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PLOS One logoLink to PLOS One
. 2022 Aug 24;17(8):e0271259. doi: 10.1371/journal.pone.0271259

IgG antibodies to SARS-CoV-2 in asymptomatic blood donors at two time points in Karachi

Muhammad Hasan 1, Bushra Moiz 1, Shama Qaiser 1,#, Kiran Iqbal Masood 1,#, Zara Ghous 1, Areeba Hussain 1, Natasha Ali 1, J Pedro Simas 2, Marc Veldhoen 2, Paula Alves 3, Syed Hani Abidi 4, Kulsoom Ghias 4, Erum Khan 1, Zahra Hasan 1,*
Editor: Joël Mossong5
PMCID: PMC9401161  PMID: 36001587

Abstract

Introduction

An estimated 1.5 million cases were reported in Pakistan until 23 March, 2022. However, SARS-CoV-2 PCR testing capacity has been limited and the incidence of COVID-19 infections is unknown. Volunteer healthy blood donors can be a control population for assessment of SARS-CoV-2 exposure in the population. We determined COVID-19 seroprevalence during the second pandemic wave in Karachi in donors without known infections or symptoms in 4 weeks prior to enrollment.

Materials and methods

We enrolled 558 healthy blood donors at the Aga Khan University Hospital between December 2020 and February 2021. ABO blood groups were determined. Serum IgG reactivity were measured to spike and receptor binding domain (RBD) proteins.

Results

Study subjects were predominantly males (99.1%) with a mean age of 29.0±7.4 years. Blood groups were represented by; B (35.8%), O (33.3%), A (23.8%) and AB (7%). Positive IgG responses to spike were detected in 53.4% (95% CI, 49.3–37.5) of blood donors. Positive IgG antibodies to RBD were present in 16.7% (95% CI; 13.6–19.8) of individuals. No significant difference was found between the frequency of IgG antibodies to spike or RBD across age groups. Frequencies of IgG to Spike and RBD antibodies between December 2020 and February 2021 were found to be similar. Seropositivity to either antigen between individuals of different blood groups did not differ. Notably, 31.2% of individuals with IgG antibodies to spike also had IgG antibodies to RBD. Amongst donors who had previously confirmed COVID-19 and were seropositive to spike, 40% had IgG to RBD.

Conclusions

Our study provides insights into the seroprevalence of antibodies to COVID-19 in a healthy cohort in Karachi. The differential dynamics of IgG to spike and RBD likely represent both exposure to SARS-CoV-2 and associate with protective immunity in the population.

Introduction

COVID-19 is a highly contagious respiratory infection caused by SARS-CoV-2 [1, 2]. COVID-19 was declared a pandemic in March 2020 by the World Health Organization. The first case of COVID-19 in Pakistan was diagnosed on February 26, 2020. An estimated 1.5 million cases have been reported in Pakistan with death toll of 30,333 with a case fatality rate (CFR) of 2% (last accessed 23 March 2022) [3]. The first wave of the pandemic in Pakistan peaked in June 2020, when approximately 5000–6000 cases were detected each day [3]. The second wave occurred between November 2020 and January 2021, the third between March and May 2021 and the fourth wave [4]. Overall, the magnitude of new daily COVID-19 cases identified has been lower than in many parts of the world such as for example, the USA with 79.8 million cases at an incidence of 6154 per 100,000 population, CFR 1.2% (last accessed 23 March 2022) [5]. The number of COVID-19 cases reported is impacted by access to testing which has varied between countries. Compare that in the USA greater than 10,000 tests are conducted per 1 million individuals based on need [5]. In January 2021, 40,000 SARS-CoV-2 PCR tests or approximately 200 tests per one million population were conducted in Pakistan [6].

The majority of individuals with COVID-19 tend to be asymptomatic or with minimal symptoms [7] and are unlikely to be diagnosed and reported after laboratory based confirmation [8]. Therefore, it is important to have alternate strategies to identify infections and understand COVID-19 transmission to inform strategies for prevention and control of SARS-CoV-2 infections. Seroprevalence assays can help estimate disease burden in the population. A countrywide study of seven of the most populous cities in Pakistan conducted in July 2020 showed seroprevalence to vary between 31.1 and 48.1% [9]. Zaidi et al. showed an average COVID-19 related seropositivity of 36% between April through July 2020 in Karachi, varying between industrial employees (50%), community (34%) and healthcare workers (13%) [10].

The above mentioned studies measured antibodies to nucleocapsid (N) protein of SARS-CoV-2 and it has been shown that seroprevalence estimates may vary based on the assay used [11]. The spike protein of SARS-CoV-2 is highly immunogenic [12] and antibodies to spike protein are associated with protective immunity against the virus [13]. Here we measured IgG to both spike and RBD protein to investigate immunity against SARS-CoV-2 in a population of voluntary blood donor who represent healthy individuals in the community. We focused on donors at a tertiary care facility in Karachi during the second COVID-19 wave from December 2020 until February 2021.

Materials and methods

Study setting

The study was conducted at Aga Khan University Hospital (AKUH) from December 2020 to February 2021. AKUH is a 700-bedded hospital with facilities of trauma, surgery, and bone marrow transplants. The blood bank at AKUH has an estimated annual collection of 25,000 to 30,000 units of whole blood from healthy non-remunerated blood donors. Approximately 90% of these blood donors are exchange donors donating blood for admitted patients. The AKUH Clinical Laboratories are accredited by the College of American Pathologists and follow national and international standards for blood collection, manufacturing, storage, and transportation. Each blood donor is registered for donation following an interview with written history taking to exclude the presence of transfusion transmitted infections and to ensure donor safety. Since the COVID-19 pandemic, questions related to the risk of having COVID-19 infection in previous 4 weeks was added in the donor screening. Any donor with a history of COVID-19 related symptoms or confirmed infection was excluded from enrollment as a blood donor. However, this exclusion criteria did not prevent recruitment of those who were asymptomatically or paucisymptomatically infected at the time of donation.

Each donated blood unit was typed on automated gel platform (IH-1000, DiaMed GmbH, Cressier FR, Switzerland) and screened for malaria (ICT, BinaxNOW, Abbott), syphilis (latex agglutination, Sfilide RPR, Milano, Italy), viral hepatitis B, C and HIV (Chemiluminescence assay, Vitros ECiQ Immunodiagnostic system, Orthoclinical diagnostics, Johnson & Johnson, United States).

Participants and research strategy

The study was approved by Ethical Review Committee of Aga Khan University (study #2020-5152-11688) and was conducted according to good clinical practices and the Declaration of Helsinki. Adult blood donors aged 18 years and over who presented to the blood bank for donations between December 2020 and February 2021 were informed about the study. Participants were recruited with written informed written consent.

Serum was collected and tested for the presence of IgG antibodies to spike. Once IgG antibody responses were available, those with a positive result were contacted by phone for further information including, a risk assessment of COVID-19 infection through secondary questionnaire. This included information regarding any prior history (within the six months) of respiratory illness/flu-like symptoms, domestic/international travel history, or contact with individuals who were suspected or confirmed for COVID-19 PCR or prior SARS-CoV-2 antibody testing. A ‘case’ of COVID-19 was identified as those with either a positive SARS-CoV-2 PCR or positive IgG antibodies using any commercially available laboratory diagnostic test. Exposure to a suspected or confirmed case of COVID-19 was self-reported by the blood donors, their laboratory reports were not available for review and confirmation.

Laboratory analysis

Sample collection

From each donor, 4 ml of blood sample was collected in gold-top serum separator tube (BD vacutainer® blood collection tube. The serum was separated, and aliquots were stored at -80°C till further analysis.

ELISA for IgG to spike and RBD

Recombinant spike and RBD protein were obtained from IBET ITQB, NOVA University, Portugal. All serum samples were tested in duplicate using in-house enzyme linked absorbent assay (ELISA) for SARS-CoV-2 antibodies as described by Stadlbauer et al. [14] and detailed by Figueiredo-Campos et al. [15].

For ELISA against SARS-CoV-2 spike and/or RBD protein, a 96-well ELISA plate was coated with 50μl recombinant antigen at a concentration of 2 μg/ml in PBS. Briefly, the wells were blocked with 200 μl of PBS + 0.1% Tween (PBS-T) + 3% non-fat milk. After washing, 100 μl each of serum samples diluted 1:100 in PBS-T + 1% non-fat milk powder were added to the plate and incubated for 2 hours at room temperature. Wells were stained with goat anti-human IgG Fc (HRP). The plate was developed using TMB substrate solution, stopped with 0.5M sulfuric acid and optical density read at 450nm.

For assay validation, sera from 45 COVID-19 convalescent cases, drawn 4 weeks after their PCR confirmed diagnosis, were used as positive controls. Sera from 55 healthy individuals from the pre-pandemic period were used as negative controls. IgG antibody results for the 100 control individuals are depicted in Fig 1A. These data were used to calculate the sensitivity and specificity of the ELISA assays using 0.5 OD450 nm as a cut-off for positive results for both assays. The sensitivity of the ELISA for IgG to spike was found to be 100% (92.1–100, 95% CI) with a specificity of 100% (93.5–100, 95% CI). The area under the ROC curve for IgG to spike was 0.952, p value < 0.0001, Fig 1B. The sensitivity of the ELISA for IgG to RBD was found to be 91.1% (78.8–97.5, 95% CI) with a specificity of 94.6% (82.4–98, 95% CI). The area under the ROC curve for IgG to RBD was 0.913, p<0.0001, Fig 1C.

Fig 1. IgG antibody responses to spike and RBD in COVID-19 cases and pre-pandemic controls (PPC).

Fig 1

The graphs depict A, IgG levels to Spike and RBD in COVID-19 cases (n = 45) and PPC (n = 55). B, shows the sensitivity and specificity calculation for IgG to spike and RBD using an ELISA cut-off of 0.5 at 450 nm. C, ROC curve of IgG to spike and D, RBD for the positive and negative cases.

Pooled positive and negative control sera were used on each plate, with positive samples run as a standard curve comprising a titration of sera (S1 and S2 Figs). Serum samples of study subjects were tested for IgG antibodies to spike and those with a reactive result were further tested for IgG to RBD. All samples negative for IgG to spike were positive for IgG to RBD.

Statistical analysis

Data (S1 Appendix) was analyzed through SPSS version 24. Normality of data was checked through Shapiro walk test and mean ±SD was used for normally distributed and median (IQR) for skewed continuous data. Frequency or proportion was used to give estimates for categorical data. Chi-square test was used to compare the frequencies of various antibodies with respect to age groups (with 30 years as the cutoff) and blood types and the threshold of significance was a p-value <0.05.

Results

Demographics of the study population

The AKUH blood bank approached 1809 healthy non-remunerated blood donors regarding this study between December 2020 and February 2021. Five hundred and fifty-eight subjects (31%) consented to participate in the study and submitted blood samples for the purpose. Samples were collected in two sets, the first set of 322 samples were collected in December 2020 and the second set of 236 samples was collected in February 2021.

Study subjects included 553 (99.1%) males and 5 (0.9%) females with a mean (±SD) age of 29.0±7.4 years (range 17–53 years). The individuals across age groups were found to be 40.1% (17–25 y), 41.9% (26–35 y), 15.2% (36–45 y) and 2.7% (46–55 y), respectively, Table 1. Therefore, there was a significantly greater number of individuals younger individuals aged 35 years (82.1%).

Table 1. Frequency of IgG to spike and RBD in various age bands of the study group.

Age groups (years) n (% individuals of total group) individuals with IgG to spike (% of total) age-adjusted % of individuals with IgG to spike IgG to spike (95% CI) individuals with IgG to RBD (% of total) age-adjusted % of individuals with IgG to RBD IgG to RBD (95% CI) % population prevalence*
17–25 224 (40.1) 49.5 39.7 33.3–46.1 14.2 36.5 30.1–42.8 21
26–35 234 (41.9) 56.4 29.6 23.8–35.5 20.1 33.8 27.8–39.9 14.9
36–45 85 (15.2) 57.6 20.9 12.2–29.5 15.3 17.8 9.6–25.9 10.3
46–55 15 (2.7) 40.0 9.7 -5-24.7 6.6 5.1 -6-16.3 6.9
p-value 0.297 0.730

Chi-square test of association was applied and considered significance level at α<0.05.

* as per population census of Pakistan (2017), Pakistan Bureau of Statistics

The study subjects stratified by their ABO blood groups were found in decreasing order to represent B (35.8%), O (33.3%), A (23.8%) and AB (7.0%) blood groups, S1 Table. Of note, there was no difference found between the number of individuals with A, B, AB or O blood groups when compared across age groups of study subjects.

IgG to spike and RBD proteins in study subjects

Donor sera were tested for the presence of IgG antibodies to spike of SARS-CoV-2. Of the 558 individuals tested, IgG to spike protein was detected in 298 (53.4%) blood donors (Fig 2A). Ninety-three study subjects had IgG antibodies to RBD, comprising 16.7% of all blood donors. Thirty-one per cent of individuals seropositive for IgG to spike also had IgG antibodies to RBD. All study subjects tested and found negative for IgG to spike were also negative for IgG to RBD. A correlation analysis between IgG titers to spike and RBD revealed a moderately significant positive correlation, (p value < 0.0001, r = 0.3787) between the two data sets, Fig 2B.

Fig 2. IgG antibody in 558 healthy blood donors.

Fig 2

A, IgG positivity was determined in sera against Spike and RBD protein. IgG to Spike was measured in 558 individuals. IgG to RBD was determined in the 298 blood donors who had a positive IgG to Spike. B, A depicting results for IgG to spike/RBD, show p value < 0.0001 and r2 = 0.0678. Spearman’s rank correlation was run between IgG to Spike and RBD. r = 0.3787, 95% confidence interval: 0.2701 to 0.4777 and P value (two-tailed) < 0.0001 indicate a positive correlation between the two data sets. The dotted line in ‘A and ‘B’ represents the cut-off for a positive IgG result in each case.

Prior symptoms, risk factors and history of COVID-19

Of 298 study subjects who had positive IgG antibodies to spike, only 190 (63.7%) could be contacted for additional information. Of these 37.4% had a history of respiratory illness, 24.7% had a history of travel outside their home city, 17.9% had contact with suspected patient and 14.7% had contact with a PCR positive COVID-19 case, Table 2.

Table 2. Clinical characteristics of blood donors who had a positive IgG to Spike protein.

Clinical details of donors Spike IgG
N/total donors (%)
RBD IgG
N/spike IgG (%)
Flu- like symptoms 71 (37.3) 22 (30.9)
History of overseas travel 47 (24.7) 10 (21.3)
Contact with suspected COVID-19 case 34 (17.9) 9 (26.5)
Contact with confirmed COVID-19 case 28 (14.7) 6 (21.4)
Prior history of COVID-19 (PCR confirmed) 11 (5.8) 4 (36.4)
Prior history of COVID-19 (antibody confirmed) 4 (2.1) 2 (50)

One hundred and ninety individuals with a positive IgG to Spike could be contacted for information provided. The information depicts the number of individuals who had an affirmative result for each category.

During donor interview, 56/190 (29%) individuals reported that they had undertaken a diagnostic SARS-CoV-2 laboratory test through either, a PCR on a respiratory sample (n = 44) or blood based antibody testing (n = 12). Eleven individuals (25%) of individuals who underwent PCR testing had a positive PCR result confirming SARS-CoV-2 infection. Whilst all 11 were Spike IgG positive, only four (36.4%) had IgG antibodies to RBD.

Of the 12 blood donors who had undergone COVID-19 antibody testing earlier, four (33.3%) had received a positive antibody test result earlier. Of these, we found only two (50%) individuals to have positive IgG antibodies to RBD. Therefore overall, only six (40%) with previously confirmed COVID-19 had positive IgG antibodies to RBD.

Demographics of individuals with a positive IgG response to spike and RBD

The mean age of individuals who had a positive IgG titer to spike was 29.2±7.2 years. Also, the male predominance of study subjects who were IgG positive to spike (n = 297; 99.7%) was comparable to that of the overall cohort.

The frequency of individuals with positive IgG antibodies to spike and RBD was compared across age groups; 17–25, 26–35, 36–45 and 46–55 years. There was no difference across age groups between individuals with sera reactive to spike (mean 53.4%; CI 95%, 49.3–37.5, p-value 0.274), Table 1. Similarly, the proportion of individuals with positive IgG to RBD were also comparable across age groups studied (mean 16.7%; (95% CI, 13.6–19.8%, p-value 0.462).

Blood groups amongst study subjects with IgG to spike

Blood donors with blood groups A, B, AB, and O who had positive IgG antibodies to spike are shown in Fig 3. These were found to be 52.6%, 56.5%, 43.5% and 52.6% across the blood groups respectively, S1 Table. Sera tested for IgG to RBD showed antibody positivity of 37.1%, 32.7%, 17.6% and 27.6% across A, B, AB and O blood groups in that order (Fig 3, S1 Table). There was no statistically significant difference in the frequency of positive IgG responses to either spike (p-value 0.503) or RBD (p-value 0.342) antigens across the different age groups studied.

Fig 3. Seropositivity in blood donors in relation to their ABO blood groups.

Fig 3

The graphs show the number of individuals tested (blue bars), those who had a positive IgG to spike (orange bar) and those who had a positive IgG to RBD (grey line) in each case. Data for individuals is shown as per their A, B, AB and O blood groups.

Month-wise seroprevalence of SARS-CoV-2

We compared the frequency of COVID-19 antibody positivity between December 2020, after the start of the second wave, and in February 2021, at the end of the wave (https://ourworldindata.org/coronavirus/country/pakistan). No statistically significant difference (p = 0.805) was observed in the frequency of positive IgG responses to spike in blood donors sampled between December 2020 (mean 54%, 95% CI; 48.8–69.7) and February 2021 (mean 52.5%, 95% CI; 46.0–58.7). Similarly, there was no difference between the proportion of individuals with positive IgG to RBD in December 2020 (mean 34.4%; 95% CI; 27.4–41.5) and February 2021 (mean 26.6%, 95% CI; 18.8–34.4), Table 3. Further, the frequency of individuals with positive IgG antibodies to Spike and RBD between the months of December 2020 and February 2021 were compared as per blood groups.

Table 3. Comparison of IgG antibodies to SARS-CoV-2 spike and RBD proteins in December 2020 and February 2021.

Dec-20 Feb-21
n % IgG positive 95% CI n % IgG positive 95% CI p-value
Spike 174 54.2% (48.8–69.7) 124 52.3% (46.0–58.7) 0.727
RBD 174 34.5% (27.4–41.5) 124 26.6% (18.8–34.4) 0.148

Chi-square test of association was applied and considered significance level at α<0.05.

There was no difference found between IgG to spike or RBD positivity between individuals of A, B, AB or O blood groups tested in December 2020 or February 2021, S3 Fig.

Discussion

Sero-epidemiological studies are helpful in identification of the magnitude of disease in a population by estimating the number of individuals with subclinical /asymptomatic infections. Further, they can provide insights into the immune protection present in the population. In this study of healthy blood donors tested at the time of the second COVID-19 wave in Pakistan between December 2020 and February 2021, we found 53% to have positive IgG antibodies against the spike protein of SARS- CoV-2. This seroprevalence is significantly higher than the previously reported data for healthy blood donors from Europe such as; 0.9% in Italy, 1.9% in Denmark, 2.7% in France and 0.91% in Germany [1618] [19]. A study conducted in healthy blood donors in Lombardy, Italy [8], one of the first lock down region in Italy reported a frequency of 19.7% for SARS-CoV2 anti-S1 and anti-S2 IgG antibodies and 21.6% for neutralizing antibodies during March to June 2020 [20]. SARS-CoV-2 seroprevalence of 4.0% was observed in 2857 blood donors from Brazil in April 2020 [21] while New York, United States observed a seroconversion of 1 in every 8 blood donors in June-July 2020 [22]. A high level of exposure to the virus was observed in Saudi Arabia, where IgG to spike proteins was observed in 19.3% during May to July 2020 [23]. Moreover, an increase in seroprevalence was reported in blood donors in parallel with the rise of COVID-19 infection in Jordan [24]. Antibodies to SARS-CoV-2 antibodies are shown to persist for up to 6 months post-disease onset [15]. With seroprevalence rising over the time period tested during the pandemic period of 2020 and 2021 [8].

Reports of healthy blood donors from Karachi tested in June 2020 (at the peak of the first COVID-19 wave) showed a seropositivity in 15/70 (21.4%) with an increase (to 37.7%) in July 2020 [25]. Seroprevalence data from Karachi has showed COVID-19 antibody positivity to rise to 21.8% in high transmission neighbourhoods in Karachi by August 2020 [26]. The current study performed December 2020 until February 2021 at the time of the second COVID-19 wave shows a further rise (to 53%) in seropositivity in Karachi. On January 1, 2021, 41,000 tests were conducted each day and approximately 2500 positive COVID-19 cases (6.1%) were confirmed within a 24 h period [6]. Our data therefore alludes to much greater infection rates in Karachi than identified from PCR based testing alone. A higher seropositivity is suggestive of active disease transmission in the community and this may be related to over population, congested living conditions and low compliance with the SOPs like wearing mask in public and maintaining social distancing.

Our data showed a comparable frequency of seropositivity to spike and RBD across the age groups studied. Our study group was relatively young, mainly ranging from their second to fourth decades of life. Notably, we had very few individuals aged 50 years and over as it was younger individuals who comprised the blood donor cohort.

Though several population-based studies have demonstrated a high seroprevalence in males compared to females [18, 21, 27, 28], such a comparison could not be undertaken because of gender imbalance in the current study with predominantly more male donors. Another limitation of this study is that a detailed COVID-19 history was not taken prior to enrollment of study subjects and individuals who did not report any signs or symptoms of disease within the past four weeks was eligible for the study. We were therefore unable to rule out those who may have had asymptomatic or subclinical infections at the time of recruitment.

Previous studies have shown COVID-19 to be present more in individuals with blood group A [23]. as compared to those having blood group O [29]. However, here, we did not find any significant difference in seroprevalence among different ABO blood group types, corroborating an earlier report from Pakistan [25].

One or more symptoms associated with COVID-19 including fever, cough, and loss of smell/taste, fatigue, and malaise were observed in 71 (37.4%) individuals. It may be that up to 60% of the individuals who were infected by SARS-CoV-2 remained asymptomatic. This finding is congruent with a study in Quebec where half to two third seropositive donors were found to be asymptomatic [30]. Of those with IgG antibodies to spike who had undergone diagnostic PCR testing or antibody testing for SARS-CoV-2, only 11 (25%) were PCR positive. The reasons for this low PCR positivity are not known, but a low viral load at the time of PCR testing, inadequate sampling technique or variability in PCR-based diagnosis may be the possible explanations. Of the spike seropositive blood donors who had undergone COVID-19 antibody testing earlier, 4 (33.3%) had a prior positive test result. Importantly, of these 15 individuals with prior laboratory confirmed COVID-19, only 6 (40%) had IgG antibodies to RBD. These data highlight the dynamic the nature of antibody responses to SARS-CoV-2 and also the variability of test results depending on the assay target employed.

Interestingly, in our study we observed a discrepancy between individuals who had positive IgG to spike and those who were positive to RBD. Overall, only 31.2% subjects with IgG to spike demonstrated IgG to RBD. This ratio of spike to RBD positivity was comparable across the age groups investigated.

We found a significant correlation between IgG to spike and RBD, correlating with previous reports [15]. Further, our RBD ELISA was 94.6% specific (95% CI; 82–98) and 91% sensitive (95% CI; 79–98) for diagnosis of COVID-19 cases. Previously, it has been shown that IgG to spike and RBD both demonstrate high specificity against SARS-CoV-2 [14, 31] and a good correlation with virus neutralization (VN) titers. However, Salazar et al. in 2020 reported anti IgG-RBD to have slightly better correlation with VN in his study on 68 patients with COVID-19 [32]. In this data set, we were not able to directly test all samples here for virus neutralizing activity. However, we have shown IgG to RBD as detected by the assay for neutralizing activity against SARS-CoV-2 and found this to correlation with IgG titers [33]. Therefore, we speculate that RBD antibodies found in our healthy blood donors reflected previous SARS-CoV-2 infection whilst a higher frequency of spike antibodies could be associated with cross-reactive antibodies. Cross-reactive antibodies against SARS-CoV-2 in pre-pandemic sera have been shown in studies from Africa [34, 35]. Moreover, a high prevalence of cross-reactive antibodies has been identified in sub-Saharan Africa [36]. While SARS-CoV-2 antibody positivity may protect against reinfection [37], the protective role of cross-reactive antibodies against SARS-CoV-2 needs further probing. No definitive conclusion can be drawn as we did not screen for antibodies against other coronaviruses in this study, due to lack of access to testing kits. Another limitation is that the study was conducted at a single institution and a relatively small sample size. Further, as with other seroprevalence studies, the rate of exposure may be under-estimated depending on the time of sampling after COVID-19 as antibody responses wane with time [38].

Factors such as, bacilli Calmette-Guerin vaccination [39], high temperature and humidity [40], and exposure to other viral/bacterial pathogens [41] have all been suggested in contributing to increasing protective immunity against SARS-CoV-2 in the population. High seroprevalence rates suggest active virus transmission in the community and highlights the importance of use of protective measures such as use of mask and social distancing.

Overall, this study provides important insights into SARS-CoV-2 seroprevalence rates in the local population just prior to the introduction of COVID-19 vaccination in February 2021. The high seroprevalence rates in this unvaccinated population reflect immunity which likely driven by exposure and enhanced by cross- reactive antibodies against SARS-CoV-2.

Supporting information

S1 Fig. Dilution curves in Elisa Assays IgG to COVID 19.

A positive serum pool containing high titers of anti convid19 antibodies was used to develop dilution curves. Serial 2-fold titrations from to 1/6400 were set up in each case. Graphs show an example of a dilution series for positive antibody pooled controls to either Spike protein (panel A) or RBD (panel B). A sigmoidal curve was obtained between a dilution of 50–3200 for both Spike and RBD proteins between OD 450 nm, 0.5–1.5.

(TIF)

S2 Fig. Validation of upper and lower limits of the dilution curve in IgG ELISA to Spike and RBD proteins.

The variation between experiments for the higher and lower limits of dilution curves was determined for 10 consecutive assays for IgG antibodies to Spike (panel A), and RBD (panel B). The dotted lines indicate ± 2SD for each dilution. All other parameters are the same as in S1 Fig.

(TIF)

S3 Fig. Monthwise seropositivity in blood donors in relation to their ABO blood groups.

The graphs show the number of individuals tested in December 2021 and February 2022 with different blood groups. IgG positive to spike (A) and to RBD (B) are depicted in each case. Standard deviation of percentage positivity is shows as error bars.

(TIF)

S1 Table. Gender- and blood type-distribution in various age bands.

(DOCX)

S1 Appendix

(PDF)

Acknowledgments

We thank IBET ITQB, Universidade NOVA de Lisboa, Portugal for assistance in providing recombinant proteins for ELISA assays. Thanks to Ambreen Wasim for statistical analysis. We thank the study subjects for participation in the study. We thank the Clinical Laboratory, AKUH, Karachi, Pakistan for facilitating sampling for the study.

Data Availability

All relevant data are within the paper and its Supporting Information files.

Funding Statement

This work was supported by the Provost’s Academic Priorities Fund, The Aga Khan University. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

References

  • 1.Guan WJ, Ni ZY, Hu Y, Liang WH, Ou CQ, He JX, et al. Clinical Characteristics of Coronavirus Disease 2019 in China. N Engl J Med. 2020;382(18):1708–20. doi: 10.1056/NEJMoa2002032 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Huang C, Wang Y, Li X, Ren L, Zhao J, Hu Y, et al. Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet. 2020;395(10223):497–506. doi: 10.1016/S0140-6736(20)30183-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Go Pakistan. COVID-19 Health Advisory Platform. Ministry of National Health Services Regulations and Coordination. 2021. https://covid.gov.pk/stats/pakistan [Google Scholar]
  • 4.Imran M, Khan S, Khan S, Uddin A, Khan MS, Ambade P. COVID-19 situation in Pakistan: A broad overview. Respirology. 2021. 26(9):891–892. doi: 10.1111/resp.14093 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5.JHU. Coronavirus Resource Center: John Hopkins University of Medicine; 2021. http://coronavirus.jhu.edu/map [Google Scholar]
  • 6.GoS. Daily Situation Report 2021 [Available from: https://www.sindhhealth.gov.pk/upload/daily_status_report/Daily_Situation_Report_for_1st_January_2021.pdf
  • 7.Al-Qahtani M, AlAli S, AbdulRahman A, Salman Alsayyad A, Otoom S, Atkin SL. The prevalence of asymptomatic and symptomatic COVID-19 in a cohort of quarantined subjects. International Journal of Infectious Diseases. 2021;102:285–8. doi: 10.1016/j.ijid.2020.10.091 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8.Castro LCG A.; Serrano A,; Pereira A.H.G.; Ribeiro R.; Napoleao P.; Domingues I.; et al. Longitudinal SARS-CoV-2 seroprevalence in Portugal and antibody maintenance 12 months after the start of the COVID-19 pandemic: ResearchSquare; 2021. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Haq M, Rehman A, Ahmad J, Zafar U, Ahmed S, Khan MA, et al. SARS-CoV-2: big seroprevalence data from Pakistan-is herd immunity at hand? Infection. 2021. doi: 10.1007/s15010-021-01629-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Zaidi S, Rizwan F, Riaz Q, Siddiqui A, Khawaja S, Imam M, et al. Seroprevalence of anti-SARS-CoV-2 antibodies in residents of Karachi-challenges in acquiring herd immunity for COVID 19. J Public Health (Oxf). 2021;43(1):3–8. doi: 10.1093/pubmed/fdaa170 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Fenwick C, Croxatto A, Coste AT, Pojer F, Andre C, Pellaton C, et al. Changes in SARS-CoV-2 Spike versus Nucleoprotein Antibody Responses Impact the Estimates of Infections in Population-Based Seroprevalence Studies. J Virol. 2021;95(3). doi: 10.1128/JVI.01828-20 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Choudhary HR, Parai D, Dash GC, Peter A, Sahoo SK, Pattnaik M, et al. IgG antibody response against nucleocapsid and spike protein post-SARS-CoV-2 infection. Infection. 2021;49(5):1045–8. doi: 10.1007/s15010-021-01651-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Amanat F, Stadlbauer D, Strohmeier S, Nguyen THO, Chromikova V, McMahon M, et al. A serological assay to detect SARS-CoV-2 seroconversion in humans. Nat Med. 2020. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Stadlbauer D, Amanat F, Chromikova V, Jiang K, Strohmeier S, Arunkumar GA, et al. SARS-CoV-2 Seroconversion in Humans: A Detailed Protocol for a Serological Assay, Antigen Production, and Test Setup. Curr Protoc Microbiol. 2020;57(1): e100. doi: 10.1002/cpmc.100 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Figueiredo-Campos P, Blankenhaus B, Mota C, Gomes A, Serrano M, Ariotti S, et al. Seroprevalence of anti-SARS-CoV-2 antibodies in COVID-19 patients and healthy volunteers up to 6 months post disease onset. Eur J Immunol. 2020;50(12):2025–40. doi: 10.1002/eji.202048970 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Fiore JR, Centra M, De Carlo A, Granato T, Rosa A, Sarno M, et al. Results from a survey in healthy blood donors in South Eastern Italy indicate that we are far away from herd immunity to SARS-CoV-2. Journal of Medical Virology. 2021;93(3):1739–42. doi: 10.1002/jmv.26425 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Erikstrup C, Hother CE, Pedersen OBV, Molbak K, Skov RL, Holm DK, et al. Estimation of SARS-CoV-2 Infection Fatality Rate by Real-time Antibody Screening of Blood Donors. Clin Infect Dis. 2021;72(2):249–53. doi: 10.1093/cid/ciaa849 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Gallian P, Pastorino B, Morel P, Chiaroni J, Ninove L, de Lamballerie X. Lower prevalence of antibodies neutralizing SARS-CoV-2 in group O French blood donors. Antiviral Res. 2020;181:104880. doi: 10.1016/j.antiviral.2020.104880 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 19.Fischer B, Knabbe C, Vollmer T. SARS-CoV-2 IgG seroprevalence in blood donors located in three different federal states, Germany, March to June 2020. Euro Surveill. 2020;25(28). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Cassaniti I, Percivalle E, Sarasini A, Cambie G, Vecchio Nepita E, Maserati R, et al. Seroprevalence of SARS-CoV-2 in blood donors from the Lodi Red Zone and adjacent Lodi metropolitan and suburban area. Clin Microbiol Infect. 2021. doi: 10.1016/j.cmi.2021.01.030 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Amorim Filho L, Szwarcwald CL, Mateos SOG, Leon A, Medronho RA, Veloso VG, et al. Seroprevalence of anti-SARS-CoV-2 among blood donors in Rio de Janeiro, Brazil. Rev Saude Publica. 2020;54:69. doi: 10.11606/s1518-8787.2020054002643 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Jin DK, Nesbitt DJ, Yang J, Chen H, Horowitz J, Jones M, et al. Seroprevalence of anti-SARS-CoV-2 antibodies in a cohort of New York City metro blood donors using multiple SARS-CoV-2 serological assays: Implications for controlling the epidemic and "Reopening". PLoS One. 2021;16(4): e0250319. doi: 10.1371/journal.pone.0250319 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 23.Mahallawi WH, Al-Zalabani AH. The seroprevalence of SARS-CoV-2 IgG antibodies among asymptomatic blood donors in Saudi Arabia. Saudi J Biol Sci. 2021;28(3):1697–701. doi: 10.1016/j.sjbs.2020.12.009 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Sughayer MA, Mansour A, Al Nuirat A, Souan L, Ghanem M, Siag M. Dramatic rise in seroprevalence rates of SARS-CoV-2 antibodies among healthy blood donors: The evolution of a pandemic. Int J Infect Dis. 2021;107:116–20. doi: 10.1016/j.ijid.2021.04.059 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Younas A, Waheed S, Khawaja S, Imam M, Borhany M, Shamsi T. Seroprevalence of SARS-CoV-2 antibodies among healthy blood donors in Karachi, Pakistan. Transfus Apher Sci. 2020;59(6):102923. doi: 10.1016/j.transci.2020.102923 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Nisar MI, Ansari N, Khalid F, Amin M, Shahbaz H, Hotwani A, et al. Serial population-based serosurveys for COVID-19 in two neighbourhoods of Karachi, Pakistan. Int J Infect Dis. 2021;106:176–82. doi: 10.1016/j.ijid.2021.03.040 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27.Sood N, Simon P, Ebner P, Eichner D, Reynolds J, Bendavid E, et al. Seroprevalence of SARS-CoV-2–Specific Antibodies Among Adults in Los Angeles County, California, on April 10–11, 2020. JAMA. 2020;323(23):2425–7. doi: 10.1001/jama.2020.8279 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Lai CC, Wang JH, Hsueh PR. Population-based seroprevalence surveys of anti-SARS-CoV-2 antibody: An up-to-date review. Int J Infect Dis. 2020;101:314–22. doi: 10.1016/j.ijid.2020.10.011 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Golinelli D, Boetto E, Maietti E, Fantini MP. The association between ABO blood group and SARS-CoV-2 infection: A meta-analysis. PLoS One. 2020;15(9): e0239508. doi: 10.1371/journal.pone.0239508 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Lewin A, Therrien R, De Serres G, Gregoire Y, Perreault J, Drouin M, et al. SARS-CoV-2 seroprevalence among blood donors in Quebec, and analysis of symptoms associated with seropositivity: a nested case-control study. Can J Public Health. 2021. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Dwyer CJ, Cloud CA, Wang C, Heidt P, Chakraborty P, Duke TF, et al. Comparative analysis of antibodies to SARS-CoV-2 between asymptomatic and convalescent patients. iScience. 2021;24(6):102489. doi: 10.1016/j.isci.2021.102489 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32.Salazar E, Kuchipudi SV, Christensen PA, Eagar TN, Yi X, Zhao P, et al. Relationship between Anti-Spike Protein Antibody Titers and SARS-CoV-2 &lt;em&gt;In Vitro&lt;/em&gt; Virus Neutralization in Convalescent Plasma. bioRxiv. 2020:2020.06.08.138990. [Google Scholar]
  • 33.Abidi SH, Imtiaz K, Kanji A, Qaiser S, Khan E, Iqbal K, et al. A rapid real-time polymerase chain reaction-based live virus microneutralization assay for detection of neutralizing antibodies against SARS-CoV-2 in blood/serum. PLoS One. 2021;16(12): e0259551. doi: 10.1371/journal.pone.0259551 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 34.Song G, He WT, Callaghan S, Anzanello F, Huang D, Ricketts J, et al. Cross-reactive serum and memory B-cell responses to spike protein in SARS-CoV-2 and endemic coronavirus infection. Nat Commun. 2021;12(1):2938. doi: 10.1038/s41467-021-23074-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35.Ng KW, Faulkner N, Cornish GH, Rosa A, Harvey R, Hussain S, et al. Preexisting and de novo humoral immunity to SARS-CoV-2 in humans. Science. 2020;370(6522):1339–43. doi: 10.1126/science.abe1107 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36.Tso FY, Lidenge SJ, Pena PB, Clegg AA, Ngowi JR, Mwaiselage J, et al. High prevalence of pre-existing serological cross-reactivity against severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) in sub-Saharan Africa. Int J Infect Dis. 2021;102:577–83. doi: 10.1016/j.ijid.2020.10.104 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 37.Abu-Raddad LJ, Chemaitelly H, Coyle P, Malek JA, Ahmed AA, Mohamoud YA, et al. SARS-CoV-2 antibody-positivity protects against reinfection for at least seven months with 95% efficacy. EClinicalMedicine. 2021;35:100861. doi: 10.1016/j.eclinm.2021.100861 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 38.Perreault J, Tremblay T, Fournier MJ, Drouin M, Beaudoin-Bussières G, Prévost J, et al. Waning of SARS-CoV-2 RBD antibodies in longitudinal convalescent plasma samples within 4 months after symptom onset. Blood. 2020;136(22):2588–91. doi: 10.1182/blood.2020008367 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 39.Abbas AM, AbouBakr A, Bahaa N, Michael S, Ghobrial M, AbuElmagd ME, et al. The effect of BCG vaccine in the era of COVID-19 pandemic. Scand J Immunol. 2020;92(6): e12947. doi: 10.1111/sji.12947 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40.Sajadi MM, Habibzadeh P, Vintzileos A, Shokouhi S, Miralles-Wilhelm F, Amoroso A. Temperature, Humidity, and Latitude Analysis to Estimate Potential Spread and Seasonality of Coronavirus Disease 2019 (COVID-19). JAMA Netw Open. 2020;3(6): e2011834. doi: 10.1001/jamanetworkopen.2020.11834 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Riggioni C, Comberiati P, Giovannini M, Agache I, Akdis M, Alves-Correia M, et al. A compendium answering 150 questions on COVID-19 and SARS-CoV-2. Allergy. 2020;75(10):2503–41. doi: 10.1111/all.14449 [DOI] [PMC free article] [PubMed] [Google Scholar]

Decision Letter 0

Joël Mossong

14 Mar 2022

PONE-D-21-30126Increasing IgG antibodies to SARS-CoV-2 in asymptomatic blood donors through the second COVID-19 wave in Karachi associated with exposure and immunity in the populationPLOS ONE

Dear Dr. Hasan,

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Two of the reviewers make a number of relevant constructive suggestions on how the manuscript can be improved. Please address all of these.==============================

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**********

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Reviewer #1: This is a review of "Increasing IgG antibodies to SARS-CoV-2 in asymptomatic blood donors through the second COVID-19 wave in Karachi associated with exposure and immunity in the population" from Hasan et al, 2022, for consideration at PLOS ONE.

This paper could use numerous clarifications prior to publication, which I (hopefully) constructively suggest below.

# Methods

1. Line 71 states: "Any donor with a history of COVID-19 related symptoms or confirmed infection was excluded from enrollment as a blood donor." HOWEVER, the whole premise of the paper is that you have found high seropositivity among these blood donors. And, in the discussion, you discuss the likely levels of asymptomatic infection which explain this confusion. I would suggest that, around Line 71, you explicitly note that this exclusion criterion in your methods does not prevent those who were asymptomatically or paucisymptomatically infected from donation, which is key to the present study.

2. Were the results adjusted for the sensitivity and specificity of the RBD and spike ELISAs? For that matter, what *were* the sensitivity and specificity of these assays? Were controls limited only to 100 known positive samples? Or were there also negative controls used? For instance, Figure 2 would be far better as seroprevalence estimates, with error bars, rather than raw sample counts which are not comparable between groups. Methods for adjustment are discussed in the context of SARS-CoV-2 here in https://elifesciences.org/articles/64206 and in general here https://www.hindawi.com/journals/eri/2011/608719/ In general, the establishment of the ELISA cutoffs should be more clearly discussed, with positive and negative controls noted or referenced.

# Results

2. On Line 145, I suggest noting for the reader that 99.1% of donors were male, so the result about 99.7% of spike+ being men is not significant. Same with the 29.0±7.4 and 29.2±7.2. A reader who is skimming the paper may be surprised by these numbers.

3. Do you have any estimate of how many of the samples might be RBD+ but spike-? On Line 294, the Discussion paragraph already notes that spike ELISAs are highly specific, so would you conclude that, perhaps, your RBD ELISA is relatively insensitive? If these numbers (RBD+, spike-) are not known, then this should be noted as a limitation.

4. "Our data showed an increasing frequency of seropositivity to spike and RBD in individuals who were between their second to fourth decades of life." Typically we would expect to see statistical tests of this claim, but I do not see them.

# Data Availability

Data were not provided alongside submission of the manuscript.

# Small Suggestions

- Perhaps the numbers on Line 3 (Abstract) could be updated since it is now February 2022.

- Refs 10 and 11 are the same paper, different title.

- L43-50 - place the literature review in dates or waves, but not "recent" or "previous". Years from now, it may be difficult to understand this paper without specific dates.

- BionaxNow spelling. (BinaxNow)

- A standard curve -[of] comprising a titration...

- Were tested for the presence of -[for] IgG antibodies... awkward.

- Fig 1 — what do the symbols and shading mean?

- "Similarly, though proportion of" -> "Similarly, the proportion of"

- "Overall, only 31.2% +[of] subjects having IgG to spike"

- Supplementary Fig 1 - the horizontal axis doesn't line up with the data points. What are the horizontal error bar type things? Please clarify what the colors represent, or annotate them on the plots.

Reviewer #2: The author can do a follow up spike and RBD antibodies in order to assess the concept of herd immunity in those positive cases. The work is good but is not novel as already one such study has been done in Karachi.

Reviewer #3: Authors attempted to assess SARS-CoV-2 seroprevalence in blood donors from Karachi, Pakistan, during the second COVID-19 pandemic wave.

There are several issues regarding this manuscript:

The small sample size, significant gender imbalance and the distribution of age groups. For instance they have 4 participants in the age group 51-60 years and the age range for group 1 is 17-20: 4 years. For an unbiased observation authors should have grouped participants into different age categories, for example: 17-25; 26-35; 36-45; 46-55.

It is not clear from the methods section the cut off for IgG positive test results. No information regarding the sensitivity and specificity of the test was provided.

The manuscript needs an English review. Some terms are inadequate and some sentences are hard to understand. Few examples:

Page 10: The current study performed December 2020 until February 2021 at the time

of the second COVID-19 wave shows a further rise (to 53%) in seropositivity in Karachi.

Page 11: the secondary questionnaire was administered later…

**********

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Reviewer #1: No

Reviewer #2: Yes: SAMRA WAHEED

Reviewer #3: No

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PLoS One. 2022 Aug 24;17(8):e0271259. doi: 10.1371/journal.pone.0271259.r002

Author response to Decision Letter 0


3 May 2022

PONE-D-21-30126

Increasing IgG antibodies to SARS-CoV-2 in asymptomatic blood donors through the pandemic in Karachi reflects exposure and immunity in the population

PLOS ONE

Journal requirements:

When submitting your revision, we need you to address these additional requirements.

1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at

-Thank you. We have made the required style changes in the manuscript.

2. Please provide additional details regarding participant consent. In the ethics statement in the Methods and online submission information, please ensure that you have specified what type you obtained (for instance, written or verbal, and if verbal, how it was documented and witnessed). If your study included minors, state whether you obtained consent from parents or guardians. If the need for consent was waived by the ethics committee, please include this information.

-Written consent from each study participant. Only adults aged 18 years and over were included in the study.

3. Thank you for stating the following financial disclosure:

“The study was supported by a grant from Provost’s Academic Priorities Fund, The Aga Khan University, Pakistan”

Please state what role the funders took in the study. If the funders had no role, please state: ""The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

If this statement is not correct you must amend it as needed.

Please include this amended Role of Funder statement in your cover letter; we will change the online submission form on your behalf.

-Thank you for pointing this out. This has been added to the cover letter.

4. Thank you for stating the following in the Funding Section of your manuscript:

“The study was supported by a grant from Provost’s Academic Priorities Fund, The Aga Khan University.”

We note that you have provided funding information that is not currently declared in your Funding Statement. However, funding information should not appear in the Acknowledgments section or other areas of your manuscript. We will only publish funding information present in the Funding Statement section of the online submission form.

Please remove any funding-related text from the manuscript and let us know how you would like to update your Funding Statement. Currently, your Funding Statement reads as follows:

“The study was supported by a grant from Provost’s Academic Priorities Fund, The Aga Khan University, Pakistan”

Please include your amended statements within your cover letter; we will change the online submission form on your behalf.

- Thank you. This has been added to the cover letter.

5. Please remove your figures from within your manuscript file, leaving only the individual TIFF/EPS image files, uploaded separately. These will be automatically included in the -reviewers’ PDF.

-Thank you. We will upload the image files separately.

Reviewers' comments:

________________________________________

5. Review Comments to the Author

Reviewer #1: This is a review of "Increasing IgG antibodies to SARS-CoV-2 in asymptomatic blood donors through the second COVID-19 wave in Karachi associated with exposure and immunity in the population" from Hasan et al, 2022, for consideration at PLOS ONE.

This paper could use numerous clarifications prior to publication, which I (hopefully) constructively suggest below.

# Methods

1. Line 71 states: "Any donor with a history of COVID-19 related symptoms or confirmed infection was excluded from enrollment as a blood donor." HOWEVER, the whole premise of the paper is that you have found high seropositivity among these blood donors. And, in the discussion, you discuss the likely levels of asymptomatic infection which explain this confusion. I would suggest that, around Line 71, you explicitly note that this exclusion criterion in your methods does not prevent those who were asymptomatically or paucisymptomatically infected from donation, which is key to the present study.

- We thank the reviewer for this comment, the exclusion criteria has now been revised (line#80-81)

2. Were the results adjusted for the sensitivity and specificity of the RBD and spike ELISAs? For that matter, what *were* the sensitivity and specificity of these assays? Were controls limited only to 100 known positive samples? Or were there also negative controls used? For instance, Figure 2 would be far better as seroprevalence estimates, with error bars, rather than raw sample counts which are not comparable between groups.

Methods for adjustment are discussed in the context of SARS-CoV-2 here in https://elifesciences.org/articles/64206 and in general here https://www.hindawi.com/journals/eri/2011/608719/ In general, the establishment of the ELISA cutoffs should be more clearly discussed, with positive and negative controls noted or referenced.

- thank you for pointing this out. We have now included the calculation for sensitivity and specificity of the RBD and spike ELISA assays in the manuscript. The assay validation is explained more clearly. We used 45 COVID-19 convalescent sera as positive controls and 55 healthy sera from pre-pandemic period as negative controls.

- We have added confidence intervals (95%) to the results to explain the range of antibody responses investigated in each condition tested.

# Results

2. On Line 145, I suggest noting for the reader that 99.1% of donors were male, so the result about 99.7% of spike+ being men is not significant. Same with the 29.0±7.4 and 29.2±7.2. A reader who is skimming the paper may be surprised by these numbers.

_ Thank you for pointing this out. We have re-written this line to avoid any confusion.

3. Do you have any estimate of how many of the samples might be RBD+ but spike-? On Line 294, the Discussion paragraph already notes that spike ELISAs are highly specific, so would you conclude that, perhaps, your RBD ELISA is relatively insensitive? If these numbers (RBD+, spike-) are not known, then this should be noted as a limitation.

- None of the samples were spike negative but RBD positive. We have expanded our discussion of the results to describe our observation. The sensitivity and specificity of spike and RBD ELISAs are discussed. IgG to both these proteins were significantly correlated with each other.

- Further, it is noted that the dynamics of IgG to each of these proteins may differ in COVID-19.

4. "Our data showed an increasing frequency of seropositivity to spike and RBD in individuals who were between their second to fourth decades of life." Typically we would expect to see statistical tests of this claim, but I do not see them.

- Thank you for this suggestion. We have re-analysed the data according to the age groups suggested by the reviewer. After doing so, we did not find any difference between IgG seropositivity to spike or RBD across the age groups. This has been corrected in the manuscript.

# Data Availability

-Data availability statement is corrected. The data has been depicted in tables and figures used for the manuscript. The full set will be available upon acceptance of the publication. Additional material can be provided upon request.

# Small Suggestions

- Perhaps the numbers on Line 3 (Abstract) could be updated since it is now February 2022.

- Refs 10 and 11 are the same paper, different title.

- Thank you – this correction has been made.

- L43-50 - place the literature review in dates or waves, but not "recent" or "previous". Years from now, it may be difficult to understand this paper without specific dates.

- BionaxNow spelling. (BinaxNow)

This correction has been made

- A standard curve -[of] comprising a titration...

Correction made

- Were tested for the presence of -[for] IgG antibodies... awkward.

correction made

- Fig 1 — what do the symbols and shading mean?

- "Similarly, though proportion of" -> "Similarly, the proportion of"

- "Overall, only 31.2% +[of] subjects having IgG to spike"

- Supplementary Fig 1 - the horizontal axis doesn't line up with the data points. What are the horizontal error bar type things? Please clarify what the colors represent, or annotate them on the plots.

- Thank you we have made this correction.

Reviewer #2: The author can do a follow up spike and RBD antibodies in order to assess the concept of herd immunity in those positive cases. The work is good but is not novel as already one such study has been done in Karachi.

-Thank you for this comment. We appreciate that there have been previous studies which have investigated the seroprevalence of antibodies to SARS-CoV-2. However, we believe it is of value to add to this body of literature in the context of different study populations and also locations across the country. Importantly, we discuss the value of using different antibody assays for identification of SARS-CoV-2 infections. Also, the possible significance of IgG to spike and RBD. Given that whilst spike is associated with protection to the virus, it is IgG to RBD which is directly correlated with neutralizing activity against SARS-CoV-2.

Reviewer #3: Authors attempted to assess SARS-CoV-2 seroprevalence in blood donors from Karachi, Pakistan, during the second COVID-19 pandemic wave.

There are several issues regarding this manuscript:

1. The small sample size, significant gender imbalance and the distribution of age groups. For instance they have 4 participants in the age group 51-60 years and the age range for group 1 is 17-20: 4 years. For an unbiased observation authors should have grouped participants into different age categories, for example: 17-25; 26-35; 36-45; 46-55.

-Thank you for this suggestion, we have re-analysed the data in the age categories as suggestion by the reviewer.

2. It is not clear from the methods section the cut off for IgG positive test results. No information regarding the sensitivity and specificity of the test was provided.

- We have added details regarding assay sensitivity and specificity and also cut-offs for IgG in the manuscript

3. The manuscript needs an English review. Some terms are inadequate and some sentences are hard to understand. Few examples:

- A review of the English in the manuscript as been conducted and corrections made.

4. Page 10: The current study performed December 2020 until February 2021 at the time

of the second COVID-19 wave shows a further rise (to 53%) in seropositivity in Karachi.

- correction made

5. Page 11: the secondary questionnaire was administered later…

- correction made.________________________________________

Attachment

Submitted filename: PONE-reviewers_v2.docx

Decision Letter 1

Joël Mossong

20 Jun 2022

PONE-D-21-30126R1Increasing IgG antibodies to SARS-CoV-2 in asymptomatic blood donors through the pandemic in Karachi reflects exposure and immunity in the populationPLOS ONE

Dear Dr. Hasan,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

==============================

ACADEMIC EDITOR:One of the reviewers has some minor comments. Please address these before resubmitting

==============================

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Academic Editor

PLOS ONE

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Reviewer #1: All comments have been addressed

**********

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**********

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Reviewer #1: Yes

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Reviewer #1: No

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Reviewer #1: # Review 2

I have only a few more suggestions, which are small in nature. Overall, the manuscript is improved, and I find that the authors have addressed my comments, as well as the comments of the other reviewer. I thank the authors for their attentiveness, and recommend publication after some small adjustments are made:

- My biggest suggestion is to consider a change in title. Between the two time points, the authors do not show increasing seroprevalence. This fact makes the title potentially misleading. One alternative title might be:

"IgG antibodies to SARS-CoV-2 in asymptomatic blood donors at two time points in Karachi"

or something straightforward and clear like that.

- I suggest stating in the first part of the abstract that individuals with known COVID-19 or symptoms in the prior 4 weeks were excluded.

- L168. "Hence" almost implies that the prior two percentages naturally lead to the third percentage. I suggest simply deleting "hence" to avoid this impression.

- The figures appear low-resolution and blurry to me. Please check before final submission.

**********

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Reviewer #1: No

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PLoS One. 2022 Aug 24;17(8):e0271259. doi: 10.1371/journal.pone.0271259.r004

Author response to Decision Letter 1


27 Jun 2022

Joël Mossong, PhD

Academic Editor

PLOS ONE

Dear Dr. Mossong,

Thank you for the Editorial and Reviewer feedback. We have addressed the concerns raised and hope that the manuscript will now be acceptable for publication in PLoSONE

Thank you

Best wishes,

Zahra Hasan

>>>

PONE-D-21-30126R1

Increasing IgG antibodies to SARS-CoV-2 in asymptomatic blood donors through the pandemic in Karachi reflects exposure and immunity in the population

PLOS ONE

Dear Dr. Hasan,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

==============================

ACADEMIC EDITOR:

One of the reviewers has some minor comments. Please address these before resubmitting

==============================

Reviewer 1

4. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #1: No

>>

Response: We thank the reviewer for pointing this out. We have now included all supporting data used for the manuscript as S1 Appendix.

________________________________________

6. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: # Review 2

I have only a few more suggestions, which are small in nature. Overall, the manuscript is improved, and I find that the authors have addressed my comments, as well as the comments of the other reviewer. I thank the authors for their attentiveness, and recommend publication after some small adjustments are made:

- My biggest suggestion is to consider a change in title. Between the two time points, the authors do not show increasing seroprevalence. This fact makes the title potentially misleading. One alternative title might be:

"IgG antibodies to SARS-CoV-2 in asymptomatic blood donors at two time points in Karachi"

or something straightforward and clear like that.

>>>

We thank the reviewer for their comments and have modified the title of the paper as suggested.

- I suggest stating in the first part of the abstract that individuals with known COVID-19 or symptoms in the prior 4 weeks were excluded.

>>

We thank the reviewer for their comments and have added this information in the Abstract

- L168. "Hence" almost implies that the prior two percentages naturally lead to the third percentage. I suggest simply deleting "hence" to avoid this impression.

>>

We have removed the work ‘Hence’ from L168

- The figures appear low-resolution and blurry to me. Please check before final submission.

>>

We thank the reviewer for their comments and have redone the TIF conversions for the files so that they are of better resolution

Attachment

Submitted filename: Response to reviewers1.docx

Decision Letter 2

Joël Mossong

28 Jun 2022

IgG antibodies to SARS-CoV-2 in asymptomatic blood donors at two time points in Karachi

PONE-D-21-30126R2

Dear Dr. Hasan,

We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.

Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication.

An invoice for payment will follow shortly after the formal acceptance. To ensure an efficient process, please log into Editorial Manager at http://www.editorialmanager.com/pone/, click the 'Update My Information' link at the top of the page, and double check that your user information is up-to-date. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org.

If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.

Kind regards,

Joël Mossong, PhD

Academic Editor

PLOS ONE

Additional Editor Comments (optional):

Reviewers' comments:

Acceptance letter

Joël Mossong

18 Jul 2022

PONE-D-21-30126R2

IgG antibodies to SARS-CoV-2 in asymptomatic blood donors at two time points in Karachi

Dear Dr. Hasan:

I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department.

If your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org.

If we can help with anything else, please email us at plosone@plos.org.

Thank you for submitting your work to PLOS ONE and supporting open access.

Kind regards,

PLOS ONE Editorial Office Staff

on behalf of

Dr. Joël Mossong

Academic Editor

PLOS ONE

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Fig. Dilution curves in Elisa Assays IgG to COVID 19.

    A positive serum pool containing high titers of anti convid19 antibodies was used to develop dilution curves. Serial 2-fold titrations from to 1/6400 were set up in each case. Graphs show an example of a dilution series for positive antibody pooled controls to either Spike protein (panel A) or RBD (panel B). A sigmoidal curve was obtained between a dilution of 50–3200 for both Spike and RBD proteins between OD 450 nm, 0.5–1.5.

    (TIF)

    S2 Fig. Validation of upper and lower limits of the dilution curve in IgG ELISA to Spike and RBD proteins.

    The variation between experiments for the higher and lower limits of dilution curves was determined for 10 consecutive assays for IgG antibodies to Spike (panel A), and RBD (panel B). The dotted lines indicate ± 2SD for each dilution. All other parameters are the same as in S1 Fig.

    (TIF)

    S3 Fig. Monthwise seropositivity in blood donors in relation to their ABO blood groups.

    The graphs show the number of individuals tested in December 2021 and February 2022 with different blood groups. IgG positive to spike (A) and to RBD (B) are depicted in each case. Standard deviation of percentage positivity is shows as error bars.

    (TIF)

    S1 Table. Gender- and blood type-distribution in various age bands.

    (DOCX)

    S1 Appendix

    (PDF)

    Attachment

    Submitted filename: PONE-reviewers_v2.docx

    Attachment

    Submitted filename: Response to reviewers1.docx

    Data Availability Statement

    All relevant data are within the paper and its Supporting Information files.


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