Study Design and Participants
The study was approved by the institutional ethics board at Zhongnan Hospital of Wuhan University. Requirement for written informed consent was waived by the institutional ethics board for emerging infectious diseases. We conducted a cross-sectional study by including the following four groups of individuals who received both COVID-19 IgM/IgG tests and RT-PCR tests for SARS-CoV-2 from February 29, 2020 to April 29, 2020: hospitalized patients with COVID-19 from Leishenshan Hospital, Zhongnan Hospital of Wuhan University, and Wuhan No. 7 Hospital who received these tests before discharge from hospital, healthcare providers (doctors, nurses, and nursing workers) without a confirmed COVID-19 diagnosis working in Zhongnan Hospital of Wuhan University who received these tests before resuming normal clinical services for patients without COVID-19, general workers without a confirmed COVID-19 diagnosis in Wuhan before returning to work, and other patients without a confirmed COVID-19 diagnosis who received these screening tests before being admitted to Zhongnan Hospital of Wuhan University (Figure 1). There were 1603 hospitalized patients with COVID-19 who received COVID-19 IgM/IgG tests from February 29 to April 5, 2020 (the last test result was used for analyses). Eighty-four patients were transferred from Zhongnan Hospital of Wuhan University to Leishenshan Hospital and were only counted once each. We excluded 133 patients with COVID-19 whose IgM/IgG tests were less than 21 days after symptom onset to allow enough time for IgG antibodies against SARS-CoV-2 to develop. There were 4099 healthcare providers working in Zhongnan Hospital of Wuhan University, of whom 118 were diagnosed of COVID-19 before March 16, 2020 and 3835 healthcare providers without diagnosed COVID-19 received both tests before resuming normal clinical services. Three healthcare providers who were tested positive for SARS-CoV-2 by RT-PCR tests in their throat swabs were also excluded from the analyses. Before returning to work, 19570 general workers without a diagnosis of COVID-19 in Wuhan who received both tests at Zhongnan Hospital of Wuhan University, of whom 15 were tested positive for SARS-CoV-2 by RT-PCR tests in their throat swabs and were excluded from the analyses. Before admitted to Zhongnan Hospital of Wuhan University for other conditions, 1628 patients without COVID-19 diagnosis received both tests for screening for SARS-CoV-2, of whom 12 were tested positive for SARS-CoV-2 by RT-PCR tests in their throat swabs and were removed from the analyses. In total, we included 1470 patients with COVID-19, 3832 healthcare providers, 19555 workers, and 1616 other patients in the final analyses (N=26473).
Among those 118 healthcare workers who were diagnosed of COVID-19 before March 16, 2020, 97 received COVID-19 received IgM/IgG tests during hospitalization or their quarantine. IgG prevalence was 92.8% (90/97) and IgM prevalence was 49.5% (48/97).
Death among hospitalized COVID-19 patients during hospitalization was ascertained from electronic medical records. Two physicians extracted the following data using data collection form from electronic medical records: demographic information such as age and sex, RT-PCR test date and results, COVID-19 IgM/IgG test date and results, date of symptom onset for COVID-19 patients, treatments received, and clinical outcomes. Another physician in the research team reviewed the collected data. Main outcome of interest was presence of IgG antibodies to SARS-CoV-2. Presence of IgM antibodies to SARS-CoV-2 was a secondary outcome of interest in this study.
Diagnosis of COVID-19 was based on epidemiological history, clinical manifestations and presence of SARS-CoV-2 in clinical samples confirmed by using real-time RT-PCR method.11 There were changes in diagnosis of COVID-19 in China, and the case definition was gradually broadened to allow for detection of milder cases.57 The confirmed cases were estimated to be 4 times less than that if the later broader case definition had been adopted earlier. Severity of status of patients with COVID-19 at admission was defined as moderate, severe, or critical. Patients with mild diseases were not admitted to the above three hospitals and were generally admitted to Fangcang Hospitals (makeshift hospitals).
RT-PCR test for SARS-CoV-2 virus RNA
Clinical specimens were collected for RT-PCR test for SARS-CoV-2. Clinical specimens in COVID-19 patients included nasal swabs, throat swabs, sputum, anal swabs, and bronchoalveolar lavage (BAL), and clinical specimens in the other three groups of people without confirmed COVID-19 diagnosis were only throat swabs. In brief, clinical specimens were collected from these people by trained nurses or physicians wearing proper personal protection equipment. RT-PCR tests for SARS-CoV-2 were performed using a nucleic acid detection kit following the manufacturer’s protocol. The lower limit of detection (LOD) for the RT-PCR test is 500 copies/ml. The test simultaneously amplifies and detects two target genes, including open reading frame 1ab (ORF1ab) and nucleocapsid protein (N). Primers used for those two target genes are as follows: ORF1ab: forward primer CCCTGTGGGTTTTACACTTAA, reverse primer ACGATTGTGCATCAGCTGA; and the probe 5′-VIC-CCGTCTGCGGTATGTGGAAAGGTTATGG-BHQ1-3′; N: forward primer GGGGAACTTCTCCTGCTAGAAT, reverse primer CAGACATTTTGCTCTCAAGCTG, and the probe 5′-FAM- TTGCTGCTGCTTGACAGATT-TAMRA-3′. Conditions for the amplifications were incubation at 50 °C for 15 minutes and 95 °C for 5 minutes, followed by 40 cycles of denaturation at 94 °C for 15 seconds and extension at 55 °C for 45 seconds. The diagnostic criteria for positive and negative RT-PCR results were based on the recommendation by the National Institute for Viral Disease Control and Prevention (China): positive result <37 cycle threshold value (Ct-value) and negative result ≥40. A Ct-value of 37-39 required retesting.
COVID-19 IgM/IgG test for antibodies against SARS-CoV-2
Serum samples from these people were collected. Methods for testing serum IgM and IgG antibodies to SARS-CoV-2 were previously described.58 COVID-19 IgM/IgG test kits contained recombinant SARS-CoV-2 antigens (spike protein and nucleocapsid protein) labelled with magnetic beads (tested on a fully‑automated chemiluminescence immunoassay analyzer) or colloidal gold (test card), anti-human IgM monoclonal antibody, and anti-human IgG monoclonal antibody. These test kits were reported to have high sensitivity and specificity25, 58. According to the manufacturers, the sensitivity and specificity are ~90% and >99% for IgM, and ~98% and ~98% for IgG, respectively. Validation studies of these test kits conducted by the Department of Laboratory Medicine at Zhongnan Hospital of Wuhan University showed that the sensitivity and specificity are ~80% and ~99% for IgM, and ~96% and ~98% for IgG, respectively.
Statistical Analysis
Continuous variables were reported using mean and 95% confidence interval (CI) if normally distributed. Days from symptom onset to IgM/IgG test were reported as median and interquartile because this variable was not normally distributed. Age was handled as both continuous variable and categorical variable (by 10 years of age) in the analyses. Categorical variables were described as frequency rates and percentages. The χ2 test was used for the comparison of categorical variables and Fisher’s exact test was used when frequency was too low. Multigroup comparisons of age between the four groups were performed using ANOVA test, following by Tukey test for adjusting for multiple comparisons. Prevalence of positive IgG test results and 95% CI was also reported. Logistic regression models were fitted and χ2 tests were used to compare seroprevalence of IgG and IgM antibodies to SARS-CoV-2 between the four groups. For the assessment of IgM/IgG test results in hospitalized patients, the last test result for each patient was used. We only included individuals from the four groups who received both COVID-19 IgM/IgG tests and RT-PCR tests for SARS-CoV-2. Individuals with missing data were excluded from the analyses. Sensitivity analyses were performed in subgroups, such as age groups and different sexes. Statistical analyses were conducted using SAS software version 9.4 (SAS Institute; Carey, NC). A 2-sided p value of <0.05 was considered statistically significant.