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Research Article| Volume 120, P187-195, July 2022

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Prevalence of COVID-19-associated symptoms during acute infection in relation to SARS-CoV-2-directed humoral and cellular immune responses in a mild-diseased convalescent cohort

  • Christian M. Tegeler
    Affiliations
    Clinical Collaboration Unit Translational Immunology, German Cancer Consortium (DKTK), Department of Internal Medicine, University Hospital Tübingen, Otfried-Müller-Str. 10, 72076 Tübingen, Germany

    Department of Obstetrics and Gynecology, University Hospital of Tübingen, Calwerstraße 7, 72076 Tübingen, Germany
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  • Tatjana Bilich
    Affiliations
    Clinical Collaboration Unit Translational Immunology, German Cancer Consortium (DKTK), Department of Internal Medicine, University Hospital Tübingen, Otfried-Müller-Str. 10, 72076 Tübingen, Germany

    Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany

    Cluster of Excellence iFIT (EXC2180) “Image-Guided and Functionally Instructed Tumor Therapies”, University of Tübingen, Röntgenweg 11, 72076 Tübingen, Germany
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  • Yacine Maringer
    Affiliations
    Clinical Collaboration Unit Translational Immunology, German Cancer Consortium (DKTK), Department of Internal Medicine, University Hospital Tübingen, Otfried-Müller-Str. 10, 72076 Tübingen, Germany

    Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany

    Cluster of Excellence iFIT (EXC2180) “Image-Guided and Functionally Instructed Tumor Therapies”, University of Tübingen, Röntgenweg 11, 72076 Tübingen, Germany
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  • Helmut R. Salih
    Affiliations
    Clinical Collaboration Unit Translational Immunology, German Cancer Consortium (DKTK), Department of Internal Medicine, University Hospital Tübingen, Otfried-Müller-Str. 10, 72076 Tübingen, Germany

    Cluster of Excellence iFIT (EXC2180) “Image-Guided and Functionally Instructed Tumor Therapies”, University of Tübingen, Röntgenweg 11, 72076 Tübingen, Germany
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  • Juliane S. Walz
    Affiliations
    Clinical Collaboration Unit Translational Immunology, German Cancer Consortium (DKTK), Department of Internal Medicine, University Hospital Tübingen, Otfried-Müller-Str. 10, 72076 Tübingen, Germany

    Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany

    Cluster of Excellence iFIT (EXC2180) “Image-Guided and Functionally Instructed Tumor Therapies”, University of Tübingen, Röntgenweg 11, 72076 Tübingen, Germany

    Robert Bosch Center for Tumor Diseases (RBCT), Auerbachstraße 110, 70367 Stuttgart, Germany
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  • Annika Nelde
    Correspondence
    Corresponding author.
    Affiliations
    Clinical Collaboration Unit Translational Immunology, German Cancer Consortium (DKTK), Department of Internal Medicine, University Hospital Tübingen, Otfried-Müller-Str. 10, 72076 Tübingen, Germany

    Institute for Cell Biology, Department of Immunology, University of Tübingen, Auf der Morgenstelle 15, 72076 Tübingen, Germany

    Cluster of Excellence iFIT (EXC2180) “Image-Guided and Functionally Instructed Tumor Therapies”, University of Tübingen, Röntgenweg 11, 72076 Tübingen, Germany
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  • Jonas S. Heitmann
    Affiliations
    Clinical Collaboration Unit Translational Immunology, German Cancer Consortium (DKTK), Department of Internal Medicine, University Hospital Tübingen, Otfried-Müller-Str. 10, 72076 Tübingen, Germany

    Cluster of Excellence iFIT (EXC2180) “Image-Guided and Functionally Instructed Tumor Therapies”, University of Tübingen, Röntgenweg 11, 72076 Tübingen, Germany
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Open AccessPublished:April 13, 2022DOI:https://doi.org/10.1016/j.ijid.2022.04.019

      Highlights

      • Association of different COVID-19 symptoms with SARS-CoV-2-directed immune responses.
      • Antibody levels are increased with severe fever, headache, and loss of smell and taste.
      • Decreased T cell responses are associated with severe cough or loss of smell and taste.

      Abstract

      Objectives

      Besides SARS-CoV-2-directed humoral immune responses, T cell responses are indispensable for effective antiviral immunity. Recent data have shown a correlation between COVID-19 symptoms and humoral immune response, but so far, little is known about the association of SARS-CoV-2-directed T cell responses and disease severity. Herein, we evaluated the prevalence of different clinical COVID-19 symptoms in relation to SARS-CoV-2-directed humoral and cellular immune responses.

      Methods

      The severity of eight different symptoms during acute infection were assessed using questionnaires from 193 convalescent individuals and were evaluated in relation to SARS-CoV-2 antibody levels and intensity of SARS-CoV-2-specific T cell responses 2–8 weeks after positive polymerase chain reaction.

      Results

      Although increased IgG serum levels could be associated with severity of most symptoms, no difference in T cell response intensity between different symptom severities was observed for the majority of COVID-19 symptoms. However, when analyzing loss of smell or taste and cough, awareness of more severe symptoms was associated with reduced T cell response intensities.

      Conclusions

      These data suggest that rapid virus clearance mediated by SARS-CoV-2-specific T cells prevents severe symptoms of COVID-19.

      Keywords

      Introduction

      SARS-CoV-2 induces highly variable clinical manifestations of COVID-19, ranging from asymptomatic infections or mild disease characteristics to severe and even life-threatening courses of disease (
      • García LF.
      Immune Response, Inflammation, and the Clinical Spectrum of COVID-19.
      ). Infected individuals present with a variety of different disease symptoms, comprising fever, fatigue, loss of smell and taste, cough, headache, and/or dyspnea (
      • Li LQ
      • Huang T
      • Wang YQ
      • Wang ZP
      • Liang Y
      • Huang TB
      • et al.
      COVID-19 patients' clinical characteristics, discharge rate, and fatality rate of meta-analysis.
      ). On the basis of the manifestations of these symptoms, patients are categorized into different disease severity groups (
      • Son KB
      • Lee TJ
      • Hwang SS.
      Disease severity classification and COVID-19 outcomes, Republic of Korea.
      ) with most patients experiencing mild symptoms that do not require medical intervention or hospitalization (
      • Nakamichi K
      • Shen JZ
      • Lee CS
      • Lee A
      • Roberts EA
      • Simonson PD
      • et al.
      Hospitalization and mortality associated with SARS-CoV-2 viral clades in COVID-19.
      ). After relief of symptoms, patients are considered to be protected from reinfection for several months, mediated by the immunological memory of the humoral and cellular immune system (
      • Tan Y
      • Liu F
      • Xu X
      • Ling Y
      • Huang W
      • Zhu Z
      • et al.
      Durability of neutralizing antibodies and T-cell response post SARS-CoV-2 infection.
      ). The humoral immune response (ie, SARS-CoV-2-specific antibodies) detected in convalescent individuals has led to the approval of immune therapeutics like the REGN-COV2 antibody cocktail (
      • Weinreich DM
      • Sivapalasingam S
      • Norton T
      • Ali S
      • Gao H
      • Bhore R
      • et al.
      REGN-COV2, a Neutralizing Antibody Cocktail, in Outpatients with Covid-19.
      ) and prophylactic vaccines, which aim to induce a protective immune response (
      • Polack FP
      • Thomas SJ
      • Kitchin N
      • Absalon J
      • Gurtman A
      • Lockhart S
      • et al.
      Safety and Efficacy of the BNT162b2 mRNA Covid-19 Vaccine.
      ). Although most infected individuals remain asymptomatic or show mild symptoms and mount a potent immune response, others suffer from a severe course of disease with a dysregulated immune reaction (
      • Kowalik MM
      • Trzonkowski P
      • Łasińska-Kowara M
      • Mital A
      • Smiatacz T
      • Jaguszewski M.
      COVID-19 - Toward a comprehensive understanding of the disease.
      ;

      Krämer B, Knoll R, Bonaguro L, ToVinh M, Raabe J, Astaburuaga-García R, et al. Early IFN-α signatures and persistent dysfunction are distinguishing features of NK cells in severe COVID-19. Immunity 2021.

      ;
      • Qin C
      • Zhou L
      • Hu Z
      • Zhang S
      • Yang S
      • Tao Y
      • et al.
      Dysregulation of Immune Response in Patients With Coronavirus 2019 (COVID-19) in Wuhan, China.
      ). A plethora of data are available regarding the characteristics of humoral and cellular immune responses in SARS-CoV-2-infected individuals (
      • Altmann DM
      • Boyton RJ.
      SARS-CoV-2 T cell immunity: Specificity, function, durability, and role in protection.
      ;
      • Bilich T
      • Nelde A
      • Heitmann JS
      • Maringer Y
      • Roerden M
      • Bauer J
      • et al.
      T cell and antibody kinetics delineate SARS-CoV-2 peptides mediating long-term immune responses in COVID-19 convalescent individuals.
      ;
      • Bilich T
      • Roerden M
      • Maringer Y
      • Nelde A
      • Heitmann JS
      • Dubbelaar ML
      • et al.
      Preexisting and Post-COVID-19 Immune Responses to SARS-CoV-2 in Patients with Cancer.
      ;
      • Brunk F
      • Moritz A
      • Nelde A
      • Bilich T
      • Casadei N
      • Fraschka SAK
      • et al.
      SARS-CoV-2-reactive T-cell receptors isolated from convalescent COVID-19 patients confer potent T-cell effector function.
      ;
      • Jarjour NN
      • Masopust D
      • Jameson SC.
      T Cell Memory: Understanding COVID-19.
      ;
      • Kared H
      • Redd AD
      • Bloch EM
      • Bonny TS
      • Sumatoh H
      • Kairi F
      • et al.
      SARS-CoV-2-specific CD8+ T cell responses in convalescent COVID-19 individuals.
      ;
      • Karlsson AC
      • Humbert M
      • Buggert M.
      The known unknowns of T cell immunity to COVID-19.
      ;
      • Nelde A
      • Bilich T
      • Heitmann JS
      • Maringer Y
      • Salih HR
      • Roerden M
      • et al.
      SARS-CoV-2-derived peptides define heterologous and COVID-19-induced T cell recognition.
      ;
      • Sekine T
      • Perez-Potti A
      • Rivera-Ballesteros O
      • Strålin K
      • Gorin JB
      • Olsson A
      • et al.
      Robust T Cell Immunity in Convalescent Individuals with Asymptomatic or Mild COVID-19.
      ;
      • Woldemeskel BA
      • Kwaa AK
      • Garliss CC
      • Laeyendecker O
      • Ray SC
      • Blankson JN.
      Healthy donor T cell responses to common cold coronaviruses and SARS-CoV-2.
      ;
      • Woodruff MC
      • Ramonell RP
      • Nguyen DC
      • Cashman KS
      • Saini AS
      • Haddad NS
      • et al.
      Extrafollicular B cell responses correlate with neutralizing antibodies and morbidity in COVID-19.
      ). Although antibody titers have been reported to be increased in patients with more severe COVID-19 (
      • Woodruff MC
      • Ramonell RP
      • Nguyen DC
      • Cashman KS
      • Saini AS
      • Haddad NS
      • et al.
      Extrafollicular B cell responses correlate with neutralizing antibodies and morbidity in COVID-19.
      ), so far, little is known about the correlation of T cell responses with clinical symptoms. T cells are not only central for immune modulation and for guiding B cells to produce antibodies, but they also play an important role in virus clearance by direct killing of SARS-CoV-2-infected cells (
      • Grifoni A
      • Weiskopf D
      • Ramirez SI
      • Mateus J
      • Dan JM
      • Moderbacher CR
      • et al.
      Targets of T Cell Responses to SARS-CoV-2 Coronavirus in Humans with COVID-19 Disease and Unexposed Individuals.
      ;
      • Kared H
      • Redd AD
      • Bloch EM
      • Bonny TS
      • Sumatoh H
      • Kairi F
      • et al.
      SARS-CoV-2-specific CD8+ T cell responses in convalescent COVID-19 individuals.
      ).
      Here, we studied the COVID-19 course of 193 individuals during asymptomatic to moderate SARS-CoV-2 infection and their association with SARS-CoV-2-specific antibody and T cell responses up to 59 days after acute infection. The documented differences in symptom severity and immune response provide insights into the role of T cell immunity against SARS-CoV-2 for the occurrence and severity of clinical symptoms.

      Methods

      Convalescents and blood samples

      Blood and serum samples as well as questionnaire-based assessment of donor characteristics and disease symptoms from convalescent volunteers after asymptomatic to moderate symptomatic SARS-CoV-2 infection (n = 193) were collected at the University Hospital Tübingen from April to July 2020. Informed consent was obtained in accordance with the Declaration of Helsinki protocol. The study was approved by and performed according to the guidelines of the local ethics committees (179/2020/BO2). SARS-CoV-2 infection was confirmed by polymerase chain reaction (PCR) test after nasopharyngeal swab. Donor recruitment was performed by online and paper-based advertising (homepage, flyer). Sample collection in terms of peripheral blood mononuclear cells (PBMCs) and serum was performed approximately 3–8 weeks after the end of symptoms and/or negative virus smear. Symptom categories were determined by subjective disease symptoms (no, mild, moderate, and severe; reported by questionnaire) of individual donors. Detailed donor characteristics and distribution of symptom severity are provided in Tables 1 and 2.
      Table 1Donor characteristics of COVID-19 convalescent donors.
      COVID-19 convalescent donors
      Number of donors193
      Age (years)
      Range18 - 79
      Mean43.3
      SD14
      Sex (n [%])
      Female91 (47)
      Male102 (53)
      Time PCR to sample collection (d)
      Range16 - 59
      Median41
      n: number of donors. %: percentage of donors. SD: standard deviation. PCR: polymerase chain reaction. d: days.
      Table 2Distribution of symptom severity in COVID-19 convalescent donors.
      SymptomnSymptom severity – n (%)
      AsymptomaticMildModerateSevere
      Feel sick19320 (10)39 (20)86 (45)48 (25)
      Cough19365 (34)63 (33)42 (22)23 (12)
      Fever19388 (46)32 (16)52 (27)21 (11)
      Sore throat193102 (53)49 (25)28 (15)14 (7)
      Headache19246 (24)47 (24)55 (29)44 (23)
      Loss of smell or taste19370 (36)22 (11)15 (8)86 (45)
      Shortness of breath192132 (69)32 (17)26 (13)2 (1)
      Fatigue19232 (17)40 (21)50 (26)70 (36)
      n: number of donors. %: percentage of donors.

      T cell and antibody responses

      Data on SARS-CoV-2-specific T cell responses assessed by interferon-γ (IFN-γ) enzyme-linked immunospot (ELISpot) assay, anti-SARS-CoV-2 nucleocapsid antibody titers assessed by Elecsys® anti-SARS-CoV-2 immunoassay (Roche Diagnostics), and anti-SARS-CoV-2 spike antibody titers assessed by Euroline Anti-SARS-CoV-2® (Euroimmune) were retrieved from a previous publication (
      • Nelde A
      • Bilich T
      • Heitmann JS
      • Maringer Y
      • Salih HR
      • Roerden M
      • et al.
      SARS-CoV-2-derived peptides define heterologous and COVID-19-induced T cell recognition.
      ). For this analysis, we considered SARS-CoV-2-specific T cell response intensities against the previously described SARS-CoV-2-specific epitope compositions for human leukocyte antigen (HLA) class I and HLA-DR. These SARS-CoV-2-specific epitope compositions were designed from immunogenic SARS-CoV-2-derived T cell epitopes, derived from different open reading frames, including spike, nucleocapsid, and membrane proteins, and recognized exclusively in convalescent patients after SARS-CoV-2 infection and not in SARS-CoV-2 unexposed individuals. The HLA class I and HLA-DR epitope compositions cover several different HLA class I and HLA-DR allotypes, respectively, to allow for standardized evaluation and determination of intensities of SARS-CoV-2-specific T cell responses. The intensity of T cell responses was measured as mean spot counts of duplicates in the ELISpot assay normalized to 5 × 105 cells minus the normalized mean spot count of the respective negative control.

      Software and statistical analysis

      Data are displayed as mean with standard deviation (SD), box plots as median with 25th or 75th quantiles and min/max whiskers. Continuous data were tested for distribution and individual groups were tested using an unpaired Mann-Whitney U test or Kruskal-Wallis test and corrected for multiple comparison, if applicable. Missing data were included in tables and in descriptive analysis. Graphs were plotted using GraphPad Prism v.9.1.2. Statistical analyses were conducted using JMP Pro (SAS Institute, v.15) software. P-values < 0.05 were considered statistically significant.

      Results

      Clinical characteristics of COVID-19 convalescent cohort

      For this study, we analyzed clinical symptoms and SARS-CoV-2-specific antibody and T cell response data of 193 convalescent donors with an asymptomatic to moderate COVID-19 course. None of the donors were hospitalized, had severe/life-threatening symptoms according to the World Health Organization (WHO) criteria (
      • Son KB
      • Lee TJ
      • Hwang SS.
      Disease severity classification and COVID-19 outcomes, Republic of Korea.
      ), or were vaccinated before SARS-CoV-2 infection. It is assumed that all infections were caused by the wild type of SARS-CoV-2, although samples were not sequenced. Antibody and T cell responses were assessed 16–59 days (median 40.5 days) after positive PCR (
      • Nelde A
      • Bilich T
      • Heitmann JS
      • Maringer Y
      • Salih HR
      • Roerden M
      • et al.
      SARS-CoV-2-derived peptides define heterologous and COVID-19-induced T cell recognition.
      ). Mean age of convalescents was 43.3 (SD ± 14) years. The male : female ratio was nearly equally distributed with 1 : 1.2. As expected, subjective symptom severity was heterogeneously distributed. The most frequent symptoms were “feel sick” (93%), followed by “fatigue” (86%). A total of 6% of study participants had reported no symptoms. Individuals experiencing “loss of smell or taste” or “fatigue” graded these symptoms mostly severe (45% and 36% of all convalescents, respectively). Interestingly, only two convalescents reported severe dyspnea according to questionnaire. Clinical data and details regarding distribution of severity of the respective symptom groups are presented in Tables 1 and 2.

      Antibody levels and COVID-19 symptoms

      As a first step, we compared antinucleocapsid-SARS-CoV-2 antibody titers of convalescent donors (
      • Nelde A
      • Bilich T
      • Heitmann JS
      • Maringer Y
      • Salih HR
      • Roerden M
      • et al.
      SARS-CoV-2-derived peptides define heterologous and COVID-19-induced T cell recognition.
      ) with the severity of subjective COVID-19 symptoms. In the case of the symptom “feel sick”, antibody titers were significantly higher in severe than asymptomatic, mild, and moderate cases (p-value 0.0043, 0.0023, and 0.044, respectively; Fig 1A). Regarding “cough”, there was a tendency for higher IgG titers in convalescents experiencing severe symptoms than other severity grades but without reaching statistical significance (Fig 1B). Antibody titers were significantly higher in convalescents reporting mild, moderate, and severe “fever” than asymptomatic cases (p-value 0.0003, <0.0001, and 0.0013, respectively; Fig 1C). Individuals with no and mild “sore throat” had significantly higher antibody titers than individuals with moderate symptoms (p-value 0.013 and 0.014, respectively; Fig 1D). Convalescents with severe “headache” showed significantly higher antibody levels than convalescents with no, mild, or moderate symptoms (p-value 0.011, 0.049, and 0.013, respectively; Fig 1E). In individuals reporting “loss of smell or taste”, IgG levels were significantly higher for convalescents with severe than for those with no symptoms (p-value 0.0002; Fig 1F). Considering “shortness of breath”, no significant difference between asymptomatic, mild, moderate, and severe symptoms was observed (Fig 1G). Convalescents experiencing severe or moderate “fatigue” had significantly higher IgG levels than convalescents without fatigue (p-value 0.016 and 0.026, respectively; Fig 1H). In addition, we compared antispike-SARS-CoV-2 antibody titers of convalescent donors (
      • Nelde A
      • Bilich T
      • Heitmann JS
      • Maringer Y
      • Salih HR
      • Roerden M
      • et al.
      SARS-CoV-2-derived peptides define heterologous and COVID-19-induced T cell recognition.
      ) with severity of subjective COVID-19 symptoms. Antibody titers were significantly higher in convalescents reporting severe manifestation of all assessed symptoms than asymptomatic individuals (Supplementary Fig 1). Taken together, antinucleocapsid IgG levels were significantly higher in individuals reporting severe manifestation of the symptoms “feel sick”, “fever”, “headache”, “loss of smell or taste”, and “fatigue” than in individuals without these symptoms, whereas antispike antibody titers differed for all assessed symptoms.
      Fig. 1
      Fig. 1Symptom severity and antibody response in COVID-19. Antinucleocapsid antibody (Ab) response (Elecsys® Anti-SARS-CoV-2 S-test) assessed in COVID-19 convalescent donors (n = 193) with different COVID-19 symptoms grouped according to respective symptom severities. Symptoms during COVID-19 (ie, [A] feel sick, [B] cough, [C] fever, [D] sore throat, [E] headache, [F] loss of smell or taste, [G] shortness of breath, and [H] fatigue) were assessed by questionnaire and grouped according to self-reported severity (no, mild, moderate, severe symptoms). p: p-value. Brackets mark significant p-values between two categories (Kruskal-Wallis test with Dunn correction), continuous lines indicate p-values between all categories (Kruskal-Wallis test). Box plots with min/max whiskers.

      T cell immunity and COVID-19 symptoms

      We compared the severity of COVID-19 symptoms with the intensity of SARS-CoV-2-specific T cell responses for HLA class I- and HLA-DR-restricted T cell epitopes, assessed by IFN-γ ELISpot assay using SARS-CoV-2-specific epitope compositions in PBMC samples of SARS-CoV-2 convalescents (
      • Nelde A
      • Bilich T
      • Heitmann JS
      • Maringer Y
      • Salih HR
      • Roerden M
      • et al.
      SARS-CoV-2-derived peptides define heterologous and COVID-19-induced T cell recognition.
      ). Intensity of HLA class I and HLA-DR T cell responses did not differ for the severity of the symptom “feel sick” (Fig 2A). Convalescent donors with moderate “cough” had a significantly decreased intensity of T cell responses to HLA class I epitope compositions than convalescents experiencing mild or no symptoms (p-value 0.0049 and 0.031, respectively; Fig 2B). Of note, convalescents with mild “cough” displayed significantly increased intensity of HLA-DR T cell responses compared with asymptomatic convalescents or convalescents experiencing moderate “cough” (p-value 0.014 or 0.041, respectively; Fig 2B). Regarding the severity of “fever”, T cell responses to HLA class I epitope compositions were found to be significantly decreased in severe compared with mild cases (p-value 0.031; Fig 2C). This was not observed for T cell responses to HLA-DR epitope compositions (Fig 2C). In individuals experiencing “sore throat” and “headache”, the intensity of T cell response did not differ between symptom grades for HLA class I and HLA-DR epitope compositions (Fig 2D and E). When grouped according to the severity of “loss of smell or taste”, T cell responses to HLA class I epitope composition were significantly decreased in severe compared with mild cases (p-value 0.031; Fig 2F). In contrast, T cell responses to HLA-DR epitope composition were not different among the four categories of severity (Fig 2F). Intensity of HLA class I and HLA-DR T cell responses showed no significant difference between symptom severity categories for “shortness of breath” and “fatigue” (Fig 2G and H). Of note, when dividing the study population according to the time of sample collection (cut-off median: 42 days) into two groups, we did not observe higher HLA class I nor HLA-DR T cell response at the earlier time point (Supplementary Fig 2). In summary, no difference in T cell response intensity between different symptom severities was observed for the majority of COVID-19 symptoms. However, for “loss of smell or taste” and “cough”, awareness of more severe symptoms was associated with lower HLA class I–restricted T cell response intensities.
      Fig. 2
      Fig. 2Symptom severity and intensity of SARS-CoV-2-specific T cell response in COVID-19. Intensity of SARS-CoV-2-specific HLA class I (left) and HLA-DR (right) T cell response in COVID-19 convalescent donors (n = 68 for HLA class I, n = 78 for HLA-DR) with different symptom severities in the course of COVID-19. Symptoms during COVID-19 (ie, [A] feel sick, [B] cough, [C] fever, [D] sore throat, [E] headache, [F] loss of smell or taste, [G] shortness of breath, and [H] fatigue) were assessed by questionnaire and grouped into four grades according to self-reported severity (no, mild, moderate, severe symptoms). p: p-value. Brackets mark significant p-values between two categories (Kruskal-Wallis test with Dunn correction), continuous lines indicate p-values between all categories (Kruskal-Wallis test). Box plots with min/max whiskers.

      Classification of symptoms and immune response

      When symptom severity was grouped in asymptomatic versus symptomatic (mild/moderate/severe), antinucleocapsid antibody titers differed significantly for “feel sick”, “fever”, “loss of smell or taste” and “fatigue” (p-value 0.048, <0.0001, 0.0003, and 0.0023, respectively; Table 3). When analyzing the humoral response in symptomatic convalescent donors (mild versus moderate/severe symptoms), no significant difference was observed for most symptoms except for “feel sick”, showing increased antinucleocapsid antibody titers in moderate/severe cases (p-value 0.013; Table 4).
      Table 3Analysis of symptoms (asymptomatic vs symptomatic convalescents) and antinucleocapsid antibody levels.
      SymptomAsymptomatic COVID-19 convalescent donorsSymptomatic COVID-19 convalescent donorsp-value
      nMean level of antibodiesSDnMean level of antibodiesSD
      Feel sick2024.7029.2617337.3835.030.048
      Cough6532.6132.9912837.8235.430.25
      Fever8823.0528.2610546.9735.81< 0.0001
      Sore throat10237.2133.129134.7836.390.38
      Headache4631.6133.4114637.7234.980.28
      Loss of smell/taste7026.3831.8812341.5835.040.0003
      Shortness of breath13234.6035.26039.8833.320.11
      Fatigue3221.9227.5916039.0635.300.0023
      Symptomatic convalescent individuals reported mild, moderate or severe symptoms. n: number of donors. SD: standard deviation; p-values calculated with Mann-Whitney-U test.
      Table 4Analysis of symptoms and antinucleocapsid antibody levels in symptomatic convalescents (mild versus moderate/severe).
      SymptomCOVID-19 convalescent donors with mild symptomsCOVID-19 convalescent donors with moderate/severe symptomsp-value
      nMean level of antibodiesSDnMean level of antibodiesSD
      Feel sick3927.7832.6413440.1735.330.013
      Cough6339.1436.466536.5534.640.65
      Fever3247.7536.557346.6335.740.74
      Sore throat4940.9237.974227.6233.480.053
      Headache4737.1534.939937.9835.180.67
      Loss of smell/taste2232.4331.0410143.5735.680.19
      Shortness of breath3238.7333.872841.1933.260.78
      Fatigue4031.0033.4412041.7435.630.054
      Symptomatic convalescent individuals reported mild, moderate or severe symptoms. n: number of donors. SD: standard deviation; p-values calculated with Mann-Whitney-U test.
      T cell responses did not differ significantly between asymptomatic and symptomatic (mild/moderate/severe) participants (Tables 5 and 6). Analyzing T cell responses in symptomatic convalescents (mild versus moderate/severe symptoms) revealed no significant difference for most symptoms (Fig 3), except for “cough” and “loss of smell or taste” where the intensity of HLA class I T cell responses was significantly decreased in moderate/severe cases (p-value 0.0095 and 0.025, respectively; Fig 3B and F). Similar results were observed for the symptom “cough” regarding T cell responses to HLA-DR epitope compositions but failed to reach statistical significance (Fig 3B).
      Table 5Analysis of symptoms (asymptomatic versus symptomatic convalescents) and HLA class I T cell response.
      SymptomAsymptomatic COVID-19 convalescent donorsSymptomatic COVID-19 convalescent donorsp-value
      nMean T cell intensitySDnMean T cell intensitySD
      Feel sick4307.54146.8364357.51268.060.82
      Cough13352.01223.1555355.17272.280.90
      Fever27333.67274.3541368.33256.150.61
      Sore throat31395.25259.9737320.48262.430.24
      Headache15298.81250.9953370.35265.280.55
      Loss of smell/taste20412.42257.6448330.47262.770.20
      Shortness of breath39358.69274.2229349.02249.440.97
      Fatigue7329.99226.0161357.39267.390.92
      Symptomatic convalescent individuals reported mild, moderate or severe symptoms. n: number of donors. SD: standard deviation; p-values calculated with Mann-Whitney U test. The intensity of T cell responses is depicted as mean spot counts of duplicates in the ELISpot assay normalized to 5 × 105 cells minus the normalized mean spot count of the respective negative control.
      Table 6Analysis of symptoms (asymptomatic versus symptomatic convalescents) and HLA-DR T cell response.
      SymptomAsymptomatic COVID-19 convalescent donorsSymptomatic COVID-19 convalescent donorsp-value
      nMean T cell intensitySDnMean T cell intensitySD
      Feel sick4582.00316.7074745.76450.410.45
      Cough16567.47314.7462781.20464.210.07
      Fever31648.12347.0447796.22493.190.24
      Sore throat36757.99501.1142719.67394.920.67
      Headache14728.43482.1864739.31439.840.68
      Loss of smell/taste23720.64556.4955744.35394.160.63
      Shortness of breath47688.97392.331810.72511.720.30
      Fatigue7663.14246.9971744.67459.870.66
      Symptomatic convalescent individuals reported mild, moderate, or severe symptoms. n: number of donors. SD: standard deviation; p-values calculated with Mann-Whitney U test. The intensity of T cell responses is depicted as mean spot counts of duplicates in the ELISpot assay normalized to 5 × 105 cells minus the normalized mean spot count of the respective negative control.
      Fig. 3
      Fig. 3Grouped symptom severity and intensity of SARS-CoV-2-specific T cell response in COVID-19. Intensity of SARS-CoV-2-specific HLA class I (left) and HLA-DR (right) T cell response in symptomatic COVID-19 convalescent donors with different symptom severities (mild versus moderate/severe) in the course of COVID-19. Symptoms during COVID-19, such as (A) feel sick (HLA class I: mild n = 10, moderate/severe n =54; HLA-DR: mild n = 12, moderate/severe n = 62), (B) cough (HLA class I: mild n = 28, moderate/severe n = 27; HLA-DR: mild n = 30, moderate/severe n = 32), (C) fever (HLA class I: mild n = 12, moderate/severe n = 29; HLA-DR: mild n = 13, moderate/severe n = 34), (D) sore throat (HLA class I: mild n = 19, moderate/severe n = 18; HLA-DR: mild n = 21, moderate/severe n = 21), (E) headache (HLA class I: mild n = 15, moderate/severe n = 38; HLA-DR: mild n = 19, moderate/severe n = 45), (F) loss of smell/taste (HLA class I: mild n = 6, moderate/severe n = 42; HLA-DR: mild n = 7, moderate/severe n = 48), (G) shortness of breath (HLA class I: mild n = 16, moderate/severe n = 13; HLA-DR: mild n = 17, moderate/severe n = 14), and (H) fatigue (HLA class I: mild n = 16, moderate/severe n = 45; HLA-DR: mild n = 17, moderate/severe n = 54) were assessed by questionnaire. Mod./Sev.: Moderate/severe; p: p-value; continues lines indicate p-values between all categories (Mann-Whitney U-test). Box plots with min/max whiskers.

      Discussion

      Patients with COVID-19 present with a variety of symptoms, ranging from asymptomatic infections or mild to severe courses of disease, potentially being also life-threatening and lethal (
      • Li LQ
      • Huang T
      • Wang YQ
      • Wang ZP
      • Liang Y
      • Huang TB
      • et al.
      COVID-19 patients' clinical characteristics, discharge rate, and fatality rate of meta-analysis.
      ;
      • Miller J
      • Yan KS.
      COVID-19 Gastrointestinal Symptoms and Attenuation of the Immune Response to SARS-CoV-2.
      ;
      • Qin C
      • Zhou L
      • Hu Z
      • Zhang S
      • Yang S
      • Tao Y
      • et al.
      Dysregulation of Immune Response in Patients With Coronavirus 2019 (COVID-19) in Wuhan, China.
      ;
      • Zhu J
      • Ji P
      • Pang J
      • Zhong Z
      • Li H
      • He C
      • et al.
      Clinical characteristics of 3062 COVID-19 patients: A meta-analysis.
      ). Patients with severe COVID-19 according to the WHO grading scale (
      • Son KB
      • Lee TJ
      • Hwang SS.
      Disease severity classification and COVID-19 outcomes, Republic of Korea.
      ) have been reported to develop a potent humoral immune response with high antibody titers against SARS-CoV-2 (
      • Horton DB
      • Barrett ES
      • Roy J
      • Gennaro ML
      • Andrews T
      • Greenberg P
      • et al.
      Determinants and dynamics of SARS-CoV-2 infection in a diverse population: 6-month evaluation of a prospective cohort study.
      ;
      • Qin C
      • Zhou L
      • Hu Z
      • Zhang S
      • Yang S
      • Tao Y
      • et al.
      Dysregulation of Immune Response in Patients With Coronavirus 2019 (COVID-19) in Wuhan, China.
      ). In this study, to the best of our knowledge, we are the first to report the association between symptom severity of subjective symptoms in 193 individuals with asymptomatic SARS-CoV-2 infection or mild to moderate COVID-19 (according to WHO) (
      • Son KB
      • Lee TJ
      • Hwang SS.
      Disease severity classification and COVID-19 outcomes, Republic of Korea.
      ) and humoral and cellular immune responses to SARS-CoV-2 by assessing both serum antibody titers as well as SARS-CoV-2-specific T cell responses. “Feel sick” and “fatigue” were the most reported symptoms in our cohort, which had also been reported in other large cohort studies (
      • Bakılan F
      • Gökmen İ G
      • Ortanca B
      • Uçan A
      • Eker Güvenç Ş
      • Şahin Mutlu F
      • et al.
      Musculoskeletal symptoms and related factors in postacute COVID-19 patients.
      ). In line with recent data, regarding elevated antispike antibody levels in severe/life-threatening COVID-19 in hospitalized patients (
      • Horton DB
      • Barrett ES
      • Roy J
      • Gennaro ML
      • Andrews T
      • Greenberg P
      • et al.
      Determinants and dynamics of SARS-CoV-2 infection in a diverse population: 6-month evaluation of a prospective cohort study.
      ;
      • Woodruff MC
      • Ramonell RP
      • Nguyen DC
      • Cashman KS
      • Saini AS
      • Haddad NS
      • et al.
      Extrafollicular B cell responses correlate with neutralizing antibodies and morbidity in COVID-19.
      ), we found serum antinucleocapsid antibody levels to increase with more severe COVID-19 for most symptoms and serum antispike antibody levels to increase with more severe COVID-19 for all symptoms. In contrast, T cell immune responses decreased or showed no difference between the severity of COVID-19 cases (
      • Toor SM
      • Saleh R
      • Sasidharan Nair V
      • Taha RZ
      • Elkord E
      T-cell responses and therapies against SARS-CoV-2 infection.
      ). These results indicate that the extent of the humoral immune response also appears to be associated with the severity of subjective symptoms in mild COVID-19 cases. Assessment of humoral immune responses to SARS-CoV-2 could therefore allow for the identification of asymptomatic individuals or patients with mild COVID-19, who would profit from early vaccination after recovery. This is supported by further data on SARS-CoV-2 antibodies in convalescent individuals, showing a decline in antibody titers a few weeks to months after infection (
      • Bilich T
      • Nelde A
      • Heitmann JS
      • Maringer Y
      • Roerden M
      • Bauer J
      • et al.
      T cell and antibody kinetics delineate SARS-CoV-2 peptides mediating long-term immune responses in COVID-19 convalescent individuals.
      ;
      • Haveri A
      • Ekström N
      • Solastie A
      • Virta C
      • Österlund P
      • Isosaari E
      • et al.
      Persistence of neutralizing antibodies a year after SARS-CoV-2 infection in humans.
      ;
      • Van Elslande J
      • Oyaert M
      • Ailliet S
      • Van Ranst M
      • Lorent N
      • Vande Weygaerde Y
      • et al.
      Longitudinal follow-up of IgG anti-nucleocapsid antibodies in SARS-CoV-2 infected patients up to eight months after infection.
      ). Assuming a linear decline, patients with high antibody titers would remain seropositive longer than those with initially lower antibody titers. This suggests that patients with asymptomatic or mild COVID-19 are more likely to be earlier seronegative for SARS-CoV-2 antibodies after infection. Although antibody titers have been shown to rapidly decrease after infection (
      • Marot S
      • Malet I
      • Leducq V
      • Zafilaza K
      • Sterlin D
      • Planas D
      • et al.
      Rapid decline of neutralizing antibodies against SARS-CoV-2 among infected healthcare workers.
      ), T cell responses appear to persist longer (
      • Altmann DM
      • Boyton RJ.
      SARS-CoV-2 T cell immunity: Specificity, function, durability, and role in protection.
      ;
      • Bilich T
      • Nelde A
      • Heitmann JS
      • Maringer Y
      • Roerden M
      • Bauer J
      • et al.
      T cell and antibody kinetics delineate SARS-CoV-2 peptides mediating long-term immune responses in COVID-19 convalescent individuals.
      ) and, in the case of SARS-CoV-1, were still detectable up to 17 years after infection (
      • Anderson DE
      • Tan CW
      • Chia WN
      • Young BE
      • Linster M
      • Low JH
      • et al.
      Lack of cross-neutralization by SARS patient sera towards SARS-CoV-2.
      ).
      So far, the humoral immune response to SARS-CoV-2 is used to determine previous infection as well as antiviral immunity after vaccination (
      • Polack FP
      • Thomas SJ
      • Kitchin N
      • Absalon J
      • Gurtman A
      • Lockhart S
      • et al.
      Safety and Efficacy of the BNT162b2 mRNA Covid-19 Vaccine.
      ). The underlying reason for elevated antibody titers in patients with severe COVID-19 is not yet fully understood and is considered to be the result of a more pronounced immune activation. A dysregulated immune response resulting in antibody-dependent enhancement (ADE) has been described for patients infected with SARS-CoV-1 (
      • Karthik K
      • Senthilkumar TMA
      • Udhayavel S
      • Raj GD.
      Role of antibody-dependent enhancement (ADE) in the virulence of SARS-CoV-2 and its mitigation strategies for the development of vaccines and immunotherapies to counter COVID-19.
      ;
      • Negro F.
      Is antibody-dependent enhancement playing a role in COVID-19 pathogenesis?.
      ) and might also contribute to disease severity in COVID-19.
      So far, limited data have been provided on the association of T cell responses and COVID-19 symptoms (
      • Kim JY
      • Kwon JS
      • Bae S
      • Cha HH
      • Lim JS
      • Kim MC
      • et al.
      SARS-CoV-2-Specific Antibody and T Cell Response Kinetics According to Symptom Severity.
      ). Herein, we used previously reported data on SARS-CoV-2-specific T cell responses against HLA class I- and HLA-DR-restricted SARS-CoV-2-derived epitope compositions (
      • Nelde A
      • Bilich T
      • Heitmann JS
      • Maringer Y
      • Salih HR
      • Roerden M
      • et al.
      SARS-CoV-2-derived peptides define heterologous and COVID-19-induced T cell recognition.
      ) for a respective correlative study. Interestingly, in contrast to humoral immune responses, intensities of T cell responses were found to be not associated with symptom severity or were even decreased in individuals with worse symptoms in most cases. This held true for both HLA class I- and HLA-DR-restricted T cell responses, indicating that a broad T cell response is induced even after mild disease symptoms. One might speculate that a more symptomatic disease is triggered and enhanced by negative effects of antibody response (
      • Karthik K
      • Senthilkumar TMA
      • Udhayavel S
      • Raj GD.
      Role of antibody-dependent enhancement (ADE) in the virulence of SARS-CoV-2 and its mitigation strategies for the development of vaccines and immunotherapies to counter COVID-19.
      ;
      • Negro F.
      Is antibody-dependent enhancement playing a role in COVID-19 pathogenesis?.
      ), whereas early viral clearance by T cells might protect against a worse disease course.
      A major problem of COVID-19 is the potential persistence of long-term symptoms (
      • Huang C
      • Huang L
      • Wang Y
      • Li X
      • Ren L
      • Gu X
      • et al.
      6-month consequences of COVID-19 in patients discharged from hospital: a cohort study.
      ;
      • Mendelson M
      • Nel J
      • Blumberg L
      • Madhi SA
      • Dryden M
      • Stevens W
      • et al.
      Long-COVID: An evolving problem with an extensive impact.
      ), which could be due to a dysregulated or overactive immune response. Whether intensity and characteristics of T cell or antibody responses are associated with occurrence of long-term symptoms is yet unclear but constitutes an important question.
      Our study population represents the majority of all COVID-19 cases, including asymptomatic to moderate cases according to WHO classification (
      • Jiang Y
      • Wei X
      • Guan J
      • Qin S
      • Wang Z
      • Lu H
      • et al.
      COVID-19 pneumonia: CD8(+) T and NK cells are decreased in number but compensatory increased in cytotoxic potential.
      ;
      • Liu J
      • Li S
      • Liu J
      • Liang B
      • Wang X
      • Wang H
      • et al.
      Longitudinal characteristics of lymphocyte responses and cytokine profiles in the peripheral blood of SARS-CoV-2 infected patients.
      ;
      • Mulchandani R
      • Lyngdoh T
      • Kakkar AK.
      Deciphering the COVID-19 cytokine storm: Systematic review and meta-analysis.
      ;
      • Sattler A
      • Angermair S
      • Stockmann H
      • Heim KM
      • Khadzhynov D
      • Treskatsch S
      • et al.
      SARS-CoV-2-specific T cell responses and correlations with COVID-19 patient predisposition.
      ). The severity of disease symptoms, however, was assessed using a questionnaire, which had to be taken with caution in consideration of nonobjective individual self-assessment (
      • Maddox GL
      • Douglass EB.
      Self-assessment of health: a longitudinal study of elderly subjects.
      ;
      • Ward M
      • Gruppen L
      • Regehr G.
      Measuring self-assessment: current state of the art.
      ). In conclusion, we showed that in contrast to antibody responses, SARS-CoV-2-directed T cell responses are not elevated in severe COVID-19 cases but are equally strong for different disease severities, highlighting the strength of T cell-based immunity for viral clearance.

      Author Contributions

      H.R.S., J.S.W, A.N., and J.S.H designed study. C.M.T., T.B., Y.M., and J.S.H. collected convalescent data. C.M.T. and J.S.H analyzed data and performed statistical analyses. C.M.T., H.R.S., J.S.W, A.N., and J.S.H. drafted the manuscript. All authors revised and approved the manuscript.

      Declaration of Competing Interest

      A.N., T.B., and J.S.W. hold patents on peptides described in this manuscript, secured under the numbers 20_169_047.6 and 20_190_070.1. The other authors declare no competing interests.

      Acknowledgments

      We thank all the donors for supporting of our research. We thank all technicians for technical support and project coordination. This work was supported by the Bundesministerium für Bildung und Forschung (FKZ:01KI20130; J.S.W.), the Deutsche Forschungsgemeinschaft (German Research Foundation, grant WA 4608/1-2; J.S.W.), the Deutsche Forschungsgemeinschaft under Germany's Excellence Strategy (grant EXC2180-390900677; J.S.W., and H.R.S.), the German Cancer Consortium (H.R.S.), the Wilhelm Sander Stiftung (grant 2016.177.2; J.S.W.), the José Carreras Leukämie-Stiftung (grant DJCLS 05R/2017; J.S.W.), and the Fortüne Program of the University of Tübingen (Fortüne no. 2451-0-0; J.S.W.).

      Appendix. Supplementary materials

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