| Literature DB >> 35203509 |
Francisco Javier Gil-Etayo1,2, Sara Garcinuño2, Alberto Utrero-Rico2, Oscar Cabrera-Marante1,2, Daniel Arroyo-Sanchez1,2, Esther Mancebo1,2, Daniel Enrique Pleguezuelo1,2, Edgard Rodríguez-Frías1,2, Luis M Allende1,2,3, Pablo Morales-Pérez1,2, María José Castro-Panete1,2, Antonio Lalueza2,4,5, Carlos Lumbreras2,4,5, Estela Paz-Artal1,2,3, Antonio Serrano1,2,6.
Abstract
The Th1/Th2 balance plays a crucial role in the progression of different pathologies and is a determining factor in the evolution of infectious diseases. This work has aimed to evaluate the early, or on diagnosis, T-cell compartment response, T-helper subsets and anti-SARS-CoV-2 antibody specificity in COVID-19 patients and to classify them according to evolution based on infection severity. A unicenter, randomized group of 146 COVID-19 patients was divided into four groups in accordance with the most critical events during the course of disease. The immunophenotype and T-helper subsets were analyzed by flow cytometry. Asymptomatic SARS-CoV-2 infected individuals showed a potent and robust Th1 immunity, with a lower Th17 and less activated T-cells at the time of sample acquisition compared not only with symptomatic patients, but also with healthy controls. Conversely, severe COVID-19 patients presented with Th17-skewed immunity, fewer Th1 responses and more activated T-cells. The multivariate analysis of the immunological and inflammatory parameters, together with the comorbidities, showed that the Th1 response was an independent protective factor for the prevention of hospitalization (OR 0.17, 95% CI 0.03-0.81), with an AUC of 0.844. Likewise, the Th1 response was found to be an independent protective factor for severe forms of the disease (OR 0.09, 95% CI: 0.01-0.63, p = 0.015, AUC: 0.873). In conclusion, a predominant Th1 immune response in the acute phase of the SARS-CoV-2 infection could be used as a tool to identify patients who might have a good disease evolution.Entities:
Keywords: COVID-19; SARS-CoV2; T helper; T-cell subsets; Th1; Th17; Th2; cell mediated immunity; imbalanced immune response
Year: 2022 PMID: 35203509 PMCID: PMC8869678 DOI: 10.3390/biomedicines10020296
Source DB: PubMed Journal: Biomedicines ISSN: 2227-9059
Figure 1Classification of patients according to the most critical event during the evolution of the disease. (Group 1) Non-Hospitalized patients who did not develop symptoms. (Group 2) Non-Hospitalized patients who developed mild symptoms. (Group 3) Hospitalized patients with mild to moderate symptoms. (Group 4) Hospitalized patients with ARDS.
Population characteristics of non-hospitalized and hospitalized COVID-19 patients.
| Variables | Non-Hospitalized; | Hospitalized; | |
|---|---|---|---|
| Age | 48.5 (39–63) | 58.5 (46–72) | 0.004 |
| Sex (male) | 29 (54%) | 58 (63%) | 0.038 |
| LDH | 276.5 (222.5–310) | 336 (225.5–402.2) | 0.001 |
| CRP | 2.9 (1.3–5.2) | 6 (3.7–11) | <0.001 |
| DD | 555 (299.5–907.5) | 691 (410–1414) | 0.058 |
LDH; lactate dehydrogenase; CRP; C-Reactive protein, DD; Dimer-D.
Figure 2Sex distribution according to disease progression. A: asymptomatic; SY: symptomatic without hospitalization requirements; M: mild to moderate; S: severe; D: deceased patients. p-value = 0.021. Light purple: Female; Dark blue: Male.
Differential T phenotype between healthy controls and COVID-19 patients.
| Healthy Control; | COVID-19 Cohort; | ||||
|---|---|---|---|---|---|
| Variables | Median | IQR | Median | IQR | |
| Lymphocytes | 1846 | 1585–2129 | 1100 | 800–1500 | < 0.001 |
| CD4 count | 783 | 664–1099 | 636 | 416–708 | 0.012 |
| %CD4 Naïve | 35 | 29.32–46.65 | 30.3 | 18.8–38.1 | 0.028 |
| %CD4 CM | 41 | 30.22–46 | 36.7 | 27.97–46.2 | 0.499 |
| %CD4 EM | 18.3 | 13.6–24.9 | 25.8 | 18.6–35.2 | 0.001 |
| %CD4 TEMRA | 0.7 | 0.3–1.92 | 1.5 | 0.5–4 | 0.087 |
| %CD4 activation | 4.1 | 3.47–5.52 | 6.2 | 3.5–9.5 | 0.023 |
| %CD4 senescence | 7.4 | 4.85–12.9 | 5.5 | 2.9–10.1 | 0.112 |
| %CD4 double positive | 0.8 | 0.5–1.17 | 1 | 0.4–2.4 | 0.505 |
| CD8 count | 404 | 285–524 | 296 | 185–477 | 0.022 |
| %CD8 Naïve | 27.6 | 17.8–41.12 | 13 | 5.5–23 | <0.001 |
| %CD8 CM | 13.7 | 8.37–18.7 | 8.3 | 5.1–11.2 | <0.001 |
| %CD8 EM | 42 | 26.6–49.9 | 48.1 | 40–60.2 | <0.001 |
| %CD8 TEMRA | 10 | 7.52–24.5 | 20.5 | 11–30.5 | 0.003 |
| %CD8 activation | 9.5 | 6–12.6 | 18 | 9.1–26 | <0.001 |
| %CD8 senescence | 26.2 | 20–35.9 | 38.7 | 18.75–50 | 0.024 |
| %CD8 double positive | 4.5 | 2.4–8.32 | 6 | 2.67–12.95 | 0.08 |
Naive (CCR7+ (CD45RA+); CM, Central memory (CCR7+/CD45RA-), EM, Effector memory (CCR7-/CD45RA-); TEMRA (CCR7-/CD45RA+), Terminal differentiated T memory cells; activated T-cells, HLA-DR+; senescent; CD57+ HLA-DR+/CD57+, double positive.
Figure 3Differences in lymphocyte subsets between healthy controls, non-hospitalized and hospitalized COVID-19 patients separately. (A) Lymphocyte count (cells/µL) (B) Number of CD4+ (cells/µL) T cells (C) Number of CD8+ (cells/µL) T cells (D) Percentage of naive (CCR7+/CD45RA+) CD4+ T cells (E) Percentage of CM (central memory, CCR7+/CD45RA-) CD4+ T cells (F) Percentage of EM (effector memory, CCR7-/CD45RA-) CD4+ T cells (G) Percentage of TEMRA (Terminal differentiated T memory cells, CCR7-/CD45RA+) CD4+ T cells (H) Percentage of activated (HLA-DR+) CD4+ T cells (I) Percentage of senescent (CD57+) CD4+ T cells (J) Percentage of double positive (HLA-DR+/CD57+) CD4+ T cells (K) Percentage of naive (CCR7+/CD45RA+) CD8+ T cells (L) Percentage of CM (central memory, CCR7+/CD45RA-) CD8+ T cells (M) Percentage of EM (effector memory, CCR7-/CD45RA-) CD8+ T cells (N) Percentage of TEMRA (Terminal differentiated T memory cells, CCR7-/CD45RA+) CD8+ T cells (O) Percentage of activated (HLA-DR+) CD8+ T cells (P) Percentage of senescent (CD57+) CD8+ T cells (Q) Percentage of double positive (HLA-DR+/CD57+) CD8+ T cells. NH; Non-hospitalized COVID-19 patients, H; Hospitalized COVID-19 patients, HC; Healthy controls. ns, not-significant; * p < 0.05; ** p < 0.01; *** p < 0.001.
Figure 4Lymphocytic comparison of asymptomatic COVID-19 patients vs. symptomatic ones. (A) Lymphocyte count (cells/µL) (B) Number of CD8+ (cells/µL) T cells (C) Percentage of activated (HLA-DR+) CD8+ T cells. AS; asymptomatic COVID-19 patients, SY; symptomatic COVID-19 patients without hospitalization requirements, M; mild to moderate hospitalized COVID-19 patients and S; Severe COVID-19 patients. ns, not-significant; * p < 0.05; ** p < 0.01.
Figure 5Differences of Th subsets between healthy controls, non-hospitalized and hospitalized COVID-19 patients separately. (A) Total percentage of Th1 CD4+ T cells (B) Total parentage of Th2 TCD4+ T cells (C) Total percentage of Th17 CD4+ T cells (D) Percentage of early-activated (ICOS+/PD-1-)Th1 CD4+ T cells (E) Percentage of early-activated (ICOS+/PD-1-)Th2 CD4+ T cells (F) Percentage of early-activated (ICOS+/PD-1-)Th17 CD4+ T cells (G) Percentage of late-activated (ICOS+/PD-1+)Th1 CD4+ T cells (H) Percentage of late-activated (ICOS+/PD-1+)Th2 CD4+ T cells (I) Percentage of late-activated (ICOS+/PD-1+)Th17 CD4+ T cells (J) Percentage of senescent (ICOS-/PD-1+)Th1 CD4+ T cells (K) Percentage of senescent (ICOS-/PD-1+)Th2 CD4+ T cells (L) Percentage of senescent (ICOS-/PD-1+)Th17 CD4+ T cells (M) Percentage of quiescent (ICOS-/PD-1-)Th1 CD4+ T cells (N) Percentage of quiescent (ICOS-/PD-1-)Th2 CD4+ T cells (O) Percentage of quiescent (ICOS-/PD-1-)Th17 CD4+ T cells. NH; Non-hospitalized COVID-19 patients, H; Hospitalized COVID-19 patients, HC; Healthy controls. ns, not significant; * p < 0.05; ** p < 0.01; *** p < 0.001.
Figure 6Th subsets in asymptomatic and symptomatic COVID-19 patients without hospitalization requirements. (A) Total percentage of Th1 CD4+ T cells (B) Total parentage of Th2 CD4+ T cells (C) Total percentage of Th17 CD4+ T cells (D) Percentage of early-activated (ICOS+/PD-1-)Th1 CD4+ T cells (E) Percentage of early-activated (ICOS+/PD-1-)Th2 CD4+ T cells (F) Percentage of early-activated (ICOS+/PD-1-)Th17 CD4+ T cells (G) Percentage of late-activated (ICOS+/PD-1+)Th1 CD4+ T cells (H) Percentage of late-activated (ICOS+/PD-1+)Th2 CD4+ T cells (I) Percentage of late-activated (ICOS+/PD-1+)Th17 CD4+ T cells (J) Percentage of senescent (ICOS-/PD-1+)Th1 CD4+ T cells (K) Percentage of senescent (ICOS-/PD-1+)Th2 CD4+ T cells (L) Percentage of senescent (ICOS-/PD-1+)Th17 CD4+ T cells (M) Percentage of quiescent (ICOS-/PD-1-)Th1 CD4+ T cells (N) Percentage of quiescent (ICOS-/PD-1-)Th2 CD4+ T cells (O) Percentage of quiescent (ICOS-/PD-1-)Th17 CD4+ T cells. AS; asymptomatic COVID-19 and S; symptomatic COVID-19 without hospitalization requirements. ns, not-significant; * p < 0.05.
Figure 7Th subsets: comparison of asymptomatic COVID-19 vs. symptomatic ones. (A) Total percentage of Th1 CD4+ T cells (B) Total parentage of Th2 CD4+ T cells (C) Total percentage of Th17 CD4+ T cells (D) Percentage of early-activated (ICOS+/PD-1-)Th1 CD4+ T cells (E) Percentage of early-activated (ICOS+/PD-1-)Th2 CD4+ T cells (F) Percentage of early-activated (ICOS+/PD-1-)Th17 CD4+ T cells (G) Percentage of late-activated (ICOS+/PD-1+)Th1 CD4+ T cells (H) Percentage of late-activated (ICOS+/PD-1+)Th2 CD4+ T cells (I) Percentage of late-activated (ICOS+/PD-1+)Th17 CD4+ T cells (J) Percentage of senescent (ICOS-/PD-1+)Th1 CD4+ T cells (K) Percentage of senescent (ICOS-/PD-1+)Th2 CD4+ T cells (L) Percentage of senescent (ICOS-/PD-1+)Th17 CD4+ T cells (M) Percentage of quiescent (ICOS-/PD-1-)Th1 CD4+ T cells (N) Percentage of quiescent (ICOS-/PD-1-)Th2 CD4+ T cells (O) Percentage of quiescent (ICOS-/PD-1-)Th17 CD4+ T cells. AS; asymptomatic COVID-19 patients, SY; symptomatic COVID-19 patients without hospitalization requirements, M; mild to moderate hospitalized COVID-19 patients and S; Severe COVID-19 patients. ns, not significant; * p < 0.05; *** p < 0.001.
Comorbidities in hospitalized vs. non-hospitalized patients (upper zone) and in those hospitalized patients who required admission to the ICU (lower zone).
| Condition (All Patients) | Hospitalized | Not Hospitalized | OR | 95% CI | |||
|---|---|---|---|---|---|---|---|
| Patients with comorbidities | 51 | (55.4%) | 22 | (40.7%) | 0.0865 | ||
| Myocardial infarction | 0 | (0%) | 1 | (1.9%) | 0.3699 | ||
| Diabetes mellitus | 18 | (19.6%) | 7 | (13%) | 0.3066 | ||
| Advanzed chronical kidney disease | 0 | (0%) | 2 | (3.7%) | 0.1352 | ||
| Active smokers | 3 | (3.3%) | 4 | (7.4%) | 0.4239 | ||
| Former smokers | 12 | (13%) | 3 | (5.6%) | 0.1718 | ||
| Obesity | 16 | (17.4%) | 4 | (7.4%) | 0.1336 | ||
| Dyslipidemia | 23 | (25%) | 9 | (16.7%) | 0.2416 | ||
| Hypertension | 27 | (29.3%) | 13 | (24.1%) | 0.4903 | ||
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| Patients with comorbidities | 16 | (76.2%) | 35 | (49.3%) | 0.0303 | 3.29 | 1.09–9.95 |
| Myocardial infarction | 0 | 0 | |||||
| Diabetes mellitus | 5 | (23.8%) | 13 | (18.3%) | 0.5768 | ||
| Advanzed chronical kidney disease | 0 | 0 | |||||
| Active smokers | 2 | (9.5%) | 1 | (1.4%) | 0.1293 | ||
| Former smokers | 3 | (14.3%) | 9 | (12.7%) | 1.0 | ||
| Obesity | 7 | (33.3%) | 9 | (12.7%) | 0.0291 | 3.44 | 1.10–10.83 |
| Dyslipidemia | 7 | (33.3%) | 16 | (22.5%) | 0.3154 | ||
| Hypertension | 9 | (42.9%) | 18 | (25.4%) | 0.1217 | ||
Risk factors associated with hospitalization requirements.
| Variables | Univariate | Multivariate | ||||
|---|---|---|---|---|---|---|
| OR | OR 95% CI | OR | OR 95% CI | |||
| (A) NH vs. H | ||||||
| Sex (male) | 2.13 | 1.07–4.22 | 0.03 | 1.3 | 0.54–3.11 | 0.544 |
| Age | 1.03 | 1–1.04 | 0.006 | 1.02 | 0.9–1.04 | 0.077 |
| Lymphocytes | 0.3 | 0.13–0.65 | 0.003 | 0.47 | 0.18–1.23 | 0.126 |
| %CD4 activation | 2.87 | 1.3–5.94 | 0.005 | 2.53 | 0.94–6.82 | 0.066 |
| %CD8 activation | 2.42 | 1.14–5.12 | 0.02 | 1.41 | 0.48–4.07 | 0.526 |
| %Th1 | 0.3 | 0.11–0.78 | 0.014 | 0.18 | 0.04–0.75 | 0.018 |
| LDH | 1 | 1–1.1 | 0.006 | 1.1 | 1–1.1 | 0.016 |
| CRP | 1.1 | 1–1.14 | 0.032 | 1 | 0.93–1.07 | 0.956 |
| Area Under the ROC Curve | 0.802 | (0.723–0.867) | ||||
| (B) NS vs. S | ||||||
| Age | 1.02 | 1–1.04 | 0.023 | 1.02 | 0.99–1.05 | 0.069 |
| Comorbidity | 2.94 | 1.39–6.2 | 0.004 | 2.57 | 0.9–7.35 | 0.076 |
| Obesity | 3.44 | 1.31–9.05 | 0.012 | 2.08 | 0.67–6.42 | 0.199 |
| Lymphocytes | 0.4 | 0.19–0.86 | 0.019 | 0.49 | 0.2–1.23 | 0.131 |
| %Th1 quiescence | 0.37 | 0.17–0.80 | 0.012 | 0.34 | 0.13–0.85 | 0.022 |
| %Th2 late-activation | 3.41 | 1.24–9.38 | 0.017 | 5.71 | 1.65–19.74 | 0.005 |
| %Th17 quiescence | 2.3 | 1.01–5.24 | 0.046 | 2.9 | 1.02–8.23 | 0.045 |
| Area Under the ROC Curve | 0.801 | (0.727–0.863) | ||||
| (C) NH vs. M | ||||||
| Age | 1.01 | 0.99–1.04 | 0.072 | 1.01 | 0.99–1.04 | 0.199 |
| Lymphocytes | 0.37 | 0.15– 0.89 | 0.026 | 0.94 | 0.28–2.83 | 0.086 |
| CD4 count | 0.44 | 0.26–0.75 | 0.002 | 0.62 | 0.31–1.25 | 0.185 |
| %CD4 activation | 2.8 | 1.3–6.08 | 0.008 | 2.58 | 1.12–2.95 | 0.026 |
| %Th1 | 0.36 | 0.12–1.12 | 0.078 | 0.32 | 0.8–1.23 | 0.099 |
| Area Under the ROC Curve | 0.762 | (0.334–0.841) | ||||
| (D) NH vs. S | ||||||
| Comorbidity | 3.11 | 1.35–7.18 | 0.007 | 3.6 | 1.21–10.71 | 0.021 |
| Obesity | 4.16 | 1.22–14.19 | 0.022 | 4.48 | 0.81–25 | 0.086 |
| Lymphocytes | 0.23 | 0.089–0.63 | 0.004 | 0.24 | 0.07–0.73 | 0.012 |
| %CD8 activation | 4.14 | 1.75–9.83 | 0.001 | 5.91 | 1.93–18.03 | 0.0018 |
| %Th1 | 0.23 | 0.06–0.87 | 0.03 | 0.17 | 0.03–0.81 | 0.025 |
| %Th17 early-activation | 6.79 | 0.76–60.5 | 0.085 | 1.53 | 0.13–16.93 | 0.725 |
| Area Under the ROC Curve | 0.844 | (0.756–0.909) | ||||
| (E) M vs. S | ||||||
| Comrbidity | 2.75 | 1.17–6.46 | 0.019 | 5.08 | 1.54–16.75 | 0.007 |
| %CD4 senescence | 0.33 | 0.09–1.14 | 0.082 | 0.11 | 0.02–0.64 | 0.014 |
| %CD8 activation | 2.89 | 1.23–6.79 | 0.014 | 2.53 | 0.54–11.92 | 0.237 |
| %CD8 double positive | 1.09 | 1.03–1.16 | 0.004 | 1.12 | 0.99–1.27 | 0.052 |
| %Th1 quiescence | 0.43 | 0.18–1.03 | 0.061 | 0.27 | 0.08–0.86 | 0.027 |
| LDH | 1 | 1–1.01 | 0.008 | 1 | 1–1.01 | 0.013 |
| Area Under the ROC Curve | 0.86 | (0.770–0.925) | ||||
| (F) A vs. SY | ||||||
| %CD4 CD57+ | 0.23 | 0.03–1.33 | 0.12 | 0.31 | 0.04–2.07 | 0.231 |
| %Th1 | 0.2 | 0.049–0.8 | 0.023 | 0.23 | 0.05–0.96 | 0.045 |
| Area Under the ROC Curve | 0.697 | (0.557–0.815) | ||||
| (G) A vs. S | ||||||
| Lymphocytes | 0.18 | 0.04–0.81 | 0.025 | 0.38 | 0.07–1.95 | 0.247 |
| %CD8 activation | 6.57 | 1.28–33.61 | 0.023 | 6.67 | 1.05–45.6 | 0.044 |
| %Th1 | 0.07 | 0.01–0.37 | 0.002 | 0.09 | 0.01–0.63 | 0.015 |
| Area Under the ROC Curve | 0.837 | (0.714–0.922) | ||||
Activated T-cells, HLA-DR+; senescence; CD57+ and ICOS-/PD-1+; double positive, HLA-DR+/CD57+; early-activation cells, ICOS+/PD-1-; late-activation cells, ICOS+/PD-1 quiescence, ICOS-/PD-1-; LDH, lactate dehydrogenase; CRP, C-Reactive protein.
Figure 8Heatmap and hierarchical clustering analysis of asymptomatic COVID-19 patients vs. COVID-19 patients with severe forms of the disease. Two different groups are represented, asymptomatic patients with higher total number of lymphocytes and robust Th1 immunity and those patients with severe forms of the disease with a higher proportion of activated CD8+ T cells.