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Louka M, Tatsi EB, Vassiliu S, Theoharis G, Straka K, Filippatos F, Dourdouna MM, Siahanidou T, Syriopoulou V, Michos A. The Soluble Urokinase Plasminogen Activator Receptor as a Severity Biomarker in Children With Acute COVID-19 or Multisystem Inflammatory Syndrome. Pediatr Infect Dis J 2024; 43:477-482. [PMID: 38251905 DOI: 10.1097/inf.0000000000004244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/23/2024]
Abstract
BACKGROUND Elevated soluble urokinase plasminogen activator receptor (suPAR) has been associated with a poor prognosis in serious infections. The aim of this study was to evaluate the clinical value of suPAR in children with acute coronavirus disease 2019 (COVID-19) or multisystem inflammatory syndrome (MIS-C). METHODS Serum suPAR was measured using the suPARnostic AUTO Flex enzyme-linked immunosorbent assay in hospitalized children with COVID-19, MIS-C, bacterial pneumonia, and healthy controls. RESULTS A total of 211 children with a mean (±SD) age of 6.9 ± 4.96 years were tested; with COVID-19: 59 (28%), MIS-C: 36 (17%), pneumonia: 78 (37%) and healthy controls: 38 (18%). In the acute phase, the levels of suPAR (mean ± SD) were: MIS-C: 8.11 ± 2.80 ng/mL, COVID-19: 4.91 ± 1.90 ng/mL, pneumonia: 4.25 ± 1.44 ng/mL and controls: 2.09 ± 0.47 ng/mL ( P < 0.001). Children with acute COVID-19 and a severe or moderate clinical presentation had higher values than those with mild symptoms: 5.79 ± 1.58 versus 5.40 ± 1.94 versus 3.19 ± 0.73 ng/mL, respectively ( P < 0.001). In the MIS-C group, children hospitalized in the intensive care unit and in need of mechanical ventilation had higher suPAR than those who were not admitted to an intensive care unit: 9.32 ± 3.06 versus 7.13 ± 2.19 ng/mL, respectively ( P = 0.023). In children with COVID-19 or MIS-C, a correlation was detected between suPAR values and length of hospitalization ( rs = 0.418, P < 0.001). CONCLUSIONS The findings suggest that suPAR may be a valuable biomarker of disease severity in children with COVID-19 or MIS-C. This could facilitate the identification of children in need of intensive anti-inflammatory treatment, as it has been shown in adults with severe COVID-19.
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Affiliation(s)
- Magdalini Louka
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
| | - Elizabeth Barbara Tatsi
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
- University Research Institute of Maternal and Child Health and Precision Medicine, Athens, Greece
| | - Sofia Vassiliu
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
| | - George Theoharis
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
| | - Kalliopi Straka
- Pediatric Intensive Care Unit, "Aghia Sophia" Children's Hospital, Athens, Greece
| | - Filippos Filippatos
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
| | - Maria Myrto Dourdouna
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
| | - Tania Siahanidou
- Neonatal Unit, First Department of Pediatrics, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens, Greece
| | - Vasiliki Syriopoulou
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
| | - Athanasios Michos
- From the First Department of Pediatrics, Infectious Diseases and Chemotherapy Research Laboratory, Medical School, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens Greece
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Ismail A, Hayek SS. Role of Soluble Urokinase-Type Plasminogen Activator Receptor in Cardiovascular Disease. Curr Cardiol Rep 2023; 25:1797-1810. [PMID: 37948017 DOI: 10.1007/s11886-023-01991-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/01/2023] [Indexed: 11/12/2023]
Abstract
PURPOSE OF REVIEW Chronic inflammation is a major contributor to cardiovascular disease (CVD) risk. Soluble urokinase plasminogen activator receptor (suPAR) is an immune-derived glycoprotein that is strongly associated with atherosclerotic disease. This review summarizes evidence on suPAR's role in CVD pathogenesis and its potential as a prognostic indicator and therapeutic target. RECENT FINDINGS Clinical, genetic, and experimental evidence supports suPAR's role as a pathogenic factor in atherosclerosis. suPAR promotes atherosclerosis through modulation of monocyte activation and function. Clinically, elevated suPAR levels are linked to increased cardiovascular risk across diverse populations. Ongoing clinical trials are evaluating therapies targeting suPAR signaling. Current evidence positions suPAR as a regulator of myeloid cell function that contributes to vascular inflammation and subsequent cardiovascular events. Additional research is needed to determine whether suPAR measurement can improve CVD risk prediction and enable personalized management. Overall, suPAR is a promising immune-derived biomarker and target for reducing inflammation and cardiovascular risk.
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Affiliation(s)
- Anis Ismail
- Division of Cardiovascular Medicine, Department of Internal Medicine, University of Michigan, 1500 E Medical Center Dr, CVC #2709, Ann Arbor, 48109, MI, USA
| | - Salim S Hayek
- Division of Cardiovascular Medicine, Department of Internal Medicine, University of Michigan, 1500 E Medical Center Dr, CVC #2709, Ann Arbor, 48109, MI, USA.
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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Paranga TG, Pavel-Tanasa M, Constantinescu D, Plesca CE, Petrovici C, Miftode IL, Moscalu M, Cianga P, Miftode EG. Comparison of C-reactive protein with distinct hyperinflammatory biomarkers in association with COVID-19 severity, mortality and SARS-CoV-2 variants. Front Immunol 2023; 14:1213246. [PMID: 37388734 PMCID: PMC10302717 DOI: 10.3389/fimmu.2023.1213246] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 05/30/2023] [Indexed: 07/01/2023] Open
Abstract
C-reactive protein (CRP) has been one of the most investigated inflammatory-biomarkers during the ongoing COVID-19 pandemics caused by severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2). The severe outcome among patients with SARS-CoV-2 infection is closely related to the cytokine storm and the hyperinflammation responsible for the acute respiratory distress syndrome and multiple organ failure. It still remains a challenge to determine which of the hyperinflammatory biomarkers and cytokines are the best predictors for disease severity and mortality in COVID-19 patients. Therefore, we evaluated and compared the outcome prediction efficiencies between CRP, the recently reported inflammatory modulators (suPAR, sTREM-1, HGF), and the classical biomarkers (MCP-1, IL-1β, IL-6, NLR, PLR, ESR, ferritin, fibrinogen, and LDH) in patients confirmed with SARS-CoV-2 infection at hospital admission. Notably, patients with severe disease had higher serum levels of CRP, suPAR, sTREM-1, HGF and classical biomarkers compared to the mild and moderate cases. Our data also identified CRP, among all investigated analytes, to best discriminate between severe and non-severe forms of disease, while LDH, sTREM-1 and HGF proved to be excellent mortality predictors in COVID-19 patients. Importantly, suPAR emerged as a key molecule in characterizing the Delta variant infections.
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Affiliation(s)
- Tudorita Gabriela Paranga
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- St. Parascheva Clinical Hospital for Infectious Diseases, Iasi, Romania
| | - Mariana Pavel-Tanasa
- Department of Immunology, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- Laboratory of Immunology, St. Spiridon County Clinical Emergency Hospital, Iasi, Romania
| | - Daniela Constantinescu
- Department of Immunology, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- Laboratory of Immunology, St. Spiridon County Clinical Emergency Hospital, Iasi, Romania
| | - Claudia Elena Plesca
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- St. Parascheva Clinical Hospital for Infectious Diseases, Iasi, Romania
| | - Cristina Petrovici
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- St. Parascheva Clinical Hospital for Infectious Diseases, Iasi, Romania
| | - Ionela-Larisa Miftode
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- St. Parascheva Clinical Hospital for Infectious Diseases, Iasi, Romania
| | - Mihaela Moscalu
- Department of Preventive Medicine and Interdisciplinarity, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
| | - Petru Cianga
- Department of Immunology, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- Laboratory of Immunology, St. Spiridon County Clinical Emergency Hospital, Iasi, Romania
| | - Egidia Gabriela Miftode
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy, Iasi, Romania
- St. Parascheva Clinical Hospital for Infectious Diseases, Iasi, Romania
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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6
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Benucci M, Damiani A, Russo E, Guiducci S, Li Gobbi F, Fusi P, Grossi V, Amedei A, Manfredi M, Infantino M. The Association of uPA, uPAR, and suPAR System with Inflammation and Joint Damage in Rheumatoid Arthritis: suPAR as a Biomarker in the Light of a Personalized Medicine Perspective. J Pers Med 2022; 12:jpm12121984. [PMID: 36556207 PMCID: PMC9788564 DOI: 10.3390/jpm12121984] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 11/10/2022] [Accepted: 11/23/2022] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND In recent years, the involvement of the soluble urokinase Plasminogen Activator Receptor (suPAR) in the pathophysiological modulation of Rheumatoid Arthritis (RA) has been documented, resulting in the activation of several intracellular inflammatory pathways. METHODS We investigated the correlation of urokinase Plasminogen Activator (uPA)/urokinase Plasminogen Activator Receptor (uPAR) expression and suPAR with inflammation and joint damage in RA, evaluating their potential role in a precision medicine context. RESULTS Currently, suPAR has been shown to be a potential biomarker for the monitoring of Systemic Chronic Inflammation (SCI) and COVID-19. However, the effects due to suPAR interaction in immune cells are also involved in both RA onset and progression. To date, the literature data on suPAR in RA endorse its potential application as a biomarker of inflammation and subsequent joint damage. CONCLUSION Available evidence about suPAR utility in the RA field is promising, and future research should further investigate its use in clinical practice, resulting in a big step forward for precision medicine. As it is elevated in different types of inflammation, suPAR could potentially work as an adjunctive tool for the screening of RA patients. In addition, a suPAR system has been shown to be involved in RA pathogenesis, so new data about the therapeutic response to Jak inhibitors can represent a possible way to develop further studies.
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Affiliation(s)
- Maurizio Benucci
- Rheumatology Unit, Hospital S. Giovanni di Dio, Azienda USL-Toscana Centro, 50143 Florence, Italy
- Correspondence: ; Tel.: +39-055-6932636; Fax: +39-055-6932099
| | - Arianna Damiani
- Department of Clinical and Experimental Medicine, University of Florence, 50134 Florence, Italy
| | - Edda Russo
- Department of Clinical and Experimental Medicine, University of Florence, 50134 Florence, Italy
| | - Serena Guiducci
- Department of Clinical and Experimental Medicine, University of Florence, 50134 Florence, Italy
| | - Francesca Li Gobbi
- Rheumatology Unit, Hospital S. Giovanni di Dio, Azienda USL-Toscana Centro, 50143 Florence, Italy
| | - Paola Fusi
- Rheumatology Unit, Hospital S. Giovanni di Dio, Azienda USL-Toscana Centro, 50143 Florence, Italy
| | - Valentina Grossi
- Immunology and Allergology Laboratory, Hospital S. Giovanni di Dio, Azienda USL-Toscana Centro, 50143 Florence, Italy
| | - Amedeo Amedei
- Department of Clinical and Experimental Medicine, University of Florence, 50134 Florence, Italy
| | - Mariangela Manfredi
- Immunology and Allergology Laboratory, Hospital S. Giovanni di Dio, Azienda USL-Toscana Centro, 50143 Florence, Italy
| | - Maria Infantino
- Immunology and Allergology Laboratory, Hospital S. Giovanni di Dio, Azienda USL-Toscana Centro, 50143 Florence, Italy
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Infantino M, Morena L, Di Pietro MA, Romanin B, Cimolato B, Rocca BAL, Tunnera S, Modi G, Tilli M, Grossi V, Lari B, Cerutti H, Tesi G, Anrò V, Cartocci A, Benucci M, Veneziani F, Casprini P, Manfredi M. Soluble urokinase Plasminogen Activator Receptor (suPAR) levels are predictive of COVID-19 severity: An Italian experience. Clin Immunol 2022. [PMID: 35944880 PMCID: PMC9356594 DOI: 10.1016/j.clim.2022.109091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/23/2022] [Accepted: 07/25/2022] [Indexed: 11/21/2022]
Abstract
Background The soluble urokinase Plasminogen Activator Receptor (suPAR) has been identified as a reliable marker of COVID-19 severity, helping in personalizing COVID-19 therapy. This study aims to evaluate the correlation between suPAR levels and COVID-19 severity, in relation to the traditional inflammatory markers. Methods Sera from 71 COVID-19 patients were tested for suPAR levels using Chorus suPAR assay (Diesse Diagnostica Senese SpA, Italy). suPAR levels were compared with other inflammatory markers: IL-1β, IL-6, TNF-α, circulating calprotectin, neutrophil and lymphocyte counts, and Neutrophil/Lymphocytes Ratio (NLR). Respiratory failure, expressed as P/F ratio, and mortality rate were used as indicators of disease severity. Results A positive correlation of suPAR levels with IL-6 (r = 0.479, p = 0.000), TNF-α (r = 0.348, p = 0.003), circulating calprotectin (r = 0.369, p = 0.002), neutrophil counts (r = 0.447, p = 0.001), NLR (r = 0.492, p = 0.001) has been shown. Stratifying COVID-19 population by suPAR concentration above and below 6 ng/mL, we observed higher levels of circulating calprotectin (10.1 μg/mL, SD 7.9 versus 6.4 μg/mL, SD 7.5, p < 0.001), higher levels of P/F ratio (207.5 IQR 188.3 vs 312.0 IQR 127.8, p = 0.013) and higher mortality rate. Median levels of suPAR were increased in all COVID-19 patients requiring additional respiratory support (Nasal Cannula, Venturi Mask, BPAP and CPAP) (6.5 IQR = 4.9) compared to the group at room air (4.6 IQR = 4.2). Conclusion suPAR levels correlate with disease severity and survival rate of COVID-19 patients, representing a promising prognostic biomarker for the risk assessment of the disease.
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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9
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Stefanova V, Crowley VM, Weckman AM, Kain KC. suPAR to Risk-Stratify Patients With Malaria. Front Immunol 2022; 13:931321. [PMID: 35757694 PMCID: PMC9226448 DOI: 10.3389/fimmu.2022.931321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 05/13/2022] [Indexed: 11/13/2022] Open
Abstract
Severe malaria (SM) is a leading cause of global morbidity and mortality, particularly in children in sub-Saharan Africa. However, existing malaria diagnostic tests do not reliably identify children at risk of severe and fatal outcomes. Dysregulated host immune and endothelial activation contributes to the pathogenesis of SM. Current research suggests that measuring markers of these pathways at presentation may have clinical utility as prognostic indicators of disease progression and risk of death. In this review, we focus on the available evidence implicating soluble urokinase-type plasminogen activator receptor (suPAR) as a novel and early predictor of severe and fatal malaria and discuss its potential utility for malaria triage and management.
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Affiliation(s)
- Veselina Stefanova
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Valerie M Crowley
- Sandra A. Rotman (SAR) Laboratories, Sandra Rotman Centre for Global Health, University Health Network-Toronto General Hospital, Toronto, ON, Canada.,Department of Experimental Therapeutics, University Health Network-Toronto General Hospital, Toronto, ON, Canada
| | - Andrea M Weckman
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.,Sandra A. Rotman (SAR) Laboratories, Sandra Rotman Centre for Global Health, University Health Network-Toronto General Hospital, Toronto, ON, Canada.,Department of Experimental Therapeutics, University Health Network-Toronto General Hospital, Toronto, ON, Canada
| | - Kevin C Kain
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.,Sandra A. Rotman (SAR) Laboratories, Sandra Rotman Centre for Global Health, University Health Network-Toronto General Hospital, Toronto, ON, Canada.,Department of Experimental Therapeutics, University Health Network-Toronto General Hospital, Toronto, ON, Canada.,Faculty of Medicine, University of Toronto, Toronto, ON, Canada.,Tropical Disease Unit, Division of Infectious Diseases, Department of Medicine, University of Toronto, Toronto, ON, Canada
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Klén R, Purohit D, Gómez-Huelgas R, Casas-Rojo JM, Antón-Santos JM, Núñez-Cortés JM, Lumbreras C, Ramos-Rincón JM, García Barrio N, Pedrera-Jiménez M, Lalueza Blanco A, Martin-Escalante MD, Rivas-Ruiz F, Onieva-García MÁ, Young P, Ramirez JI, Titto Omonte EE, Gross Artega R, Canales Beltrán MT, Valdez PR, Pugliese F, Castagna R, Huespe IA, Boietti B, Pollan JA, Funke N, Leiding B, Gómez-Varela D. Development and evaluation of a machine learning-based in-hospital COVID-19 disease outcome predictor (CODOP): A multicontinental retrospective study. eLife 2022; 11:e75985. [PMID: 35579324 PMCID: PMC9129872 DOI: 10.7554/elife.75985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 04/24/2022] [Indexed: 11/29/2022] Open
Abstract
New SARS-CoV-2 variants, breakthrough infections, waning immunity, and sub-optimal vaccination rates account for surges of hospitalizations and deaths. There is an urgent need for clinically valuable and generalizable triage tools assisting the allocation of hospital resources, particularly in resource-limited countries. We developed and validate CODOP, a machine learning-based tool for predicting the clinical outcome of hospitalized COVID-19 patients. CODOP was trained, tested and validated with six cohorts encompassing 29223 COVID-19 patients from more than 150 hospitals in Spain, the USA and Latin America during 2020-22. CODOP uses 12 clinical parameters commonly measured at hospital admission for reaching high discriminative ability up to 9 days before clinical resolution (AUROC: 0·90-0·96), it is well calibrated, and it enables an effective dynamic risk stratification during hospitalization. Furthermore, CODOP maintains its predictive ability independently of the virus variant and the vaccination status. To reckon with the fluctuating pressure levels in hospitals during the pandemic, we offer two online CODOP calculators, suited for undertriage or overtriage scenarios, validated with a cohort of patients from 42 hospitals in three Latin American countries (78-100% sensitivity and 89-97% specificity). The performance of CODOP in heterogeneous and geographically disperse patient cohorts and the easiness of use strongly suggest its clinical utility, particularly in resource-limited countries.
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Affiliation(s)
- Riku Klén
- Turku PET Centre, University of Turku and Turku University HospitalTurkuFinland
| | - Disha Purohit
- Max Planck Institute of Experimental MedicineGöttingenGermany
| | - Ricardo Gómez-Huelgas
- Internal Medicine Department, Regional University Hospital of Málaga, Biomedical Research Institute of Málaga (IBIMA), University of Málaga (UMA)MálagaSpain
| | | | | | | | - Carlos Lumbreras
- Internal Medicine Department, 12 de Octubre University HospitalMadridSpain
| | - José Manuel Ramos-Rincón
- Internal Medicine Department, General University Hospital of Alicante, Alicante Institute for 22 Health and Biomedical Research (ISABIAL)AlicanteSpain
| | | | | | | | | | | | | | - Pablo Young
- Hospital Británico of Buenos AiresBuenos AiresArgentina
| | | | | | | | | | | | | | | | - Ivan A Huespe
- Hospital Italiano de Buenos AiresBuenos AiresArgentina
| | - Bruno Boietti
- Hospital Italiano de Buenos AiresBuenos AiresArgentina
| | | | - Nico Funke
- Max Planck Institute for Experimental MedicineGöttingenGermany
| | - Benjamin Leiding
- Institute for Software and Systems Engineering at TU ClausthalClausthalGermany
| | - David Gómez-Varela
- Max Planck Institute for Experimental MedicineGöttingenGermany
- Systems Biology of Pain, Division of Pharmacology & Toxicology, Department of Pharmaceutical Sciences, University of ViennaViennaAustria
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Giamarellos-Bourboulis EJ, Poulakou G, de Nooijer A, Milionis H, Metallidis S, Ploumidis M, Grigoropoulou P, Rapti A, Segala FV, Balis E, Giannitsioti E, Rodari P, Kainis I, Alexiou Z, Focà E, Lucio B, Rovina N, Scorzolini L, Dafni M, Ioannou S, Tomelleri A, Dimakou K, Tzatzagou G, Chini M, Bassetti M, Trakatelli C, Tsoukalas G, Selmi C, Samaras C, Saridaki M, Pyrpasopoulou A, Kaldara E, Papanikolaou I, Argyraki A, Akinosoglou K, Koupetori M, Panagopoulos P, Dalekos GN, Netea MG. Development and validation of SCOPE score: A clinical score to predict COVID-19 pneumonia progression to severe respiratory failure. Cell Rep Med 2022; 3:100560. [PMID: 35474750 PMCID: PMC8872836 DOI: 10.1016/j.xcrm.2022.100560] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 01/07/2022] [Accepted: 02/15/2022] [Indexed: 01/08/2023]
Abstract
Most patients infected with SARS-CoV-2 (COVID-19) experience mild, non-specific symptoms, but many develop severe symptoms associated with an excessive inflammatory response. Elevated plasma concentrations of soluble urokinase plasminogen activator receptor (suPAR) provide early warning of progression to severe respiratory failure (SRF) or death, but access to suPAR testing may be limited. The Severe COvid Prediction Estimate (SCOPE) score, derived from circulating concentrations of C-reactive protein, D- dimers, interleukin-6, and ferritin among patients not receiving non-invasive or invasive mechanical ventilation during the SAVE-MORE study, offers predictive accuracy for progression to SRF or death within 14 days comparable to that of a suPAR concentration of ≥6 ng/mL (area under receiver operator characteristic curve 0.81 for both). The SCOPE score is validated in two similar independent cohorts. A SCOPE score of 6 or more is an alternative to suPAR for predicting progression to SRF or death within 14 days of hospital admission for pneumonia, and it can be used to guide treatment decisions. SCOPE score is composed of C-reactive protein, D dimers, ferritin, and interleukin-6 Values of 6 or more predict 6-fold risk for severe respiratory failure or death SCOPE score predicts risk for severe respiratory failure or death comparable to suPAR Anakinra treatment when SCOPE is 6 or more provides lower odds of poor outcome
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Affiliation(s)
- Evangelos J Giamarellos-Bourboulis
- Fourth Department of Internal Medicine, National and Kapodistrian University of Athens, Medical School, ATTIKON University General Hospital, 1 Rimini Street, 124 62 Athens, Greece.,Hellenic Institute for the Study of Sepsis, Athens, Greece
| | - Garyfallia Poulakou
- Third Department of Internal Medicine, National and Kapodistrian University of Athens, Medical School, Athens, Greece
| | - Aline de Nooijer
- Department of Internal Medicine and Center for Infectious Diseases, Radboud University, Nijmegen, the Netherlands
| | - Haralampos Milionis
- First Department of Internal Medicine, University of Ioannina, Medical School, Ioannina, Greece
| | - Simeon Metallidis
- First Department of Internal Medicine, Aristotle University of Thessaloniki, Medical School, Thessaloniki, Greece
| | - Michalis Ploumidis
- First Department of Internal Medicine, G. Gennimatas General Hospital of Athens, Athens, Greece
| | | | - Aggeliki Rapti
- Second Department of Pulmonary Medicine, Sotiria General Hospital for Chest Diseases, Athens, Greece
| | - Francesco Vladimiro Segala
- Dipartimento Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Gemelli IRCCS, Roma, Italy
| | - Evangelos Balis
- First Department of Critical Care and Pulmonary Medicine, Medical School, National and Kapodistrian University of Athens, Evangelismos General Hospital, Athens, Greece
| | - Efthymia Giannitsioti
- Second Department of Internal Medicine, Tzaneio General Hospital of Piraeus, Athens, Greece
| | - Paola Rodari
- Department of Infectious-Tropical Diseases and Microbiology, IRCSS Sacro Cuore Hospital, Negrar, Verona, Italy
| | - Ilias Kainis
- Tenth Department of Pulmonary Medicine, Sotiria General Hospital for Chest Diseases, Athens, Greece
| | - Zoi Alexiou
- Second Department of Internal Medicine, Thriasio General Hospital of Eleusis, Athens, Greece
| | - Emanuele Focà
- Spedali Civili, Brescia ASST Spedali Civili Hospital, University of Brescia, Brescia, Italy
| | - Brollo Lucio
- Department of Internal Medicine, Hospital of Jesolo, Venice, Italy
| | - Nikoletta Rovina
- First Department of Chest Medicine, National and Kapodistrian University of Athens, Medical School, Athens, Greece
| | - Laura Scorzolini
- Department of Internal Medicine, Spallanzani Institute of Rome, Rome, Italy
| | - Maria Dafni
- First Department of Internal Medicine, Korgialeneion-Benakeion General Hospital, Athens, Greece
| | - Sofia Ioannou
- Department of Therapeutics, National and Kapodistrian University of Athens, Medical School, Athens, Greece
| | - Alessandro Tomelleri
- Unit of Immunology, Rheumatology, Allergy and Rare Diseases (UnIRAR), IRCCS Ospedale San Raffaele & Vita-Salute San Raffaele University, Milan, Italy
| | - Katerina Dimakou
- Fifth Department of Pulmonary Medicine, Sotiria General Hospital for Chest Diseases, Athens, Greece
| | - Glykeria Tzatzagou
- First Department of Internal Medicine, Papageorgiou General Hospital of Thessaloniki, Thessaloniki, Greece
| | - Maria Chini
- Third Department of Internal Medicine and Infectious Diseases Unit, Korgialeneion-Benakeion General Hospital, Athens, Greece
| | - Matteo Bassetti
- Infectious Diseases Clinic, Ospedale Policlinico San Martino IRCCS and Department of Health Sciences, University of Genova, Genova, Italy
| | - Christina Trakatelli
- Third Department of Internal Medicine, Aristotle University of Thessaloniki, Medical School, Thessaloniki, Greece
| | - George Tsoukalas
- Fourth Department of Pulmonary Medicine, Sotiria General Hospital for Chest Diseases, Athens, Greece
| | - Carlo Selmi
- Department of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, and IRCCS Humanitas Research Hospital, Via Manzoni 56, Rozzano, 20089 Milan, Italy
| | - Charilaos Samaras
- First Department of Internal Medicine, Asklipieio General Hospital of Voula, Voula, Greece
| | - Maria Saridaki
- First Department of Internal Medicine, National and Kapodistrian University of Athens, Medical School, Athens, Greece
| | - Athina Pyrpasopoulou
- Second Department of Propaedeutic Medicine, Aristotle University of Thessaloniki, Medical School, Thessaloniki, Greece
| | - Elisabeth Kaldara
- Second Department of Internal Medicine, Konstantopouleio General Hospital, Athens, Greece
| | - Ilias Papanikolaou
- Department of Pulmonary Medicine, General Hospital of Kerkyra, Kontokali, Greece
| | - Aikaterini Argyraki
- Department of Internal Medicine, Sotiria General Hospital for Chest Diseases, Athens, Greece
| | | | - Marina Koupetori
- First Department of Internal Medicine, Thriasio General Hospital of Eleusis, Athens, Greece
| | - Periklis Panagopoulos
- Second Department of Internal Medicine, Democritus University of Thrace, Medical School, 68100 Alexandroupolis, Greece
| | - George N Dalekos
- Department of Medicine and Research Laboratory of Internal Medicine, National Expertise Center of Greece in Autoimmune Liver Diseases, General University Hospital of Larissa, 41110 Larissa, Greece
| | - Mihai G Netea
- Department of Internal Medicine and Center for Infectious Diseases, Radboud University, Nijmegen, the Netherlands.,Department of Immunology and Metabolism, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
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Enocsson H, Idoff C, Gustafsson A, Govender M, Hopkins F, Larsson M, Nilsdotter-Augustinsson Å, Sjöwall J. Soluble Urokinase Plasminogen Activator Receptor (suPAR) Independently Predicts Severity and Length of Hospitalisation in Patients With COVID-19. Front Med (Lausanne) 2021; 8:791716. [PMID: 34926532 PMCID: PMC8674575 DOI: 10.3389/fmed.2021.791716] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 11/12/2021] [Indexed: 01/07/2023] Open
Abstract
Background: Efficient healthcare based on prognostic variables in hospitalised patients with COVID-19 could reduce the risk of complications and death. Recently, soluble urokinase Plasminogen Activator Receptor (suPAR) was shown to predict respiratory failure, kidney injury, and clinical outcome in patients with SARS-CoV-2 infection. The aim of this study was to investigate the value of suPAR as a prognostic tool, in comparison with other variables, regarding disease severity and length of hospital stay in patients with COVID-19. Patients and Methods: Individuals hospitalised with COVID-19 (40 males, 20 females; median age 57.5 years) with a median symptom duration of 10 days and matched, healthy controls (n = 30) were included. Admission levels of suPAR were measured in serum by enzyme-linked immunosorbent assay. Blood cell counts, C-reactive protein (CRP) levels, lactate dehydrogenase (LDH), plasma creatinine and estimated glomerular filtration rates were analysed and oxygen demand, level of care and length of hospitalisation recorded. Results: Patients had significantly higher suPAR levels compared to controls (P < 0.001). Levels were higher in severely/critically (median 6.6 ng/mL) compared with moderately ill patients (median 5.0 ng/mL; P = 0.002). In addition, suPAR levels correlated with length of hospitalisation (rho = 0.35; P = 0.006). Besides suPAR, LDH, CRP, neutrophil count, neutrophil-to-monocyte and neutrophil-to-lymphocyte ratio, body mass index and chronic renal failure were discriminators of COVID-19 severity and/or predictors of length of hospitalisation. Conclusion: Admission levels of suPAR were higher in patients who developed severe/critical COVID-19 and associated with length of hospital stay. In addition, we showed that suPAR functioned as an independent predictor of COVID-19 disease severity.
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Affiliation(s)
- Helena Enocsson
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Cornelia Idoff
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Annette Gustafsson
- Department of Infectious Diseases, The Vrinnevi Hospital, Norrköping, Sweden
| | - Melissa Govender
- Division of Molecular Medicine and Virology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Francis Hopkins
- Division of Molecular Medicine and Virology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Marie Larsson
- Division of Molecular Medicine and Virology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Åsa Nilsdotter-Augustinsson
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Johanna Sjöwall
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden,Department of Infectious Diseases, The Vrinnevi Hospital, Norrköping, Sweden,*Correspondence: Johanna Sjöwall
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13
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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