to the National Early Warning Score 2 (NEWS2) and yield up to a 0.366 increase in average precision, up to a [Formula: see text] reduction in daily alert rate, and a median 0.599 reduction in differential bias amplification across the protected demographics of age and sex. We use Shapely Additive exPlanations to justify the models' outputs, verify that the captured data associations align with domain knowledge, and pair predictions with the causal context of each patient's most influential characteristics. Introducing our modelling to clinical practice has the potential to reduce alert fatigue and identify high-risk patients with a lower NEWS2 that might be missed currently, but further work is needed to trial the models in clinical practice. We encourage future research to follow a systematised approach to data-driven risk modelling to obtain clinically applicable support tools.
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Affiliation(s)
| | - Darren Green
- Department of Renal Medicine, Northern Care Alliance NHS Foundation Trust, Manchester, UK
- Division of Cardiovascular Sciences, University of Manchester, Manchester, UK
| | - Mark Holland
- School of Clinical and Biomedical Sciences, University of Bolton, Bolton, UK
| | - Noura Al Moubayed
- Department of Computer Science, University of Durham, Durham, UK.
- Evergreen Life Ltd, Manchester, UK.
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Donoso Calero MI, Mordillo-Mateos L, Martín-Conty JL, Polonio-López B, López-González Á, Durantez-Fernández C, Viñuela A, Rodríguez Hernández M, Mohedano-Moriano A, López-Izquierdo R, Jorge Soto C, Martín-Rodríguez F. Modified Rapid Emergency Medicine Score-Lactate (mREMS-L) performance to screen non-anticipated 30-day-related-mortality in emergency department. Eur J Clin Invest 2023; 53:e13994. [PMID: 37000120 DOI: 10.1111/eci.13994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 02/28/2023] [Accepted: 03/23/2023] [Indexed: 04/01/2023]
Abstract
BACKGROUND The aim of this study was to compare the ability to predict 30-day in-hospital mortality of lactate versus the modified Rapid Emergency Medicine Score (mREMS) versus the arithmetic sum of the mREMS plus the numerical value of lactate (mREMS-L). METHODS A prospective, multicentric, emergency department delivery, pragmatic study was conducted. To determine the predictive capacity of the scales, lactate was measured and the mREMS and mREMS-L were calculated in adult patients (aged>18 years) transferred with high priority by ambulance to the emergency department in five hospitals of Castilla y Leon between 1 January 2020 and 31 December 2021. The area under the receiver operating characteristic (ROC) curve of each of the scales was calculated in terms of mortality for 30 days. RESULTS A total of 5371 participants were included, and the in-hospital mortality rate at 30 days was of 11.4% (615 cases). The best cut-off point determined in the mREMS was 7.0 points (sensitivity of 67% and specificity of 84%), and for lactate, the cut-off point was 1.4 mmol/L (sensitivity of 88% and specificity of 67%). Finally, the combined mREMS-L showed a cut-off point of 7.9 (sensitivity of 83% and a specificity of 83%). The area under the ROC curve of the mREMS, lactate and mREMS-L for 30-day mortality was 0.851, 0.853, and 0.903, respectively (p < 0.001 in all cases). CONCLUSIONS The new score generated, mREMS-L, obtained better statistical results than its components (mREMS and lactate) separately.
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Affiliation(s)
- M Isabel Donoso Calero
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Health Sciences, University of Castilla-La Mancha, Talavera de la Reina, Spain
| | - Laura Mordillo-Mateos
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Health Sciences, University of Castilla-La Mancha, Talavera de la Reina, Spain
- Technological Innovation Applied to Health Research Group (ITAS), Faculty of Health Sciences, University of Castilla La Mancha, Talavera de la Reina, Spain
| | - José L Martín-Conty
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Health Sciences, University of Castilla-La Mancha, Talavera de la Reina, Spain
- Technological Innovation Applied to Health Research Group (ITAS), Faculty of Health Sciences, University of Castilla La Mancha, Talavera de la Reina, Spain
| | - Begoña Polonio-López
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Health Sciences, University of Castilla-La Mancha, Talavera de la Reina, Spain
- Technological Innovation Applied to Health Research Group (ITAS), Faculty of Health Sciences, University of Castilla La Mancha, Talavera de la Reina, Spain
| | - Ángel López-González
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Nursing, University of Castilla-La Mancha, Albacete, Spain
| | | | - Antonio Viñuela
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Health Sciences, University of Castilla-La Mancha, Talavera de la Reina, Spain
- Technological Innovation Applied to Health Research Group (ITAS), Faculty of Health Sciences, University of Castilla La Mancha, Talavera de la Reina, Spain
| | - Marta Rodríguez Hernández
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Health Sciences, University of Castilla-La Mancha, Talavera de la Reina, Spain
- Technological Innovation Applied to Health Research Group (ITAS), Faculty of Health Sciences, University of Castilla La Mancha, Talavera de la Reina, Spain
| | - Alicia Mohedano-Moriano
- Department of Nursing, Physiotherapy and Occupational Therapy, Faculty of Health Sciences, University of Castilla-La Mancha, Talavera de la Reina, Spain
- Technological Innovation Applied to Health Research Group (ITAS), Faculty of Health Sciences, University of Castilla La Mancha, Talavera de la Reina, Spain
| | | | - Cristina Jorge Soto
- Faculty of Nursing, University of Santiago de Compostela, Santiago de Compostela, Spain
- CLINURSID Research Group, University of Santiago de Compostela, Santiago de Compostela, Spain
| | - Francisco Martín-Rodríguez
- Advanced Life Support, Gerencia de Emergencias Sanitarias, Gerencia Regional de Salud de Castilla y León (SACYL), Valladolid, Spain
- Advanced Clinical Simulation Centre, Faculty of Medicine, University of Valladolid, Valladolid, Spain
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9
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Larsen TS, Eugen-Olsen J, Andersen O, Kirk JW. Challenges facing the clinical adoption of a new prognostic biomarker: a case study. BIOSOCIETIES 2023:1-23. [PMID: 36713027 PMCID: PMC9860228 DOI: 10.1057/s41292-022-00296-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/14/2022] [Indexed: 01/22/2023]
Abstract
In this article, we show how a particular biomarker comes into being in an emergency department in a hospital in Copenhagen, Denmark. We explore the contextual becoming of this biomarker, suPAR, through interviews with nurses and physicians and through relational ontology. We find that as a prognostic biomarker suPAR is challenged in it becoming as an object for clinical practice in the emergency department by the power of diagnostic practices and the desire for experience-based scripts that quickly enable the clinician to reach the right diagnosis. Although suPAR is enacted as a promising triage strategy suggesting a low or high risk of disease, the inability to rule out specific diagnoses and producing the notion of secure clinical actions make its non-specificity and prognostic character problematic in clinical practices. Specific diagnostic criteria versus prognostic interpretation and non-specificity risk profiling challenges the way healthcare workers in an emergency department understand the tasks they are set to solve and how to solve them. We discuss how the becoming of suPAR is strengthened through enactments of specificity and engagement in triage strategies and we reflect on it's becoming through new diagnostic practices with the need to accommodate diagnostic ambiguity.
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Affiliation(s)
- Trine Schifter Larsen
- Department of Clinical Research, Copenhagen University Hospital, Hvidovre, Kettegård Allé 30, 2650 Hvidovre, Denmark
- The Research Unit of Orthopaedic Nursing, Department of Orthopaedic Surgery, Copenhagen University Hospital, Hvidovre, Kettegård Allé 30, 2650 Hvidovre, Denmark
- Department of People and Technology, Roskilde University, Universitetsvej 1, 4000 Roskilde, Denmark
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital, Hvidovre, Kettegård Allé 30, 2650 Hvidovre, Denmark
| | - Ove Andersen
- Department of Clinical Research, Copenhagen University Hospital, Hvidovre, Kettegård Allé 30, 2650 Hvidovre, Denmark
- Emergency Department, Copenhagen University Hospital, Hvidovre, Kettegård Allé 30, 2650 Hvidovre, Denmark
- Department of Clinical Medicine, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen N, Denmark
| | - Jeanette Wassar Kirk
- Department of Clinical Research, Copenhagen University Hospital, Hvidovre, Kettegård Allé 30, 2650 Hvidovre, Denmark
- Department of Public Health, Nursing and Health Care, Aarhus University, Bartholins Allé 2, 8000 Aarhus C, Denmark
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Mitsunaga T, Ohtaki Y, Yajima W, Sugiura K, Seki Y, Mashiko K, Uzura M, Takeda S. Ability of combined soluble urokinase plasminogen activator receptor to predict preventable emergency attendance in older patients in Japan: a prospective pilot study. PeerJ 2022; 10:e14322. [PMID: 36353607 PMCID: PMC9639425 DOI: 10.7717/peerj.14322] [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: 06/24/2022] [Accepted: 10/10/2022] [Indexed: 11/06/2022] Open
Abstract
Soluble urokinase plasminogen activator receptor (suPAR) is a strong and nonspecific inflammatory biomarker that reflects various immunologic reactions, organ damage, and risk of mortality in the general population. Although prior research in acute medical patients showed that an elevation in suPAR is related to intensive care unit admission and risk of readmission and mortality, no studies have focused on the predictive value of suPAR for preventable emergency attendance (PEA). This study aims to evaluate the predictive value of suPAR, which consists of a combination of white blood cell count (WBC), C-reactive protein (CRP), and the National Early Warning Score (NEWS), for PEA in older patients (>65 years) without trauma who presented to the emergency department (ED). This single-center prospective pilot study was conducted in the ED of the Association of EISEIKAI Medical and Healthcare Corporation Minamitama Hospital, in Hachiouji City, Tokyo, Japan, from September 16, 2020, to June 21, 2022. The study included all patients without trauma aged 65 years or older who were living in their home or a facility and presented to the ED when medical professionals decided an emergency consultation was required. Discrimination was assessed by plotting the receiver-operating characteristic (ROC) curve and calculating the area under the ROC curve (AUC). During the study period, 49 eligible older patients were included, and thirteen (26.5%) PEA cases were detected. The median suPAR was significantly lower in the PEA group than in the non-PEA group (p < 0.05). For suPAR, the AUC for the prediction of PEA was 0.678 (95% CI 0.499-0.842, p < 0.05), and there was no significant difference from other variables as follows: 0.801 (95% CI 0.673-0.906, p < 0.001) for WBC, 0.833 (95% CI 0.717-0.934, p < 0.001) for CRP, and 0.693 (95% CI 0.495-0.862, p < 0.05) for NEWS. Furthermore, the AUC for predicting PEA was 0.867 (95% CI 0.741-0.959, p < 0.001) for suPAR + WBC + CRP + NEWS, which was significantly higher than that of the original suPAR (p < 0.01). The cutoff values, sensitivity, specificity, and odds ratio of suPAR and suPAR + WBC + CRP + NEWS were 7.5 and 22.88, 80.6% and 83.3%, 53.8% and 76.9%, and 4.83 and 16.67, respectively. This study has several limitations. First, this was pilot study, and we included a small number of older patients. Second, the COVID-19 pandemic occurred during the study period, so that there may be selection bias in the study population. Third, our hospital is a secondary emergency medical institution, and as such, we did not treat very fatal cases, which could be another cause of selection bias. Our single-center study has demonstrated the moderate utility of the combined suPAR as a triage tool for predicting PEA in older patients without trauma receiving home medical care. Before introducing suPAR to the prehospital setting, evidence from multicenter studies is needed.
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Affiliation(s)
- Toshiya Mitsunaga
- Department of Emergency Medicine, Jikei University School of Medicine, Tokyo, Japan,Department of Emergency Medicine, Association of EISEIKAI Medical and Healthcare Corporation Minamitama Hospital, Tokyo, Japan
| | - Yuhei Ohtaki
- Department of Emergency Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Wataru Yajima
- Department of Emergency Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Kei Sugiura
- Department of Emergency Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Yutaka Seki
- Department of Emergency Medicine, Association of EISEIKAI Medical and Healthcare Corporation Minamitama Hospital, Tokyo, Japan
| | - Kunihiro Mashiko
- Department of Emergency Medicine, Association of EISEIKAI Medical and Healthcare Corporation Minamitama Hospital, Tokyo, Japan
| | - Masahiko Uzura
- Department of Emergency Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Satoshi Takeda
- Department of Emergency Medicine, Jikei University School of Medicine, Tokyo, Japan
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Dadeh AA, Kulparat M. Predictive Performance of the NEWS‒Lactate and NEWS Towards Mortality or Need for Critical Care Among Patients with Suspicion of Sepsis in the Emergency Department: A Prospective Observational Study. OPEN ACCESS EMERGENCY MEDICINE 2022; 14:619-631. [DOI: 10.2147/oaem.s382752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 11/11/2022] [Indexed: 11/18/2022] Open
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12
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Chalkias A, Skoulakis A, Papagiannakis N, Laou E, Tourlakopoulos K, Pagonis A, Michou A, Ntalarizou N, Mermiri M, Ragias D, Bernal-Morell E, Cebreiros López I, García de Guadiana-Romualdo L, Eugen-Olsen J, Gourgoulianis K, Pantazopoulos I. Circulating suPAR associates with severity and in-hospital progression of COVID-19. Eur J Clin Invest 2022; 52:e13794. [PMID: 35435245 PMCID: PMC9111634 DOI: 10.1111/eci.13794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 04/03/2022] [Accepted: 04/15/2022] [Indexed: 11/23/2022]
Abstract
BACKGROUND COVID-19 disease progression is characterized by hyperinflammation and risk stratification may aid in early aggressive treatment and advanced planning. The aim of this study was to assess whether suPAR and other markers measured at hospital admission can predict the severity of COVID-19. METHODS The primary outcome measure in this international, multi-centre, prospective, observational study with adult patients hospitalized primarily for COVID-19 was the association of WHO Clinical Progression Scale (WHO-CPS) with suPAR, ferritin, CRP, albumin, LDH, eGFR, age, procalcitonin, and interleukin-6. Admission plasma suPAR levels were determined using the suPARnostic® ELISA and suPARnostic® Turbilatex assays. RESULTS Seven hundred and sixty-seven patients, 440 (57.4%) males and 327 (42.6%) females, were included with a median age of 64 years. Log-suPAR levels significantly correlated with WHO-CPS score, with each doubling of suPAR increasing the score by one point (p < .001). All the other markers were also correlated with WHO-CPS score. Admission suPAR levels were significantly lower in survivors (7.10 vs. 9.63, 95% CI 1.47-3.59, p < .001). A linear model (SALGA) including suPAR, serum albumin, serum lactate dehydrogenase, eGFR, and age can best estimate the WHO-CPS score and survival. Combining all five parameters in the SALGA model can improve the accuracy of discrimination with an AUC of 0.80 (95% CI: 0.759-0.836). CONCLUSIONS suPAR levels significantly correlated with WHO-CPS score, with each doubling of suPAR increasing the score by one point. The SALGA model may serve as a quick tool for predicting disease severity and survival at admission.
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Affiliation(s)
- Athanasios Chalkias
- Department of Anesthesiology, Faculty of Medicine, University of Thessaly, Larisa, Greece.,Outcomes Research Consortium, Cleveland, Ohio, USA
| | - Anargyros Skoulakis
- Department of Anesthesiology, Faculty of Medicine, University of Thessaly, Larisa, Greece
| | - Nikolaos Papagiannakis
- First Department of Neurology, Medical School, Aiginition University Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Eleni Laou
- Department of Anesthesiology, Faculty of Medicine, University of Thessaly, Larisa, Greece
| | | | - Athanasios Pagonis
- Department of Respiratory Medicine, Faculty of Medicine, University of Thessaly, Larisa, Greece
| | - Anastasia Michou
- Department of Anesthesiology, Faculty of Medicine, University of Thessaly, Larisa, Greece
| | - Nicoletta Ntalarizou
- Department of Anesthesiology, Faculty of Medicine, University of Thessaly, Larisa, Greece
| | - Maria Mermiri
- Department of Anesthesiology, Faculty of Medicine, University of Thessaly, Larisa, Greece
| | - Dimitrios Ragias
- Department of Anesthesiology, Faculty of Medicine, University of Thessaly, Larisa, Greece
| | - Enrique Bernal-Morell
- Infectious Diseases Unit, Department of Internal Medicine, Hospital General Universitario Reina Sofía, Murcia, Spain
| | - Iria Cebreiros López
- Department of Laboratory Medicine, Hospital Universitario Virgen de la Arrixaca, Murcia, Spain
| | | | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | | | - Ioannis Pantazopoulos
- Department of Emergency Medicine, Faculty of Medicine, University of Thessaly, Larisa, Greece
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13
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Soluble Urokinase Plasminogen Activator Receptor (suPAR) in the Emergency Department (Ed): A Tool for the Assessment of Elderly Patients. J Clin Med 2022; 11:jcm11123283. [PMID: 35743359 PMCID: PMC9224884 DOI: 10.3390/jcm11123283] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 06/01/2022] [Accepted: 06/06/2022] [Indexed: 12/10/2022] Open
Abstract
Emergency department (ED) overcrowding is a global issue setting challenges to all care providers. Elderly patients are frequent visitors of the ED and their risk stratification is demanding due to insufficient assessment methods. A prospective cohort study was conducted to determine the risk-predicting value of a prognostic biomarker, soluble urokinase plasminogen activator receptor (suPAR), in the ED, concentrating on elderly patients. SuPAR levels were determined as part of standard blood sampling of 1858 ED patients. The outcomes were assessed in the group of <75 years (=younger) and ≥75 years (=elderly). The elderly had higher median suPAR levels than the younger (5.4 ng/mL vs. 3.7 ng/mL, p < 0.001). Increasing suPAR levels were associated with higher probability for 30-day mortality and hospital admission in all age groups. SuPAR also predicted 30-day mortality when adjusted to other clinical factors. SuPAR acts successfully as a nonspecific risk predictor for 30-day mortality, independently and with other risk-assessment tools. Low suPAR levels predict positive outcomes and could be used in the discharging process. A cut-off value of 4 ng/mL could be used for all ED patients, 5 ng/mL being a potential alternative in elderly patients.
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14
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Holstein RM, Mäkinen MT, Castrén MK, Kaartinen JM. Utilization of Prognostic Biomarker Soluble Urokinase Plasminogen Activator Receptor in the Emergency Department: A Tool for Safe and More Efficient Decision-making. Biomark Insights 2022; 17:11772719221081789. [PMID: 35295966 PMCID: PMC8918965 DOI: 10.1177/11772719221081789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Accepted: 01/31/2022] [Indexed: 12/04/2022] Open
Abstract
Introduction: Risk stratification in the emergency departments (EDs) is in critical need for new applications due to ED overcrowding and hospitalization of older people. We aimed to evaluate the expediency, efficiency and safety of a prognostic biomarker, soluble urokinase plasminogen activator receptor (suPAR), as a tool for the risk assessment of patients arriving at the ED. Methods: We performed a comparative cross-sectional study in 2 emergency departments (EDs), suPAR measurements being incorporated into routine blood sampling in the intervention ED. The primary outcome was the number of discharges from the ED. The importance of the outcomes was examined by appropriate multi- or bivariate analysis. Results: The absolute and relative number of discharges were similar between the intervention and control groups [121 (55.3%) vs 62 (55.9%)]. No significant differences between the groups were seen in the length of stays in the ED. Patients with low suPAR values were more likely discharged and patients with high suPAR values more likely admitted to hospital. Two admitted patients with low suPAR values could have been discharged safely. Conclusion: The utilization of suPAR did not increase the risk for neither positive nor negative outcomes. Low suPAR values could be potential in discharging more patients safely. Instead of unselected patient populations, the benefits of suPAR measurements in the ED could emerge in the assessment of a more precisely determined and selected group of patients.
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Affiliation(s)
- Ria M Holstein
- Department of Emergency Medicine and Services, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Marja T Mäkinen
- Department of Emergency Medicine and Services, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Maaret K Castrén
- Department of Emergency Medicine and Services, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Johanna M Kaartinen
- Department of Emergency Medicine and Services, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
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15
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Rubio Díaz R, de Rafael González E, Martín Torres E, Valera Núñez E, López Martos AM, Melguizo Melguizo D, Picazo Perea MP, López García PJ, Fuentes Bullejos P, Chafer Rudilla M, Carretero Gómez JF, Julián-Jiménez A. [Prognostic power of soluble urokinase plasminogen activator receptor (suPAR) for short-term mortality in patients seen in Emergency Departments due to infections]. REVISTA ESPANOLA DE QUIMIOTERAPIA : PUBLICACION OFICIAL DE LA SOCIEDAD ESPANOLA DE QUIMIOTERAPIA 2022; 35:50-62. [PMID: 34859658 PMCID: PMC8790637 DOI: 10.37201/req/108.2021] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 09/21/2021] [Accepted: 10/30/2021] [Indexed: 06/13/2023]
Abstract
OBJECTIVE To analyse and compare 30-day mortality prognostic power of several biomarkers (C-reactive protein, procalcitonin, lactate and suPAR) in patients seen in emergency departments (ED) due to infections. Secondly, if these could improve the accuracy of systemic inflammatory response syndrome (SIRS) and quick Sepsis-related Organ Failure Assessment (qSOFA). METHODS A prospective, observational and analytical study was carried out on patients who were treated in an ED of one of the eight participating hospitals. An assessment was made of 32 independent variables that could influence mortality at 30 days. They covered epidemiological, comorbidity, functional, clinical and analytical factors. RESULTS The study included 347 consecutive patients, 54 (15.6%) of whom died within 30 days of visiting the ED. SUPAR has got the best biomarker area under the curve (AUC)-ROC to predict mortality at 30 days of 0.836 (95% CI: 0.765-0.907; P <.001) with a cut-off > 10 ng/mL who had a sensitivity of 70% and a specificity of 86%. The score qSOFA ≥ 2 had AUC-ROC of 0.707 (95% CI: 0.621-0.793; P < .001) with sensitivity of 53% and a specificity of 89%. The mixed model (suPAR > 10 ng/mL plus qSOFA ≥ 2) has improved the AUC-ROC to 0.853 [95% CI: 0.790-0.916; P < .001] with the best prognostic performance: sensitivity of 39% and a specificity of 97% with a negative predictive value of 90%. CONCLUSIONS suPAR showed better performance for 30-day mortality prognostic power from several biomarkers in the patients seen in ED due to infections. Score qSOFA has better performance that SRIS and the mixed model (qSOFA ≥ 2 plus suPAR > 10 ng/mL) increased the ability of qSOFA.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | - A Julián-Jiménez
- Agustín Julián-Jiménez, Servicio de Urgencias-Coordinador de Docencia, Formación, Investigación y Calidad. Complejo Hospitalario Universitario de Toledo, Toledo, Spain.
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16
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Velissaris D, Zareifopoulos N, Karamouzos V, Pierrakos C, Karanikolas M. Soluble urokinase plasminogen activator receptor (suPAR) in the emergency department: An update. CASPIAN JOURNAL OF INTERNAL MEDICINE 2022; 13:650-665. [PMID: 36420338 PMCID: PMC9659827 DOI: 10.22088/cjim.13.4.650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 11/17/2021] [Accepted: 12/05/2021] [Indexed: 06/16/2023]
Abstract
BACKGROUND The biomarker soluble urokinase plasminogen activator receptor (suPAR) is an indicator of inflammation which is increased in a variety of chronic and acute disease states. Its most promising application in the emergency setting is to aid in the prognostic stratification of patients by identifying those at high risk of deterioration. This is a narrative review of studies evaluating the use of suPAR. METHODS We conducted a Medline search for studies on the use of suPAR in patients acutely admitted to the emergency department. RESULTS 25 original studies were included in the review. suPAR as a marker of inflammation has been used alone or combined to other inflammatory biomarkers in the assessment of patients suffering from various acute and chronic diseases in an emergency setting. As it is non-specific, it may increase in infectious disease, malignancy or acute coronary syndromes among other conditions, but quantitative suPAR levels correlate with disease severity. It may be useful for the identification of high risk patients regardless of underlying pathology. CONCLUSION As the ideal biomarker in the emergency setting has not been identified yet, suPAR may be a promising addition to the established biomarkers for the initial assessment of patients in this setting. Additional research is necessary to evaluate the usefulness of suPAR guided management algorithms.
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Affiliation(s)
| | | | | | - Charalampos Pierrakos
- Department of Intensive Care, Brugmann University Hospital, Université Libre de Bruxelles, Brussels, Belgium
| | - Menelaos Karanikolas
- Department of Anesthesiology, Washington University School of Medicine, St. Louis, MO, USA
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17
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Rasmussen LJH, Petersen JEV, Eugen-Olsen J. Soluble Urokinase Plasminogen Activator Receptor (suPAR) as a Biomarker of Systemic Chronic Inflammation. Front Immunol 2021; 12:780641. [PMID: 34925360 PMCID: PMC8674945 DOI: 10.3389/fimmu.2021.780641] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 11/09/2021] [Indexed: 01/08/2023] Open
Abstract
Systemic chronic inflammation (SCI) is persistent, health-damaging, low-grade inflammation that plays a major role in immunosenescence and in development and progression of many diseases. But currently, there are no recognized standard biomarkers to assess SCI levels alone, and SCI is typically measured by combining biomarkers of acute inflammation and infection, e.g., CRP, IL-6, and TNFα. In this review, we highlight 10 properties and characteristics that are shared by the blood protein soluble urokinase plasminogen activator receptor (suPAR) and SCI, supporting the argument that suPAR is a biomarker of SCI: (1) Expression and release of suPAR is upregulated by immune activation; (2) uPAR and suPAR exert pro-inflammatory functions; (3) suPAR is associated with the amount of circulating immune cells; (4) Blood suPAR levels correlate with the levels of established inflammatory biomarkers; (5) suPAR is minimally affected by acute changes and short-term influences, in contrast to many currently used markers of systemic inflammation; (6) Like SCI, suPAR is non-specifically associated with multiple diseases; (7) suPAR and SCI both predict morbidity and mortality; (8) suPAR and SCI share the same risk factors; (9) suPAR is associated with risk factors and outcomes of inflammation above and beyond other inflammatory biomarkers; (10) The suPAR level can be reduced by anti-inflammatory interventions and treatment of disease. Assessing SCI has the potential to inform risk for morbidity and mortality. Blood suPAR is a newer biomarker which may, in fact, be a biomarker of SCI since it is stably associated with inflammation and immune activation; shares the same risk factors as many age-related diseases; is both elevated by and predicts age-related diseases. There is strong evidence that suPAR is a prognostic marker of adverse events, morbidity, and mortality. It is associated with immune activity and prognosis across diverse conditions, including kidney disease, cardiovascular disease, cancer, diabetes, and inflammatory disorders. Thus, we think it likely represents a common underlying disease-process shared by many diseases; that is, SCI. We review the supporting literature and propose a research agenda that can help test the hypothesis that suPAR indexes SCI, with the potential of becoming the new gold standard for measuring SCI.
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Affiliation(s)
- Line Jee Hartmann Rasmussen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Department of Psychology and Neuroscience, Duke University, Durham, NC, United States
| | - Jens Emil Vang Petersen
- Division of Infectious Diseases, Duke University School of Medicine, Durham, NC, United States
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
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18
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Lin JC, Chen XD, Xu ZR, Zheng LW, Chen ZH. Association of the Circulating Supar Levels with Inflammation, Fibrinolysis, and Outcome in Severe Burn Patients. Shock 2021; 56:948-955. [PMID: 34779798 PMCID: PMC8579993 DOI: 10.1097/shk.0000000000001806] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 03/19/2021] [Accepted: 04/28/2021] [Indexed: 12/13/2022]
Abstract
BACKGROUND Hyperfibrinolysis and pro/anti-inflammatory imbalance usually occur in the early stage of severe burns. Soluble urokinase-type plasminogen activator receptor (suPAR) is involved in fibrinolysis and inflammation. To date, the levels of circulating suPAR in non-survivors with severe burns remain unknown. This study aimed to investigate the early association between circulating suPAR levels and biomarkers of fibrinolysis, pro/anti-inflammatory, and prognosis. METHODS Sixty-four consecutive Chinese patients with severe burns and 26 healthy volunteers were enrolled in a prospective observational cohort. Clinical characteristics and laboratory data were collected prospectively. Blood samples were collected at 48 h post-burn, and suPAR and biomarkers of pro/anti-inflammatory and fibrinolysis were detected by enzyme-linked immunosorbent assays. Important indicators between non-survivors and survivors were compared. Linear regression analysis was performed to screen variables associated with suPAR. Logistic regression analysis and receiver operating characteristic curve (ROC) analysis were performed to evaluate the prognostic value of suPAR. RESULT Compared with the control group, the circulating suPAR levels in the survivors (P < 0.001) and non-survivors (P = 0.017) were higher. Compared with survivors, non-survivors had lower circulating suPAR levels at 48 h post-burn, and they showed a higher degree of fibrinolysis (higher D-dimer) and a lower TNF-α/IL-10 ratio. According to linear regression analysis, the variables independently associated with a lower suPAR level were lower platelet factor 4 (PF-4), urokinase-type plasminogen activator (uPA), and TNF-α/IL-10 levels and a higher D-dimer level. Logistic regression and ROC analyses indicated that a suPAR level ≤ 4.70 μg/L was independently associated with 30-day mortality. CONCLUSION Low circulating suPAR levels at 48 h post-burn in severe burn patients may reflect decreased TNF-α/IL-10 ratio and increased hyperfibrinolysis. suPAR can predict 30-day mortality in patients with severe burn.
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Affiliation(s)
- Jian-Chang Lin
- Fujian Provincial Key Laboratory of Burn and Trauma, Fujian Burn Institute, Fujian Burn Medical Center, Fujian Medical University Union Hospital, Fuzhou, Fujian, China
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Santeri S, Peter AA, Kristiina N, Jesper EO, Harri H. suPAR cut-offs for stratification of low, medium, and high-risk acute medical patients in the emergency department. BMC Emerg Med 2021; 21:149. [PMID: 34844557 PMCID: PMC8628287 DOI: 10.1186/s12873-021-00544-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 11/21/2021] [Indexed: 12/13/2022] Open
Abstract
Background Soluble urokinase plasminogen activator receptor (suPAR) levels have previously been associated with readmission and mortality in acute medical patients in the ED. However, no specific cut-offs for suPAR have been tested in this population. Methods Prospective observational study of consecutively included acute medical patients. Follow-up of mortality and readmission was carried out for 30- and 90 days stratified into baseline suPAR < 4, 4–6 and > 6 ng/ml. suPAR levels were measured using suPARnostic® Turbilatex assay on a Cobas c501 (Roche Diagnostics Ltd) analyser. Results A total of 1747 acute medical patients in the ED were included. Median age was 70 (IQR: 57–79) and 51.4% were men. Adjusted linear regression analysis showed that suPAR, independently of age, sex and C-reactive protein levels, predicted 30- and 90-day mortality (Odds ratio for doubling in suPAR 1.96 (95% confidence intervals: 1.42–2.70) Among patients with suPAR below 4 ng/ml (N = 804, 46.0%), 8 (1.0%) died within 90-day follow-up, resulting in a negative predictive value of 99.0% and a sensitivity of 94.6%. Altogether 514 (29.4%) patients had suPAR of 4–6 ng/ml, of whom 43 (8.4%) died during 90-day follow-up. Among patients with suPAR above 6 ng/ml (N = 429, 24.6%), 87 patients (20.3%) died within 90-day follow-up, resulting in a positive predictive value of 20.1% and a specificity of 78.7%. Conclusions suPAR cut-offs of below 4, between 4 and 6 and above 6 ng/ml can identify acute medical patients who have low, medium or high risk of 30- and 90-day mortality. The turbidimetric assay provides suPAR results within 30 min that may aid in the decision of discharge or admission of acute medical patients.
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Affiliation(s)
- Seppälä Santeri
- South Savo Social- and Healthcare District, Mikkeli Central Hospital, Mikkeli, Finland.
| | - Andersen Andreas Peter
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Nyyssönen Kristiina
- Eastern Finland Laboratory Centre Joint Authority Enterprise (ISLAB), South Savo District Laboratory, Mikkeli, Finland
| | - Eugen-Olsen Jesper
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Hyppölä Harri
- South Savo Social- and Healthcare District, Mikkeli Central Hospital, Mikkeli, Finland
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20
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Chalkias A, Laou E, Kolonia K, Ragias D, Angelopoulou Z, Mitsiouli E, Kallemose T, Smith-Hansen L, Eugen-Olsen J, Arnaoutoglou E. Elevated preoperative suPAR is a strong and independent risk marker for postoperative complications in patients undergoing major noncardiac surgery (SPARSE). Surgery 2021; 171:1619-1625. [PMID: 34736789 DOI: 10.1016/j.surg.2021.10.012] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 10/04/2021] [Accepted: 10/04/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Patients undergoing major surgery are often at risk of developing postoperative complications. We investigated whether a preoperative marker of chronic inflammation, soluble urokinase plasminogen activator receptor, can aid in identifying patients at high risk for postoperative complications, morbidity, and mortality. METHODS In this prospective observational study (ClinicalTrials.gov identifier: NCT03851965), EDTA blood was collected from consecutive adult White patients scheduled for major noncardiac surgery with expected duration ≥2 hours under general anesthesia. Inclusion criteria were age ≥18 years and American Society of Anesthesiologists physical status I to IV. Plasma soluble urokinase plasminogen activator receptor levels were determined using the suPARnostic quick triage lateral flow assay. The primary endpoint was postoperative complications defined as presence of any complication and/or admission to intensive care unit and/or mortality within the first 90 postoperative days. RESULTS Preoperative soluble urokinase plasminogen activator receptor had an odds ratio of 1.50 (95% confidence interval: 1.24-1.82) for every ng/mL increase. When including age, sex, American Society of Anesthesiologists score, C-reactive protein, and grouped soluble urokinase plasminogen activator receptor in multivariate analysis, patients with soluble urokinase plasminogen activator receptor between 5.5 and 10 ng/mL had an odds ratio of 11.2 (confidence interval: 3.1-40.8) and patients with soluble urokinase plasminogen activator receptor >10 ng/mL had an odds ratio of 19.9 (95% confidence interval: 4.3-92.9) compared to patients with soluble urokinase plasminogen activator receptor ≤5.5 ng/mL, respectively. Receiver operating characteristic analysis of soluble urokinase plasminogen activator receptor showed an area under the curve of 0.82 (confidence interval: 0.72-0.91). Receiver operating characteristic analysis combining age, sex, C-reactive protein levels, and American Society of Anesthesiologists score and had an area under the curve of 0.71 (95% confidence interval: 0.61-0.82). Adding soluble urokinase plasminogen activator receptor to this model increased the area under the curve to 0.83 (95% confidence interval: 0.74-0.92) (P = .033). CONCLUSION Preoperative soluble urokinase plasminogen activator receptor provided strong and independent predictive value on postoperative complications in White patients undergoing major noncardiac surgery.
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Affiliation(s)
- Athanasios Chalkias
- Faculty of Medicine, Department of Anesthesiology, University of Thessaly, Larisa, Greece; Outcomes Research Consortium, Cleveland, OH.
| | - Eleni Laou
- Faculty of Medicine, Department of Anesthesiology, University of Thessaly, Larisa, Greece
| | - Konstantina Kolonia
- Faculty of Medicine, Department of Anesthesiology, University of Thessaly, Larisa, Greece
| | - Dimitrios Ragias
- Faculty of Medicine, Department of Anesthesiology, University of Thessaly, Larisa, Greece
| | | | - Eleni Mitsiouli
- Faculty of Medicine, Department of Anesthesiology, University of Thessaly, Larisa, Greece
| | - Thomas Kallemose
- Department of Clinical Research, Copenhagen University Hospital Hvidovre, Denmark
| | - Lars Smith-Hansen
- Department of Clinical Research, Copenhagen University Hospital Hvidovre, Denmark
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Hvidovre, Denmark
| | - Eleni Arnaoutoglou
- Faculty of Medicine, Department of Anesthesiology, University of Thessaly, Larisa, Greece
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21
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Velissaris D, Lagadinou M, Paraskevas T, Oikonomou E, Karamouzos V, Karteri S, Bousis D, Pantzaris N, Tsiotsios K, Marangos M. Evaluation of Plasma Soluble Urokinase Plasminogen Activator Receptor Levels in Patients With COVID-19 and Non-COVID-19 Pneumonia: An Observational Cohort Study. J Clin Med Res 2021; 13:474-478. [PMID: 34691321 PMCID: PMC8510652 DOI: 10.14740/jocmr4579] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Accepted: 08/30/2021] [Indexed: 12/17/2022] Open
Abstract
Background The respiratory system is the main system affected by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), and a great number of infected people need hospitalization. Soluble urokinase plasminogen activator receptor (suPAR) is a biomarker indicative of acute and chronic inflammation. Current literature supports that suPAR has great predictive ability for mortality in patients with coronavirus disease 2019 (COVID-19). The aim of this study was to compare the value of suPAR and other laboratory biomarkers in patients with chest infection and suspected COVID-19. Methods A total of 41 consecutive patients with chest infection were enrolled in the study and were assigned into two groups according to the real-time polymerase chain reaction (PCR) result for SARS-CoV-2. The two groups had no significant difference in baseline data (age, sex), arterial oxygen partial pressure (PO2)/fraction of inspired oxygen (FiO2) ratio and mortality. Results Among patients with chest infection who required hospitalization, suPAR was significantly higher on admission in those with COVID-19 when compared to patients with non-COVID-19. suPAR had a great prognostic ability for in-hospital mortality in the COVID-19 subgroup. Conclusions A single measurement of suPAR on admission can provide prognostic information for patients with suspected COVID-19 pneumonia. In the subgroup of patients with positive real-time PCR result for SARS-CoV2, suPAR was significantly higher and had an excellent prognostic value for the in-hospital mortality.
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Affiliation(s)
| | - Maria Lagadinou
- Department of Internal Medicine, University Hospital of Patras, Rion, Greece
| | | | - Eleousa Oikonomou
- Department of Internal Medicine, University Hospital of Patras, Rion, Greece
| | | | - Sofia Karteri
- Division of Oncology, Department of Medicine, University Hospital of Patras, Rion, Greece
| | - Dimitrios Bousis
- Department of Internal Medicine, University Hospital of Patras, Rion, Greece
| | | | | | - Markos Marangos
- Department of Internal Medicine, University Hospital of Patras, Rion, Greece
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22
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Jousi M, Mäkinen M, Kaartinen J, Meriläinen L, Castrén M. Pre-hospital suPAR, lactate and CRP measurements for decision-making: a prospective, observational study of patients presenting non-specific complaints. Scand J Trauma Resusc Emerg Med 2021; 29:150. [PMID: 34656150 PMCID: PMC8520226 DOI: 10.1186/s13049-021-00964-5] [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: 04/28/2021] [Accepted: 10/04/2021] [Indexed: 11/15/2022] Open
Abstract
Background In the pre-hospital setting, non-urgent patients with non-specific chief complaints pose assessment challenges for the emergency medical systems (EMS). Severely ill patients should be identified among these patients, and unnecessary transport to the emergency department (ED) should be avoided. Unnecessary admissions burden EDs, deplete EMS resources and can even be harmful to patients, especially elderly patients. Therefore, tools for facilitating pre-hospital decision-making are needed. They could be based on vital signs or point-of-care laboratory biomarkers. In this study, we examined whether the biomarker soluble urokinase plasminogen activator receptor (suPAR), either alone or combined with C-reactive protein (CRP) and/or lactate, could predict discharge from the ED and act as a pre-hospital support tool for non-conveyance decision-making.
Methods This was a prospective, observational study of adult patients with normal or near-normal vital signs transported by an EMS to an ED with a code referring to deteriorated general condition. The levels of suPAR, CRP and lactate in the patients’ pre-hospital blood samples were analysed. The values of hospitalized patients were compared to those of discharged patients to determine whether these biomarkers could predict direct discharge from the ED. Results A total of 109 patients (median age: 81 years) were included in the study. Of those, 52% were hospitalized and 48% were discharged from the ED. No statistically significant association was found between suPAR and the ED discharge vs hospitalization outcome (OR: 1.04, 95% CI 0.97–1.13, AUROC: 0.58, 95% CI 0.47–0.69). Adding CRP (AUROC: 0.64, 95% CI 0.54–0.75) or lactate (AUROC: 0.60, 95% CI 0.49–0.71) to the regression models did not improve their diagnostic accuracy. None of the patients with a suPAR value of less than 2 ng/ml were admitted to hospital, while 64% of the patients with a suPAR value of more than 6 ng/ml were hospitalized. Conclusion Pre-hospital suPAR measurements alone or combined with CRP and/or lactate measurements could not predict the ED discharge or hospital admission of 109 non-urgent EMS patients with non-specific chief complaints and normal or near-normal vital signs.
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Affiliation(s)
- Milla Jousi
- Department of Emergency Medicine and Services, University of Helsinki and Helsinki University Hospital, HYKS Akuutti, PL 340, 00029, HUS, Helsinki, Finland.
| | - Marja Mäkinen
- Department of Emergency Medicine and Services, University of Helsinki and Helsinki University Hospital, HYKS Akuutti, PL 340, 00029, HUS, Helsinki, Finland
| | - Johanna Kaartinen
- Department of Emergency Medicine and Services, University of Helsinki and Helsinki University Hospital, HYKS Akuutti, PL 340, 00029, HUS, Helsinki, Finland
| | - Leena Meriläinen
- Aidian Oy (Previously Orion Diagnostica), PL 83, 02101, Espoo, Finland
| | - Maaret Castrén
- Department of Emergency Medicine and Services, University of Helsinki and Helsinki University Hospital, HYKS Akuutti, PL 340, 00029, HUS, Helsinki, Finland
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23
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Stauning MA, Altintas I, Kallemose T, Eugen-Olsen J, Lindstrøm MB, Rasmussen LJH, Gamst-Jensen H, Nehlin JO, Andersen O, Tingleff J. Soluble Urokinase Plasminogen Activator Receptor as a Decision Marker for Early Discharge of Patients with COVID-19 Symptoms in the Emergency Department. J Emerg Med 2021; 61:298-313. [PMID: 34092446 PMCID: PMC7997406 DOI: 10.1016/j.jemermed.2021.03.012] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 02/15/2021] [Accepted: 03/17/2021] [Indexed: 12/25/2022]
Abstract
BACKGROUND Severe acute respiratory syndrome coronavirus 2 (The Covid-19 pandemic) strains health care capacity. Better risk stratification, with discharge of patients with a predicted mild disease trajectory, can ease this burden. Elevated blood-soluble urokinase plasminogen activator receptor (suPAR) has previously been shown to be associated with risk of intubation in confirmed COVID-19 patients. OBJECTIVE To evaluate whether point-of-care measures of suPAR in patients presenting to the emergency department (ED) with symptoms of COVID-19 can identify patients that can be safely discharged. METHODS Observational cohort study including all patients in the ED with symptoms of COVID-19 from March 19 to April 3, 2020. SuPAR was measured at first presentation. Review of electronic patient records 14 days after admission was used to assess disease trajectory. Primary endpoints were mild, moderate, severe, or very severe trajectory. The predictive value of suPAR, National Early Warning Score (NEWS), C-reactive protein (CRP), and duration of symptoms was calculated using receiver operating characteristics (ROC). RESULTS Of 386 patients, 171 (44%) had a mild disease trajectory, 79 (20%) a moderate, 63 (16%) a severe, and 73 (19%) a very severe disease trajectory. Low suPAR was a strong marker of mild disease trajectory. Results suggest a cut-off for discharge for suPAR < 2.0 ng/mL if suPAR is used as a single parameter, and <3.0 ng/mL when combined with NEWS ≤ 4 and CRP < 10 mg/L. CONCLUSION suPAR is a potential biomarker for triage and safe early discharge of patients with COVID-19 symptoms in the ED. suPAR can be used even before SARS-CoV-2 status is known.
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Affiliation(s)
- Marius Ahm Stauning
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Izzet Altintas
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark; Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Thomas Kallemose
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Mette Bendtz Lindstrøm
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Line Jee Hartmann Rasmussen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark; Department of Psychology and Neuroscience, Duke University, Durham, North Carolina
| | - Hejdi Gamst-Jensen
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark; Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Jan O Nehlin
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Ove Andersen
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark; Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark; Department of Clinical Medicine, Copenhagen University, Copenhagen, Denmark
| | - Jens Tingleff
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
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24
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Altintas I, Eugen-Olsen J, Seppälä S, Tingleff J, Stauning MA, El Caidi NO, Elmajdoubi S, Gamst-Jensen H, Lindstrøm MB, Rasmussen LJH, Kristiansen KT, Rasmussen C, Nehlin JO, Kallemose T, Hyppölä H, Andersen O. suPAR Cut-Offs for Risk Stratification in Patients With Symptoms of COVID-19. Biomark Insights 2021; 16:11772719211034685. [PMID: 34421295 PMCID: PMC8371731 DOI: 10.1177/11772719211034685] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 07/02/2021] [Indexed: 01/14/2023] Open
Abstract
Objectives Elevated soluble urokinase Plasminogen Activator Receptor (suPAR) is a biomarker associated with adverse outcomes. We aimed to investigate the associations between plasma suPAR levels (testing the cut-offs ⩽4, 4-6, and ⩾6 ng/mL) with risk of 14-day mortality, and with the risk of mechanical ventilation in patients that tested positive for SARS-CoV-2. Methods Observational cohort study of patients presenting with symptoms of COVID-19 at Department of Emergency Medicine, Amager and Hvidovre Hospital, Denmark from March 19th, 2020 to April 3rd, 2020. Plasma suPAR was measured using suPARnostic technologies. Patients were followed for development of mechanical ventilation and mortality for 14 days. Validation of our findings were carried out in a similar sized COVID-19 patient cohort from Mikkeli Central Hospital, Finland. Results Among 386 patients with symptoms of COVID-19, the median (interquartile range) age was 64 years (46-77), 57% were women, median suPAR was 4.0 ng/mL (2.7-5.9). In total, 35 patients (9.1%) died during the 14 days follow-up. Patients with suPAR ⩽4 ng/mL (N = 196; 50.8%) had a low risk of mortality (N = 2; 1.0%; negative predictive value of 99.0%, specificity 55.3%, sensitivity 95.2%, positive predictive value 17.4%). Among patients with suPAR ⩾6 ng/mL (N = 92; 23.8%), 16 died (17.4%). About 99 patients (25.6%) tested positive for SARS CoV-2 and of those 12 (12.1%) developed need for mechanical ventilation. None of the SARS-CoV-2 positive patients with suPAR ⩽4 ng/mL (N = 28; 38.8%) needed mechanical ventilation or died. The Mikkeli Central Hospital validation cohort confirmed our findings concerning suPAR cut-offs for risk of development of mechanical ventilation and mortality. Conclusions Patients with symptoms of COVID-19 and suPAR ⩽4 or ⩾6 ng/mL had low or high risk, respectively, concerning the need for mechanical ventilation or mortality. We suggest cut-offs for identification of risk groups in patients presenting to the ED with symptoms of or confirmed COVID-19.
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Affiliation(s)
- Izzet Altintas
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Santeri Seppälä
- Emergency Department, Mikkeli Central Hospital, Mikkeli, Finland
| | - Jens Tingleff
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Marius Ahm Stauning
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Nora Olsen El Caidi
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Sanaá Elmajdoubi
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Hejdi Gamst-Jensen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Mette B Lindstrøm
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Line Jee Hartmann Rasmussen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Klaus Tjelle Kristiansen
- Department of Anesthesiology Intensive Care Unit, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Christian Rasmussen
- Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Jan O Nehlin
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Thomas Kallemose
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Harri Hyppölä
- Emergency Department, Mikkeli Central Hospital, Mikkeli, Finland
| | - Ove Andersen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Department of Emergency Medicine, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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25
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Aasbrenn M, Christiansen CF, Esen BÖ, Suetta C, Nielsen FE. Mortality of older acutely admitted medical patients after early discharge from emergency departments: a nationwide cohort study. BMC Geriatr 2021; 21:410. [PMID: 34215192 PMCID: PMC8252197 DOI: 10.1186/s12877-021-02355-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Accepted: 06/16/2021] [Indexed: 12/24/2022] Open
Abstract
Background The mortality of older patients after early discharge from hospitals is sparsely described. Information on factors associated with mortality can help identify high-risk patients who may benefit from preventive interventions. The aim of this study was to examine whether demographic factors, comorbidity and admission diagnoses are predictors of 30-day mortality among acutely admitted older patients discharged within 24 h after admission. Methods All medical patients aged ≥65 years admitted acutely to Danish hospitals between 1 January 2013 and 30 June 2014 surviving a hospital stay of ≤24 h were included. Demographic factors, comorbidity, discharge diagnoses and mortality within 30 days were described using data from the Danish National Patient Registry and the Civil Registration System. Cox regression was used to estimate adjusted hazard ratios (aHR) with 95% confidence intervals (CI) for all-cause mortality. Results A total of 93,295 patients (49.4% men) with a median age of 75 years (interquartile range: 69–82 years), were included. Out of these, 2775 patients (3.0%; 95% CI 2.9–3.1%) died within 30 days after discharge. The 30-day mortality was increased in patients with age 76–85 years (aHR 1.59; 1.45–1.75) and 86+ years (aHR 3.35; 3.04–3.70), male gender (aHR 1.22; 1.11–1.33), a Charlson Comorbidity Index of 1–2 (aHR 2.15; 1.92–2.40) and 3+ (aHR 4.07; 3.65–4.54), and unmarried status (aHR 1.17; 1.08–1.27). Discharge diagnoses associated with 30-day mortality were heart failure (aHR 1.52; 1.17–1.95), respiratory failure (aHR 3.18; 2.46–4.11), dehydration (aHR 2.87; 2.51–3.29), constipation (aHR 1.31; 1.02–1.67), anemia (aHR 1.45; 1.27–1.66), pneumonia (aHR 2.24; 1.94–2.59), urinary tract infection (aHR 1.33; 1.14–1.55), dyspnea (aHR 1.57; 1.32–1.87) and suspicion of malignancy (aHR 2.06; 1.64–2.59). Conclusions Three percent had died within 30 days. High age, male gender, the comorbidity burden, unmarried status and several primary discharge diagnoses were identified as independent prognostic factors of 30-day all-cause mortality.
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Affiliation(s)
- Martin Aasbrenn
- CopenAge - Copenhagen Center for Clinical Age Research, University of Copenhagen, Copenhagen, Denmark. .,Geriatric Research Unit, Department of Geriatric and Palliative Medicine, Copenhagen University Hospital, Bispebjerg and Frederiksberg, Copenhagen, Denmark.
| | | | - Buket Öztürk Esen
- Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark
| | - Charlotte Suetta
- CopenAge - Copenhagen Center for Clinical Age Research, University of Copenhagen, Copenhagen, Denmark.,Geriatric Research Unit, Department of Geriatric and Palliative Medicine, Copenhagen University Hospital, Bispebjerg and Frederiksberg, Copenhagen, Denmark.,Geriatric Research Unit, Department of Medicine, Herlev-Gentofte Hospitals, Herlev, Denmark
| | - Finn Erland Nielsen
- Department of Emergency Medicine, Copenhagen University Hospital, Bispebjerg and Frederiksberg, Copenhagen, Denmark.,Department of Emergency Medicine, Slagelse Hospital, Slagelse, Denmark.,Copenhagen Center for Translational Research, Copenhagen University Hospital, Bispebjerg and Frederiksberg, Copenhagen, Denmark
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26
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Eleven genomic loci affect plasma levels of chronic inflammation marker soluble urokinase-type plasminogen activator receptor. Commun Biol 2021; 4:655. [PMID: 34079037 PMCID: PMC8172928 DOI: 10.1038/s42003-021-02144-8] [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: 08/07/2020] [Accepted: 04/23/2021] [Indexed: 12/12/2022] Open
Abstract
Soluble urokinase-type plasminogen activator receptor (suPAR) is a chronic inflammation marker associated with the development of a range of diseases, including cancer and cardiovascular disease. The genetics of suPAR remain unexplored but may shed light on the biology of the marker and its connection to outcomes. We report a heritability estimate of 60% for the variation in suPAR and performed a genome-wide association meta-analysis on suPAR levels measured in Iceland (N = 35,559) and in Denmark (N = 12,177). We identified 13 independently genome-wide significant sequence variants associated with suPAR across 11 distinct loci. Associated variants were found in and around genes encoding uPAR (PLAUR), its ligand uPA (PLAU), the kidney-disease-associated gene PLA2R1 as well as genes with relations to glycosylation, glycoprotein biosynthesis, and the immune response. These findings provide new insight into the causes of variation in suPAR plasma levels, which may clarify suPAR's potential role in associated diseases, as well as the underlying mechanisms that give suPAR its prognostic value as a unique marker of chronic inflammation.
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27
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Aharaz A, Rasmussen JH, McNulty HBØ, Cyron A, Fabricius PK, Bengaard AK, Sejberg HRC, Simonsen RRL, Treldal C, Houlind MB. A Collaborative Deprescribing Intervention in a Subacute Medical Outpatient Clinic: A Pilot Randomized Controlled Trial. Metabolites 2021; 11:204. [PMID: 33808080 PMCID: PMC8066016 DOI: 10.3390/metabo11040204] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 03/11/2021] [Accepted: 03/25/2021] [Indexed: 12/03/2022] Open
Abstract
Medication deprescribing is essential to prevent inappropriate medication use in multimorbid patients. However, experience of deprescribing in Danish Subacute Medical Outpatient Clinics (SMOCs) is limited. The objective of our pilot study was to evaluate the feasibility and sustainability of a collaborative deprescribing intervention by a pharmacist and a physician to multimorbid patients in a SMOC. A randomized controlled pilot study was conducted, with phone follow-up at 30 and 365+ days. A senior pharmacist performed a systematic deprescribing intervention using the Screening Tool of Older Persons' potentially inappropriate Prescriptions (STOPP) criteria, the Danish deprescribing list, and patient interviews. A senior physician received the proposed recommendations and decided which should be implemented. The main outcome was the number of patients having ≥1 medication where deprescribing status was sustained 30 days after inclusion. Out of 76 eligible patients, 72 (95%) were included and 67 (93%) completed the study (57% male; mean age 73 years; mean number of 10 prescribed medications). Nineteen patients (56%) in the intervention group and four (12%) in the control group had ≥1 medication where deprescribing status was sustained 30 days after inclusion (p = 0.015). In total, 37 medications were deprescribed in the intervention group and five in the control group. At 365+ days after inclusion, 97% and 100% of the deprescribed medications were sustained in the intervention and control groups, respectively. The three most frequently deprescribed medication groups were analgesics, cardiovascular, and gastrointestinal medications. In conclusion, a collaborative deprescribing intervention for multimorbid patients was feasible and resulted in sustainable deprescribing of medication in a SMOC.
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Affiliation(s)
- Anissa Aharaz
- The Capital Region Pharmacy, 2730 Herlev, Denmark; (H.B.Ø.M.); (A.K.B.); (H.R.C.S.); (R.R.L.S.); (C.T.); (M.B.H.)
- Multidisciplinary Outpatient Clinic (Fællesambulatoriet, subakutte patientforløb), Copenhagen University Hospital—Amager and Hvidovre, 2300 Copenhagen, Denmark; (J.H.R.); (A.C.)
- Department of Clinical Research, Copenhagen University Hospital—Amager and Hvidovre, 2650 Copenhagen, Denmark;
| | - Jens Henning Rasmussen
- Multidisciplinary Outpatient Clinic (Fællesambulatoriet, subakutte patientforløb), Copenhagen University Hospital—Amager and Hvidovre, 2300 Copenhagen, Denmark; (J.H.R.); (A.C.)
- Department of Emergency Medicine, Copenhagen University Hospital—Bispebjerg and Frederiksberg, 2400 Copenhagen, Denmark
| | - Helle Bach Ølgaard McNulty
- The Capital Region Pharmacy, 2730 Herlev, Denmark; (H.B.Ø.M.); (A.K.B.); (H.R.C.S.); (R.R.L.S.); (C.T.); (M.B.H.)
| | - Arne Cyron
- Multidisciplinary Outpatient Clinic (Fællesambulatoriet, subakutte patientforløb), Copenhagen University Hospital—Amager and Hvidovre, 2300 Copenhagen, Denmark; (J.H.R.); (A.C.)
| | - Pia Keinicke Fabricius
- Department of Clinical Research, Copenhagen University Hospital—Amager and Hvidovre, 2650 Copenhagen, Denmark;
| | - Anne Kathrine Bengaard
- The Capital Region Pharmacy, 2730 Herlev, Denmark; (H.B.Ø.M.); (A.K.B.); (H.R.C.S.); (R.R.L.S.); (C.T.); (M.B.H.)
- Department of Clinical Research, Copenhagen University Hospital—Amager and Hvidovre, 2650 Copenhagen, Denmark;
- Department of Clinical Medicine, University of Copenhagen, 2200 Copenhagen, Denmark
| | | | - Rikke Rie Løvig Simonsen
- The Capital Region Pharmacy, 2730 Herlev, Denmark; (H.B.Ø.M.); (A.K.B.); (H.R.C.S.); (R.R.L.S.); (C.T.); (M.B.H.)
| | - Charlotte Treldal
- The Capital Region Pharmacy, 2730 Herlev, Denmark; (H.B.Ø.M.); (A.K.B.); (H.R.C.S.); (R.R.L.S.); (C.T.); (M.B.H.)
- Department of Clinical Research, Copenhagen University Hospital—Amager and Hvidovre, 2650 Copenhagen, Denmark;
| | - Morten Baltzer Houlind
- The Capital Region Pharmacy, 2730 Herlev, Denmark; (H.B.Ø.M.); (A.K.B.); (H.R.C.S.); (R.R.L.S.); (C.T.); (M.B.H.)
- Department of Clinical Research, Copenhagen University Hospital—Amager and Hvidovre, 2650 Copenhagen, Denmark;
- Department of Drug Design and Pharmacology, University of Copenhagen, 2100 Copenhagen, Denmark
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Prognostic value of soluble urokinase plasminogen activator receptor in patients presenting to the emergency department with chest pain suggestive of acute coronary syndrome. Clin Biochem 2021; 92:19-24. [PMID: 33662350 DOI: 10.1016/j.clinbiochem.2021.02.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 01/20/2021] [Accepted: 02/16/2021] [Indexed: 02/07/2023]
Abstract
INTRODUCTION Soluble urokinase plasminogen activator receptor (suPAR) is a prognostic biomarker of cardiovascular disease. OBJECTIVES We aimed to evaluate the early prognostic value of suPAR in patients presenting to the emergency department (ED) with chest pain suggestive of acute coronary syndrome (ACS). PATIENTS AND METHODS In a post-hoc analysis from a multicenter study including patients with a chest pain < 6 h, suPAR concentrations at ED admission were studied according to the outcome at 30-days. RESULTS 198 patients (median age 56 years) in whom 16% had an ACS, were included. Fifteen (7.3%) patients presented a 30-day event. At ED admission, median (IQR) suPAR concentrations were higher in patients with a 30-day event in comparison to patients without event (4.54 (3.09-8.61) vs. 2.72 (2.10-3.43) ng/mL, p < 0.001). The ROC curve AUC of suPAR for the prediction of a 30-days event was 0.775 [95%CI: 0.710-0.831]. The optimal threshold was 3.3 ng/mL, with a sensitivity of 73 [45-92] % and a specificity of 72 [65-79] %. The association of a suPAR < 3.3 ng/mL AND a NT-proBNP < 160 ng/L AND a HEART score < 4 had a negative predictive value of 99 [91-100] %. A suPAR value at admission above 3.3 ng/mL was independently and significantly associated with a 30-day event in chest pain emergency patients (OR 4.87 [1.35-17.51], p = 0.015). CONCLUSION suPAR is a promising biomarker for early prediction of events in chest pain emergency patients.
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Velissaris D, Pierrakos C, Karamouzos V, Pantzaris ND, Gogos C. The use of soluble urokinase plasminogen activator receptor (suPAR) as a marker of sepsis in the emergency department setting. A current review. Acta Clin Belg 2021; 76:79-84. [PMID: 31434557 DOI: 10.1080/17843286.2019.1653519] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Aim: The purpose of this review is to summarize all relevant publications regarding the use and validity of the soluble urokinase plasminogen activator receptor (suPAR) when used by clinicians in the emergency department (ED) for the detection and monitoring of patients with sepsis syndrome. Methods: A PubMed search was conducted in order to identify all publications related to the use of suPAR in sepsis patients in the ED setting. Results: Although suPAR is actively involved in the pathophysiology of sepsis, over the last 15 years, only a few studies have been published referring to its predictive validity in the ED. Conclusions: SuPAR can be easily and rapidly measured in an ED setting, and its role in the exclusion of an infection and the management of sepsis, alone or in combination to other biomarkers, should be further evaluated. The optimal cut-off value, the timing of the measurement and the role of the suPAR in an ED setting should be further investigated.
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Affiliation(s)
- Dimitrios Velissaris
- Internal Medicine Department, University of Patras, University Hospital of Patras, Patras, Greece
| | | | | | | | - Charalampos Gogos
- Internal Medicine Department, University of Patras, University Hospital of Patras, Patras, Greece
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Yuan C, Guo Z, Yu S, Jiang L, Huang M. Development of inhibitors for uPAR: blocking the interaction of uPAR with its partners. Drug Discov Today 2021; 26:1076-1085. [PMID: 33486111 DOI: 10.1016/j.drudis.2021.01.016] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 12/22/2020] [Accepted: 01/11/2021] [Indexed: 12/25/2022]
Abstract
Urokinase-type plasminogen activator receptor (uPAR) mediates a multitude of biological activities, has key roles in several clinical indications, including malignancies and inflammation, and, thus, has attracted intensive research over the past few decades. The pleiotropic functions of uPAR can be attributed to its interaction with an array of partners. Many inhibitors have been developed to intervene with the interaction of uPAR with these partners. Here, we review the development of these classes of uPAR inhibitor and their inhibitory mechanisms to promote the translation of these inhibitors to clinical applications.
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Affiliation(s)
- Cai Yuan
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, Fujian, 350116, China
| | - Zhanzhi Guo
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, Fujian, 350116, China
| | - Shujuan Yu
- College of Chemistry, Fuzhou University, Fujian, 350116, China
| | - Longguang Jiang
- College of Chemistry, Fuzhou University, Fujian, 350116, China.
| | - Mingdong Huang
- College of Chemistry, Fuzhou University, Fujian, 350116, China.
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Chalkias A, Mouzarou A, Samara E, Xanthos T, Ischaki E, Pantazopoulos I. Soluble Urokinase Plasminogen Activator Receptor: A Biomarker for Predicting Complications and Critical Care Admission of COVID-19 Patients. Mol Diagn Ther 2020; 24:517-521. [PMID: 32613288 PMCID: PMC7327460 DOI: 10.1007/s40291-020-00481-8] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The novel coronavirus infection has spread worldwide, causing a wide spectrum of clinical manifestations. Most patients develop moderate clinical illness, but a substantial number will experience severe pneumonia, which may rapidly progress to acute respiratory distress syndrome and multiple organ failure. In this population, soluble urokinase plasminogen activator receptor (suPAR) could serve as a quick triage test and independent marker of clinical severity, hospital and intensive care unit admission, complications, and mortality.
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Affiliation(s)
- Athanasios Chalkias
- Department of Anesthesiology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larisa, Greece.
| | - Angeliki Mouzarou
- Department of Cardiology, General Hospital of Paphos, Paphos, Cyprus
| | - Evangelia Samara
- Department of Anesthesiology, Tzaneio General Hospital, Piraeus, Greece
| | | | - Eleni Ischaki
- First Department of Critical Care Medicine and Pulmonary Services, Evangelismos Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Ioannis Pantazopoulos
- Department of Emergency Medicine, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larisa, Greece
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32
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Soluble urokinase plasminogen activator receptor level in individuals of advanced age. Sci Rep 2020; 10:15462. [PMID: 32963338 PMCID: PMC7508810 DOI: 10.1038/s41598-020-72377-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2019] [Accepted: 08/27/2020] [Indexed: 11/08/2022] Open
Abstract
Soluble urokinase plasminogen activator receptor (suPAR) is a biomarker whose clinical value has been tested in various groups of patients. The aim of the present study was to determine the suPAR level in a previously uninvestigated population of 182, generally healthy, community-dwelling seniors aged 74–89 years. In addition to suPAR level, selected laboratory parameters of heart and kidney function, lipid and C-reactive protein levels were determined. A group of 45 younger individuals aged 24–66 years was used for comparison. The seniors had higher suPAR levels than younger controls: 3.79 ng/mL (95% CI 3.64–3.96 ng/mL) vs. 3.16 ng/mL (95% CI 2.86–3.45 ng/mL). These levels increased further with advancing age, and were similar in women and men. A multiple regression model confirmed that biomarker level was related to cardiac function, renal function and inflammation, and this remained after adjusting for age. These correlation patterns were similar in older women and men.
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Iversen E, Houlind MB, Kallemose T, Rasmussen LJH, Hornum M, Feldt-Rasmussen B, Hayek SS, Andersen O, Eugen-Olsen J. Elevated suPAR Is an Independent Risk Marker for Incident Kidney Disease in Acute Medical Patients. Front Cell Dev Biol 2020; 8:339. [PMID: 32596235 PMCID: PMC7303513 DOI: 10.3389/fcell.2020.00339] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 04/17/2020] [Indexed: 01/21/2023] Open
Abstract
Introduction Identifying patients at high risk of developing kidney disease could lead to early clinical interventions that prevent or slow disease progression. Soluble urokinase plasminogen activator receptor (suPAR) is an inflammatory biomarker thought to be involved in the pathogenesis and development of kidney disease. We aimed to determine whether elevated plasma suPAR measured at hospital admission is associated with incident kidney disease in patients presenting to the emergency department. Materials and Methods This was a retrospective registry-based cohort study performed at the Emergency Department of Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark. Patients were included in the study from November 2013 to March 2017 and followed until June 2017. Patients were excluded if they were diagnosed with kidney disease or died prior to index discharge. Plasma suPAR was measured at hospital admission, and the main outcome was time to incident kidney disease, defined by ICD-10 diagnosis codes for both chronic and acute kidney conditions. Association between suPAR and time to incident kidney disease was assessed by Cox proportional hazard regression analysis. Results In total, 25,497 patients (median age 58.1 years; 52.5% female) were admitted to the emergency department and followed for development of kidney disease. In multivariable Cox regression analysis adjusting for age, sex, eGFR, CRP, cardiovascular disease, hypertension, and diabetes, each doubling in suPAR at hospital admission was associated with a hazard ratio of 1.57 (95% CI: 1.38–1.78, P < 0.001) for developing a chronic kidney condition and 2.51 (95% CI: 2.09–3.01, P < 0.001) for developing an acute kidney condition. Discussion In a large cohort of acutely hospitalized medical patients, elevated suPAR was independently associated with incident chronic and acute kidney conditions. This highlights the potential for using suPAR in risk classification models to identify high-risk patients who could benefit from early clinical interventions. The main limitation of this study is its reliance on accurate reporting of ICD-10 codes for kidney disease.
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Affiliation(s)
- Esben Iversen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Morten Baltzer Houlind
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark.,Hospital Pharmacy, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Thomas Kallemose
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Line Jee Hartmann Rasmussen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Department of Psychology and Neuroscience, Duke University, Durham, NC, United States
| | - Mads Hornum
- Department of Nephrology, Rigshospitalet, Copenhagen, Denmark.,Department of Clinical Medicine, Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Bo Feldt-Rasmussen
- Department of Nephrology, Rigshospitalet, Copenhagen, Denmark.,Department of Clinical Medicine, Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Salim S Hayek
- Department of Medicine, Division of Cardiology, University of Michigan, Ann Arbor, MI, United States
| | - Ove Andersen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark.,Department of Clinical Medicine, Medical Sciences, University of Copenhagen, Copenhagen, Denmark.,Emergency Department, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
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Rasmussen LJH, Schultz M, Iversen K, Eugen-Olsen J, Helms M, David K, Kjaer A, Lebech AM, Kronborg G. Soluble urokinase plasminogen activator receptor (suPAR) is lower in disease-free patients but cannot rule out incident disease in patients with suspected cancer. Clin Biochem 2020; 84:31-37. [PMID: 32504704 DOI: 10.1016/j.clinbiochem.2020.06.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 05/21/2020] [Accepted: 06/01/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND Accurate first-line diagnostics are essential for early recognition of cancer but also to identify patients free of disease. The biomarker soluble urokinase plasminogen activator receptor (suPAR) is elevated in patients with cancer or non-malignant disease compared to disease-free patients. We tested if low suPAR could be used to identify disease-free patients in an accelerated cancer diagnostics program, including ruling out cancer. METHODS Patients with serious nonspecific symptoms and signs of cancer (NSSC) were included at the Diagnostic Outpatient Clinic, Copenhagen University Hospital Hvidovre, Denmark. Data from a clinical examination, including blood tests and imaging, was combined with national registry data on diagnoses and mortality. The association between blood suPAR and the primary outcome of disease-free (i.e., absence of incident disease and mortality) within 1-year follow-up was analysed with logistic regression analysis. RESULTS Of 1583 patients included, 349 (22.0%) were diagnosed with cancer, 837 (52.9%) with non-malignant disease, and 392 (25.8%) were disease-free within one year. Admission suPAR was significantly lower in disease-free patients compared to patients with cancer or non-malignant disease (P < 0.001), area under the curve 0.67 (95% confidence interval (CI): 0.64-0.70). The highest positive predictive value (PPV) for the outcome of disease-free was 0.55 (95% CI: 0.41-0.68) at a suPAR of 1.65 ng/mL. Patients who died had significantly higher suPAR compared to patients who survived in all disease subgroups. The AUC of suPAR for 1-year mortality was 0.80 (95% CI: 0.77-0.83). CONCLUSIONS suPAR was significantly lower in disease-free individuals compared to patients with cancer or other conditions, but the PPV was not sufficiently high to terminate further clinical investigation with appropriate safety. Elevated suPAR may be a useful prognostic marker for adverse outcomes.
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Affiliation(s)
- Line J H Rasmussen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Kettegaard Allé 30, DK-2650 Hvidovre, Denmark; Department of Psychology and Neuroscience, Duke University, 2020 W Main St, Suite 201, Durham, NC 27708, USA.
| | - Martin Schultz
- Department of Cardiology, Copenhagen University Hospital Herlev and Gentofte, Borgmester Ib Juuls Vej 1, DK-2700 Herlev, Denmark
| | - Kasper Iversen
- Department of Cardiology, Copenhagen University Hospital Herlev and Gentofte, Borgmester Ib Juuls Vej 1, DK-2700 Herlev, Denmark
| | - Jesper Eugen-Olsen
- Department of Clinical Research, Copenhagen University Hospital Amager and Hvidovre, Kettegaard Allé 30, DK-2650 Hvidovre, Denmark
| | - Morten Helms
- Department of Infectious Diseases, Copenhagen University Hospital Amager and Hvidovre, Kettegaard Allé 30, DK-2650 Hvidovre, Denmark
| | - Kim David
- Department of Infectious Diseases, Copenhagen University Hospital Amager and Hvidovre, Kettegaard Allé 30, DK-2650 Hvidovre, Denmark
| | - Andreas Kjaer
- Department of Clinical Physiology, Nuclear Medicine & PET, Rigshospitalet, Juliane Maries Vej 8, DK-2100 Copenhagen Ø, Denmark; Cluster for Molecular Imaging, University of Copenhagen, Blegdamsvej 3, DK-2200 Copenhagen N, Denmark
| | - Anne-Mette Lebech
- Department of Infectious Diseases, Rigshospitalet, Esther Møllers Vej 6, DK-2100 Copenhagen Ø, Denmark; Department of Clinical Medicine, University of Copenhagen, Blegdamsvej 3B, DK-2200 Copenhagen N, Denmark
| | - Gitte Kronborg
- Department of Infectious Diseases, Copenhagen University Hospital Amager and Hvidovre, Kettegaard Allé 30, DK-2650 Hvidovre, Denmark; Department of Clinical Medicine, University of Copenhagen, Blegdamsvej 3B, DK-2200 Copenhagen N, Denmark
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Abstract
OBJECTIVES Early warning scores were developed to identify high-risk patients on the hospital wards. Research on early warning scores has focused on patients in short-term acute care hospitals, but there are other settings, such as long-term acute care hospitals, where these tools could be useful. However, the accuracy of early warning scores in long-term acute care hospitals is unknown. DESIGN Observational cohort study. SETTING Two long-term acute care hospitals in Illinois from January 2002 to September 2017. PATIENTS Admitted adult long-term acute care hospital patients. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS Demographic characteristics, vital signs, laboratory values, nursing flowsheet data, and outcomes data were collected from the electronic health record. The accuracy of individual variables, the Modified Early Warning Score, the National Early Warning Score version 2, and our previously developed electronic Cardiac Arrest Risk Triage score were compared for predicting the need for acute hospital transfer or death using the area under the receiver operating characteristic curve. A total of 12,497 patient admissions were included, with 3,550 experiencing the composite outcome. The median age was 65 (interquartile range, 54-74), 46% were female, and the median length of stay in the long-term acute care hospital was 27 days (interquartile range, 17-40 d), with an 8% in-hospital mortality. Laboratory values were the best predictors, with blood urea nitrogen being the most accurate (area under the receiver operating characteristic curve, 0.63) followed by albumin, bilirubin, and WBC count (area under the receiver operating characteristic curve, 0.61). Systolic blood pressure was the most accurate vital sign (area under the receiver operating characteristic curve, 0.60). Electronic Cardiac Arrest Risk Triage (area under the receiver operating characteristic curve, 0.72) was significantly more accurate than National Early Warning Score version 2 (area under the receiver operating characteristic curve, 0.66) and Modified Early Warning Score (area under the receiver operating characteristic curve, 0.65; p < 0.01 for all pairwise comparisons). CONCLUSIONS In this retrospective cohort study, we found that the electronic Cardiac Arrest Risk Triage score was significantly more accurate than Modified Early Warning Score and National Early Warning Score version 2 for predicting acute hospital transfer and mortality. Because laboratory values were more predictive than vital signs and the average length of stay in an long-term acute care hospital is much longer than short-term acute hospitals, developing a score specific to the long-term acute care hospital population would likely further improve accuracy, thus allowing earlier identification of high-risk patients for potentially life-saving interventions.
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Skytte MJ, Samkani A, Astrup A, Larsen TM, Frystyk J, Poulsen HE, Henriksen T, Holst JJ, Andersen O, Madsbad S, Haugaard SB, Krarup T, Larsen EL. Effects of a highly controlled carbohydrate-reduced high-protein diet on markers of oxidatively generated nucleic acid modifications and inflammation in weight stable participants with type 2 diabetes; a randomized controlled trial. Scandinavian Journal of Clinical and Laboratory Investigation 2020; 80:401-407. [PMID: 32374188 DOI: 10.1080/00365513.2020.1759137] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Carbohydrate-restricted diets are increasingly recognized as options for dietary management of type 2 diabetes mellitus (T2DM). We investigated the effects of a carbohydrate-reduced high-protein (CRHP) and a conventional diabetes (CD) diet on oxidative stress and inflammation in weight stable individuals with T2DM. We hypothesized that the CRHP diet would improve markers of oxidatively generated RNA and DNA modifications as well as inflammatory parameters. Thirty participants with T2DM were randomized to 6 weeks of CRHP or CD dietary treatment (30/50 energy percentage (E%) carbohydrate, 30/17E% protein, 40/33E% fat), followed by a cross-over to the opposite diet for a subsequent 6-week period. All meals were provided during the study and body weight was controlled. Diurnal urine samples were collected after 4 weeks on each diet and oxidatively generated RNA and DNA modifications were measured as 8-oxo-7,8-dihydroguanosine (8-oxoGuo) and 8-oxo-7,8-dihydro-2'-deoxyguanosine (8-oxodG), respectively. Fasting concentrations of soluble urokinase plasminogen activator receptor, high-sensitivity C-reactive protein, tumor necrosis factor alpha and interleukin-6 were measured before and after 6 weeks of interventions. Compared with the CD diet, the CRHP diet increased 24-hour urinary excretion of 8-oxoGuo by 9.3% (38.6 ± 12.6 vs. 35.3 ± 11.0 nmol/24 h, p = .03), whereas 8-oxodG did not differ between diets (24.0 ± 9.5 vs. 24.8 ± 11.1 nmol/24 h, p = .17). Changes in plasma inflammatory parameters did not differ between CRHP and CD diets, all p ≥ .2. The clinical implications of increased RNA oxidation following a CRHP diet as well as long-term effects of carbohydrate-restriction on markers of oxidatively generated nucleic acid modifications should be a field of future study.
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Affiliation(s)
- Mads Juul Skytte
- Department of Endocrinology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | - Amirsalar Samkani
- Department of Endocrinology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | - Arne Astrup
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Thomas Meinert Larsen
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Jan Frystyk
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Henrik Enghusen Poulsen
- Department of Clinical Pharmacology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark.,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Trine Henriksen
- Department of Clinical Pharmacology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | - Jens Juul Holst
- Novo Nordisk Foundation Center for Basic Metabolic Research, and Department of Biomedical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ove Andersen
- Clinical Research Centre and the Emergency Department, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | - Sten Madsbad
- Department of Endocrinology, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | - Steen Bendix Haugaard
- Department of Endocrinology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | - Thure Krarup
- Department of Endocrinology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | - Emil List Larsen
- Department of Clinical Pharmacology, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
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Kim I, Song H, Kim HJ, Park KN, Kim SH, Oh SH, Youn CS. Use of the National Early Warning Score for predicting in-hospital mortality in older adults admitted to the emergency department. Clin Exp Emerg Med 2020; 7:61-66. [PMID: 32252135 PMCID: PMC7141980 DOI: 10.15441/ceem.19.036] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 07/09/2019] [Indexed: 11/23/2022] Open
Abstract
Objective The National Early Warning Score (NEWS), based on the patients’ vital signs, detects clinical deterioration in critically ill patients and is used to reduce the incidence of in-hospital cardiac arrest. However, although mortality prediction based on vital signs may be difficult in older patients, the effectiveness of the NEWS has not yet been evaluated in this population. This study aimed to test the hypothesis that an elevated NEWS at admission increases the mortality risk in older patients admitted to the emergency department (ED). Methods We conducted a single-center retrospective study, including patients admitted to the ED between November 2016 and February 2017. We included patients aged >65 years who were admitted to the ED for any medical problem. The NEWS was calculated at the time of ED admission. The primary outcome was in-hospital mortality. Results In total, 3,169 patients were included in this study. Median age was 75 years (interquartile range [IQR], 70 to 80 years), and 1,557 (49.1%) patients were male. The in-hospital mortality rate was 5.1% (161 patients). Median NEWS was higher in non-survivors than in survivors (5 [IQR, 3–8] vs. 1 [IQR, 0–3], P<0.001). Multivariate logistic analysis showed that the NEWS was associated with in-hospital mortality, after adjusting for other confounders. The area under the curve of the NEWS for predicting in-hospital mortality was 0.820 (95% confidence interval, 0.806 to 0.833). Conclusion Our results show that the NEWS at admission is associated with in-hospital mortality among patients aged >65 years.
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Affiliation(s)
- Inyong Kim
- Department of Emergency Medicine, Seoul St. Mary Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Hwan Song
- Department of Emergency Medicine, Seoul St. Mary Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Hyo Joon Kim
- Department of Emergency Medicine, Seoul St. Mary Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Kyu Nam Park
- Department of Emergency Medicine, Seoul St. Mary Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Soo Hyun Kim
- Department of Emergency Medicine, Seoul St. Mary Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Sang Hoon Oh
- Department of Emergency Medicine, Seoul St. Mary Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Chun Song Youn
- Department of Emergency Medicine, Seoul St. Mary Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
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Skovsted TA, Petersen ERB, Fruekilde MB, Pedersen AK, Pielak T, Eugen-Olsen J. Validation of suPAR turbidimetric assay on Cobas® (c502 and c702) and comparison to suPAR ELISA. Scandinavian Journal of Clinical and Laboratory Investigation 2020; 80:327-335. [PMID: 32186407 DOI: 10.1080/00365513.2020.1741674] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
suPAR is a plasma marker of chronic inflammation, and an elevated suPAR is consistently associated with worse outcome in a variety of clinical conditions. Quantification of suPAR is useful for determining patient risk in triage, but there is no fast automatized method for quick determination of suPAR. We developed and validated a rapid latex particle-enhanced turbidimetric immunoassay for quantification of plasma suPAR on the c502 and the c702 Roche Cobas® 8000 measurment systems. The turbidimetric assay was validated against the suPARnostic® ELISA (ViroGates, Denmark). This validation demonstrates suPAR can be analysed by turbidimetry giving very similar results (<15% difference) compared to the ELISA method and the observed correlations (n = 103) were strong, r > 0.95. Roche Cobas® 8000 instruments demonstrated repeatability and repoducibility, CV % at 3.4-4.1 and 5.7-11.4, respectively. The estimated limit of detection was 1.30 µg/L and 1.31 µg/L for the Cobas® c502 and c702, respectively. Dilution tests showed linearity of suPAR from 1.8 to 26.5 μg/L. The acceptable concentrations of Bilirubin, Intralipid and Hemoglobin, were 350 µmol/L, 3.3 g/L and 1.4 g/L, respectively. suPAR can be quantified reproducibly within 10 min using a turbidimetry assay. This assay is faster than ELISA with similar results, making it suitable for clinical routine analysis.
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Affiliation(s)
- Thor A Skovsted
- Department of Biochemistry and Immunology, Hospital of Southern Jutland, Region of Southern Denmark, Aabenraa, Denmark
| | - Eva Rabing Brix Petersen
- Department of Biochemistry and Immunology, Hospital of Southern Jutland, Region of Southern Denmark, Aabenraa, Denmark
| | - Maj-Britt Fruekilde
- Department of Biochemistry and Immunology, Hospital of Southern Jutland, Region of Southern Denmark, Aabenraa, Denmark
| | | | - Tomasz Pielak
- ViroGates A/S, Birkerød, Denmark.,NUTOPI Sp. z o. o, Poznan, Poland
| | - Jesper Eugen-Olsen
- ViroGates A/S, Birkerød, Denmark.,Clinical Research Center, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
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Håkansson KEJ, Rasmussen LJH, Godtfredsen NS, Tupper OD, Eugen-Olsen J, Kallemose T, Andersen O, Ulrik CS. The biomarkers suPAR and blood eosinophils are associated with hospital readmissions and mortality in asthma - a retrospective cohort study. Respir Res 2019; 20:258. [PMID: 31730462 PMCID: PMC6858677 DOI: 10.1186/s12931-019-1234-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Accepted: 11/07/2019] [Indexed: 01/21/2023] Open
Abstract
INTRODUCTION Prognostic biomarkers in asthma are needed. The biomarker soluble urokinase plasminogen activator receptor (suPAR) has been associated with asthma control and with prognosis in acutely admitted medical patients. We investigated if suPAR and blood eosinophil counts at the time of admission for asthma are associated with readmission and mortality. METHODS Our cohort comprised 1341 patients (median age 45.3, IQR 30.1-63.1) acutely admitted with a diagnosis of asthma to Hvidovre Hospital, Denmark (November 2013 to March 2017). Patients had suPAR and blood eosinophils measured at admission. Outcomes were 365-day readmission and all-cause mortality. Logistic regression analysis adjusted for age, sex, C-reactive protein, and Charlson comorbidity score was used to assess the association of the two biomarkers with readmission and all-cause mortality. RESULTS Compared to event-free patients, patients who were either readmitted (n = 452, 42.3%) or died (n = 57, 5.3%) had significantly higher suPAR concentrations (p < 0.0001) and lower eosinophil counts (p = 0.0031) at admission. The highest odds of readmission or mortality were observed for patients in either the 4th suPAR quartile (p < 0.0001) or with eosinophil counts < 150 cells/μL at admission. Increasing levels of suPAR were associated with 365-day readmission (OR 1.3 [1.0-1.6]; p = 0.05) and mortality (OR 2.9 [1.7-5.1]; p = 0.0002). Eosinophil count > 300 cells/μL was significantly associated with lower odds of readmission (OR 0.64 [0.5-0.9]; p = 0.005) and lower mortality (OR 0.7 [0.6-0.9]; p = 0.0007). CONCLUSIONS In patients acutely admitted with asthma, elevated suPAR concentrations together with blood eosinophil count < 150 cells/μL at the time of hospital admission were associated with both 365-day all-cause readmission and mortality.
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Affiliation(s)
- K E J Håkansson
- Department of Respiratory Medicine, Copenhagen University Hospital Amager and Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark.
| | - Line J H Rasmussen
- Clinical Research Centre, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Nina S Godtfredsen
- Department of Respiratory Medicine, Copenhagen University Hospital Amager and Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
- Institute of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Oliver D Tupper
- Department of Respiratory Medicine, Copenhagen University Hospital Amager and Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
| | - Jesper Eugen-Olsen
- Clinical Research Centre, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Thomas Kallemose
- Clinical Research Centre, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Ove Andersen
- Clinical Research Centre, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
- Institute of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- Emergency Department, Copenhagen University Hospital Amager and Hvidovre, Hvidovre, Denmark
| | - Charlotte Suppli Ulrik
- Department of Respiratory Medicine, Copenhagen University Hospital Amager and Hvidovre, Kettegård Allé 30, 2650, Hvidovre, Denmark
- Institute of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
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Endostatin predicts mortality in patients with acute dyspnea - A cohort study of patients seeking care in emergency departments. Clin Biochem 2019; 75:35-39. [PMID: 31672650 DOI: 10.1016/j.clinbiochem.2019.10.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Revised: 09/02/2019] [Accepted: 10/03/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND Increased levels of circulating endostatin predicts cardiovascular morbidity and impaired kidney function in the general population. The utility of endostatin as a risk marker for mortality in the emergency department (ED) has not been reported. AIM Our main aim was to study the association between plasma endostatin and 90-day mortality in an unselected cohort of patients admitted to the ED for acute dyspnea. Design Circulating endostatin was analyzed in plasma from 1710 adults and related to 90-day mortality in Cox proportional hazard models adjusted for age, sex, body mass index, oxygen saturation, respiratory rate, body temperature, C-reactive protein, lactate, creatinine and medical priority according to the Medical Emergency Triage and Treatment System-Adult score (METTS-A). The predictive value of endostatin for mortality was evaluated with receiver operating characteristic (ROC) analysis and compared with the clinical triage scoring system and age. RESULTS Each one standard deviation increment of endostatin was associated with a HR of 2.12 (95% CI 1.31-3.44 p < 0.01) for 90-day mortality after full adjustment. Levels of endostatin were significantly increased in the group of patients with highest METTS-A (p < 0.001). When tested for the outcome 90-day mortality, the area under the ROC curve (AUC) was 0.616 for METTS-A, 0.701 for endostatin, 0.708 for METTS -A and age and 0.738 for METTS-A, age and levels of endostatin. CONCLUSIONS In an unselected cohort of patients admitted to the ED with acute dyspnea, endostatin had a string association to 90-day mortality and improved prediction of 90-day mortality in the ED beyond the clinical triage scoring system and age with 3%.
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Kramer AA, Sebat F, Lissauer M. A review of early warning systems for prompt detection of patients at risk for clinical decline. J Trauma Acute Care Surg 2019; 87:S67-S73. [PMID: 31246909 DOI: 10.1097/ta.0000000000002197] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Early Warning Scores (EWS) are a composite evaluation of a patient's basic physiology, changes of which are the first indicators of clinical decline and are used to prompt further patient assessment and when indicated intervention. These are sometimes referred to as "track and triggers systems" with tracking meant to denote periodic observation of physiology and trigger being a predetermined response criteria. This review article examines the most widely used EWS, with special attention paid to those used in military and trauma populations.The earliest EWS is the Modified Early Earning Score (MEWS). In MEWS, points are allocated to vital signs based on their degree of abnormality, and summed to yield an aggregate score. A score above a threshold would elicit a clinical response such as a rapid response team. Modified Early Earning Score was subsequently followed up with the United Kingdom's National Early Warning Score, the electronic cardiac arrest triage score, and the 10 Signs of Vitality score, among others.Severity of illness indicators have been in military and civilian trauma populations, such as the Revised Trauma Score, Injury Severity Score, and Trauma and Injury Severity. The sequential organ failure assessment score and its attenuated version quick sequential organ failure assessment were developed to aggressively identify patients near septic shock.Effective EWS have certain characteristics. First, they should accurately capture vital signs information. Second, almost all data should be derived electronically rather than manually. Third, the measurements should take into consideration multiple organ systems. Finally, information that goes into an EWS must be captured in a timely manner. Future trends include the use of machine learning to detect subtle changes in physiology and the inclusion of data from biomarkers. As EWS improve, they will be more broadly used in both military and civilian environments. LEVEL OF EVIDENCE: Review article, level I.
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Affiliation(s)
- Andrew A Kramer
- From the Prescient Healthcare Consulting, LLC (A.A.K.), Charlottesville, Virginia; Mercy Medical Center (F.S.), Redding, California; and Rutgers-Robert Wood Johnson Medical School (M.L.), New Brunswick, New Jersey
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Gussen H, Hohlstein P, Bartneck M, Warzecha KT, Buendgens L, Luedde T, Trautwein C, Koch A, Tacke F. Neutrophils are a main source of circulating suPAR predicting outcome in critical illness. J Intensive Care 2019; 7:26. [PMID: 31061709 PMCID: PMC6487050 DOI: 10.1186/s40560-019-0381-5] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Accepted: 04/12/2019] [Indexed: 11/10/2022] Open
Abstract
Background Circulating levels of soluble urokinase plasminogen activation receptor (suPAR) have been proposed as a prognostic biomarker in patients with critical illness and sepsis. However, the origin of suPAR in sepsis has remained obscure. We investigated the potential cellular sources of suPAR by analyzing membrane-bound urokinase plasminogen activator receptor (uPAR, CD87) and evaluated its clinical relevance in critically ill patients. Methods We studied 87 critically ill patients (44 with sepsis, 43 without sepsis) from the medical intensive care unit (ICU) in comparison to 48 standard care patients with infections and 27 healthy controls in a prospective single-center non-interventional cohort study. Cellular uPAR expression of different immune cell subsets (by flow cytometry from peripheral blood) and corresponding serum suPAR concentrations were determined upon ICU admission and at day 3. Furthermore, we analyzed the effects of serum from sepsis patients on the activation and uPAR cleavage of primary human neutrophils and macrophages in vitro. Results In healthy controls, uPAR (CD87) expression was detected on nearly all blood neutrophils and monocytes, but only scarcely on lymphocytes. While uPAR expression on monocytes was maintained in ICU patients, only 58% of neutrophils from critically ill patients expressed uPAR, which was significantly lower than in healthy controls or standard care patients. Concomitantly, serum suPAR levels were significantly increased in ICU patients. We noted a clear inverse correlation between low neutrophilic uPAR and high serum suPAR in standard care and ICU patients, indicating that shedding of uPAR from activated neutrophils represents a main source of suPAR in systemic inflammation. Both low uPAR and high suPAR were closely associated with mortality in critically ill patients. Furthermore, serum from sepsis patients induced uPAR protein expression and subsequent receptor shedding on isolated primary neutrophils, but not on macrophages, in vitro. Conclusions The inverse correlation between low uPAR surface expression on neutrophils and high serum suPAR in critically ill patients supports that neutrophils are a main source of shed suPAR proteins in systemic inflammation. Furthermore, high suPAR levels and low neutrophilic uPAR expression predict mortality in ICU patients. Electronic supplementary material The online version of this article (10.1186/s40560-019-0381-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Hendrik Gussen
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany
| | - Philipp Hohlstein
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany
| | - Matthias Bartneck
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany
| | | | - Lukas Buendgens
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany
| | - Tom Luedde
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany
| | - Christian Trautwein
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany
| | - Alexander Koch
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany
| | - Frank Tacke
- 1Department of Medicine III, RWTH-University Hospital Aachen, Aachen, 52074 Germany.,2Department of Hepatology/Gastroenterology, Charité University Medical Center, Augustenburger Platz 1, 13353 Berlin, Germany
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Schultz M, Rasmussen LJH, Kallemose T, Kjøller E, Lind MN, Ravn L, Lange T, Køber L, Rasmussen LS, Eugen-Olsen J, Iversen K. Availability of suPAR in emergency departments may improve risk stratification: a secondary analysis of the TRIAGE III trial. Scand J Trauma Resusc Emerg Med 2019; 27:43. [PMID: 30975178 PMCID: PMC6458624 DOI: 10.1186/s13049-019-0621-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2018] [Accepted: 03/26/2019] [Indexed: 12/20/2022] Open
Abstract
Introduction Soluble urokinase plasminogen activator receptor (suPAR) is a prognostic and nonspecific biomarker associated with short-term mortality in emergency department (ED) patients. Therefore, the blood level of suPAR might be usable for identification of patients at high- and low risk, shortly after arrival at the ED. Here, we investigate the value of adding suPAR to triage and how this may impact on risk stratification regarding mortality. Methods The analyses were performed on the TRIAGE III cohort. Patients were triaged in four groups: Red, Orange, Yellow, and Green. Outcome was all-cause mortality within seven days. Discriminative abilities of triage and suPAR on mortality were assessed using the area under the curve (AUC) for receiver operating characteristics (ROC) curves. A suPAR cut-off value was generated using the Youden’s index. Patients were subsequently reclassified one triage level up if the suPAR level was above this cut-off and one level down if the suPAR level was below that value. Results The study included 4420 patients with an available triage category and suPAR measurement. suPAR was significantly better in predicting mortality than triage; AUC (95% confidence interval): 0.85 (0.80–0.89) vs. 0.71 (0.64–0.78), P < 0.001. Combining suPAR and triage yielded an AUC of 0.87 (0.82–0-93). The Youden’s cut-off of suPAR was 5.9 ng/mL and reclassified triage using this value resulted in a more accurate risk stratification regarding hospital admission and mortality. Conclusion Addition of suPAR to triage potentially improves prediction of short-term mortality. Measurement of suPAR in relation to the triage process may allow a more accurate identification of ED patients at risk. Trial registration Clinicaltrials.gov, NCT02643459. Registered 31 December 2015. https://clinicaltrials.gov/ct2/show/NCT02643459?cond=NCT02643459&rank=1. Electronic supplementary material The online version of this article (10.1186/s13049-019-0621-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Martin Schultz
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark. .,Department of Internal medicine and Geriatrics, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark.
| | - Line J H Rasmussen
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Thomas Kallemose
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Erik Kjøller
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
| | - Morten N Lind
- Department of Emergency Medicine, Herlev and Gentofte Hospital, University of Copenhagen, Herlev ringvej 75, 2730, Herlev, Denmark
| | - Lisbet Ravn
- Department of Emergency Medicine, Herlev and Gentofte Hospital, University of Copenhagen, Herlev ringvej 75, 2730, Herlev, Denmark
| | - Theis Lange
- Department of Public Health, University of Copenhagen, Section of biostatistics, Øster Farimagsgade 5, 1014, Copenhagen, Denmark.,Center for Statistical Science, Peking University, No. 5 Yiheyuan Road Haidian District, Beijing, 100871, China
| | - Lars Køber
- Department of Cardiology, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100, Copenhagen, Denmark
| | - Lars S Rasmussen
- Department of Anaesthesia, Centre of Head and Orthopaedics, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100, Copenhagen, Denmark
| | - Jesper Eugen-Olsen
- Clinical Research Centre, Amager and Hvidovre Hospital, University of Copenhagen, Kettegård Alle 30, 2650, Hvidovre, Denmark
| | - Kasper Iversen
- Department of Cardiology, Herlev and Gentofte Hospital, University of Copenhagen, Ringvej 75, 2730, Herlev, Denmark
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Lactate and NEWS-L are fair predictors of mortality in critically ill geriatric emergency department patients. Am J Emerg Med 2019; 38:217-221. [PMID: 30770240 DOI: 10.1016/j.ajem.2019.02.006] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Revised: 01/29/2019] [Accepted: 02/07/2019] [Indexed: 11/23/2022] Open
Abstract
INTRODUCTION In this study, we aimed to investigate the prognostic power of the first lactate level measured in the emergency department (ED), National Early Warning Score (NEWS), and NEWS-lactate (NEWS-L) on ED admission in critically ill geriatric patients. METHODS This retrospective observational study was conducted in the ED of a university hospital. Consecutive patients ≥65 years of age admitted to our ED between July 1, 2017, and December 31, 2017, and transferred to the intensive care unit after the ED follow-up period were included in the study. The predictive performances of lactate, NEWS, and NEWS-L in terms of in-hospital mortality were compared. RESULTS A total of 455 patients were included in the statistical analyses. The in-hospital mortality rate was 22.9%. The mean lactate, NEWS, and NEWS-L of non-survivors was significantly higher than those of survivors (2.9 ± 2.2 vs. 1.9 ± 1.5 mmol/L, 8.9 ± 4.1 vs. 6.1 ± 3.7, and 11.8 ± 5.0 vs. 8.1 ± 4.4, respectively, for all p < 0.001). The AUCs of the lactate, NEWS, and NEWS-L were respectively 0.654 (95% CI 0.594-0.713), 0.686 (95% CI 0.628-0.744), and 0.714 (95% CI 0.658-0.770) in predicting in-hospital mortality. CONCLUSIONS According to the results of this study, we conclude that ED admission lactate level and NEWS are low-accuracy predictors of in-hospital mortality in critically ill geriatric patients. Although the combination of lactate level with physiological parameters increases the predictive performances of both parameters, NEWS-L is still not a powerful predictor to make definitive clinical decisions for critically ill geriatric ED patients.
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