Table 1 Characteristics of the studies included in the meta-analysis.

From: A systematic review and meta-analysis on the prevalence of stigma in infectious diseases, including COVID-19: a call to action

Study

Country

Study design

Type of epidemics

Type of stigma

Total sample size

Effective sample size

Participants

Female (%)

Prevalence of stigma (%)

Measurement of stigma

Abdelhafiz et al., 2020 [79]

Egypt

Cross sectional

COVID-19

Enacted stigma

559

559

Community population

62.3

22.7

Items: Infection with the virus is associated with stigma

Abdel Wahed et al., 2020 [78]

Egypt

Cross sectional

COVID-19

Enacted stigma

407

407

Health care workers

49.4

66.3

Items: Those who get infection is the public stigmatizers

Abuhammad et al., 2020 [80]

Jordan

Cross sectional

COVID-19

Enacted stigma

2000

1655

Community population

63.8

46.1*

Scale: A self-administered questionnaire

Alzoubi et al., 2020 [74]

Jordan

Cross sectional

COVID-19

Perceived stigma

592

592

Undergraduate students

65.5

5.4

Items: Infection is a stigma

Aqeel et al., 2020 [81]

India

Cross sectional

COVID-19

Enacted stigma

1050

823

Community population

43.01

73.34

Items: COVID-19 infection has become a social stigma; Therefore, the patients are reluctant to disclose their symptoms at the early stage

Badi et al., 2021 [88]

Sudan

Cross sectional

COVID-19

Enacted stigma

657

657

Community population

60.4

5.2

Items: Do you agree that the infection with the virus is associated with stigma

Bai et al., 2004 [60]

China

Cross sectional

SARS

Enacted stigma

338

338

Hospital staff

51.0

20.0*

Items: Stigmatization and rejection in the neighborhood because of hospital work

Cassiani-Miranda et al., 2020 [82]

Colombia

Cross sectional

COVID-19

Enacted stigma

1687

1687

Community population/ health care workers

59.0

4.1*

Scale: Questionnaire on COVID-19 Stigma-Discrimination

Chen et al., 2020 [83]

China

Cross sectional

COVID-19

Perceived stigma

5239

1902

Community population

43.89

44.34

Items: Perceived discrimination

Chong et al., 2004 [61]

China

Cross sectional

SARS

Perceived stigma

1257

1007

Health care workers

81.1

59.6

Items: People avoid my family because of my work

De Roo et al., 1998 [14]

Congo

Cross sectional

Ebola

Perceived stigma

34

34

Ebola survivors

76.0

35.0

Items: They tried to escape from their family or immediate neighborhood during their illness because haemorrhagic fever was a very stigmatizing disease

Elhadi et al., 2020 [84]

Libyan

Cross sectional

COVID-19

Perceived stigma

800

745

Health care workers

51.9

31.0

Items: Feeling stigmatized

Etard et al., 2017 [68]

Guinea

Cohort

Ebola

-

802

786

Ebola survivors

55.0

26.0

Items: Your situation is predominantly one of the stigma’s effects

Etokidem et al., 2018 [72]

Nigeria

Cross sectional

Ebola

Enacted stigma

177

177

Nursing students

94.4

22.0*

Item: (1) If your friend who had EVD has been certified cured of the disease, would you be willing to continue to be his/ her friend? (2) If a food vendor in the school cafeteria is known to have had EVD but is now certified cured, would you still eat the food she prepares? (3) If you know that your patient had EVD but has been certified cured, would you take part in his or her surgical operation as the theater nurse? (4) If you know that your patient who has come in labor had EVD but has been certified cured, would you deliver her of her baby?

Goulia et al., 201067

Greece

Cross sectional

A/H1N1 influenza

Perceived stigma

469

469

Health care workers

68.4

3.8

Items: I felt that family members and friends avoided them because of their hospital work

Grace et al., 2005 [63]

Canada

Cross sectional

SARS

Perceived stigma

193

193

Health care workers

32.1

35.8

Items: Physicians felt that they had been treated differently because others knew they had potentially been exposed to a SARS patient (i.e., stigmatization)

Greene et al., 2021 [89]

UK

Cross sectional

COVID-19

Perceived stigma

1194

1194

Health care workers

92.4

36.5

Items: Feeling moderately to extremely stigmatized

Gregorio et al., 2019 [22]

Philippines

Cross sectional

Zika

Perceived stigma

609

609

Teaching staffs

68.5

42.2*

Items: (1) If a person gets Zika, he/she is discriminated or stigmatized because of it; (2) If a person gets Zika, his/ her family is discriminated or stigmatized because of it; (3) If somebody in my family were to get Zika, I would want it to remain private or a secret.

Harjana et al., 2021 [90]

Indonesia

Cross sectional

COVID-19

Perceived stigma

335

335

Community population

19.4

53.43

Items: Items about social support, social trust, perceived stigma, and experience on the COVID-19 test and quarantine were also adopted from previous studies

Jalloh et al., 2017a [69]

Guinea

Cross sectional

Ebola

Enacted stigma

5733

5029

Community population

49.0

20.8*

Items: Would not welcome survivor declared to be cured of Ebola back into the community

Jalloh et al., 2017b [70]

Sierra Leone

Cross sectional

Ebola

Enacted stigma

1413

1413

Community population

53.0

71.7*

Items: (1) Student who survived Ebola puts others in the class at risk of infection; (2) would not buy vegetables from a shopkeeper who survived Ebola; (3) would not welcome Ebola survivor into the community;(4) expressed at least one discriminatory attitude towards Ebola survivors.

James et al., 2020 [75]

Sierra leone

Cross sectional

Ebola

Enacted stigma

400

358

Ebola survivors

62.3

71.8*

Scale: Ebola-related stigma Questionnaire

Jassim et al., 2021 [91]

Bahrain

Cross sectional

COVID-19

Perceived stigma

502

502

Community population

50.2

53.4

Scale: The Stigma Scale (SS) 20

Kelly et al., 2019 [73]

Liberia

Cohort

Ebola

Perceived stigma

859

859

Ebola survivors

56.0

16.2*

Scale: Seven-item EVD-related stigma index

Kirk et al., 2021 [92]

Singapore

Cross sectional

COVID-19

Perceived stigma

430

430

Health care workers

85.8

23.3

Items: Experiences stigma from the community: perceived avoidance by family members or their community owing to stigma and fear of contracting COVID-19 from them (e.g., avoidance from family members, friends, neighbors, and taxi drivers)

Koh et al., 2005 [64]

Singapore

Cross sectional

SARS

Perceived stigma

10511

10511

Health care workers

82.0

39.3*

Items: (1) I thought that “people avoid me because of my job”; (2) I felt that “people avoid my family members because of my job.”

Lam et al., 2009 [93]

HongKong,China

Cross sectional

SARS

Perceived stigma

124

124

Community population

62.8

32.3

Items: The Stigma Scale (SS) 20

Lau et al., 2006 [66]

China

Cross sectional

SARS

Enacted stigma

457

457

Community population

54.7

10.1

Items: These items were mainly modified from some relevant studies investigating stigmatization towards PLWHA

Lau et al., 2021 [94]

Singapore

Cross sectional

COVID-19

Perceived stigma

172

166

Health care workers

48

24.7

Items: Felt that people would avoid their family members

Lee et al., 2005 [65]

China

Cross sectional

SARS

Enacted stigma

899

899

Residents of the first outbreak community

59.0

17.2

Items: (1) SARS deeply affected their daily life; (2) Those employed perceived discriminating treatment by employers.

Li et al., 2021 [95]

China

Cross sectional

COVID-19

Enacted stigma

2377

2377

Community population

51.4

62.3

Items: Discrimination against Recovered COVID-19 Patients

Misery et al., 2021 [96]

France

Cross sectional

COVID-19

Perceived stigma

800

800

Health care workers

80.2

24.9

Items: Felt stigmatization

Moideen et al., 2021 [97]

India

Cross sectional

COVID-19

Perceived stigma

56

56

Patients

58.9

7.1

Scale: COVID-19 related stigma based on Berger-HIV stigma scale (12 items short version)

Nickell et al., 2004 [62]

Canada

Cross sectional

SARS

Enacted stigma

2001

1952

Hospital staffs

78.8

27.8

Items: Being treated differently because of working in hospital

Overholt et al., 2018 [59]

Liberia

Cohort

Ebola

-

299

299

Ebola survivors

43.0

98.0

Scale: The Ebola-related stigma questionnaire

Poyraz et al., 2021 [98]

Turkey

Cross sectional

COVID-19

Perceived stigma

284

284

Patients

49.8

40.7

Items: The patients rated how much they felt they were stigmatized and discriminated against, on a scale of 0 (never), 1 (very little), 2 (moderately), or 3 (considerably)

Raab et al., 2020 [77]

Guinea

Cross sectional

Viral Haemorrhagic fevers

Enacted stigma

102

102

Health care workers

52.0

2.9

Items: Not welcome survivor in community

Rahim et al., 2020 [99]

Iraq

Cross sectional

COVID-19

Enacted stigma

270

270

Community population

53.3

6.7

Items: Infection with the virus is associated with stigma (1 item)

Robinson et al., 2021 [100]

US

Cross sectional

COVID-19

Perceived stigma

7138

5549

Community population

51.2

4.8

Items: Four items adapted from the Perceived Everyday Experiences with Discrimination Scale

Secor et al., 2020 [24]

Liberia and Guinea

Cross sectional

Ebola

Perceived stigma

744

744

Patients

53.1

30.4*

Items: (1) Refusal of service due to survivor status, (2) longer wait times for services than non-survivors, (3) receiving less care or attention than non-survivors, (4) providers gossiping about survivor status, (5) and providers being nervous to treat them due to their survivor status (6) if they had avoided or delayed seeking care due to fear of stigma.

Secor et al., 2020 [24]

Sierra Leone

Cross sectional

Ebola

Perceived stigma

751

751

Patients

49.8

19.5

Scale: A modified questionnaire

Singh et al., 2021 [101]

India

Cross sectional

COVID-19

Enacted stigma

485

485

Community population

48.9

39.2

Items: COVID-19 generates stigma against specific people

Taylor et al., 2020 [85]

United States and Canada

Cross sectional

COVID-19

Enacted stigma

3551

3551

Community population

42.0

33.2*

Scale: HCW Stigmatization Survey

Tee et al., 2020 [86]

Philippines

Cross sectional

COVID-19

Perceived stigma

2700

1879

Community population

69.0

15.5

Items: Feeling of being discriminated by other countries due to the outbreak of COVID-19.

Tenkorang et al., 2017 [71]

Ghana

Cross sectional

Ebola

Enacted stigma

800

800

Community population

57.7

32.4

Items: (1) Would you welcome someone back into your family/community/neighborhood after the person has recovered from Ebola? (2) Would you socialize with someone who has recovered from Ebola? (3) Would you touch someone who has recovered from Ebola?

Wang et al., 2021 [102]

China

Cross sectional

COVID-19

Enacted stigma

4191

4191

Community population

61.0

62.0

Items: Public discrimination against COVID-19 cases

Wei et al., 2020 [87]

China

cross sectional

COVID-19

Perceived stigma

1344

1344

Community population

60.1

57.4

Items: Reporting makes me feel stigma

Yohannes et al., 2020 [76]

Ethiopia

Cross sectional

COVID-19

Enacted stigma

247

247

Community population

23.5

83.8

Items: I felt that COVID-19 was a stigmatized disease

Yu et al., 2020 [103]

United States

Cross sectional

COVID-19

Perceived stigma

235

235

Community population

47.9

7.6*

Items: Experience of discrimination: adapted from the Everyday Discrimination Scale Responses were averaged to indicate the overall experiences of discrimination participants perceived: (1) you are treated with less courtesy or respect than other people; (2) people act as if they think you are dangerous

Yu et al., 2021 [104]

China

Cross sectional

COVID-19

Perceived stigma

23863

23863

Community population

68.1

58.1

Items: Perceived discrimination due to COVID-19

Yufika et al., 2021 [105]

Indonesia

Cross sectional

COVID-19

Enacted stigma

288

288

Health care workers

65.3

21.9

Scale: A six-item questionnaire

  1. [*Note]: Studies with combined prevalence of stigma.