key: cord-0935637-duvz61ye
authors: Mahler, Michael; Meroni, Pier-Luigi; Infantino, Maria; Buhler, Katherine A.; Fritzler, Marvin J.
title: Circulating Calprotectin as a Biomarker of COVID-19 Severity
date: 2021-04-13
journal: Expert review of clinical immunology
DOI: 10.1080/1744666x.2021.1905526
sha: afa4ba8cc9fb9402c1ef794b27795d20102dc072
doc_id: 935637
cord_uid: duvz61ye

INTRODUCTION: Coronavirus disease 2019 (COVID-19) is an infectious disease caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. Although demographic and clinical parameters such as sex, age, comorbidities, genetic background and various biomarkers have been identified as risk factors, there is an unmet need to predict the risk and onset of severe inflammatory disease leading to poor clinical outcomes. In addition, very few mechanistic biomarkers are available to inform targeted treatment of severe (auto)-inflammatory conditions associated with COVID-19. Calprotectin, also known as S100A8/S100A9, MRP8/14 (Myeloid-Related Protein) or L1, is a heterodimer involved in neutrophil-related inflammatory processes. In COVID-19 patients, calprotectin levels were reported to be associated with poor clinical outcomes such as significantly reduced survival time, especially in patients with severe pulmonary disease. AREAS COVERED: Pubmed was searched using the following keywords: Calprotectin + COVID19, S100A8/A9 + COVID19, S100A8 + COVID-19, S100A9 + COVID-19, MRP8/14 + COVID19; L1 + COVID-19 between May 2020 and 8 March 2021. The results summarized in this review provide supporting evidence and propose future directions that define calprotectin as an important biomarker in COVID-19. EXPERT OPINION: Calprotectin represents a promising serological biomarker for the risk assessment of COVID-19 patients.

Coronavirus disease 2019 (COVID- 19) is an infectious disease caused by exposure to the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). First identified in December 2019 in Wuhan, Hubei, China, SARS-CoV-2 is one of 7 coronaviruses that can cause respiratory disease in humans. There are four subgroups of these viruses (alpha, beta, gamma, and delta) including SARS-CoV and Middle East respiratory syndrome CoV (MERS-CoV), which caused an outbreak of severe acute respiratory syndrome in 2002-2003 and 2012 respectively [1] . However, the world-wide case and fatality rates of the previous coronavirus outbreaks were associated with comparatively milder disease than that experienced in the current world-wide SARS-CoV2 pandemic. As of March 2021, more than115 million cases have been reported around 250 countries and while the vast majority of people have recovered, over2.5 million have died (https://coronavirus.jhu.edu) [2] .

Common symptoms of COVID-19 include fever, cough, fatigue, shortness of breath, and loss of taste and smell [3, 4] . Besides the pulmonary symptoms, several extrapulmonary symptoms have been reported in patients with COVID-19 including but not limited to diarrhea [5] , nausea, and abdominal pain [6, 7] . Recently, Lamers and colleagues provided evidence that SARS-CoV-2 not only interacts with the airway but also with human gut enterocytes which possibly explains the gastrointestinal symptoms observed in a portion of COVID-19 patients. In more detail, these interactions are mediated via highly expressed angiotensin converting enzyme 2 (ACE2) on differentiated enterocytes [8] . The interval from documented SARS-CoV2 exposure to onset of COVID-19 symptoms is typically 3-7 days but may range from 2 to 14 days [9] . A higher risk of more severe disease is associated with viral load [10] , increased age and the presence of certain comorbidities such as diabetes, hypertension and obesity [11] . About 80% of cases have mild symptoms, about 15% may require hospitalization, and about 5% are classified as critically ill, possibly associated with a 'cytokine storm' and acute respiratory distress syndrome (ARDS), multi-organ failure, and septic shock [3, 4, 12] . However, more recent studies indicate that the 'cytokine storm' in COVID-19 is different from hemophagocytic lymphohistiocytosis (HLH) and macrophage activation syndrome (MAS) [13, 14] which can be associated with autoimmune conditions such as systemic lupus erythematosus (SLE) [13] [14] [15] [16] . Treatment of COVID-19 is largely supportive, although multiple treatment options are evolving as an understanding of the natural history of the SARS-CoV-2 virus and COVID-19 increases [17, 18] .

In order to estimate the risk of complications in COVID-19 patients, a number of risk scores have been developed and compared [19] [20] [21] . The sequential organ failure assessment score (SOFA score) or a modified version thereof (qSOFA) [19] , previously known as the sepsis-related organ failure assessment score is frequently used for the assessment of COVID-19. Another risk score is the COVID-GRAM score [22] which is available online (http://118.126.104.170/). Other scores include, but are not limited to COVID severity index, A-DROP, National Early Warning Score 2 (NEWS2), CURB-65, systolic blood pressure, multi-lobar chest radiography involvement, albumin level, respiratory rate, tachycardia, confusion, oxygenation, and arterial pH (SMART-COP) and Pneumonia Severity Index (PSI). Although SOFA is an independent predictor for extended ventilation [23] additional prognostic factors and biomarkers are desired. Clinically, one of the glaring unmet needs are biomarkers that can predict sudden and unexpected clinical deterioration and disease severity [24] .

Several studies have evaluated biomarkers that can help predict severe complications in COVID-19 patients including but not limited to virus load [10] , interleukin (IL)-6 [25] , D-dimer [26] , C-reactive protein (CRP) [27] , lactate dehydrogenase (LDH) [27] , ferritin [27] , serum amyloid A (SAA) [28, 29] as well as components of the complement pathways [30, 31] and others [32] (Table 1) . Interestingly, combining biomarkers can increase the predictive value for COVID-19 outcomes [20] . It has been reported that the ratio of IL-6 to IL-10 linked to a 5-point linear score (Dublin-Boston score) informed prognosis by helping to determine when to revise care, such as mechanical ventilation, or determine considerations for therapies and clinical outcomes in hospitalized COVID-19 patients [21] . Along these lines, and as discussed in more detail below there is mounting evidence that a neutrophil mediated inflammatory protein called calprotectin might represent a strong candidate biomarker that can aid in risk stratification [33] [34] [35] [36] [37] .

Several studies have linked COVID-19 with autoimmune conditions [54] such as anti-phospholipid syndrome [55] [56] [57] [58] [59] [60] , Guillain-Barré [61] [62] [63] [64] [65] and Miller Fisher syndromes [66, 67] (reviewed in [68] ). In addition, some patients with COVID-19 develop signs and symptoms that are also observed in certain autoimmune conditions [54, [69] [70] [71] [72] [73] , but the number of patients reported to date tend to be small, lack immunoassay details and contemporaneous non-COVID-19 respiratory disease controls. A recent study reported autoantibodies to cytokines as a marker for disease severity in COVID-19 [74] , which has interest because of previous associations of anticytokine antibodies to infectious disease susceptibility and outcomes. In addition, there is increasing evidence that several drugs, such as IL-6 antagonists, that have been used in patients with HLH, MAS and other autoimmune/autoinflammatory conditions were beneficial in COVID-19 [75] [76] [77] [78] [79] [80] [81] [82] [83] [84] [85] [86] [87] [88] . Interestingly, autoimmune disease patients treated with anti-TNF alpha inhibitors do not show increased risk of COVID-19 infection or more severe disease cause [89] . Along those line, there is preliminary evidence of the usefulness of anti-C5 blocking monoclonal antibody (eculizumab) in COVID-19 which represents a standard treatment for some autoinflammatory disorders such as hemolytic uremic syndrome (HUS), thrombotic thrombocytopenic purpura or catastrophic APS [90].

It is well-established that neutrophil extracellular traps (NETs) can mediate inflammation-associated lung damage, thrombosis, and fibrosis [91] [92] [93] . Consequently, to shed more light on the potential involvement of NETs in COVID-19, several studies have been initiated [94] . Further evidence came from a recent study that investigated postmortem lung specimens from four COVID-19 patients and four patients who died from a COVID-19-unrelated cause [91] . NETs were observed in the lungs of each COVID-19 patient, especially in the airway compartment and neutrophil-rich inflammatory areas of the interstitium. In addition, NET-primed neutrophils were present in arteriolar microthrombi. Preliminary data indicate that SARS-CoV-2 can activate NETosis in human neutrophils, potentially due to increased levels of intracellular Reactive Oxygen Species (ROS) [95] . Besides thrombosis, NETosis has also been associated with ST-elevated myocardial infarction (STEMI) in COVID-19 disease [96] . All these data point to a crucial role of NET formation leading to severe pulmonary complications of COVID-19. Based on the growing evidence about the involvement of NETs in the pathogenesis of COVID-19, NET inhibitors have been proposed and are being studied as a feasible way to prevent coronary thrombosis in patients with severe COVID-19 disease [95] [96] [97] [98] . Several intervention trials are currently recruiting with a diversity of study designs and outcome measures. For example, nebulized dornase alfa, a common cystic fibrosis medication, is currently undergoing trials for COVID-19 treatment [99, 100] . Its proposed protective effect relates to its clearance of neutrophil extracellular traps, which play a pathogenic role in SARS-CoV-2 infection [101] . Preliminary data also indicates that dornase alfa is effective in limiting the in vitro infection of green cell lines by SARS-CoV-2 (see also below under treatment) [99] .

Calprotectin a heterodimer composed of S100A8 and S100A9 proteins (also called myeloid related proteins (MRP) 8/14), belongs to the S100 family of calcium-binding proteins whose levels are increased in patients with various

• Calprotectin a heterodimer composed of S100A8 and S100A9 (or MRP8/14) represents a promising marker for disease severity in COVID-19 patients • In independent studies, circulating calprotectin levels were associated with increased risk for mechanical ventilation/intensive care unit requirement, multi-organ failure as well as COVID-19 related death • Circulating Calprotectin assays are available in certain geographies which allows testing of patients in the management of COVID-19 • Circulating Calprotectin might represent a novel companion or complementary diagnostic marker for management of COVID-19 severity.

Studies are needed to evaluate the value.

inflammatory and autoimmune conditions [102] [103] [104] .

Calprotectin is particularly abundant in the cytoplasm of neutrophils and is expressed on the membrane of monocytes and has been recognized as a valid functional biomarker of inflammation as it is involved in recruiting inflammatory cells upon interacting with endothelial cells [5] . Fecal calprotectin represents a reliable biomarker in the context of inflammatory bowel disease [105] , which might gain additional value during the COVID-19 pandemic [106, 107] . Further, elevated fecal calprotectin has been studied in COVID-19 [107] [108] [109] where it is associated with intestinal inflammation [110] . Although these observations are intriguing, this review focuses on the measurement of calprotectin in blood matrices (serum, plasma).

Although fecal calprotectin measurement represents a wellestablished and reliable biomarker in the diagnosis of inflammatory bowel disease, the role of serum (blood/plasma/circulating) calprotectin in the pathogenesis of diseases is less established. Recently, it has gained increasing attention because it may be a novel biomarker of (auto)inflammatory disorders such as rheumatoid arthritis [102, 103, [111] [112] [113] [114] [115] [116] [117] , psoriatic arthritis [117, 118] , and systemic lupus erythematosus [102, [119] [120] [121] [122] [123] . It has been reported that calprotectin measurement in blood-derived matrices could be affected by preanalytical factors such as sample type, collection and storage conditions (temperature), and the presence and type (if any) of anticoagulant used; all potentially leading to inconsistent measurement of calprotectin levels [124] [125] [126] [127] . In different clinical studies, calprotectin has been measured either in plasma or in serum as interchangeable sample matrix despite lacking consensus. Although it is widely known that neutrophils are highly labile in-vitro (calprotectin is a major component of these cells) and platelet activation and coagulation may induce release of intracellular calprotectin into the extracellular medium, pre-analytical sample processing of serum calprotectin has not been thoroughly studied. According to Rammes et al. [128] , monocytes release calprotectin after activation of protein kinase C (PKC), an enzyme that requires calcium ions for activation. Ethylenediaminetetraacetic acid (EDTA), which inhibits coagulation by binding calcium, reduces PKC availability and consequently calprotectin derived from monocytes. Clark et al. showed that the activation of platelets via Toll-Like receptor 4 during coagulation induces neutrophils to bind platelets with the activation and production of NETs [129] . In the 1990's, Dale showed that serum calprotectin levels were about twofold increased in plasma, which was attributed to its release from cells activated during in-vitro coagulation [125] . Dale also reported that calprotectin levels showed very small changes in plasma when blood was collected in EDTA, acid citrate dextrose, and acid phosphate dextrose [125] . Despite both citrate and EDTA being calcium chelators that inhibit the coagulation process, EDTA plasma was found to have more reliable quantification of calprotectin levels. According to Pedersen et al., higher calprotectin levels were found in lithium heparin and serum samples compared to EDTA plasma when stored at high temperatures. In line with these observations, Nordal et al. [126] reported that calprotectin levels measured in EDTA plasma were lower compared to serum and concluded that calprotectin measurements are most reliable in EDTA plasma. Van Hoovels et al. [124] , also reported lower calprotectin levels in EDTA plasma compared to serum, confirming that blood calprotectin levels were matrix dependent with higher values in serum as compared to plasma. Most recently, we performed additional preanalytic studies related to the measurement of circulating calprotectin in serum/plasma. Our data is consistent in terms of time sensitivity of processing after blood draw. In addition, our data showed that Citrate plasma might represent a reliable matrix for the measurement of circulating calprotectin [130] . Other pre-analytical factors can impact the test result for markers of inflammation such as cytokines [131] , and also calprotectin [35] . For example, heavy exercise can lead to transient inflammation and increases in IL-6 and calprotectin levels [132] . Consequently, additional studies of pre-analytical parameters are warranted to define the specimen requirements for accurate and reliable measurement of circulating calprotectin. Based on the current knowledge, this will likely lead to a limitation for certain sample types (e.g. serum) and/ or the definition of matrix specific cutoff values. As reviewed below, several studies have established a correlation between calprotectin and disease severity of COVID-19.

In order to summarize the current knowledge on circulating calprotectin as a marker for disease severity in COVID-19 patients, PubMed was searched using the following keywords: Calprotectin + COVID19, S100A8/A9 + COVID19, S100A8 + COVID-19, S100A9 + COVID-19, MRP8/14 + COVID19; L1 + COVID-19. No publication time or language restrictions were applied. A total of twelve studies were identified that analyzed blood calprotectin (either serologically measured or via gene-expression analysis) in the context of COVID-19 severity (Table 2 ). Due to the relatively low number of studies (related to the recent onset of the pandemic) we have not attempted a systematic literature review and/or meta-analysis and present the information below as a narrative review. This is in contrast to a recent review article that provides preliminary meta data on circulating and fecal calprotectin [133] . Both approaches can be regarded as synergistic.

In the most comprehensive study of calprotectin in COVID-19 to date, Silvin et al. used a discovery approach to define signatures that were associated with disease severity in COVID-19 patients [33] . In this study of severe cases, highdimensional flow cytometry and single-cell RNA sequencing of COVID-19 patient's peripheral blood cells detected disappearance of non-classical (CD14LowCD16High) monocytes, accumulation of HLA-DR, low classical monocytes (Human Leukocyte Antigen -DR isotype), and release of massive amounts of calprotectin (S100A8/S100A9). Calprotectin levels were positively correlated with neutrophil count (r = 0.62), fibrinogen (0.76), D-dimer (r = 0.64) and disease severity (p < 0.001). Immature (CD10LowCD101-CXCR4+/) neutrophils with an immunosuppressive profile accumulated in the blood and lungs, suggesting emergency myelopoiesis. Finally, they reported that plasma levels of calprotectin and a routine flow cytometry assay detecting decreased frequencies of nonclassical monocytes could discriminate patients who develop a severe form of COVID-19, suggesting a predictive value that deserves prospective evaluation. Calprotectin levels showed excellent discrimination between controls and mild cases vs. moderate and severe cases with an AUC of 0.959 derived from ROC analysis.

In another recent study by Chen et al. [34] comparing the results from 40 COVID-19 patients admitted to the ICU with 81 in general wards, significant discrimination of calprotectin levels was observed using ROC with an AUC of 0.875 and a sensitivity and specificity of 83.3% and 83.5%, respectively. In the same study, the AUC for death vs. survivor was 0.860 with a sensitivity and specificity of 85.0% and 82.7%, respectively. Kaplan-Meier analysis showed a significant difference between individuals with high levels of calprotectin (cutoff 6195 ng/mL) vs. those with low levels. The resulting COVID-19 hazard ratio (HR) was 13.32 (p < 0.0001) and significantly higher compared to the COVID-GRAM score (HR 4.81, p < 0.0001). Calprotectin levels were significantly correlated with both, the COVID-GRAM (r = 0.47, p < 0.001) and qSOFA (r = 0.50, p < 0.001) sores.

In a small series of patients, de Guadiana Romualdo et al. [37] In a more recent study, the gene expression in COVID-19 patients was studied in 48 subjects including 28 COVID-19 patients (8 severe/critical vs. 20 mild/moderate cases) and age/sex-matched 20 healthy controls [36] . Among the most highly increased inflammatory mediators in severe/critically ill patients, S100A9 (calprotectin component), an alarmin and toll-like receptor (TLR) 4 ligand, was found as a notable biomarker, because it inversely correlated with the serum Abbreviations: AUC = area under the curve; c/o = cutoff; CETP = Cholesteryl ester transfer protein; HI = healthy individuals; ICU = intensive care unit; N/R = not reported; OR = odds ratio; S100A8 and S100A9 = components of calprotectin complex; MV = mechanical ventilation; Sen = sensitivity; Spe = specificity; TLR = toll-like receptor # healthy controls, $ disease controls, * Room air oxygen = 41, noninvasive supplement oxygen = 71, mechanical ventilation = 60 albumin levels. It was also observed that recombinant S2 and nucleocapsid proteins of SARS-CoV-2 significantly increased pro-inflammatory cytokines/chemokines and S100A9 in human primary peripheral blood mononuclear cells (PBMCs). These data supported a link between TLR4 signaling and pathological inflammation during COVID-19 and may be used to inform therapeutic approaches through targeting TLR4-mediated pathways. A more recent study on calprotectin by Wu et al. [145] describes S100A9 as being highly upregulated in lung tissue of individuals that died from COVID-19. In addition to S100A9, several other members of the S100 protein family were also overexpressed. Interestingly, all of the patients had low viral load indicating that the cause of death is related to the hyperinflammatory process rather than to the virus itself.

Another key observation of the study is that IL-6 was not highly expressed in the lung of severe COVID-19 cases which is in keeping with lack of effectiveness of IL-6 inhibition in latestage COVID-19 pneumonia.

Shu et al. conducted a proteomic approach on plasma samples to identify biomarkers associated with COVID-19 pathogenesis using 160 samples from 40 fatal, 40 severe and 40 mild cases as well as 40 healthy controls [136] . The study utilized a discovery and validation cohort and machine learning to evaluate the clinical and pathogenic importance of proteins identified. The final validation using ELISA assays, confirmed calprotectin levels as being significantly increased in severe vs. mild cases. Especially the combination of S100A9 with CRP and cholesterol ester transfer protein (CETP) showed excellent discrimination between severe and non-severe COVID-19 patients.

Shaath et al.

[137] employed iterative clustering and guidegene selection 2 (ICGS2) as well as uniform manifold approximation and projection (UMAP) dimensionality reduction computational algorithms to decipher the complex immune and cellular composition of bronchoalveolar lavage (BAL), using publicly available datasets from a total of 68,873 single cells derived from two healthy subjects, three patients with mild, and five patients with severe COVID-19. The data revealed the presence of neutrophils and macrophage cluster-1 as a hallmark of severe COVID-19. Among the identified gene signatures of the neutrophil cluster, S100A8 was identified among others. Transcriptome data from a cohort of COVID-19derived peripheral blood mononuclear cells (PBMCs) validated the data from BAL from patients with severe and mild COVID-19 (including S100A8).

In one of the smallest series of patients studied for calprotectin levels, Bauer et al. [138] compared Calprotectin levels in 19 COVID-19 patients based on ICU requirement, multi-organ failure (MOF) after 72 hours (in alignment with SOFA assessment), MOF in total as well as 90-day mortality. Calprotectin levels were determined in serum samples using a turbidimetric assay in addition to standard of care biomarkers for COVID-19 (lactate CRP, PCT). High calprotectin levels were associated with MOF after 72 hours as well MOF in general with AUC values of 0.87 (95% CI 0.63-1.00) and 0.91 (95% CI 0.77-1.00), respectively. Although the AUC values for calprotectin were higher compared to most other markers, due to the small number of patients, differences were not significant (strongly overlapping 95% CI). However, the data strongly supports the value of calprotectin as biomarker for risk stratification, in particular with regard to subsequent MOF. Indeed, measurement of calprotectin might add to the biomarker repertoire in the emergency department or ICU since it seems to perform better than traditional markers such as lactate, CRP and PCT. Compared to CRP and PCT, calprotectin might add value in early management of COVID-19 patients. Abers et al. described a immune based-biomarker signature that is associated with mortality in COVID-19 patients [139] . The authors used multiplex testing using serum or plasma samples. Out of 66 biomarkers tested, circulating calprotectin was one of the few markers that remained significantly associated with mortality after full adjustments in multi-variate models.

Kaya et al. conducted a study to compare individuals hospitalized but not referred to the ICU (n = 38) with critical patients in the ICU setting (n = 42). Calprotectin levels were determined in serum using an ELISA system. The calprotectin levels in ICU patients were higher compared to the non-ICU group (p = 0.031).

Very compelling data were derived from comprehensive single-cell immune landscape mapping using samples from 171 COVID-19 patients. Virus RNA was found in epithelial and immune cells leading to systemic upregulation of calprotectin potentially contributing to the mechanisms observed in severe COVID-19 patients. This data might indicated that calprotectin can function as a mechanistic biomarker and fit into the concept of precision medicine [135] .

Although the data reported for circulating calprotectin in COVID-19 patients is promising, some limitations of the studies have to pointed out. One limitation that is common for most studies is the relatively small number of cases and the imbalance among the comparator groups. For example, the study by de Guadiana Romualdo et al. included 58 survivors and only 8 nonsurvivors. In addition, the endpoints of the studies are heterogenous (see Table 2 ). Lastly, different assays have been applied to measure calprotectin levels and no commutability data is available, especially around the decision point .

Only one study utilized longitudinally collected samples to explore the utility for monitoring. Although this study provided promising data, several limitations were observed (including samples size, time difference between sequential samples etc.) [35] . In addition, the cutoff value needs to be established. It is very likely that different thresholds provide the best performance depending on the clinical scenario (e.g., prediction of severity or mortality). In addition, as pointed out above, different cutoff values might be required for different sample types (i.e., serum vs. plasma).

Calprotectin levels showed significant correlation with several other biomarkers of inflammation including, but not limited to, IL-6 [33, 34] , CRP [34, 35] , neutrophil count [33] as well as other markers of disease severity such as D-dimer [33, 34] ( Table 1, Table 3 ). In addition, other members of the S100 protein family might correlate/overlap with calprotectin levels [136, 140] . Future studies using multivariate analyses are needed to identify independent predictors of severe disease and to define the best combination of markers to aid in the risk stratification and management of COVID-19 cases.

Although it is of value to be able to predict complications in patients with COVID-19 (such as with any other disease), it is of utmost importance to have actionable biomarkers. Calprotectin levels have been shown to predict treatment responses in patients with RA [111] , especially patients treated with TNF-alpha inhibitors who showed different treatment effects when stratified according to the calprotectin levels [111] . In addition, several biological disease modifying anti-rheumatic drugs currently used in RA have shown benefits in patients affected with COVID-19 [18, 141, 142] . Using biomarker prediction models that include calprotectin levels, could open new precision medicine approaches in COVID-19 ( Figure 1 ). Efforts are underway to study whether anti-TNF alpha therapy is effective in COVID-19 (CATALYST, ISRCTN40580903) [143, 144] . Such trials should ideally include testing for calprotectin levels. In addition, considering that calprotectin levels are significantly elevated in more severe COVID-19 combined with the promising outcomes in treating inflammatory diseases with using S100A8/S100A9 inhibitors (e.g. quinoline-3-carboxamide compounds) [145, 146] , might represent a promising strategy for treating severe or critically ill COVID-19 cases. Several other treatments have been proposed based on biological roles of calprotectin. One of them, alpha-1-antitrypsin (AAT) represents an established treatment for AAT deficiency which is manifest in lung damage. A recent paper outlines several reasons why AAT might be an effective treatment in COVID-19 including (among others) the inhibitory effect of AAT on neutrophil elastase [147, 148] . Consequently, several clinical trials have been approved to study the efficacy of AAT in COVID-19 related lung disease. Lastly, in murine models of autoimmune disorders, the direct or indirect blockade of S100A8 or S100A9 exerted a beneficial effect (reviewed in [103] ).

In conclusion, evidence to date has suggested that calprotectin is a potentially valuable addition to biomarker panels to assess the risk of disease severity in COVID-19. The link of calprotectin to the inflammatory pathway might open new opportunities to improve the management and outcomes of COVID-19. It has yet to be clarified if other variables such viral load, SARS-CoV2 antibodies, the use of corticosteroids, anti-coagulants (i.e., low dose heparin) or biologics (i.e., tocilizumab, anakinra) could affect neutrophil function and circulating calprotectin levels. Additional studies are required to elucidate these issues. However, the notion that different targeted approaches [34, 35, 37] and discovery research [33, 136, 145] ) indicate that calprotectin represents an intriguing and promising biomarker for COVID-19 severity. 

The research discussed in this review article provides further insights into the pathogenesis of COVID-19 and risk biomarkers. In addition, the compiled data serves as a call to facilitate additional clinical trials, regulatory submission (and approvals) as well as clinical adoption of circulating calprotectin levels in the management of COVID-19 patients. The desired outcome is to benefit healthcare utilization, health economics as well as patient morbidity and mortality. Considering the mounting evidence of circulating calprotectin as risk marker for COVID-19 severity, it is conceivable that calprotectin might become part of risk stratification panel combined with, for example, CRP, PCT, D-dimer, IL-6, and/or ferritin. This approach is intended to be evidencebased. First, several independent discovery studies with thousands of analyzed expressed genes identified calprotectin as one or the strongest predictors of COVID-19 severity. In addition, several validation cohorts and different methods for the measurement of circulating calprotectin were used. However, additional studies are warranted to better define the potential role of calprotectin as part of a risk panel and to define how many days prior to the onset of severe complications this biomarker is detectable. Data derived from RA indicate that elevated calprotectin levels are detected before clinical escalation, a feature which also needs to be extended in COVID-19. In this context, longitudinal evaluation will also provide valuable insights into the utility of measuring circulating calprotectin as a potential monitoring parameter that objectively informs the pathogenesis of the disease. In addition to clinical studies, pre-analytical aspects are of utmost importance when measuring calprotectin levels. Although some pre-analytical studies have been conducted and published [124, 127, 130] , larger studies that address all aspects of sample processing (including blood draw, hold time as well as shipping simulation studies) are warranted. All these studies will be crucial in defining the intended clinical use of calprotectin measurements. The long-term utility of calprotectin as a marker for autoinflammation causing multi-organ failure goes far beyond COVID-19 as several other diseases are mediated via similar mechanisms. Lastly, the implication for evidencebased treatment selection is less clear and could benefit from retrospective analysis of ongoing or completed clinical trials using bio-banked serum or plasma samples. Examples for such clinical trials include but are not limited to trials on TNF-alpha, IL-6, C5 (complement), dornase alpha or JAK inhibitors. If calprotectin levels predict treatment response in COVID-19 as demonstrated in RA, calprotectin might be considered as a companion or complementary diagnostic test, where the regulatory requirements differ significantly. While for companion diagnostics, the biomarker must appear in the drug labeling and therefore has to be included in early phases of the clinical trials, for complementary diagnostic tests, this is not a requirement. From our viewpoint it is conceivable that circulating calprotectin will be used clinically to assess a number of autoinflammatory conditions. Although speculative, calprotectin might be considered as the CRP of autoinflammation as it is primarily released from neutrophils (not from the liver) and therefore more closely linked to the autoinflammatory process. The role of calprotectin testing in COVID-19 is somewhat unsettled because much is to be learned on the effectiveness of vaccines and the impact of herd-immunity as the spread of the virus and COVID-19 becomes endemic [148] . However, knowing that there have been previous outbreaks of coronavirus, it is likely that new viruses will emerge, and some might also trigger such autoinflammatory reactions. To translate the promising data into clinical practice, regulatory hurdles need to be overcome which strongly depend on the geography and target markets. While in the US, emergency use authorizations (EUA) are used by the FDA to allow clinical applications, in other geographies the CEmark still allows for self-declaration depending on the indented use of the proposed product. Close collaborations between clinical sites, regulatory agencies and diagnostic companies are need to advance circulating calprotectin from bench to bedside.

ARDS, acute respiratory distress syndrome; AUC, area under the curve; BAL, bronchial alveolar lavage; CETP, Cholesteryl ester transfer protein; CI, confidence interval; COVID-19, corona virus infections disease 19; CRP, C-reactive protein; EDTA, ethylenediamine tetracetic acid; GDF-15, growth differentiation factor; HLH, hemophagocytic lymphohistiocytosis; ICGS2, iterative clustering and guide-gene selection; LDH, lactate dehydrogenase; ICU, intensive care unit; IL, interleukin; MAS, macrophage activation syndrome; MOF.MRP, myeloid related protein; NETs, neutrophil extracellular traps; OR, odds ratio; PKC, protein kinase C; ROC, receiver operator characteristic; SOFA, sequential organ failure assessment; TLR, tolllike receptor; TMA, thrombotic microangiopathies; UMAP, uniform manifold approximation and projection, VWF, von Willebrand factor.

We thank the Carmen Andalucia for support during the revision.

This paper was not funded. 

Michael Mahler is an employee of the Research department of Inova Diagnostics, a diagnostic company commercializing diagnostic assays (holds no stocks or equity in the company). Marvin J. Fritzler is a consultant to Inova Diagnostics. Pier Luigi Meroni has been a consultant to Inova Diagnostic in the past. Maria Infantino has been providing webinars on Circulating Calprotectin on behalf of Inova Diagnostics. The authors have no other relevant affiliations or financial involvement with any organization or entity with a financial interest in or financial conflict with the subject matter or materials discussed in the manuscript apart from those disclosed.

Peer reviewers on this manuscript have no relevant financial or other relationships to disclose.

Marvin J. Fritzler http://orcid.org/0000-0003-1652-6608

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A linear prognostic score based on the ratio of interleukin-6 to interleukin-10 predicts outcomes in COVID-19

Development and Validation of a Clinical Risk Score to Predict the Occurrence of Critical Illness in Hospitalized Patients With COVID-19

Factors influencing liberation from mechanical ventilation in coronavirus disease 2019: multicenter observational study in fifteen Italian ICUs

Joint prediction and time estimation of COVID-19 developing severe symptoms using chest CT scan

Relevance for immunopathology of SARS-CoV-2

Biomarkers for the prediction of venous thromboembolism in critically ill COVID-19 patients

Clinical laboratory characteristics in patients with suspected COVID-19: one single institution experience

The predictive value of serum amyloid A and C-reactive protein levels for the severity of coronavirus disease 2019

Associations between serum amyloid A, interleukin-6, and COVID-19: a cross-sectional study

Association of COVID-19 inflammation with activation of the C5a-C5aR1 axis

Systemic complement activation is associated with respiratory failure in COVID-19 hospitalized patients

Patients with COVID-19 present with low plasma citrulline concentrations that associate with systemic inflammation and gastrointestinal symptoms

Elevated Calprotectin and Abnormal Myeloid Cell Subsets Discriminate Severe from Mild COVID-19

Elevated serum levels of S100A8/A9 and HMGB1 at hospital admission are correlated with inferior clinical outcomes in COVID-19 patients

Neutrophil calprotectin identifies severe pulmonary disease in COVID-19

First study to show longitudinal data on calprotectin on COVID-19 patients

COVID-19 Patients Upregulate Toll-like Receptor 4-mediated Inflammatory Signaling That Mimics Bacterial Sepsis

Circulating levels of GDF-15 and calprotectin for prediction of in-hospital mortality in COVID-19 patients: a case series

Clinical laboratory characteristics of severe patients with coronavirus disease 2019 (COVID-19): a systematic review and meta-analysis

Scoring systems for predicting mortality for severe patients with COVID-19

COVID-19, coagulopathy and venous thromboembolism: more questions than answers

Clinical characteristics and risk factors for severity of COVID-19 outside Wuhan: a double-center retrospective cohort study of 213 cases in Hunan, China

Changes of hematological and immunological parameters in COVID-19 patients

Clinical features of patients infected with 2019 novel coronavirus in Wuhan

Predictors of COVID-19 severity: a systematic review and meta-analysis

Antibody-dependent enhancement and COVID-19: moving toward acquittal

Delayed specific IgM antibody responses observed among COVID-19 patients with severe progression

Extracellular HMGB1: a therapeutic target in severe pulmonary inflammation including COVID-19

Complement activation in patients with COVID-19: a novel therapeutic target

Association of viral load with serum biomakers among COVID-19 cases

The indicative role of markers for liver injury on the severity and prognosis of coronavirus disease 2019 patients

Usefulness of Elevated Troponin to Predict Death in Patients With COVID-19 and Myocardial Injury

Troponin and Other Biomarker Levels and Outcomes Among Patients Hospitalized with COVID-19: derivation and Validation of the HA(2)T(2) COVID-19 Mortality Risk Score

Liver function test abnormalities are associated with a poorer prognosis in Covid-19 patients: results of a French cohort

COVID-19 and immunological dysregulation: can autoantibodies be useful?

Lupus anticoagulant is frequent in patients with Covid-19: response to Reply

Lupus Anticoagulant and Abnormal Coagulation Tests in Patients with Covid-19

An Efficient Measure for Predicting the Prognosis and Clinical Management of Patients with COVID-19

Coagulopathy and Antiphospholipid Antibodies in Patients with Covid-19

Prothrombotic autoantibodies in serum from patients hospitalized with COVID-19

Anti-Phospholipid Antibodies in COVID-19 Are Different From Those Detectable in the Anti-Phospholipid Syndrome

SARS-CoV-2 associated Guillain-Barre syndrome

COVID-19-Associated Guillain-Barre Syndrome: the Early Pandemic Experience

Guillain-Barre syndrome in a patient with antibodies against SARS-COV-2

Guillain-Barre syndrome: the first documented COVID-19-triggered autoimmune neurologic disease: more to come with myositis in the offing

Autoimmune and rheumatic musculoskeletal diseases as a consequence of SARS-CoV-2 infection and its treatment

Miller-Fisher syndrome after COVID-19: neurochemical markers as an early sign of nervous system involvement

Miller Fisher syndrome and polyneuritis cranialis in COVID-19

Autoinflammatory and autoimmune conditions at the crossroad of COVID-19

Immunemediated neurological syndromes in SARS-CoV-2-infected patients

Response to: 'Similarities and differences between severe COVID-19 pneumonia and anti-MDA-5 positive dermatomyositis associated rapidly progressive interstitial lung diseases: a challenge for the future

Autoantibodies related to systemic autoimmune rheumatic diseases in severely ill patients with COVID-19

Covid-19 and autoimmunity

Rheumatic manifestations of COVID-19: a systematic review and meta-analysis

Auto-antibodies against type I IFNs in patients with life-threatening COVID-19

Potential Treatments for COVID-19 Related Cytokine Storm -Beyond Corticosteroids

Biomarker variation in patients successfully treated with tocilizumab for severe coronavirus disease 2019 (COVID-19): results of a multidisciplinary collaboration

Anakinra as a potential alternative in the treatment of severe acute respiratory infection associated with SARS-CoV-2 refractory to tocilizumab

Online ahead of print

Potential Role of Anti-interleukin (IL)-6 Drugs in the Treatment of COVID-19: rationale

Real-life experience of tocilizumab use in COVID-19 patients

Case report: use of lenzilumab and tocilizumab for the treatment of coronavirus disease

IL-6 Inhibitors in the Treatment of Serious COVID-19: a Promising Therapy

A prospective, randomised, double blind placebo-controlled trial to evaluate the efficacy and safety of tocilizumab in patients with severe COVID-19 pneumonia (TOC-COVID): a structured summary of a study protocol for a randomised controlled trial

Treatment of severely ill COVID-19 patients with anti-interleukin drugs (COV-AID): a structured summary of a study protocol for a randomised controlled trial

Efficacy and safety of tocilizumab in severe COVID-19 patients: a single-centre retrospective cohort study

Consider IL-6 receptor antagonist for the therapy of cytokine storm syndrome in SARS-CoV-2 infected patients

Early tocilizumab treatment could improve survival among COVID-19 patients

Utilizing tocilizumab for the treatment of cytokine release syndrome in COVID-19

Tocilizumab for severe COVID-19: a promising intervention affecting inflammation and coagulation

The Course of SARS-COV2 Infection Was Not Severe in a Crohn's Patient Who Administered Maintenance Anti-TNF Therapy Overlapping the Early Pre-Symptomatic Period of Infection

Neutrophil extracellular traps infiltrate the lung airway, interstitial, and vascular compartments in severe COVID-19

Novel therapeutic targets for SARS-CoV -2-induced acute lung injury: targeting a potential IL-1β/neutrophil extracellular traps feedback loop

Neutrophil extracellular traps and thrombosis in COVID-19

Complement and tissue factor-enriched neutrophil extracellular traps are key drivers in COVID-19 immunothrombosis

The emerging role of neutrophil extracellular traps in severe acute respiratory syndrome coronavirus 2 (COVID-19)

Assessment of Neutrophil Extracellular Traps in Coronary Thrombus of a Case Series of Patients With COVID-19 and Myocardial Infarction

Neutrophils: the Relationship between Hyperinflammation and Neutrophil Extracellular Traps

Fostamatinib Inhibits Neutrophils Extracellular Traps Induced by COVID-19 Patient Plasma: a Potential Therapeutic

Consideration of dornase alfa for the treatment of severe COVID-19 acute respiratory distress syndrome

Nebulized in-line endotracheal dornase alfa and albuterol administered to mechanically ventilated COVID-19 patients: a case series

Preliminary report of in vitro and in vivo effectiveness of dornase alfa on SARS-CoV-2 infection

Systemic calprotectin and chronic inflammatory rheumatic diseases

Calprotectin in rheumatic diseases

S100-alarmins: potential therapeutic targets for arthritis

Fecal calprotectin: current and future perspectives for inflammatory bowel disease treatment

Setting up a Virtual Calprotectin Clinic in Inflammatory Bowel Diseases: literature Review and Nancy Experience

The utility of fecal calprotectin in the era of COVID-19 pandemic

Fecal calprotectin and RT-PCR from both nasopharyngeal swab and stool samples prior to treatment decision in IBD patients during CoVID-19 outbreak

SARS-CoV-2-specific IgA and limited inflammatory cytokines are present in the stool of select patients with acute COVID-19

Faecal calprotectin indicates intestinal inflammation in COVID-19

MRP8/14 serum levels as a strong predictor of response to biological treatments in patients with rheumatoid arthritis

Calprotectin levels in rheumatoid arthritis and their correlation with disease activity: a meta-analysis

Calprotectin in patients with chronic rheumatoid arthritis correlates with disease activity and responsiveness to methotrexate

The Role of Calprotectin in Rheumatoid Arthritis

Clinical significance of serum calprotectin level for the disease activity in active rheumatoid arthritis with normal C-reactive protein

Evaluation of Serum Calprotectin Level and Disease Activity in Patients with Rheumatoid Arthritis

Serum calprotectin: a promising biomarker in rheumatoid arthritis and axial spondyloarthritis

Serum calprotectin as a marker of ultrasound-detected synovitis in early psoriatic and rheumatoid arthritis: results from a cross-sectional retrospective study

Increased serum levels of S100A8/A9 and S100A12 are associated with cardiovascular disease in patients with inactive systemic lupus erythematosus

Calprotectin in rheumatic diseases: a review

S100A8/A9: from basic science to clinical application

Pro-inflammatory S100 proteins are associated with glomerulonephritis and anti-dsDNA antibodies in systemic lupus erythematosus

Circulating S100 proteins effectively discriminate SLE patients from healthy controls: a cross-sectional study

Pre-analytical and analytical confounders of serum calprotectin as a biomarker in rheumatoid arthritis

Plasma levels of the calcium-binding L1 leukocyte protein: standardization of blood collection and evaluation of reference intervals in healthy controls

Calprotectin (S100A8/A9) should preferably be measured in EDTA-plasma; results from a longitudinal study of patients with rheumatoid arthritis

Storage Conditions Affect Calprotectin Measurements in Blood

Myeloid-related protein (MRP) 8 and MRP14, calcium-binding proteins of the S100 family, are secreted by activated monocytes via a novel, tubulin-dependent pathway

Platelet TLR4 activates neutrophil extracellular traps to ensnare bacteria in septic blood

Critical role of pre-analytical aspects for the measurement of circulating calprotectin in serum or plasma as a biomarker for neutrophil-related inflammation

Thermal stability of cytokines: a review

a Marker of Neutrophil Activation, and Other Mediators of Inflammation in Response to Various Types of Extreme Physical Exertion in Healthy Volunteers

Calprotectin, an Emerging Biomarker of Interest in COVID-19: a Systematic Review and Meta-Analysis

Serum calprotectin as a novel biomarker for severity of COVID-19 disease

COVID-19 immune features revealed by a large-scale single-cell transcriptome atlas

Evidence that SARS-CoV-2 RNA upregulates calprotectin in immune cells which provides direct mechanism to COVID-19 pathogenesis

Plasma Proteomics Identify Biomarkers and Pathogenesis of COVID-19

Single-Cell Transcriptome Analysis Highlights a Role for Neutrophils and Inflammatory Macrophages in the Pathogenesis of Severe COVID-19

Outcome prediction by serum calprotectin in patients with COVID-19 in the emergency department

An immune-based biomarker signature is associated with mortality in COVID-19 patients

Serum S100B protein as a marker of severity in Covid-19 patients

Characteristics associated with hospitalisation for COVID-19 in people with rheumatic disease: data from the COVID-19 Global Rheumatology Alliance physician-reported registry

Serological tests confirm the low incidence of COVID-19 in chronic rheumatic inflammatory diseases treated with biological DMARD

Trials of anti-tumour necrosis factor therapy for COVID-19 are urgently needed

Response to: 'Correspondence on 'Characteristics associated with hospitalisation for COVID-19 in people with rheumatic disease: data from the COVID-19 Global Rheumatology Alliance physician-reported registry' by Gianfrancesco et al. Compassionate use of tocilizumab in severe COVID-19 with hyperinflammation prior to advent of clinical trialsa real-world district general hospital experience' by Khan et al, 'Comment on 'Characteristics associated with hospitalisation for COVID-19 in people with rheumatic disease: data from the COVID-19 global rheumatology alliance physician-reported registry' by Gianfrancesco M et al' by Andreica et al and 'COVID-19 outcomes in patients with systemic autoimmune diseases treated with immunomodulatory drugs

Online ahead of print

Transcriptional and proteomic insights into the host response in fatal COVID-19 cases

Pharmacokinetics, tolerability, and preliminary efficacy of paquinimod (ABR-215757), a new quinoline-3-carboxamide derivative: studies in lupus-prone mice and a multicenter, randomized, double-blind, placebo-controlled, repeat-dose, dose-ranging study in patients with systemic lupus erythematosus

Hypothesis: alpha-1-antitrypsin is a promising treatment option for COVID-19

pandemic: emerging perspectives and future trends