Evidence map›Paper›PMID 34161316›Full record

SynthesisPloS one2021

Global seroprevalence of SARS-CoV-2 antibodies: A systematic review and meta-analysis.

Niklas Bobrovitz, Rahul Krishan Arora, Christian Cao, Emily Boucher, Michael Liu, Claire Donnici, Mercedes Yanes-Lane, Mairead Whelan, Sara Perlman-Arrow, Judy Chen and 17 more

Abstract readMeta-AnalysisSystematic Review
In one paragraph

Synthesis in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 156 papers, 15 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
156citing papers in PubMed, 15 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

156 citing papers in PubMed, 15 syntheses or guidelines pooled it.

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  11. Seroprevalence of SARS-CoV-2 Antibodies in Africa: A Systematic Review and Meta-Analysis.International journal of environmental research and public health · 2022
    Pooled it
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  13. Seroprevalence of IgG antibodies against SARS-CoV-2 in India, March 2020 to August 2021: a systematic review and meta-analysis.International journal of infectious diseases : IJID : official publication of the International Society for Infectious Diseases · 2022
    Pooled it
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  15. Update on SARS-CoV-2 seroprevalence: regional and worldwide.Clinical microbiology and infection : the official publication of the European Society of Clinical Microbiology and Infectious Diseases · 2021
    Pooled it
  16. Article
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  19. Estimating enteric fever seroincidence in Bangladesh using rapid serosurveys.medRxiv : the preprint server for health sciences · 2026
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96 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

27 authors.

Niklas BobrovitzTemerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0001-7883-4484
Rahul Krishan AroraInstitute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom.ORCID 0000-0003-3526-6338
Christian CaoCumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.ORCID 0000-0002-0395-0381
Emily BoucherCumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Michael LiuDepartment of Social Policy and Intervention, University of Oxford, Oxford, United Kingdom.ORCID 0000-0003-2724-8797
Claire DonniciCumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Mercedes Yanes-LaneCOVID-19 Immunity Task Force, McGill University, Montreal, Quebec, Canada.
Mairead WhelanCumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Sara Perlman-ArrowSchool of Population and Global Health, McGill University, Montreal, Quebec, Canada.
Judy ChenFaculty of Medicine and Health Sciences, McGill University, Montreal, Quebec, Canada.
Hannah RahimCumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Natasha IlincicTemerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
Mitchell SegalTemerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
Nathan DuarteFaculty of Engineering, University of Waterloo, Waterloo, Ontario, Canada.
Jordan Van WykFaculty of Engineering, University of Waterloo, Waterloo, Ontario, Canada.
Tingting YanTemerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
Austin AtmajaFaculty of Engineering, University of Waterloo, Waterloo, Ontario, Canada.
Simona RoccoFaculty of Engineering, University of Waterloo, Waterloo, Ontario, Canada.
Abel JosephFaculty of Engineering, University of Waterloo, Waterloo, Ontario, Canada.
Lucas PennyTemerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
David A CliftonDepartment of Critical Care Medicine, University of Calgary, Calgary, Alberta, Canada.
Tyler WilliamsonDepartment of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada.
Cedric P YansouniJD MacLean Centre for Tropical Diseases, McGill University, Montreal, Quebec, Canada.
Timothy Grant EvansSchool of Population and Global Health, McGill University, Montreal, Quebec, Canada.
Jonathan ChevrierDepartment of Epidemiology, Biostatistics and Occupational Health, Faculty of Medicine, McGill University, Montreal, Quebec, Canada.
Jesse PapenburgDivision of Pediatric Infectious Diseases, Department of Pediatrics, McGill University Health Centre, Montreal, Quebec, Canada.ORCID 0000-0003-4232-871X
Matthew P ChengDivisions of Infectious Diseases and Medical Microbiology, McGill University Health Centre, Montreal, Quebec, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMany studies report the seroprevalence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) antibodies. We aimed to synthesize seroprevalence data to better estimate the level and distribution of SARS-CoV-2 infection, identify high-risk groups, and inform public health decision making.

methodsIn this systematic review and meta-analysis, we searched publication databases, preprint servers, and grey literature sources for seroepidemiological study reports, from January 1, 2020 to December 31, 2020. We included studies that reported a sample size, study date, location, and seroprevalence estimate. We corrected estimates for imperfect test accuracy with Bayesian measurement error models, conducted meta-analysis to identify demographic differences in the prevalence of SARS-CoV-2 antibodies, and meta-regression to identify study-level factors associated with seroprevalence. We compared region-specific seroprevalence data to confirmed cumulative incidence. PROSPERO: CRD42020183634.

resultsWe identified 968 seroprevalence studies including 9.3 million participants in 74 countries. There were 472 studies (49%) at low or moderate risk of bias. Seroprevalence was low in the general population (median 4.5%, IQR 2.4-8.4%); however, it varied widely in specific populations from low (0.6% perinatal) to high (59% persons in assisted living and long-term care facilities). Median seroprevalence also varied by Global Burden of Disease region, from 0.6% in Southeast Asia, East Asia and Oceania to 19.5% in Sub-Saharan Africa (p<0.001). National studies had lower seroprevalence estimates than regional and local studies (p<0.001). Compared to Caucasian persons, Black persons (prevalence ratio [RR] 3.37, 95% CI 2.64-4.29), Asian persons (RR 2.47, 95% CI 1.96-3.11), Indigenous persons (RR 5.47, 95% CI 1.01-32.6), and multi-racial persons (RR 1.89, 95% CI 1.60-2.24) were more likely to be seropositive. Seroprevalence was higher among people ages 18-64 compared to 65 and over (RR 1.27, 95% CI 1.11-1.45). Health care workers in contact with infected persons had a 2.10 times (95% CI 1.28-3.44) higher risk compared to health care workers without known contact. There was no difference in seroprevalence between sex groups. Seroprevalence estimates from national studies were a median 18.1 times (IQR 5.9-38.7) higher than the corresponding SARS-CoV-2 cumulative incidence, but there was large variation between Global Burden of Disease regions from 6.7 in South Asia to 602.5 in Sub-Saharan Africa. Notable methodological limitations of serosurveys included absent reporting of test information, no statistical correction for demographics or test sensitivity and specificity, use of non-probability sampling and use of non-representative sample frames. DISCUSSION: Most of the population remains susceptible to SARS-CoV-2 infection. Public health measures must be improved to protect disproportionately affected groups, including racial and ethnic minorities, until vaccine-derived herd immunity is achieved. Improvements in serosurvey design and reporting are needed for ongoing monitoring of infection prevalence and the pandemic response.

Indexed as

AdolescentAdultAgedAntibodies, ViralChildCOVID-19COVID-19 Serological TestingHealth PersonnelHumansIncidenceMiddle AgedSensitivity and SpecificitySeroepidemiologic StudiesYoung AdultAntibodies, Viral

Identifiers

PMID34161316
PMCPMC8221784

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.