Table 1

Study characteristics

Dataset 0: all studiesDataset 1: low and moderate risk of bias studiesDataset 2: low and moderate risk of bias studies; national scope
Used in descriptive analysisUsed to estimate seroprevalence over time and identify associated factorsUsed to estimate ascertainment
Study characteristicn=153*n=97*n=38*
World Bank income level
Low-income country96 (63)54 (56)24 (63)
Lower middle income country33 (22)22 (23)11 (29)
Upper middle income country24 (16)21 (22)3 (7.9)
High-income country0 (0)0 (0)0 (0)
Humanitarian response plan (HRP)
Vulnerable HRP country63 (41)51 (53)10 (26)
UN subregion
Eastern Africa103 (67)54 (56)26 (68)
Southern Africa22 (14)20 (21)2 (5.3)
Western Africa18 (12)17 (18)8 (21)
Middle Africa8 (5.2)6 (6.2)2 (5.3)
Northern Africa2 (1.3)0 (0)0 (0)
Source type
Journal article (peer reviewed)71 (46)30 (31)5 (13)
Preprint13 (8.5)8 (8.2)4 (11)
Presentation, conference or institutional report16 (10)7 (7.2)0 (0)
Early results from Unity study collaborators53 (35)52 (54)29 (76)
Geographic scope
National40 (26)38 (39)38 (100)
Subnational10 (6.5)9 (9.3)
Capital city40 (26)16 (16)
Other city or town >3 00 000 people11 (7.2)4 (4.1)
Other city or town <3 00 000 people49 (32)28 (29)
Multiple cities or towns3 (2.0)2 (2.1)
Study population
Blood donors68 (44)22 (23)22 (58)
Residual sera9 (5.9)4 (4.1)2 (5.3)
Household and community samples70 (46)70 (72)14 (37)
Pregnant or parturient women6 (3.9)1 (1.0)0 (0)
Sampling method
Convenience59 (39)18 (19)3 (7.9)
Probability78 (51)77 (79)33 (87)
Sequential16 (10)2 (2.1)2 (5.3)
Study design
Cross-sectional survey42 (27)35 (36)13 (34)
Prospective cohort19 (12)19 (20)0 (0)
Repeated cross-sectional study90 (59)43 (44)25 (66)
Retrospective cohort2 (1.3)0 (0)0 (0)
Serological test type
CLIA37 (24)34 (35)2 (5.3)
WHO-procured standardised ELISA (Wantai SARS-CoV-2 Total Ab ELISA)43 (28)35 (36)30 (79)
Other ELISA50 (33)7 (7.2)4 (11)
LFIA16 (10)15 (15)2 (5.3)
Multiple types5 (3.3)4 (4.1)0 (0)
Other2 (1.3)2 (2.1)0 (0)
Overall risk of bias
Low36 (24)36 (37)25 (66)
Moderate61 (40)61 (63)13 (34)
High56 (37)
Percent vaccinated at sampling midpoint
0%129 (84)75 (77)26 (68)
Above 0% up to 5%18 (12)16 (16)10 (26)
Above 5% up to 10%4 (2.6)4 (4.1)2 (5.3)
Above 10%2 (1.3)2 (2.1)0 (0)
  • *n (%).

  • †United Nations, Department of Economic and Social Affairs, Population Division (2018). World Urbanization Prospects: The 2018 Revision, Online Edition. File 13: Population of Capital Cities in 2018 (thousands) and File 16: Percentage of the Total Population Residing in Each Urban Agglomeration with 300 000 Inhabitants or More in 2018, by Country, 1950–2035.

  • CLIA, chemiluminescent immunoassay; ELISA, enzyme-linked immunosorbent assay; LFIA, lateral flow immunoassay.