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Serology characteristics of SARS-CoV-2 infection since exposure and post symptom onset

Bin Lou, Ting-Dong Li, Shu-Fa Zheng, Ying-Ying Su, Zhi-Yong Li, Wei Liu, Fei Yu, Sheng-Xiang Ge, Qian-Da Zou, Quan Yuan, Sha Lin, Cong-Ming Hong, Xiang-Yang Yao, Xue-Jie Zhang, Ding-Hui Wu, Guo-Liang Zhou, Wang-Heng Hou, Ting-Ting Li, Ya-Li Zhang, Shi-Yin Zhang, Jian Fan, Jun Zhang, Ning-Shao Xia, Yu Chen
European Respiratory Journal 2020; DOI: 10.1183/13993003.00763-2020
Bin Lou
1Department of Laboratory Medicine, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China
3Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China
7contributed equally to this article
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Ting-Dong Li
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
7contributed equally to this article
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Shu-Fa Zheng
1Department of Laboratory Medicine, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China
3Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China
7contributed equally to this article
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Ying-Ying Su
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
7contributed equally to this article
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Zhi-Yong Li
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Wei Liu
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Fei Yu
1Department of Laboratory Medicine, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China
3Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China
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Sheng-Xiang Ge
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Qian-Da Zou
1Department of Laboratory Medicine, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China
3Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China
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Quan Yuan
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Sha Lin
1Department of Laboratory Medicine, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China
3Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China
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Cong-Ming Hong
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Xiang-Yang Yao
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Xue-Jie Zhang
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Ding-Hui Wu
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Guo-Liang Zhou
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Wang-Heng Hou
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Ting-Ting Li
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Ya-Li Zhang
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Shi-Yin Zhang
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Jian Fan
1Department of Laboratory Medicine, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China
3Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China
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Jun Zhang
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Ning-Shao Xia
4The State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, National Institute of Diagnostics and Vaccine Development in Infectious Diseases, Collaborative Innovation Center of Biologic Products, School of Public Health & School of Life Science, Xiamen University, Xiamen, Fujian, China
5School of Public Health, Xiamen University, Xiamen, Fujian, China
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Yu Chen
1Department of Laboratory Medicine, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
2Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China
3Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China
6State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
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  • FIGURE 1
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    FIGURE 1

    Cumulative seroconversion rates and the dynamics of antibody levels since the onset of illness in 80 patients with COVID-19. a) The curves of the cumulative seroconversion rates for total antibody, IgM and IgG detected by ELISAs were plotted according to Kaplan-Meier methods. The serological status of patients was assigned to be negative before the time that the first sample was collected. b) The antibody levels were surrogated expressed using the relative binding signals compared to the cutoff value of each assay (S/CO). Four parameter logistic fitting curves were used to mimic the trends of antibody levels.

  • FIGURE 2
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    FIGURE 2

    The total antibody dynamics of 45 patients with determined exposure time. The patients were listed according to their lasting time of incubation period, from shorter to longer. The clinical severity of each patient was described beside the patient ID. The red and blue symbols, “☻”, indicate the day of illness onset and hospital discharge respectively. “0” represents for total antibody undetectable at the time, and “1” for total antibody detectable. The gray bar indicates the incubation period. The serological status of each patient was presented only during the period of sample collection, without backward or forward extension. The green and orange bars represent for the periods with undetectable antibody (antibody negative period) and detectable antibody (antibody positive period) respectively, while the yellow bar showed the seroconversion period, during the period the seroconversion occurred.

  • FIGURE 3
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    FIGURE 3

    Cumulative seroconversion rates and the dynamics of antibody levels since the onset of illness in 45 patients with COVID-19. a) The curves of the cumulative seroconversion rates for total antibody, IgM and IgG detected by ELISAs were plotted according to Kaplan-Meier methods. The serological status of patients was assigned to be negative before the time that the first sample was collected. For patients with a positive result of the first collected sample, the sero-status before the time that the first sample was collected is unknown and assigned as negative. The number of these patients at indicated days after exposure is shown in the brackets. b) The antibody levels were surrogated expressed using the relative binding signals compared to the cutoff value of each assay (S/CO). Four parameter logistic fitting curves were used to mimic the trends of antibody levels.

Tables

  • Figures
  • TABLE 1

    Demographics and clinical characteristics of enrolled patients with COVID-19

    TotalNon-criticalCriticalP value
    Number805426-
    Sex, n (%)
     Female31 (38.7)24 (44.4)7 (26.9)0.132
     Male49 (61.3)30 (55.6)19 (73.1)
    Age, median (IQR)55 (45, 64)51 (38,39)65 (52,74)<0.001
    Clinical outcome, n (%)
     Recovery26 (32.5)26 (48.1)0 (0.0)<0.001
     Still in hospital54 (67.5)28 (51.9)26 (100.0)
    Incubation period, median (IQR)#5 (2, 10)4 (2,12)7 (1,10)1.000
    Illness day of the first positive SARA-CoV-2 RNA finding, median (IQR)4 (1,6)4 (2,6)3 (1,6)0.179
    Illness days when the first antibody testing sample were collected, median (IQR)8 (6, 10)7 (5, 10)8 (7,10)0.215
    No. of tested samples for antibodies for each case, median (IQR)4 (3,5)4 (3,4)4 (3,5)0.888
    Total number of plasma samples305205100-

    #For patients who had not travel history to Wuhan but had close contact with a confirmed COVID-19 patient (index patient) within 14 days before the symptoms onset, the exposure time was defined as the first day of close contact date with the index patient. The time of SARS-CoV-2 exposure before onset in 45 patients was determined through epidemiological inspection; among them, 15 were critical cases. IQR: interquartile range.

    • TABLE 2

      Sensitivity and specificity of different immunoassays to detect antibodies against SARS-CoV-2

      Type of immunoassay#SensitivitySpecificity¶
      No. patientn(+)% (95% CI)No. uninfected personn(-)% (95% CI)
      Total antibody
       ELISA-Ab807897.5 (91.3, 99.7)300300100.0 (98.8, 100.0)
       CMIA-Ab807796.3 (89.4, 99.2)30029899.3 (97.6, 99.9)
       LFIA-Ab807897.5 (91.3, 99.7)20919995.2 (91.4, 97.7)
       Combined807998.8 (93.2, 100.0)20919794.3 (90.2, 97.0)
      IgM
       ELISA-IgM807492.5 (84.4, 97.2)300300100 (98.8, 100)
       CMIA-IgM806986.3 (76.7, 92.9)30029899.3 (97.6, 99.9)
       LFIA-IgM807188.8 (79.7, 94.7)20920598.1 (95.2, 99.5)
       Combined807593.8 (86.0, 97.9)20920397.1 (93.9, 98.9)
      IgG
       ELISA-IgG807188.8 (79.7, 94.7)100100100.0 (96.4, 100.0)
       LFIA-IgG806986.3 (76.7, 92.9)20920899.5 (97.4, 100.0)
       Combined807593.8 (86.0, 97.9)1009999.0 (94.6, 100)

      #ELISA: enzyme-linked immunosorbent assay; CMIA: chemiluminescence immunoassay; LFIA: lateral flow immunoassay. The combined sensitivities were calculated based on positive findings by any of the assays, and the combined specificities were calculated based on negative findings for all assays.

      ¶All the controls had not reported close contact with any confirmed COVID-19 patient, and individuals who showed positive for any of the antibody tests were tested to be PCR negative with sputum or saliva samples collected later. Considered the very limited local community spread of the virus during the period, and for more rigorous evaluation of assay's specificity, the community controls with positive result in antibody assays were considered as false positive.

      • TABLE 3

        Performance of different detection methods in different periods post onset

        Days after onsetNo. PatientsRNA#ELISA-AbELISA-IgMELISA-IgG
        n(+)Sensitivity (%)n(+)Sensitivity (%)n(+)Sensitivity (%)n(+)Sensitivity (%)
        0–73936¶100.02564.11333.31333.3
        8–147564¶90.17498.76586.75776.0
        15–296041¶70.760100.05896.75693.3

        #RNA was tested using deep sputum samples.

        ¶There were 36, 71 and 58 patients who underwent RNA testing during the periods between 0–7, 8–14 and 15–29 days post onset, respectively.

        • TABLE 4

          Comparison of patients with short or long incubation periods

          Short incubation period group (0–5 d)Long incubation period group (6–23 d)P value
          Number of patients2520-
          Incubation period, median (IQR)2 (0, 4)13 (9, 17)<0.001
          Age51 (36, 63)54 (46,65)0.784
          Proportion of critical case (n, %)7 (28.0)8 (40.0)0.396
          Viral load in the early stage of illness, median (IQR)#27.8 (22.6,34.9)27.0 (24.1, 30.1)0.599
          Days post exposure when the antibody converted, median (IQR)13 (9, 15)21 (17, 25)<0.001
          Days post onset when the antibody converted, median (IQR)10 (9, 12)7 (6, 10)0.013

          #The viral load was measured using the CT value of real-time RT-PCR when detecting the first available sputum samples collected after onset.

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          Serology characteristics of SARS-CoV-2 infection since exposure and post symptom onset
          Bin Lou, Ting-Dong Li, Shu-Fa Zheng, Ying-Ying Su, Zhi-Yong Li, Wei Liu, Fei Yu, Sheng-Xiang Ge, Qian-Da Zou, Quan Yuan, Sha Lin, Cong-Ming Hong, Xiang-Yang Yao, Xue-Jie Zhang, Ding-Hui Wu, Guo-Liang Zhou, Wang-Heng Hou, Ting-Ting Li, Ya-Li Zhang, Shi-Yin Zhang, Jian Fan, Jun Zhang, Ning-Shao Xia, Yu Chen
          European Respiratory Journal Jan 2020, 2000763; DOI: 10.1183/13993003.00763-2020

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          Serology characteristics of SARS-CoV-2 infection since exposure and post symptom onset
          Bin Lou, Ting-Dong Li, Shu-Fa Zheng, Ying-Ying Su, Zhi-Yong Li, Wei Liu, Fei Yu, Sheng-Xiang Ge, Qian-Da Zou, Quan Yuan, Sha Lin, Cong-Ming Hong, Xiang-Yang Yao, Xue-Jie Zhang, Ding-Hui Wu, Guo-Liang Zhou, Wang-Heng Hou, Ting-Ting Li, Ya-Li Zhang, Shi-Yin Zhang, Jian Fan, Jun Zhang, Ning-Shao Xia, Yu Chen
          European Respiratory Journal Jan 2020, 2000763; DOI: 10.1183/13993003.00763-2020
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