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ORIGINAL RESEARCH article

Front. Immunol., 22 April 2021
Sec. Viral Immunology

Increased Serum Levels of Soluble TNF-α Receptor Is Associated With ICU Mortality in COVID-19 Patients

Esmaeil Mortaz,Esmaeil Mortaz1,2Payam TabarsiPayam Tabarsi1Hamidreza JamaatiHamidreza Jamaati3Neda Dalil RoofchayeeNeda Dalil Roofchayee2Neda K. Dezfuli,Neda K. Dezfuli2,4Seyed MohammadReza HashemianSeyed MohammadReza Hashemian3Afshin MoniriAfshin Moniri1Majid MarjaniMajid Marjani1Majid MalekmohammadMajid Malekmohammad3Davood MansouriDavood Mansouri1Mohammad VarahramMohammad Varahram5Gert FolkertsGert Folkerts6Ian M. Adcock,*Ian M. Adcock7,8*
  • 1Clinical Tuberculosis and Epidemiology Research Center, National Research Institute of Tuberculosis and Lung Diseases (NRITLD), Shahid Beheshti University of Medical Sciences, Tehran, Iran
  • 2Department of Immunology, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
  • 3Chronic Respiratory Diseases Research Center, National Research Institute of Tuberculosis and Lung Diseases (NRITLD), Shahid Beheshti University of Medical Sciences, Tehran, Iran
  • 4Department of Immunology, School of Medicine, Dezful University of Medical Sciences, Dezful, Iran
  • 5Mycobacteriology Research Center, National Research Institute of Tuberculosis and Lung Diseases (NRITLD), Shahid Beheshti University of Medical Sciences, Tehran, Iran
  • 6Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, Netherlands
  • 7National Heart and Lung Institute, Imperial College London, London, United Kingdom
  • 8Priority Research Centre for Asthma and Respiratory Disease, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW, Australia

Background: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) that causes coronavirus disease 2019 (COVID-19) has infected over 112M patients and resulted in almost 2.5M deaths worldwide. The major clinical feature of severe COVID-19 patients requiring ventilation is acute respiratory distress syndrome (ARDS) possibly associated with a cytokine storm.

Objectives: To elucidate serum levels of TNF-α and soluble TNF-Receptor 1 (sTNFR1) in patients with severe and mild COVID-19 disease as determinants of disease severity.

Methods: We determined serum TNF-α and sTNFR1 concentrations in 46 patients with laboratory-confirmed COVID-19 (17 patients with severe disease within the intensive care unit [ICU] and 29 non-severe, non-ICU patients) and 15 healthy controls upon admission using ELISA. Subjects were recruited between March-May 2020 at the Masih Daneshvari Hospital Tehran, Iran.

Results: Serum levels of sTNFRI were significantly higher in ICU patients (P<0.0001) and non-ICU patients (P=0.0342) compared with healthy subjects. Serum sTNFR1 were significantly higher in ICU patients than in non-ICU patients (P<0.0001). Serum TNF-α levels were greater in ICU and non-ICU patients than in the healthy subjects group (p<0.0001). The sTNFRI concentration in ICU (r=0.79, p=0.0002) and non-ICU (r=0.42, p=0.02) patients positively correlated with age although serum sTNFRI levels in ICU patients were significantly higher than in older healthy subjects. The sTNFRI concentration in ICU patients negatively correlated with ESR.

Conclusions: The study demonstrates higher sTNFRI in ICU patients with severe COVID-19 disease and this be a biomarker of disease severity and mortality. Future studies should examine whether lower levels of systemic sTNFR1 at admission may indicate a better disease outcome.

Introduction

Understanding the mechanism(s) and profiles of the cytokine storm observed in coronavirus disease 2019 (COVID-19) is crucial for the development of effective therapeutic interventions. Cytokine blockers and immune-host modulators are currently being tested in severely ill COVID-19 patients to cope with the overwhelming systemic inflammation (1). Elevated cytokine levels have been reported among severe COVID-19 patients indicating the therapeutic potential of existing immunosuppressive agents in COVID-19 (2).

COVID-19 is an infectious disease caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) with symptoms such as fever, dry cough and shortness of breath (3). According to the disease state, patients are divided into two major groups; asymptomatic or mild cases that usually recover after showing mainly mild to moderate symptoms. However, severe cases (approximately 15%) develop multi-organ failure due to a cytokine storm resulting in respiratory failure. These cases require admission to an intensive care unit (ICU) and the disease can lead to respiratory failure and death (4, 5).

COVID-19 patients that require ICU admission have higher blood concentrations of IL-6, CXCL10, CCL2 and TNF-α as compared to patients with milder disease that does not require ICU admission (6). Most inflammatory mediators detected in patients with severe COVID-19 disease are probably produced by immune effector cells that are able to release large amounts of pro-inflammatory cytokines that contribute to the sustained systemic inflammation (7).

A pathogenic role for IL-6 and its receptor in COVID-19 has been described (8, 9). In contrast, a negative relationship between the concentration of soluble IL-2 receptor (sIL-2R) and T-cell number in the blood from COVID-19 patients has recently has been reported (10). TNF-α is produced primarily as a transmembrane precursor by monocytes/macrophages, but a number of other immune and structural cell types, such as T and B lymphocytes, mast cells, neutrophils, fibroblasts and airway epithelial cells also secrete this cytokine (11, 12). The TNF-α precursor is cleaved by TNFα-converting enzyme (TACE) to liberate TNF-α that acts by binding to two distinct membrane receptors on target cells: TNFR1 and TNFR2 (13).

TNFR1 is ubiquitously expressed within the lymphoid system and nearly all cells of the body, which likely accounts for TNF’s wide-ranging functions. TNFR2 expression is limited to certain lymphocyte populations including T-regulatory cells (Tregs) (14). Generally, TNF-α binding to TNFR1 results in apoptosis due to the presence of death domains and binding to TNFR2 results in cell survival, although there is some degree of overlap depending upon the activation state of the cell and other factors (15).

Both TNFR1 and TNFR2 are released following cleavage of the membrane receptors by ADAM (a disintegrin and metalloproteinase) 17 (16) but the role of these soluble forms of TNFR1 and TNFR2 is debated as they bind to, and inhibit, TNF-α function during acute inflammation. In contrast, TNF-α/sTNFR1 complexes can act to enhance TNF-α function under chronic inflammatory conditions by the slow release of TNF-α (17). However, these effects may be concentration-dependent. In previous studies, circulating levels of sTNFR1 were associated with adverse outcomes and severity of myocardial infarction, mortality in subjects with a ruptured abdominal aortic aneurysm, the risk of death in patients with diabetic nephropathy and to adverse outcomes in diabetic patients (18).

We, therefore, compared the serum levels of sTNFR1 and TNF-α upon admission to Hospital in COVID-19 patients who either required ventilation in ICU or who had milder disease. We correlated the expression of sTNFR1 and TNF-α with clinical and biochemical markers including survival.

Materials and Methods

Patients

46 patients (17 ICU patients, 29 non-ICU patients; aged from 29 to 82 years) with confirmed COVID-19 and admitted into the General Hospital of Masih Daneshvari in Tehran from 5 March to 10 May 2020 were recruited. Patients came to the Hospital within 2-3 days of the onset of symptoms and were admitted immediately and samples obtained if positive for SARS-CoV2 by use of quantitative RT-PCR (qRT-PCR) of throat swab samples. Severe COVID-19 disease was confirmed by the presence of at least one of the following: respiratory rate≥30/min; blood oxygen saturation ≤93%; ratio of partial pressure of oxygen in arterial blood to the inspired oxygen fraction (PaO2FiO2) <300; lung infiltrates present on>50% of the lung field. Subjects admitted to ICU generally died 2-3 days following admission. Cytokine release syndrome (CRS) was determined according to the presence of clinical signs and symptoms (Table 1) and its severity was graded (19). All patients underwent a standard treatment protocol with antiviral medication and corticosteroids. Clinical and laboratory findings and chest X-rays or CT scans for all the patients were extracted from electronic medical records. In addition, 15 healthy subjects (aged 34 to 77 years), who came to the hospital for routine physical examination were also recruited.

TABLE 1
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Table 1 Demographic information and biochemical characteristics of severe (ICU) and mild (Non-ICU) COVID-19 patients.

The study protocol was approved by the Institutional Review Board for human studies of the Masih Daneshvari Hospital, Tehran, Iran and all patients provided written informed consent (IR.SBMU.NRITLD.REC.1399.123).

Sample Collection and Cytokine Assay Analysis

Routine blood samples were obtained to examine blood count, coagulation profile, serum biochemical tests (including kidney and liver function tests), phosphocreatine kinase (CPK), lactate dehydrogenase (LDH), erythrocyte sedimentation rate (ESR), C-reactive protein (CRP) and troponin. Serum from whole blood was collected and the concentrations of TNF-α (R&D SYSTEM, Minneapolis, MN, US), IL-6 (R&D System) and TNFRI (ab100642, Abcam, Cambridge, UK) were measured by enzyme linked immunosorbent assay (ELISA) kit according to the Manufacturer’s protocols.

Statistical Analysis

Analyses was performed using SPSS version 16.0 (SPSS, Inc. Chicago, USA) and GraphPad Prism software (version 6.07 Graph Pad Software, Inc.). P-values obtained from a parametric unpaired student t-test (mean ± SEM, 95% confidence intervals (CI)) was used for the variables with normal distribution. P-values <0.05 were considered as statistically significant. Non-parametric Mann-Whitney U test was used for non-normal distribution. Data in Table 3 are analyzed using linear regression and R values are from Pearson’s correlation coefficient test.

Results

Demographic and Clinical Characteristics of Patients With COVID-19

Demographic data and clinical characteristics of the 46 patients with COVID-19 (ICU patients, n=17; non-ICU patients, n=29) and 15 healthy subjects are shown in Table 1. The mean age was 54.9 years (SEM; 2.46; range, 29 – 82 years) with those admitted to the ICU (both male and female) being significantly higher than in non-ICU group (66.2 ± 3.1 vs. 48.2 ± 2.8, p= 0.0002). Of the patients admitted to the ICU, 76.5% were female and 23.5% male. 16/17 (94%) of severe COVID-19 patients admitted to ICU died.

The levels of LDH in COVID-19 patients upon admission to ICU was higher than in less severe non-ICU COVID-19 patients on admission (759.2 ± 56.1 vs. 446.8 ± 32.5, P<0.0001) (Table 1). There were no significant differences in ESR, CRP, CPK and troponin between severe COVID-19 patients in ICU and milder patients not in ICU (Table 1).

TNF-α and sTNF-RI Concentration Analysis

Serum sTNFRI levels in severe COVID-19 patients on admission to ICU were significantly higher than in the healthy group (median; 2842 pg/ml, 5-95% percentile; 1197-3789 vs. 917.3 pg/ml, 5-95% percentile; 260-1479, p<0.0001, respectively) (Table 2, Figure 1A). There was a significant difference between serum sTNFR1 levels in patients with mild COVID-19 and healthy subjects (median 1061 pg/ml, 5-95% percentile; 633.4-1991 vs. 917.3 pg/ml, 5-95% percentile; 260-1479, p=0.0342, respectively) (Table 2, Figure 1B). Serum sTNFRI levels in severe COVID-19 patients on admission to ICU were significantly higher than in the mild COVID-19 patients (p<0.0001) (Table 2, Figure 1C).

TABLE 2
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Table 2 The concentration of sTNF-RI and TNF-α in COVID-19 patients and healthy subjects according to ICU status.

FIGURE 1
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Figure 1 (A) Soluble TNF-α receptor I (sTNF-RI) concentrations in the serum of severe COVID-19 patients and healthy subjects. (B) Serum sTNF-RI concentrations in mild COVID-19 patients and healthy subjects. (C) sTNFRI concentrations in the serum of severe COVID-19 patients and mild COVID-19 patients. (D) Serum TNF-α concentrations in mild COVID-19 patients, severe COVID-19 patients and healthy subjects (E) Serum IL-6 concentrations in ICU patients, non-ICU patients and healthy subjects. *P<0.05, **p<0.01, ****P<0.0001 and ns, not significant.

Serum TNF-α levels were similar between COVID-19 subjects upon ICU admission and non-ICU patients (7.18 ± 0.94 vs 5.73 ± 0.26 pg/ml, P=0.0725). However, both severe (7.18 ± 0.94 pg/ml, P<0.0001) and mild (5.73 ± 0.26 pg/ml, P<0.0001) COVID-19 patients had significantly higher serum TNF-α concentrations than healthy subjects (0.2 ± 0.03 pg/ml) (Table 2, Figure 1D).

Serum IL-6 levels were measured in a subset of the patients and healthy subjects were treated as a single group due to low numbers. IL-6 was significantly higher in both severe COVID-19 ICU patients [21.3 pg/ml, 5-95% percentile; 1.94-3612 pg/ml; p=0.0014)] and in non-ICU patients [9.25 pg/ml, 5-95% percentile; 1.94-58.9 pg/ml; p=0.0135)] compared with healthy subjects (Table 2, Figure 1E). However, there was no significant difference in IL-6 serum levels (p=0.2454) between severe and mild COVID-19 patients (Table 2, Figure 1E).

Correlations Between TNF-α and sTNFRI With Clinical Variables in ICU/Non-ICU Patients

We next investigated the relationships between serum sTNF-RI and TNF-α level with LDH, ESR, CRP, troponin, CPK and age within ICU and non-ICU patients (Table 3). The level of sTNFRI in ICU patients was negatively correlated with ESR concentration (r=-0.53, p=0.02) (Figure 2A, Table 3). In contrast, the concentration of sTNF-RI in ICU (r=0.79, p=0.0002) and non-ICU (r=0.42, p=0.02) patients was positively correlated with age (Table 3, Figures 2B, C). There were no other significant correlations between serum TNF-α and sTNFR1 and any other parameters (Table 3). There was a significant correlation between serum sTNFRI and age within the healthy group (P<0.0001, r=0.9154) (Table 3, Figure 2D).

FIGURE 2
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Figure 2 Correlations between serum soluble TNF-α receptor I (sTNFRI) levels in ICU patients with (A) ESR levels and (B) age and (C) between sTNFR1 levels and age in ICU patients and in non-ICU patients and between (D) sTNFRI levels and age in healthy subjects.

TABLE 3
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Table 3 Correlation between TNF-α and sTNFR and other factors in ICU and non-ICU COVID-19 patients and healthy subjects.

Discussion

In this pilot study we investigated the serum levels of sTNFRI and TNF-α in COVID-19 patients who either required ICU treatment or patients with milder disease who were not treated within the ICU. We found elevated levels sTNFR1 in ICU-treated COVID-19 patients compared to non-ICU-treated patients and healthy controls. In contrast, serum TNF-α levels were higher in COVID-19 patients compared to healthy controls with no difference according to COVID-19 severity. Most (16/17) ICU patients died, were older and had elevated serum LDH levels compared to non-ICU patients. There was a positive correlation between serum sTNFR1 levels in COVID-19 patients with age and a negative correlation between sTNFR1 and ESR in COVID-19 patients treated in the ICU.

A cytokine storm with uncontrolled raised levels of inflammatory mediators is reported in COVID-19 infected patients. As such, elevated levels of some inflammatory cytokines are proposed as predictors of survival and of severity in patients treated within ICU (7). However, some severe COVID-19 subjects express low blood cytokine levels due to immune cell exhaustion (2022). Elucidation of a possible predictor of COVID-19 severity and survival of patients at admission to ICU is important as this will influence treatment options.

sTNFR1 and sTNFR2 are the circulating forms of their membrane bound comparability (mTNFR1 and mTNFR2) which are required for TNF-α signalling via different pathways. Transmembrane forms of TNF-α and its receptors are cleaved by the cell membrane-anchored proteinase ADAM17 resulting in remarkable increase serum levels of sTNFR1 and 2. Neirynck et al. reported that sTNFR1 and sTNFR2 are independently associated to all-cause mortality or an elevated risk for cardiovascular events in advanced chronic kidney disease (CKD) irrespective of the cause of kidney disease (23). In addition, Nishiga and colleagues reported an association between COVID-19 and cardiovascular disease (24). Both cardiovascular and kidney diseases are risk factors and increase mortality in COVID-19 patients.

In addition, immunosuppressive cytokines such as sTNF, IL-1β, TGF-β and IL-10 can abrogate immune functions (25, 26). Moreover, sTNF induces the proliferation and differentiation of myeloid precursors into myeloid-derived suppressor cells (MDSCs) following activation of pSTAT3 (27) and the numbers of MDSCs are elevated in the blood of COVID-19 patients (28). This provides a mechanism by which the increased levels of serum sTNF in ICU patients may drive more severe disease.

Elevated levels of sTNFR1 in the plasma of COVID-19 patients with severe disease have recently been reported (29). This study examined similar numbers of patients to that reported here but also demonstrated increased levels of sTNFR1 in non-severe COVID-19 patients compared with healthy control subjects but these levels were significantly lower than those seen in ICU patients. Despite reporting the expression of a number of other inflammatory mediators and on metabolic enzyme levels, this study did not report TNF-α levels. The differences seen in sTNFR1 expression between our study may reflect the treatment regimens for these patients or the precise time of sampling compared to onset of disease. The McElvaney study also reported that sTNFR1 levels were lower in a control group of non-COVID-19 ICU patients. This was not studied in our cohort of subjects. Together, the data suggest that the levels of serum sTNFR1 upon admission may be indicated of disease severity and, together with elevated TNF-α levels, may impact upon patient’s survival. A larger multi-centre analysis is needed to confirm this. Comparison of the ICU and non-ICU patient groups in healthy control groups indicated that there was significant difference between the older healthy group and the non-ICU patients.

In this study, we showed a negative relationship of sTNFR1 and ESR. Sharma et al. reported a positive relationship between ESR and TNF-α, sTNFR1 and sTNFR2 in chronic heart failure before receiving ACE inhibitors (30). ICU-admitted patients receive antivirals and corticosteroids. The negative correlation observed in this study may reflect the impact of these treatments on these measures or an abnormality in TNF-α regulatory mechanisms induced by COVID-19 infection.

In summary, our data indicates that high serum levels of sTNFR1 are associated with mortality of severe COVID-19 patients within ICU. Future studies should examine whether lower levels of systemic sTNFR1 at admission may indicate a better disease outcome.

Data Availability Statement

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

Ethics Statement

The studies involving human participants were reviewed and approved by Masih Daneshvari Hospital ethical Board. The patients/participants provided their written informed consent to participate in this study.

Author Contributions

EM, NR and ND did experiments. EM wrote the draft of paper. PT, HJ, SH, MM, MR and AM provided the patients and samples. DM and IA revised the paper. IA approved the final version as corresponding author. All authors contributed to the article and approved the submitted version.

Funding

This study was supported by the authors own funds. The ELISA kits were a gift from GF. IA is supported by the EPSRC (EP/T003189/1), the UK MRC (MR/T010371/1) and by the Wellcome Trust (208340/Z/17/Z) and the Jameel Community Fund.

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

We acknowledge all study participants whom are alive and remember those patients in this study who died of COVID-19. This manuscript has been released as a pre-print at at medRxiv: https://www.medrxiv.org/content/10.1101/2020.07.12.20152066v1.

References

1. Nile SH, Nile A, Qiu J, Li L, Jia X, Kai G Nile SH, et al. COVID-19: Pathogenesis, Cytokine Storm and Therapeutic Potential of Interferons. Cytokine Growth Factor Rev (2020) 53:66–70. doi: 10.1016/j.cytogfr.2020.05.002

PubMed Abstract | CrossRef Full Text | Google Scholar

2. Pedersen SF, Ho YC. SARS-CoV-2: A Storm is Raging. J Clin Invest (2020) 130(5):2202–5. doi: 10.1172/JCI137647

PubMed Abstract | CrossRef Full Text | Google Scholar

3. Yuki K, Fujiogi M, Koutsogiannaki S. COVID-19 Pathophysiology: A Review. Clin Immunol (2020) 215:108427. doi: 10.1016/j.clim.2020.108427

PubMed Abstract | CrossRef Full Text | Google Scholar

4. Soy M KG, Atagündüz P, Tabak F, Atagündüz I, Kayhan S. Cytokine Storm in COVID-19: Pathogenesis and Overview of Anti-Inflammatory Agents Used in Treatment. Clin Rheumatol (2020) 39:2085–94. doi: 10.1007/s10067-020-05190-5

PubMed Abstract | CrossRef Full Text | Google Scholar

5. Wang D, Hu B, Hu C, Zhu F, Liu X, Zhang J, et al. Clinical Characteristics of 138 Hospitalized Patients With 2019 Novel Coronavirus-Infected Pneumonia in Wuhan, China. JAMA (2020) 7(323):1061–9. doi: 10.1001/jama.2020.1585

CrossRef Full Text | Google Scholar

6. Chen G, Wu D, Guo W, Cao Y, Huang D, Wang H, et al. Clinical and Immunological Features of Severe and Moderate Coronavirus Disease 2019. J Clin Invest (2020) 130(5):2620–9. doi: 10.1172/JCI137244

PubMed Abstract | CrossRef Full Text | Google Scholar

7. Cameron MJ, Bermejo-Martin JF, Danesh A, Muller MP, Kelvin DJ. Human Immunopathogenesis of Severe Acute Respiratory Syndrome (SARS). Virus Res (2008) 133(1):13–9. doi: 10.1016/j.virusres.2007.02.014

PubMed Abstract | CrossRef Full Text | Google Scholar

8. Magro G. SARS-CoV-2 and COVID-19: Is Interleukin-6 (IL-6) the ‘Culprit Lesion’ of ARDS Onset? What is There Besides Tocilizumab? Cytokine X (2020) 2(2):100029. doi: 10.1016/j.cytox.2020.100029

PubMed Abstract | CrossRef Full Text | Google Scholar

9. Han H, Ma Q, Li C, Liu R, Zhao L, Wang W, et al. Profiling Serum Cytokines in COVID-19 Patients Reveals IL-6 and IL-10 are Disease Severity Predictors. Emerg Microbes Infect (2020) 9(1):1123–30. doi: 10.1080/22221751.2020.1770129

PubMed Abstract | CrossRef Full Text | Google Scholar

10. Zhang Y, Wang X, Li X, Xi D, Mao R, Wu X, et al. Potential Contribution of Increased Soluble IL-2R to Lymphopenia in COVID-19 Patients. Cell Mol Immunol (2020) 17(8):878–80. doi: 10.1038/s41423-020-0484-x

PubMed Abstract | CrossRef Full Text | Google Scholar

11. Grivennikov SI, Tumanov AV, Liepinsh DJ, Kruglov AA, Marakusha BI, Shakhov AN, et al. Distinct and Nonredundant in Vivo Functions of TNF Produced by T Cells and Macrophages/Neutrophils: Protective and Deleterious Effects. Immunity (2005) 22:93–104. doi: 10.1016/S1074-7613(04)00379-6

PubMed Abstract | CrossRef Full Text | Google Scholar

12. Tay MZ, Poh CM, Rénia L, MacAry PA, Ng LFP. The Trinity of COVID-19: Immunity, Inflammation and Intervention. Nat Rev Immunol (2020) 20(6):363–74. doi: 10.1038/s41577-020-0311-8

PubMed Abstract | CrossRef Full Text | Google Scholar

13. Horiuchi T MH, Harashima S, Tsukamoto H, Shimoda T. Transmembrane TNF-α: Structure, Function and Interaction With Anti-TNF Agents. Rheumatol (Oxford England) (2010) 49:1215–28. doi: 10.1093/rheumatology/keq031

CrossRef Full Text | Google Scholar

14. Ware CF, Crowe PD, Vanarsdale TL, Andrews JL, Grayson MH, Jerzy R, et al. Tumor Necrosis Factor (TNF) Receptor Expression in T Lymphocytes. Differential Regulation of the Type I TNF Receptor During Activation of Resting and Effector T Cells. J Immunol Ref (1991) 147:4229–38.

Google Scholar

15. Pimentel-Muiños FX, Seed B. Regulated Commitment of TNF Receptor Signaling: A Molecular Switch for Death or Activation. Immunity (1999) 11:783–93. doi: 10.1016/S1074-7613(00)80152-1

PubMed Abstract | CrossRef Full Text | Google Scholar

16. Levine SJ. Molecular mechanisms of soluble cytokine receptor generation. J Biol Chem (2008) 283:14177–81. doi: 10.1074/jbc.R700052200

PubMed Abstract | CrossRef Full Text | Google Scholar

17. Aderka D, Engelmann H, Shemer-Avni Y, Hornik V, Galil A, Sarov B, et al. Variation in Serum Levels of the Soluble TNF Receptors Among Healthy Individuals. Lymphokine Cytokine Res (1992) 11:157–9.

PubMed Abstract | Google Scholar

18. Marti CN, Khan H, Mann DL, Georgiopoulou VV, Bibbins-Domingo K, Harris T, et al. Soluble Tumor Necrosis Factor Receptors and Heart Failure Risk in Older Adults: Health, Aging, and Body Composition (Health ABC) Study. Circ Heart Fail (2014) 7(1):5–11. doi: 10.1161/CIRCHEARTFAILURE.113.000344

PubMed Abstract | CrossRef Full Text | Google Scholar

19. Lee DW, Gardner R, Porter DL, Louis CU, Ahmed N, Jensen M, et al. Current Concepts in the Diagnosis and Management of Cytokine Release Syndrome. Blood (2014) 124(2):188–95. doi: 10.1182/blood-2014-05-552729

PubMed Abstract | CrossRef Full Text | Google Scholar

20. Thevarajan I, Nguyen THO, Koutsakos M, Druce J, Caly L, van de Sandt CE, et al. Breadth of Concomitant Immune Responses Prior to Patient Recovery: A Case Report of Non-Severe COVID-19. Nat Med (2020) 26(4):453–5. doi: 10.1038/s41591-020-0819-2

PubMed Abstract | CrossRef Full Text | Google Scholar

21. McKechnie JL, Blish CA. The Innate Immune System: Figurehting on the Front Lines or Fanning the Flames of COVID-19? Cell Host Microbe (2020) 27(6):863–9. doi: 10.1016/j.chom.2020.05.009

PubMed Abstract | CrossRef Full Text | Google Scholar

22. Diao B, Wang C, Tan Y, Chen X, Liu Y, Ning L, et al. Reduction and Functional Exhaustion of T Cells in Patients With Coronavirus Disease 2019 (COVID-19). Front Immunol (2020) 11:827. doi: 10.3389/fimmu.2020.00827

PubMed Abstract | CrossRef Full Text | Google Scholar

23. Neirynck N, Glorieux G, Schepers E, Verbeke F, Vanholder R. Soluble Tumor Necrosis Factor Receptor 1 and 2 Predict Outcomes in Advanced Chronic Kidney Disease: A Prospective Cohort Study. PloS One (2015) 10(3):e0122073. doi: 10.1371/journal.pone.0122073

PubMed Abstract | CrossRef Full Text | Google Scholar

24. Nishiga M, Wang DW, Han Y, Lewis DB, Wu JC. COVID-19 and Cardiovascular Disease: From Basic Mechanisms to Clinical Perspectives. Nat Rev Cardiol (2020) 17(9):543–58. doi: 10.1038/s41569-020-0413-9

PubMed Abstract | CrossRef Full Text | Google Scholar

25. Elkabets M, Ribeiro VS, Dinarello CA, Ostrand-Rosenberg S, Di Santo JP, Apte RN, et al. IL-1β Regulates a Novel Myeloid-Derived Suppressor Cell Subset that Impairs NK Cell Development and Function. Eur J Immunol (2010) 40(12):3347–57. doi: 10.1002/eji.201041037

PubMed Abstract | CrossRef Full Text | Google Scholar

26. Zhao X, Rong L, Zhao X, Li X, Liu X, Deng J, et al. TNF Signaling Drives Myeloid-Derived Suppressor Cell Accumulation. J Clin Invest (2012) 122(11):4094–104. doi: 10.1172/JCI64115

PubMed Abstract | CrossRef Full Text | Google Scholar

27. Sobo-Vujanovic A, Vujanovic L, DeLeo AB, Concha-Benavente F, Ferris RL, Lin Y, et al. Inhibition of Soluble Tumor Necrosis Factor Prevents Chemically Induced Carcinogenesis in Mice. Cancer Immunol Res (2016) 4(5):441–51. doi: 10.1158/2326-6066.CIR-15-0104

PubMed Abstract | CrossRef Full Text | Google Scholar

28. Agrati C, Sacchi A, Bordoni V, Cimini E, Notari S, Grassi G, et al. Expansion of Myeloid- Derived Suppressor Cells in Patients With Severe Coronavirus Disease (COVID-19). Cell Death Differ (2020) 27(11):3196–207. doi: 10.1038/s41418-020-0572-6

PubMed Abstract | CrossRef Full Text | Google Scholar

29. McElvaney OJ, McEvoy N, McElvaney OF, Carroll TP, Murphy MP, Dunlea DM, et al. Characterization of the Inflammatory Response to Severe COVID-19 Illness. Am J Respir Crit Care Med (2020) 202(6):812–21. doi: 10.1164/rccm.202005-1583OC

PubMed Abstract | CrossRef Full Text | Google Scholar

30. Sharma R RM, Ponikowski PP, Varney S, Poole-Wilson PA, Mann DL, et al. The Relationship of the Erythrocyte SedimentationRate to Inflammatory Cytokines and Survival in Patients With Chronic Heart Failure TreatedWith Angiotensin-Converting Enzyme Inhibitors. J Am Coll Cardiol (2000) 36(2):523–8. doi: 10.1016/S0735-1097(00)00745-2

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: TNF-α, soluble TNF-α, COVID-19, cytokine storm, ARDS

Citation: Mortaz E, Tabarsi P, Jamaati H, Dalil Roofchayee N, Dezfuli NK, Hashemian SM, Moniri A, Marjani M, Malekmohammad M, Mansouri D, Varahram M, Folkerts G and Adcock IM (2021) Increased Serum Levels of Soluble TNF-α Receptor Is Associated With ICU Mortality in COVID-19 Patients. Front. Immunol. 12:592727. doi: 10.3389/fimmu.2021.592727

Received: 24 August 2020; Accepted: 31 March 2021;
Published: 22 April 2021.

Edited by:

Annalisa Del Prete, University of Brescia, Italy

Reviewed by:

Shelly Krebs, United States Military HIV Research Program, United States
Netanya Sandler Utay, University of Texas Medical Branch at Galveston, United States

Copyright © 2021 Mortaz, Tabarsi, Jamaati, Dalil Roofchayee, Dezfuli, Hashemian, Moniri, Marjani, Malekmohammad, Mansouri, Varahram, Folkerts and Adcock. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Ian M. Adcock, Ian.adcock@imperial.ac.uk

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