| Literature DB >> 35196808 |
Waleed Aljabr1, Ahod Al-Amari2, Basma Abbas3, Alaa Karkashan3, Saad Alamri1, Mohammed Alnamnakani4, Athba Al-Qahtani1.
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection affects the stimulatory levels of cellular-mediated immunity, which plays an essential role in controlling SARS-CoV-2 infection. In fact, several studies have shown the association of lymphopenia with severe COVID-19 in patients. The aim of this study is to investigate the response of the immune system, including cell-mediated immunity and antibody production, during different stages of SARS-CoV-2 infection. Peripheral blood and serum samples were collected from patients with moderate infection, patients under medication (hospitalized), patients who had recovered, and healthy individuals (n = 80). Flow cytometry analysis was performed on peripheral blood samples to determine the cellular immunity profile of each patient. The data showed a significant reduction in the levels of CD3+, CD4+, and CD8+ T cells and CD45+ cells in the moderate and under-medication groups, suggesting lymphopenia in those patients. Also, enzyme-linked immunosorbent assay (ELISA) was conducted on the serum samples to measure the levels of antibodies, including IgM and IgG, in each patient. The results revealed a significant increase in the levels of IgM in the moderate infection and under-medication patients, thus indicating the production of IgM during the first week of infection. Furthermore, changes in the levels of IgG were significantly detected among recovered patients, indicating therefore a remarkable increase during the recovery stage of SARS-CoV-2 infection and thus a strong humoral-mediated immunity. In summary, the results of this study may help us to understand the main role of the cellular immune responses, including CD3+, CD4+, and CD8+ T cells, against SARS-CoV-2 infection. This understanding might support the development of SARS-CoV-2 treatments and vaccines in the near future. IMPORTANCE Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) emerged in late 2019 in China. This virus is a serious threat to people not only in China but also worldwide, where it has been detected in over 222 countries. It has been reported that ∼3.4% of SARS-CoV-2-infected patients have died. The significance of our study relies on the fact that an enzyme-linked immunosorbent assay and flow cytometry were used to measure the levels of antibodies and cellular immune response, respectively, from clinical samples of patients infected with SARS-CoV-2.Entities:
Keywords: CD4; CD8; COVID-19; IgG; IgM; SARS-CoV-2; T cells
Mesh:
Substances:
Year: 2022 PMID: 35196808 PMCID: PMC8865559 DOI: 10.1128/spectrum.00845-21
Source DB: PubMed Journal: Microbiol Spectr ISSN: 2165-0497
ANOVA results
| ANOVA parameter | Sum of squares | df | Mean square |
| Significance |
|---|---|---|---|---|---|
| Lymph events | |||||
| Between groups | 2,421,353.063 | 3 | 807,117.688 | 1.503 | 0.222 |
| Within groups | 3.653E7 | 68 | 537,164.062 | ||
| Total | 3.895E7 | 71 | |||
| Bead events | |||||
| Between groups | 2.371E7 | 3 | 7,904,048.484 | 1.771 | 0.161 |
| Within groups | 3.034E8 | 68 | 4,461,942.383 | ||
| Total | 3.271E8 | 71 | |||
| CD3+ | |||||
| Between groups | 6,666,720.701 | 3 | 2,222,240.234 | 6.575 | 0.001 |
| Within groups | 2.298E7 | 68 | 337,975.802 | ||
| Total | 2.965E7 | 71 | |||
| CD3+ CD8+ | |||||
| Between groups | 1,060,627.022 | 3 | 353,542.341 | 5.248 | 0.003 |
| Within groups | 4,580,919.774 | 68 | 67,366.467 | ||
| Total | 5,641,546.796 | 71 | |||
| CD3+ CD4+ | |||||
| Between groups | 2,025,826.300 | 3 | 675,275.433 | 5.271 | 0.003 |
| Within groups | 8,711,165.749 | 68 | 128,105.379 | ||
| Total | 1.074E7 | 71 | |||
| CD3+ CD4+ CD8+ | |||||
| Between groups | 127.978 | 3 | 42.659 | 1.484 | 0.227 |
| Within groups | 1,954.833 | 68 | 28.748 | ||
| Total | 2,082.812 | 71 | |||
| CD16+ CD56+ | |||||
| Between groups | 139,806.392 | 3 | 46,602.131 | 0.716 | 0.546 |
| Within groups | 4,424,094.281 | 68 | 65,060.210 | ||
| Total | 4,563,900.673 | 71 | |||
| CD19+ | |||||
| Between groups | 109,535.879 | 3 | 36,511.960 | 0.583 | 0.628 |
| Within groups | 4,260,738.831 | 68 | 62,657.924 | ||
| Total | 4,370,274.711 | 71 | |||
| CD45+ | |||||
| Between groups | 9,692,126.568 | 3 | 3,230,708.856 | 4.423 | 0.007 |
| Within groups | 4.967E7 | 68 | 730,438.296 | ||
| Total | 5.936E7 | 71 | |||
| CD4+/CD8+ ratio | |||||
| Between groups | 0.280 | 3 | 0.093 | 0.178 | 0.911 |
| Within groups | 35.677 | 68 | 0.525 | ||
| Total | 35.957 | 71 | |||
FIG 1Box plot showing the level of immune cells (lymph events, bead events, CD3+, CD3+ CD8+, CD3+ CD4+, CD3+ CD4+ CD8+, CD16+ CD56+, CD19+, CD45+, and CD4+/CD8+ T cell ratio) of the study group was evaluated using flow cytometry. The box plot shows the data distribution and shows the outliers. The line in the middle represents the median of the percentage of cells obtained from each sample. Results were considered significant at P < 0.05.
Tukey’s HSD post hoc test for multiple comparisons
| Dependent variable | Patient status | Mean difference (I − J) | SE | Significance | 95% CI | ||
|---|---|---|---|---|---|---|---|
| Lower bound | Upper bound | ||||||
| I | J | ||||||
| Lymph events | Healthy | Moderate | 384.161 | 259.632 | 0.455 | −299.64 | 1,067.96 |
| Recovered | 244.867 | 253.146 | 0.768 | −421.85 | 911.58 | ||
| Under meds | −67.752 | 247.770 | 0.993 | −720.31 | 584.80 | ||
| Moderate | Healthy | −384.161 | 259.632 | 0.455 | −1,067.96 | 299.64 | |
| Recovered | −139.294 | 244.683 | 0.941 | −783.72 | 505.13 | ||
| Under meds | −451.913 | 239.117 | 0.242 | −1,081.68 | 177.85 | ||
| Recovered | Healthy | −244.867 | 253.146 | 0.768 | −911.58 | 421.85 | |
| Moderate | 139.294 | 244.683 | 0.941 | −505.13 | 783.72 | ||
| Under meds | −312.619 | 232.058 | 0.537 | −923.79 | 298.56 | ||
| Under meds | Healthy | 67.752 | 247.770 | 0.993 | −584.80 | 720.31 | |
| Moderate | 451.913 | 239.117 | 0.242 | −177.85 | 1,081.68 | ||
| Recovered | 312.619 | 232.058 | 0.537 | −298.56 | 923.79 | ||
| Bead events | Healthy | Moderate | −1,058.447 | 748.285 | 0.495 | −3,029.22 | 912.32 |
| Recovered | −330.958 | 729.590 | 0.969 | −2,252.49 | 1,590.58 | ||
| Under meds | −1,451.324 | 714.098 | 0.186 | −3,332.06 | 429.41 | ||
| Moderate | Healthy | 1,058.447 | 748.285 | 0.495 | −912.32 | 3,029.22 | |
| Recovered | 727.489 | 705.199 | 0.732 | −1,129.81 | 2,584.79 | ||
| Under meds | −392.877 | 689.159 | 0.941 | −2,207.93 | 1,422.17 | ||
| Recovered | Healthy | 330.958 | 729.590 | 0.969 | −1,590.58 | 2,252.49 | |
| Moderate | −727.489 | 705.199 | 0.732 | −2,584.79 | 1,129.81 | ||
| Under meds | −1,120.366 | 668.814 | 0.345 | −2,881.83 | 641.10 | ||
| Under meds | Healthy | 1,451.324 | 714.098 | 0.186 | −429.41 | 3,332.06 | |
| Moderate | 392.877 | 689.159 | 0.941 | −1,422.17 | 2,207.93 | ||
| Recovered | 1,120.366 | 668.814 | 0.345 | −641.10 | 2,881.83 | ||
| CD3+ | Healthy | Moderate | 868.04561* | 2.05943E2 | 0.000 | 325.6492 | 1,410.4420 |
| Recovered | 473.35372 | 2.00798E2 | 0.095 | −55.4920 | 1,002.1994 | ||
| Under meds | 676.41171* | 1.96534E2 | 0.005 | 158.7955 | 1,194.0280 | ||
| Moderate | Healthy | −868.04561* | 2.05943E2 | 0.000 | −1,410.4420 | −325.6492 | |
| Recovered | −394.69189 | 1.94085E2 | 0.186 | −905.8578 | 116.4741 | ||
| Under meds | −191.63389 | 1.89671E2 | 0.744 | −691.1731 | 307.9054 | ||
| Recovered | Healthy | −473.35372 | 2.00798E2 | 0.095 | −1,002.1994 | 55.4920 | |
| Moderate | 394.69189 | 1.94085E2 | 0.186 | −116.4741 | 905.8578 | ||
| Under meds | 203.05799 | 1.84071E2 | 0.689 | −281.7340 | 687.8500 | ||
| Under meds | Healthy | −676.41171* | 1.96534E2 | 0.005 | −1,194.0280 | −158.7955 | |
| Moderate | 191.63389 | 1.89671E2 | 0.744 | −307.9054 | 691.1731 | ||
| Recovered | −203.05799 | 1.84071E2 | 0.689 | −687.8500 | 281.7340 | ||
| CD3+ CD8+ | Healthy | Moderate | 353.59616* | 91.94472 | 0.001 | 111.4398 | 595.7525 |
| Recovered | 213.99839 | 89.64765 | 0.089 | −22.1082 | 450.1049 | ||
| Under meds | 259.02400* | 87.74409 | 0.022 | 27.9309 | 490.1171 | ||
| Moderate | Healthy | −353.59616* | 91.94472 | 0.001 | −595.7525 | −111.4398 | |
| Recovered | −139.59777 | 86.65066 | 0.379 | −367.8111 | 88.6156 | ||
| Under meds | −94.57216 | 84.67975 | 0.680 | −317.5947 | 128.4504 | ||
| Recovered | Healthy | −213.99839 | 89.64765 | 0.089 | −450.1049 | 22.1082 | |
| Moderate | 139.59777 | 86.65066 | 0.379 | −88.6156 | 367.8111 | ||
| Under meds | 45.02561 | 82.17987 | 0.947 | −171.4129 | 261.4641 | ||
| Under meds | Healthy | −259.02400* | 87.74409 | 0.022 | −490.1171 | −27.9309 | |
| Moderate | 94.57216 | 84.67975 | 0.680 | −128.4504 | 317.5947 | ||
| Recovered | −45.02561 | 82.17987 | 0.947 | −261.4641 | 171.4129 | ||
| CD3+ CD4+ | Healthy | Moderate | 470.64486* | 1.26791E2 | 0.002 | 136.7131 | 804.5766 |
| Recovered | 231.44186 | 1.23623E2 | 0.250 | −94.1472 | 557.0309 | ||
| Under meds | 374.43990* | 1.20998E2 | 0.015 | 55.7643 | 693.1155 | ||
| Moderate | Healthy | −470.64486* | 1.26791E2 | 0.002 | −804.5766 | −136.7131 | |
| Recovered | −239.20300 | 1.19491E2 | 0.197 | −553.9074 | 75.5014 | ||
| Under meds | −96.20496 | 1.16773E2 | 0.843 | −403.7513 | 211.3413 | ||
| Recovered | Healthy | −231.44186 | 1.23623E2 | 0.250 | −557.0309 | 94.1472 | |
| Moderate | 239.20300 | 1.19491E2 | 0.197 | −75.5014 | 553.9074 | ||
| Under meds | 142.99805 | 1.13325E2 | 0.590 | −155.4690 | 441.4651 | ||
| Under meds | Healthy | −374.43990* | 1.20998E2 | 0.015 | −693.1155 | −55.7643 | |
| Moderate | 96.20496 | 1.16773E2 | 0.843 | −211.3413 | 403.7513 | ||
| Recovered | −142.99805 | 1.13325E2 | 0.590 | −441.4651 | 155.4690 | ||
| CD3+ CD4+ CD8+ | Healthy | Moderate | 3.05867 | 1.89935 | 0.380 | −1.9437 | 8.0610 |
| Recovered | 1.27025 | 1.85190 | 0.902 | −3.6071 | 6.1476 | ||
| Under meds | −0.37562 | 1.81258 | 0.997 | −5.1494 | 4.3982 | ||
| Moderate | Healthy | −3.05867 | 1.89935 | 0.380 | −8.0610 | 1.9437 | |
| Recovered | −1.78842 | 1.78999 | 0.750 | −6.5027 | 2.9259 | ||
| Under meds | −3.43429 | 1.74927 | 0.212 | −8.0414 | 1.1728 | ||
| Recovered | Healthy | −1.27025 | 1.85190 | 0.902 | −6.1476 | 3.6071 | |
| Moderate | 1.78842 | 1.78999 | 0.750 | −2.9259 | 6.5027 | ||
| Under meds | −1.64586 | 1.69763 | 0.767 | −6.1170 | 2.8252 | ||
| Under meds | Healthy | 0.37562 | 1.81258 | 0.997 | −4.3982 | 5.1494 | |
| Moderate | 3.43429 | 1.74927 | 0.212 | −1.1728 | 8.0414 | ||
| Recovered | 1.64586 | 1.69763 | 0.767 | −2.8252 | 6.1170 | ||
| CD16+ CD56+ | Healthy | Moderate | 126.61435 | 90.35717 | 0.503 | −111.3609 | 364.5896 |
| Recovered | 58.26147 | 88.09977 | 0.911 | −173.7684 | 290.2913 | ||
| Under meds | 91.21676 | 86.22907 | 0.716 | −135.8862 | 318.3197 | ||
| Moderate | Healthy | −126.61435 | 90.35717 | 0.503 | −364.5896 | 111.3609 | |
| Recovered | −68.35288 | 85.15452 | 0.853 | −292.6258 | 155.9200 | ||
| Under meds | −35.39759 | 83.21764 | 0.974 | −254.5693 | 183.7741 | ||
| Recovered | Healthy | −58.26147 | 88.09977 | 0.911 | −290.2913 | 173.7684 | |
| Moderate | 68.35288 | 85.15452 | 0.853 | −155.9200 | 292.6258 | ||
| Under meds | 32.95529 | 80.76092 | 0.977 | −179.7461 | 245.6567 | ||
| Under meds | Healthy | −91.21676 | 86.22907 | 0.716 | −318.3197 | 135.8862 | |
| Moderate | 35.39759 | 83.21764 | 0.974 | −183.7741 | 254.5693 | ||
| Recovered | −32.95529 | 80.76092 | 0.977 | −245.6567 | 179.7461 | ||
| CD19+ | Healthy | Moderate | 9.14118 | 88.67331 | 1.000 | −224.3992 | 242.6816 |
| Recovered | 23.15000 | 86.45797 | 0.993 | −204.5558 | 250.8558 | ||
| Under meds | 95.64048 | 84.62213 | 0.672 | −127.2303 | 318.5112 | ||
| Moderate | Healthy | −9.14118 | 88.67331 | 1.000 | −242.6816 | 224.3992 | |
| Recovered | 14.00882 | 83.56761 | 0.998 | −206.0846 | 234.1023 | ||
| Under meds | 86.49930 | 81.66683 | 0.715 | −128.5880 | 301.5866 | ||
| Recovered | Healthy | −23.15000 | 86.45797 | 0.993 | −250.8558 | 204.5558 | |
| Moderate | −14.00882 | 83.56761 | 0.998 | −234.1023 | 206.0846 | ||
| Under meds | 72.49048 | 79.25589 | 0.797 | −136.2471 | 281.2281 | ||
| Under meds | Healthy | −95.64048 | 84.62213 | 0.672 | −318.5112 | 127.2303 | |
| Moderate | −86.49930 | 81.66683 | 0.715 | −301.5866 | 128.5880 | ||
| Recovered | −72.49048 | 79.25589 | 0.797 | −281.2281 | 136.2471 | ||
| CD45+ | Healthy | Moderate | 1,009.16992* | 3.02759E2 | 0.007 | 211.7891 | 1,806.5508 |
| Recovered | 560.00302 | 2.95195E2 | 0.239 | −217.4567 | 1,337.4628 | ||
| Under meds | 869.87267* | 2.88927E2 | 0.019 | 108.9214 | 1,630.8240 | ||
| Moderate | Healthy | −1,009.16992* | 3.02759E2 | 0.007 | −1,806.5508 | −211.7891 | |
| Recovered | −449.16690 | 2.85326E2 | 0.400 | −1,200.6356 | 302.3018 | ||
| Under meds | −139.29725 | 2.78836E2 | 0.959 | −873.6734 | 595.0789 | ||
| Recovered | Healthy | −560.00302 | 2.95195E2 | 0.239 | −1,337.4628 | 217.4567 | |
| Moderate | 449.16690 | 2.85326E2 | 0.400 | −302.3018 | 1,200.6356 | ||
| Under meds | 309.86965 | 2.70605E2 | 0.663 | −402.8265 | 1,022.5658 | ||
| Under meds | Healthy | −869.87267* | 2.88927E2 | 0.019 | −1,630.8240 | −108.9214 | |
| Moderate | 139.29725 | 2.78836E2 | 0.959 | −595.0789 | 873.6734 | ||
| Recovered | −309.86965 | 2.70605E2 | 0.663 | −1,022.5658 | 402.8265 | ||
| CD4+/CD8+ ratio | Healthy | Moderate | 0.11329 | 0.25659 | 0.971 | −0.5625 | 0.7891 |
| Recovered | 0.12905 | 0.25018 | 0.955 | −0.5299 | 0.7880 | ||
| Under meds | 0.17610 | 0.24487 | 0.889 | −0.4688 | 0.8210 | ||
| Moderate | Healthy | −0.11329 | 0.25659 | 0.971 | −0.7891 | 0.5625 | |
| Recovered | 0.01576 | 0.24182 | 1.000 | −0.6211 | 0.6526 | ||
| Under meds | 0.06280 | 0.23632 | 0.993 | −0.5596 | 0.6852 | ||
| Recovered | Healthy | −0.12905 | 0.25018 | 0.955 | −0.7880 | 0.5299 | |
| Moderate | −0.01576 | 0.24182 | 1.000 | −0.6526 | 0.6211 | ||
| Under meds | 0.04704 | 0.22934 | 0.997 | −0.5570 | 0.6511 | ||
| Under meds | Healthy | −0.17610 | 0.24487 | 0.889 | −0.8210 | 0.4688 | |
| Moderate | −0.06280 | 0.23632 | 0.993 | −0.6852 | 0.5596 | ||
| Recovered | −0.04704 | 0.22934 | 0.997 | −0.6511 | 0.5570 | ||
Moderate, patients with moderate infection; Under meds, patients under medication (hospitalized).
*, the mean difference is significant at the 0.05 level.
95% CI, 95% confidence interval.
FIG 2Illustration of IgG and IgM levels in different groups of patients. The levels of IgG and IgM were determined using ELISA in three different groups: (A) moderate group, (B) under-medication group, and (C) recovered group. Results were considered significant at P < 0.001 (***).
FIG 3Levels of IgG and IgM in healthy, moderate, under-medication, and recovered patients. The levels of IgG and IgM immunoglobulins were determined using commercially available ELISAs to determine concentrations of (A) IgG and (B) IgM. Results were considered significant at P < 0.001 (***).