Clinical features and prognostic factors in Covid-19: A prospective cohort study

被引:77
作者
de Bruin, Sanne [1 ]
Bos, Lieuwe D. [1 ]
van Roon, Marian A. [2 ]
Tuip-de Boer, Anita M. [1 ]
Schuurman, Alex R. [5 ]
Koel-Simmelinck, Marleen J. A. [3 ,4 ]
Bogaard, Harm Jan [6 ]
Tuinman, Pieter Roel [7 ]
van Agtmael, Michiel A. [8 ]
Hamann, Jorg [9 ]
Teunissen, Charlotte E. [3 ,4 ]
Wiersinga, W. Joost [5 ]
Zwinderman, A. H. [10 ]
Brouwer, Matthijs C. [2 ]
van de Beek, Diederik [2 ]
Vlaar, Alexander P. J. [1 ]
机构
[1] Univ Amsterdam, Dept Intens Care, Amsterdam UMC, Amsterdam, Netherlands
[2] Univ Amsterdam, Dept Neurol, Amsterdam UMC, Amsterdam Neurosci, Meibergdreef 9,POB 22660, NL-1100 DD Amsterdam, Netherlands
[3] Free Univ Amsterdam, Neurochem Lab, Dept Clin Chem, Amsterdam, Netherlands
[4] Amsterdam UMC, Amsterdam Neurosci, Amsterdam, Netherlands
[5] Univ Amsterdam, Dept Infect Dis, Amsterdam UMC, Amsterdam Infect & Immun, Amsterdam, Netherlands
[6] Vrije Univ Amsterdam, Dept Pulm Med, Amsterdam UMC, Amsterdam Cardiovasc Sci, Amsterdam, Netherlands
[7] Vrije Univ Amsterdam, Dept Intens Care, Amsterdam UMC, Amsterdam, Netherlands
[8] Vrije Univ Amsterdam, Dept Internal Med, Amsterdam UMC, Amsterdam, Netherlands
[9] Univ Amsterdam, Biobank Core Facil, Amsterdam UMC, Amsterdam, Netherlands
[10] Univ Amsterdam, Dept Clin Epidemiol & Biostat, Amsterdam UMC, Amsterdam Publ Hlth, Amsterdam, Netherlands
关键词
COVID-19; Prognosis; Biomarker; Pathway analysis; Clinical features; OUTCOMES; INJURY; ADULTS;
D O I
10.1016/j.ebiom.2021.103378
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Mortality rates are high among hospitalized patients with COVID-19, especially in those intubated on the ICU. Insight in pathways associated with unfavourable outcome may lead to new treatment strategies. Methods: We performed a prospective cohort study of patients with COVID-19 admitted to general ward or ICU who underwent serial blood sampling. To provide insight in the pathways involved in disease progression, associations were estimated between outcome risk and serial measurements of 64 biomarkers in potential important pathways of COVID-19 infection (inflammation, tissue damage, complement system, coagulation and fibrinolysis) using joint models combining Cox regression and linear mixed-effects models. For patients admitted to the general ward, the primary outcome was admission to the ICU or mortality (unfavourable outcome). For patients admitted to the ICU, the primary outcome was 12-week mortality. Findings: A total of 219 patients were included: 136 (62%) on the ward and 119 patients (54%) on the ICU; 36 patients (26%) were included in both cohorts because they were transferred from general ward to ICU. On the general ward, 54 of 136 patients (40%) had an unfavourable outcome and 31 (23%) patients died. On the ICU, 54 out of 119 patients (45%) died. Unfavourable outcome on the general ward was associated with changes in concentrations of IL-6, IL-8, IL-10, soluble Receptor for Advanced Glycation End Products (sRAGE), vascular cell adhesion molecule 1 (VCAM-1) and Pentraxin-3. Death on the ICU was associated with changes in IL-6, IL-8, IL-10, sRAGE, VCAM-1, Pentraxin-3, urokinase-type plasminogen activator receptor, IL-1-receptor antagonist, CD14, procalcitonin, tumor necrosis factor alfa, tissue factor, complement component 5a, Growth arrest-specific 6, angiopoietin 2, and lactoferrin. Pathway analysis showed that unfavourable outcome on the ward was mainly driven by chemotaxis and interleukin production, whereas death on ICU was associated with a variety of pathways including chemotaxis, cell-cell adhesion, innate host response mechanisms, including the complement system, viral life cycle regulation, angiogenesis, wound healing and response to corticosteroids. Interpretation: Clinical deterioration in patients with severe COVID-19 involves multiple pathways, including chemotaxis and interleukin production, but also endothelial dysfunction, the complement system, and immunothrombosis. Prognostic markers showed considerable overlap between general ward and ICU patients, but we identified distinct differences between groups that should be considered in the development and timing of interventional therapies in COVID-19. (C) 2021 The Author(s). Published by Elsevier B.V.
引用
收藏
页数:9
相关论文
共 45 条
[1]   TRPV4 inhibition counteracts edema and inflammation and improves pulmonary function and oxygen saturation in chemically induced acute lung injury [J].
Balakrishna, Shrilatha ;
Song, Weifeng ;
Achanta, Satyanarayana ;
Doran, Stephen F. ;
Liu, Boyi ;
Kaelberer, Melanie M. ;
Yu, Zhihong ;
Sui, Aiwei ;
Cheung, Mui ;
Leishman, Emma ;
Eidam, Hilary S. ;
Ye, Guosen ;
Willette, Robert N. ;
Thorneloe, Kevin S. ;
Bradshaw, Heather B. ;
Matalon, Sadis ;
Jordt, Sven-Eric .
AMERICAN JOURNAL OF PHYSIOLOGY-LUNG CELLULAR AND MOLECULAR PHYSIOLOGY, 2014, 307 (02) :L158-L172
[2]   Autoantibodies against type I IFNs in patients with life-threatening COVID-19 [J].
Bastard, Paul ;
Rosen, Lindsey B. ;
Zhang, Qian ;
Michailidis, Eleftherios ;
Hoffmann, Hans-Heinrich ;
Zhang, Yu ;
Dorgham, Karim ;
Philippot, Quentin ;
Rosain, Jeremie ;
Beziat, Vivien ;
Manry, Jeremy ;
Shaw, Elana ;
Haljasmagi, Liis ;
Peterson, Part ;
Lorenzo, Lazaro ;
Bizien, Lucy ;
Trouillet-Assant, Sophie ;
Dobbs, Kerry ;
de Jesus, Adriana Almeida ;
Belot, Alexandre ;
Kallaste, Anne ;
Catherinot, Emilie ;
Tandjaoui-Lambiotte, Yacine ;
Le Pen, Jeremie ;
Kerner, Gaspard ;
Bigio, Benedetta ;
Seeleuthner, Yoann ;
Yang, Rui ;
Bolze, Alexandre ;
Spaan, Andras N. ;
Delmonte, Ottavia M. ;
Abers, Michael S. ;
Aiuti, Alessandro ;
Casari, Giorgio ;
Lampasona, Vito ;
Piemonti, Lorenzo ;
Ciceri, Fabio ;
Bilguvar, Kaya ;
Lifton, Richard P. ;
Vasse, Marc ;
Smadja, David M. ;
Migaud, Melanie ;
Hadjadj, Jerome ;
Terrier, Benjamin ;
Duffy, Darragh ;
Quintana-Murci, Lluis ;
van de Beek, Diederik ;
Roussel, Lucie ;
Vinh, Donald C. ;
Tangye, Stuart G. .
SCIENCE, 2020, 370 (6515) :423-+
[3]   Systemic steroids in patients with COVID-19: pros and contras, an endocrinological point of view [J].
Berton, A. M. ;
Prencipe, N. ;
Giordano, R. ;
Ghigo, E. ;
Grottoli, S. .
JOURNAL OF ENDOCRINOLOGICAL INVESTIGATION, 2021, 44 (04) :873-875
[4]   Ventilation management and clinical outcomes in invasively ventilated patients with COVID-19 (PRoVENT-COVID): a national, multicentre, observational cohort study [J].
Botta, Michela ;
Tsonas, Anissa M. ;
Pillay, Janesh ;
Boers, Leonoor S. ;
Algera, Anna Geke ;
Bos, Lieuwe D. J. ;
Dongelmans, Dave A. ;
Hollmann, Marcus W. ;
Horn, Janneke ;
Vlaar, Alexander P. J. ;
Schultz, Marcus J. ;
Neto, Ary Serpa ;
Paulus, Frederique .
LANCET RESPIRATORY MEDICINE, 2021, 9 (02) :139-148
[5]   Macrophage expression and prognostic significance of the long pentraxin PTX3 in COVID-19 [J].
Brunetta, Enrico ;
Folci, Marco ;
Bottazzi, Barbara ;
De Santis, Maria ;
Gritti, Giuseppe ;
Protti, Alessandro ;
Mapelli, Sarah N. ;
Bonovas, Stefanos ;
Piovani, Daniele ;
Leone, Roberto ;
My, Ilaria ;
Zanon, Veronica ;
Spata, Gianmarco ;
Bacci, Monica ;
Supino, Domenico ;
Carnevale, Silvia ;
Sironi, Marina ;
Davoudian, Sadaf ;
Peano, Clelia ;
Landi, Francesco ;
Di Marco, Fabiano ;
Raimondi, Federico ;
Gianatti, Andrea ;
Angelini, Claudio ;
Rambaldi, Alessandro ;
Garlanda, Cecilia ;
Ciccarelli, Michele ;
Cecconi, Maurizio ;
Mantovani, Alberto .
NATURE IMMUNOLOGY, 2021, 22 (01) :19-24
[6]   Association of COVID-19 inflammation with activation of the C5a-C5aR1 axis [J].
Carvelli, Julien ;
Demaria, Olivier ;
Vely, Frederic ;
Batista, Luciana ;
Benmansour, Nassima Chouaki ;
Fares, Joanna ;
Carpentier, Sabrina ;
Thibult, Marie-Laure ;
Morel, Ariane ;
Remark, Romain ;
Andre, Pascale ;
Represa, Agnes ;
Piperoglou, Christelle ;
Cordier, Pierre Yves ;
Le Dault, Erwan ;
Guervilly, Christophe ;
Simeone, Pierre ;
Gainnier, Marc ;
Morel, Yannis ;
Ebbo, Mikael ;
Schleinitz, Nicolas ;
Vivier, Eric .
NATURE, 2020, 588 (7836) :146-+
[7]  
Coca, MEDRXIV
[8]   Epidemiology, clinical course, and outcomes of critically ill adults with COVID-19 in New York City: a prospective cohort study [J].
Cummings, Matthew J. ;
Baldwin, Matthew R. ;
Abrams, Darryl ;
Jacobson, Samuel D. ;
Meyer, Benjamin J. ;
Balough, Elizabeth M. ;
Aaron, Justin G. ;
Claassen, Jan ;
Rabbani, LeRoy E. ;
Hastie, Jonathan ;
Hochman, Beth R. ;
Salazar-Schicchi, John ;
Yip, Natalie H. ;
Brodie, Daniel ;
O'Donnell, Max R. .
LANCET, 2020, 395 (10239) :1763-1770
[9]   Features of 20133 UK patients in hospital with covid-19 using the ISARIC WHO Clinical Characterisation Protocol: prospective observational cohort study [J].
Docherty, Annemarie B. ;
Harrison, Ewen M. ;
Green, Christopher A. ;
Hardwick, Hayley E. ;
Pius, Riinu ;
Norman, Lisa ;
Holden, Karl A. ;
Read, Jonathan M. ;
Dondelinger, Frank ;
Carson, Gail ;
Merson, Laura ;
Lee, James ;
Plotkin, Daniel ;
Sigfrid, Louise ;
Halpin, Sophie ;
Jackson, Clare ;
Gamble, Carrol ;
Horby, Peter W. ;
Nguyen-Van-Tam, Jonathan S. ;
Ho, Antonia ;
Russell, Clark D. ;
Dunning, Jake ;
Openshaw, Peter Jm ;
Baillie, J. Kenneth ;
Semple, Malcolm G. .
BMJ-BRITISH MEDICAL JOURNAL, 2020, 369
[10]   Safety and Efficacy of Imatinib for Hospitalized Adults with COVID-19: A structured summary of a study protocol for a randomised controlled trial [J].
Emadi, Ashkan ;
Chua, Joel V. ;
Talwani, Rohit ;
Bentzen, Soren M. ;
Baddley, John .
TRIALS, 2020, 21 (01)