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SYNTHESIS
1/15/2021
COVID-19 – What We Know So Far About…
Herd Immunity
Introduction
PHO is actively monitoring, reviewing, and assessing relevant information related to the SARS-CoV-2
virus and Coronavirus Disease 2019 (COVID-19). “What We Know So Far” documents are intended to
provide a rapid review of evidence relating to a specific aspect or emerging issue related to COVID-19.
The development of “What We Know So Far” (WWKSF) documents includes a systematic search of the
published literature as well as scientific grey literature (e.g., ProMED, CIDRAP, Johns Hopkins Situation
Reports and COVID-19 Real Time Learning Network). Relevant results are reviewed and data extracted
for synthesis. All WWKSF documents are reviewed by PHO subject-matter experts before posting.
To identify relevant evidence on this topic, systematic searches in MEDLINE and Embase were
conducted on January 7, 2020 by PHO Library Services. Search concepts included “herd immunity” and
“COVID-19”. It is recognized that there may be additional information not captured in this document.
Relevant results are reviewed and data extracted for synthesis.
As the COVID-19 outbreak continues to evolve and the scientific evidence rapidly expands, the
information provided in these documents is only current as of the date of posting.
Key Findings
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
Herd immunity refers to a state where a significant proportion of the population is immune to
an infection leaving few susceptible people who can be infected and transmit the infection. Herd
immunity can be achieved through vaccination or infection.
The herd immunity threshold is achieved when there is sufficient immunity in the population,
such that each person who acquires the infection passes it on to less than 1 person on average
(i.e., the basic reproduction number (R0) falls below 1).
The proportion of the population requiring vaccination to prevent ongoing transmission of a
virus is a function of the herd immunity threshold and vaccine effectiveness.
Estimating the herd immunity threshold for COVID-19, and by extension the proportion of the
population that requires vaccination to achieve this threshold, is imprecise given the dynamic
nature of virus transmission, presence of immunity due to infection, changes in implementation
and adherence to public health measures, and uncertainties in vaccine effectiveness and
duration of immunity.
COVID-19 — What We Know So Far About… Herd Immunity
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
Given these uncertainties, based on a plausible range of R0 estimates in Canada, 56% to 89% of
the population of Ontario will require vaccination against COVID-19 to achieve herd immunity.
Herd Immunity and COVID-19
What is “Herd Immunity”?
“Herd immunity”, also known as population immunity or community immunity, refers to a state where a
significant proportion of the population is immune to an infection (either through vaccination or natural
infection), leaving few people susceptible to being infected and transmitting on the infection.1–3 Herd
immunity achieved via vaccination breaks the chains of transmission and saves lives by directly
protecting those vaccinated and indirectly protecting those with a contraindication to the vaccine (e.g.,
history of anaphylaxis after vaccine administration), those not eligible for immunization (e.g., infants and
children too young to be immunized), and those who may exhibit an impaired immune response despite
vaccination (e.g., people with advanced age or immune system compromise).1,4 Some examples of the
effects of vaccine-induced herd immunity are the global eradication of smallpox, the elimination of
measles and rubella in the Americas, and major progress towards the global elimination of polio.5,6
How is the Herd Immunity Threshold Calculated?
The herd immunity threshold is achieved when there is sufficient immunity in the population such that
each person who acquires the infection passes it on to less than one person on average.6 Surpassing this
threshold will result in a decline in the incidence of that infection.5
The threshold of herd immunity is based largely on the transmissibility of the infectious organism.5 Herd
immunity (HI) is calculated as follows:5
HI = (1 -
1
)
R0
Similarly, the threshold for vaccination (Vc ) required to achieve herd immunity is as follows and
incorporates a measure for vaccine effectiveness:5
Vc = (1 -
1
)/E
R0
Vc = critical vaccination level, which refers to the proportion of the population that must be
vaccinated to achieve the threshold of herd immunity.
R0 = basic reproduction number, which refers to the number of transmissions or secondary
cases generated by a typical infectious person when the rest of the population is susceptible. R
can change over time (Rt) as a result of immunity due to infection in the population and
implemented public health control measures.
E = vaccine effectiveness against transmission.
The formula for herd immunity threshold is built on the following assumptions:

Infection is transmitted from person-to-person with no animal reservoirs.7
COVID-19 — What We Know So Far About… Herd Immunity
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
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There is homogeneity in transmission and susceptibility to infection across the population.8
 Herd immunity is impacted by distribution of immunity in the population. If groups at high
risk of transmitting an infection attain a high level of immunity through vaccination, herd
immunity may still be achieved despite a lower level of vaccine coverage for groups that do
not engage in high-risk behaviours. However, this may result in clusters of unvaccinated
persons who remain at risk of outbreaks.5
Vaccination prevents transmission in addition to protecting from infection.5
 Herd immunity will depend on the nature of the immunity induced by the vaccine,
including the extent to which vaccination prevents transmission5 and the duration of such
protection.5,6
Vaccination protects everyone to the same extent.5
Vaccination is administered uniformly throughout the population.5
Vaccination will be effective against variants that arise from mutations over time.7
Members of a population interact randomly.5
The reproduction rate of the infection remains stable.7
The herd immunity threshold is agnostic to source of immunity, whether it be from infection or
immunization.
In the context of COVID-19, many of the above assumptions are imperfect. For example:
 The effectiveness of COVID-19 vaccines in preventing asymptomatic infection remains unknown
at this time;
 COVID-19 vaccines may vary in effectiveness depending on the vaccine used and the population
receiving vaccination;
 Due to scarcity of doses, the vaccine campaign roll-out targets the highest risk populations first;
 Transmission tends to occur within highly connected groups rather than randomly throughout
the population;9
 Reproduction rate may be dynamic with changes related to non-pharmacological public health
control measures such as contact tracing, quarantining and isolation, physical distancing, public
masking, and restrictions on gatherings and travel. As such, herd immunity threshold
calculations may be imprecise and only provide an estimated target for vaccination programs
based on the information available at any given time; and
 Since vaccinations are being initiated approximately one year after the introduction of COVID19, a portion of the population may have developed some protection due to infection.
What is the Transmissibility of SARS-CoV-2 in the Absence of a Vaccine?
Transmissibility of infections is often measured by the basic reproduction number (R0). The timedependent reproduction number (Rt) indicates the number of secondary cases generated by a typical
infectious person at a specific point in time, in the context of a susceptible population.10,11
R𝑡 = (1 − 𝑖𝑡 )(1 − 𝑝𝑡 )R0
it represents the immunity in the population at a specific point in time (t)
pt represents the relative reduction in transmission due to other public health control measures
at a specific point in time (t)
.
If R0 is less than 1, each infected person will on average infect less than 1 additional person and the
incidence of the infection will decline. The estimated R0 for COVID-19 in Canada ranges between 2 and
COVID-19 — What We Know So Far About… Herd Immunity
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3,12,13 but will vary over time (Rt) based on the proportion of the population with immunity and
protection inferred by varied use of public health control measures. Transmissibility will also vary with
the variant of SARS-CoV-2 that is locally predominant; for example, the recent Variant of Concern (VOC)
lineage B.1.1.7 first identified in the United Kingdom may increase R0 by 0.4 to 0.7 , in other words a 1.4
to 1.8 fold increase in R0 ,14 bringing the estimated Canadian R0 to between 2.8 to 5.4.
What is the Estimated COVID-19 Vaccine Efficacy and Duration of
Protection for Currently Available COVID-19 Vaccines?
As of December 23, 2020, Health Canada has authorized two COVID-19 vaccines for use in Canada:
Pfizer-BioNTech COVID-19 vaccine and Moderna COVID-19 vaccine.15 In addition, the Canadian
government has advance purchase agreements for five other vaccines from AstraZeneca, Johnson &
Johnson, Medicago, Novavax, and combined vaccine development by Sanofi and GlaxoSmithKline16 for
which phase 3 vaccine efficacy data are forthcoming.
Both Pfizer and Moderna vaccines are mRNA-based vaccines and both have been shown to be highly
efficacious in the short-term against confirmed symptomatic COVID-19 infection from one to two weeks
after receiving two doses.17
Amongst vaccine trial participants 16 years of age or older who did not have evidence of prior COVID-19
infection, the Pfizer-BioNTech COVID-19 vaccine was 95.0% (95% confidence interval [CI]: 90.3% to
97.6%) efficacious after two doses 21 days apart in preventing symptomatic COVID-19 infection. The
efficacy reached 94.7% (95% CI: 66.7% to 99.9%) in those who were 65 years of age or older.18,19
In vaccine trial participants 18 years of age or older who did not have evidence of prior COVID-19
infection, the Moderna COVID-19 vaccine was 94.1% (95% CI: 89.3% to 96.8%) efficacious after two
doses 28 days apart in preventing symptomatic COVID-19 infection. The efficacy reached 86.4% (95% CI:
61.4% to 95.2%) in those who were 65 years of age or older.20,21
Current evidence is insufficient to inform the duration of protection offered by these vaccines as the
median time of follow-up in the primary efficacy analysis for both vaccines was only approximately two
months.18,20 Available data are also limited in determining whether vaccination reduces the risk of
asymptomatic COVID-19 infection and subsequent transmission of the virus, as the primary efficacy
indicator was confirmed symptomatic COVID-19 infection.17 Given the emerging nature of the SARSCoV-2 infection, further research is needed to determine vaccine effectiveness where immune response
may be blunted (e.g., long-term care residents or immunocompromised individuals). 17
What is the Estimated Proportion of the Population with Immunity to
COVID-19 via Infection in Ontario?
A total of 208,394 cases have been reported to public health units as of January 7, 2021, translating to a
cumulative rate of COVID-19 infection of 1,412 per 100,000 population (1.41%).22 This may be an
underestimate of the actual proportion of the Ontario population with COVID-19 infection due to a
variety of factors, including disease awareness and medical care-seeking behaviours, clinical practice,
and changes in laboratory testing practices.23 Estimates from early in the pandemic indicate that only
25.5% of COVID-19 infections in Ontario had been detected.24
COVID-19 — What We Know So Far About… Herd Immunity
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Another way to estimate the proportion of the Ontario population with SARS-CoV-2 infection is by
serologic analysis. Using blood specimens submitted to PHO’s laboratory for non-COVID-19 purposes,
PHO estimated that in October 2020, 1.2% of the Ontario population was seropositive (had antibodies
against SARS-CoV-2).25 The estimate was lower than expected considering the increasing COVID-19
incidence in Ontario during that time. While declining levels of antibodies in specimens from persons
who were infected earlier in the pandemic could be related to the lower-than-expected estimate, other
factors relating to the sensitivity of the assay and the laboratory testing algorithm are being
investigated.25
The actual proportion of the population infected with SARS-CoV-2 may also be higher than the
estimated 1.2% since it takes approximately 2 weeks after infection to produce a measureable antibody
response,26,27 and the extent to which antibody production translates to immunological protection is
uncertain.28 In addition, individuals who are immunocompromised or at very young or old age may
produce a diminished immune response to infection.25 Further, seroprevalence surveys do not detect
cellular immunity (e.g., T cells), which has been documented among COVID-19 contacts who have no
detectable antibodies against SARS-CoV-2.11 Conversely, the 1.2% might be an overestimation due to
cross-reaction of the assay with pre-existing antibodies against other strains of human coronavirus.25
While most people develop an immune response within a few weeks of infection with SARS-CoV-2, to
what extent and for how long this response protects one from re-infection is not fully understood.2,11
Likewise, further research is needed to inform how the immune response varies for different people
(e.g., after asymptomatic or symptomatic infection).2,17
Can Herd Immunity to COVID-19 be Achieved via Infection?
The suggestion to allow transmission of SARS-CoV-2 in low-risk populations has been raised as an
approach to achieve herd immunity.29 However, uncontrolled transmission in low risk individuals (e.g.,
young healthy individuals) produces a risk for the entire population. This is because 1) it is challenging to
identify those who will suffer from severe or fatal COVID-19 given a large proportion of the population
may have a comorbidity that could increase their risk of harm (e.g., cardiovascular disease, diabetes,
obesity); 2) even if it was possible to accurately predict risk, it would not be feasible to separate lowand high-risk groups, especially given the ongoing need for caregiving to and health care among those
infected.30 Recent publications from Ontario indicate that the strongest risk factor for a long-term care
COVID-19 outbreak is the community incidence of the infection, highlighting the difficulties in protecting
this vulnerable population from community transmission.31,32
The consequences of this approach to herd immunity include associated short- and long-term morbidity
from symptomatic COVID-19, additional pressures on hospital staff resources and infrastructure that is
currently stretched beyond capacity, and a significant increase in mortality.33–35 Assuming an infection
fatality rate ranging from 0.23%36 to 2.8%24 and a conservative herd immunity threshold estimate of
50%,6 approximately 16,756 to 203,980 lives would potentially be lost to COVID-19 in Ontario before the
population reaches the herd immunity threshold. Another challenge with allowing the SARS-CoV-2
infection approach is the uncertainty regarding the magnitude and duration of the protection against
recurrent infection, as cases of re-infection have been identifed.37–39 Early estimates of antibody decline
after mild SARS-CoV-2 infection show an IgG half-life of approximately 36 days.40 It is clear that given
the relatively low levels of immunity via immunity acquired through infection with SARS-CoV-2 in
Ontario and the potentially short duration of protection post-infection, the herd immunity threshold
cannot be safely achieved without the use of a vaccine to prevent mortality and burden to the economy
and healthcare system.
COVID-19 — What We Know So Far About… Herd Immunity
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What is the Estimated Threshold for Herd Immunity with the Canadian
COVID-19 Vaccination Program?
Assuming a reproductive number for SARS-CoV-2 (R0) of 2, and vaccine effectiveness (E) of 95% ,19,21 the
herd immunity threshold or vaccination critical level (Vc) would be estimated to be 53%. On the other
hand, assuming a more transmissible variant becomes predominant, with an R0 of 5, the Vc would be
estimated to be 84%. This means that 53% to 84% of the population would need to be vaccinated
against COVID-19 to achieve herd immunity and prevent the continued transmission of the virus. This
estimate falls within the range from several publications estimating 40 to 90% vaccination coverage is
required to achieve herd immunity for COVID-19 (See Appendix, Table 1 and Table 2).
There are several caveats to these estimates of the herd immunity threshold for SARS-CoV-2:
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Most estimates are simplistic and take into account estimated reproduction numbers and
vaccine effectiveness.
Immunity from SARS-CoV-2 infection is not accounted for in this estimate. However, the
proportion of estimated Ontarians with infection is low and duration of immune protection
post-infection is uncertain. As a result, Canadian recommendations indicate that those
previously infected with SARS-CoV-2 should still receive the COVID-19 vaccine.17
Herd immunity is dynamic and may vary over time and populations. Isolated outbreaks may
continue to occur after any herd immunity threshold estimate is reached.
The SARS-CoV-2 virus may mutate over time, changing its transmissibility and/or vaccine
effectiveness.
While emerging data from clinical trials is becoming available, estimating vaccine efficacy at
preventing symptomatic SARS-CoV-2 infection, vaccine effectiveness against asymptomatic
infection and viral transmission is largely uncertain, as is the duration of protection.
Vaccine efficacy estimates from clinical trials is usually higher than real-world vaccine
effectiveness and will impact herd immunity threshold estimates.
Reaching any herd immunity threshold will not result in an immediate end to the pandemic,
hence all layers of public health measures for preventing COVID-19 should still continue to be
practised at a population level.
COVID-19 — What We Know So Far About… Herd Immunity
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Appendix
Table 1. COVID-19 Herd Immunity Threshold Estimates
Publication
Population
Ahmad 2020
41
Altmann
202028
Anderson
202042
Brett 202043
Gomes 2020
8
Herd
Immunity
Threshold
Saudi
Arabia
3.26
69.3%
Global
2.2
60%
Global
2.5 to 3.5
2.5 to 3.5
60 to 72%
75 to 90%
United
Kingdom
2.3
53%
2.5
43%
China
2.5
60%
Global
3.0
67%
Britton 202044
Dong 202045
Fontanet
202011,
Frederiksen
202046,
Randolph
202047
R0 or Rt
Other
Assumptions
Modified Susceptible-Exposed-Infectious-Recovered
(SEIR) Model in absence of non-pharmacological
measures and vaccine
Assumes immunity is not short-lived
Deterministic Age Structured Model
Accounts for non-pharmacological measures (e.g.,
distancing)
Deterministic Age Structured Model accounts for
age groups, heterogeneous mixing, and social
activity
Epidemiological model accounting for
heterogeneity in exposure and susceptibility to
infection
Global
Variable
<20%
Canada
2.3
56.5%
Egypt
2.6
52%
Reilly 202049
Long-Term
Care, USA
N/A
60%
Logistic population model
Neagu 202050
Omer 20206
Syal 202051
Global
2.0 to 3.0
50 to 67%
In the absence of other interventions
Patel 202052
India
1.83
45%
Tatapudi
202053
Vignesh 20207
Xia 202054
United
States
Global
Global
Variable
63%
5.7
2.27
82.5%
56%
Kwok 202013
Radwan
202048
Accounts for non-pharmacological measures (e.g.,
distancing)
Agent-based simulation model, accounts for nonpharmacological measures (e.g., universal masking)
COVID-19 — What We Know So Far About… Herd Immunity
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Table 2. COVID-19 Proportion of Populations Vaccinated Required to Achieve Herd Immunity
Publication
Anderson
202042
Kadkhoda
202055
Makhoul
202056
Moghadas
202057
Park 202058
Population
R0 or Rt
Assumed
Vaccine
Effectiveness
Vaccine
Critical
Level
Global
2.5 to 3.5
80%
75 to 90%
Global
2.5 to 3.5
China
United
States
South
Korea
95%
Assumptions
Assumes immunity is not shortlived
63 to 76%
3.0
≥70%
≥80%
1.5
90%
40%
2.03
50%
62%
COVID-19 — What We Know So Far About… Herd Immunity
Other
Deterministic Age Structured
Model
Accounts for non-pharmacological
measures (e.g., distancing)
Accounts for non-pharmacological
measures (e.g., distancing)
8
References
1.
Vaccine Knowledge Project. Herd immunity (herd protection) [Internet]. Oxford: Oxford Vaccine
Group; 2019 [modified 2019 Aug 29; cited 2021 Jan 15]. Available from:
https://vk.ovg.ox.ac.uk/vk/herd-immunity
2.
World Health Organization. Coronavirus disease (COVID-19): herd immunity, lockdowns and
COVID-19 [Internet]. Geneva: World Health Organization; 2020 [cited 2021 Jan 15]. Available from:
https://www.who.int/news-room/q-a-detail/herd-immunity-lockdowns-and-covid-19
3.
Government of Canada. Vacines for children: deciding to vaccinate [Internet]. Ottawa, ON:
Government of Canada; 2020 [modified 2021 Jan 13; cited 2021 Jan 15]. Available from:
https://www.canada.ca/en/public-health/services/vaccination-children.html#vaccineeffectiveness
4.
Public Health Agency of Canada. Canadian immunization guide: part 1 - key immunization
information: benefits of immunization [Internet]. Ottawa, ON: Government of Canada; 2016
[modified 2016 Sep 01; cited 2021 Jan 15]. Available from: https://www.canada.ca/en/publichealth/services/publications/healthy-living/canadian-immunization-guide-part-1-keyimmunization-information/page-3-benefits-immunization.html
5.
Fine P, Eames K, Heymann DL. “Herd immunity”: a rough guide. Clin Infect Dis. 2011;52(7):911-6.
Available from: https://doi.org/10.1093/cid/cir007
6.
Omer SB, Yildirim I, Forman HP. Herd immunity and implications for SARS-CoV-2 control. JAMA.
2020;324(20):2095-6. Available from: https://doi.org/10.1001/jama.2020.20892
7.
Vignesh R, Shankar EM, Velu V, Thyagarajan SP. Is herd immunity against SARS-CoV-2 a silver
lining? Front Immunol. 2020;11:586781. Available from:
https://doi.org/10.3389/fimmu.2020.586781
8.
Gomes MGM, Corder RM, King JG, Langwig KE, Souto-Maior C, Carneiro J, et al. Individual variation
in susceptibility or exposure to SARS-CoV-2 lowers the herd immunity threshold. medRxiv
20081893 [Preprint]. 2020 May 21 [cited 2021 Jan 15]. Available from:
https://doi.org/10.1101/2020.04.27.20081893
9.
Doshi P. Covid-19: do many people have pre-existing immunity? BMJ. 2020;370:m3563. Available
from: https://doi.org/10.1136/bmj.m3563
10.
Thompson RN, Hollingsworth TD, Isham V, Arribas-Bel D, Ashby B, Britton T, et al. Key questions for
modelling COVID-19 exit strategies. Proc Biol Sci. 2020;287(1932):20201405. Available from:
https://doi.org/10.1098/rspb.2020.1405
11.
Fontanet A, Cauchemez S. COVID-19 herd immunity: where are we? Nat Rev Immunol.
2020;20(10):583-4. Available from: https://doi.org/10.1038/s41577-020-00451-5
12.
Ng V, Fazil A, Waddell LA, Bancej C, Turgeon P, Otten A, et al. Projected effects of
nonpharmaceutical public health interventions to prevent resurgence of SARS-CoV-2 transmission
in Canada. CMAJ. 2020;192(37):E1053-64. Available from: https://doi.org/10.1503/cmaj.200990
COVID-19 — What We Know So Far About… Herd Immunity
9
13.
Kwok KO, Lai F, Wei WI, Wong SYS, Tang JWT. Herd immunity – estimating the level required to
halt the COVID-19 epidemics in affected countries. J Infect. 2020;80(6):e32-3. Available from:
https://doi.org/10.1016/j.jinf.2020.03.027
14.
Volz E, Mishra S, Chand M, Barrett JC, Johnson R, Geidelberg L, et al. Transmission of SARS-CoV-2
lineage B.1.1.7 in England: insights from linking epidemiological and genetic data. medRxiv
20249034 [Preprint]. 2021 Jan 04 [cited 2021 Jan 15]. Available from:
https://doi.org/10.1101/2020.12.30.20249034
15.
Government of Canada. Vaccines for COVID-19: authorized vaccines [Internet]. Ottawa, ON:
Government of Canada; 2020 [modified 2020 Dec 23; cited 2021 Jan 15]. Available from:
https://www.canada.ca/en/health-canada/services/drugs-health-products/covid19industry/drugs-vaccines-treatments/vaccines.html
16.
Government of Canada. Procuring vaccines for COVID-19 [Internet]. Ottawa, ON: Government of
Canada; 2020 [modified 2021 Jan 20; cited 2021 Jan 15]. Available from:
https://www.canada.ca/en/public-services-procurement/services/procuring-vaccinescovid19.html#related-procs
17.
National Advisory Committee on Immunization (NACI). Recommendations on the use of COVID-19
vaccines [Internet]. Ottawa, ON: Government of Canada; 2020 [cited 2021 Jan 15]. Available from:
https://www.canada.ca/en/public-health/services/immunization/national-advisory-committee-onimmunization-naci/recommendations-use-covid-19-vaccines.html
18.
Pfizer Canada ULC. Product monograph including patient medication information: Pfizer-BioNTech
COVID-19 vaccine: COVID-19 mRNA vaccine, suspension for intramuscular injection [Internet].
Ottawa, ON: Health Canada; 2020 [cited 2021 Jan 15]. Available from: https://covidvaccine.canada.ca/info/pdf/pfizer-biontech-covid-19-vaccine-pm1-en.pdf
19.
Polack FP, Thomas SJ, Kitchin N, Absalon J, Gurtman A, Lockhart S, et al. Safety and efficacy of the
BNT162b2 mRNA COVID-19 vaccine. N Engl J Med. 2020;383(27):2603-15. Available from:
https://doi.org/10.1056/nejmoa2034577
20.
Moderna Therapeutics Inc. Product monograph including patient medication information:
Moderna COVID-19 vaccine [Internet]. Ottawa, ON: Health Canada; 2020 [cited 2021 Jan 15].
Available from: https://covid-vaccine.canada.ca/info/pdf/moderna-covid-19-vaccine-pm1.pdf
21.
Baden LR, El Sahly HM, Essink B, Kotloff K, Frey S, Novak R, et al. Efficacy and safety of the mRNA1273 SARS-CoV-2 vaccine. N Engl J Med. 2020 Dec 30 [Epub ahead of print]. Available from:
https://doi.org/10.1056/nejmoa2035389
22.
Ontario Agency for Health Protection and Promotion (Public Health Ontario). Daily epidemiologic
summary: COVID-19 in Ontario: January 15, 2020 to January 7, 2021. Toronto, ON: Queen's Printer
for Ontario; 2021.
23.
Ontario Agency for Health Protection and Promotion (Public Health Ontario). Weekly
epidemiologic summary: COVID-19 in Ontario: December 13, 2020 to December 19, 2020. Toronto,
ON: Queen's Printer for Ontario; 2021.
COVID-19 — What We Know So Far About… Herd Immunity
10
24.
Ontario Agency for Health Protection and Promotion (Public Health Ontario). COVID-19 case
fatality, case identification, and attack rates in Ontario [Internet]. Toronto, ON: Queen's Printer for
Ontario; 2020 [cited 2021 Jan 15]. Available from: https://www.publichealthontario.ca//media/documents/ncov/epi/2020/06/covid19-epi-case-identification-age-onlytemplate.pdf?la=en
25.
Ontario Agency for Health Protection and Promotion (Public Health Ontario). COVID-19
seroprevalence in Ontario: September 3 to October 30, 2020 [Internet]. Toronto, ON: Queen's
Printer for Ontario; 2020 [cited 2021 Jan 15]. Available from: https://www.publichealthontario.ca//media/documents/ncov/epi/2020/12/covid-19-epi-seroprevalence-in-ontario-oct-30.pdf?la=en
26.
García LF. Immune response, inflammation, and the clinical spectrum of COVID-19. Front Immunol.
2020;11:1441. Available from: https://doi.org/10.3389/fimmu.2020.01441
27.
Huang AT, Garcia-Carreras B, Hitchings MDT, Yang B, Katzelnick LC, Rattigan SM, et al. A systematic
review of antibody mediated immunity to coronaviruses: kinetics, correlates of protection, and
association with severity. Nat Commun. 2020;11(1):4704. Available from:
https://doi.org/10.1038/s41467-020-18450-4
28.
Altmann DM, Douek DC, Boyton RJ. What policy makers need to know about COVID-19 protective
immunity. Lancet. 2020;395(10236):1527-9. Available from: https://doi.org/10.1016/s01406736(20)30985-5
29.
Habib H. Has Sweden’s controversial covid-19 strategy been successful? BMJ [Internet].
2020;369:m2376. Available from: https://doi.org/10.1136/bmj.m2376
30.
Burki TK. Herd immunity for COVID-19. Lancet Respir Med. 2020 Nov 24 [Epub ahead of print].
Available from: https://doi.org/10.1016/s2213-2600(20)30555-5
31.
Stall NM, Jones A, Brown KA, Rochon PA, Costa AP. For-profit long-term care homes and the risk of
COVID-19 outbreaks and resident deaths. CMAJ. 2020;192(33):E946-55. Available from:
https://doi.org/10.1503/cmaj.201197
32.
Brown KA, Jones A, Daneman N, Chan AK, Schwartz KL, Garber GE, et al. Association between
nursing home crowding and COVID-19 infection and mortality in Ontario, Canada. JAMA Intern
Med. 2020 Nov 09 [Epub ahead of print]. Available from:
https://doi.org/10.1001/jamainternmed.2020.6466
33.
Brett TS, Rohani P. Transmission dynamics reveal the impracticality of COVID-19 herd immunity
strategies. Proc Natl Acad Sci USA. 2020;117(41):25897-903. Available from:
https://doi.org/10.1073/pnas.2008087117
34.
Jung F, Krieger V, Hufert FT, Küpper J-H. Herd immunity or suppression strategy to combat COVID19. Clin Hemorheol Microcirc. 2020;75(1):13-7. Available from: https://doi.org/10.3233/ch-209006
35.
Chancharoenthana W, Leelahavanichkul A, Chinpraditsuk S, Pongpirul K, Kamolratanakul S,
Phumratanaprapin W, et al. Social restriction versus herd immunity policies in the early phase of
the SARS-CoV-2 pandemic: a mathematical modelling study. Asian Pac J Allergy Immunol. 2021 Jan
02 [Epub ahead of print]. Available from: https://doi.org/10.12932/ap-140720-0914
COVID-19 — What We Know So Far About… Herd Immunity
11
36.
Ioannidis JPA. The infection fatality rate of COVID-19 inferred from seroprevalence data. medRxiv
265892 [Preprint]. 2020 Jul 14 [cited 2021 Jan 08]. Available from:
https://doi.org/10.1101/2020.05.13.20101253
37.
Selhorst P, Van Ierssel S, Michiels J, Mariën J, Bartholomeeusen K, Dirinck E, et al. Symptomatic
SARS-CoV-2 re-infection of a health care worker in a Belgian nosocomial outbreak despite primary
neutralizing antibody response. medRxiv 20225052 [Preprint]. 2020 Nov 09 [cited 2021 Jan 13].
Available from: https://doi.org/10.1101/2020.11.05.20225052
38.
Prado-Vivar B, Becerra-Wong M, Guadalupe JJ, Márquez S, Gutierrez B, Rojas-Silva P, et al. A case
of SARS-CoV-2 reinfection in Ecuador. Lancet Infect Dis. 2020 Nov 23 [Epub ahead of print].
Available from: https://doi.org/10.1016/s1473-3099(20)30910-5
39.
Van Elslande J, Vermeersch P, Vandervoort K, Wawina-Bokalanga T, Vanmechelen B, Wollants E, et
al. Symptomatic SARS-CoV-2 reinfection by a phylogenetically distinct strain. Clin Infect Dis. 2020
Sep 05 [Epub ahead of print]. Available from: https://doi.org/10.1093/cid/ciaa1330
40.
Ibarrondo FJ, Fulcher JA, Goodman-Meza D, Elliott J, Hofmann C, Hausner MA, et al. Rapid decay of
anti–SARS-CoV-2 antibodies in persons with mild covid-19. N Engl J Med. 2020;383(11):1085-7.
Available from: https://doi.org/10.1056/nejmc2025179
41.
Ahmad N. COVID-19 modeling in Saudi Arabia using the modified susceptible-exposed-infectiousrecovered (SEIR) model. Cureus. 2020;12(9):e10452. Available from:
https://doi.org/10.7759/cureus.10452
42.
Anderson RM, Vegvari C, Truscott J, Collyer BS. Challenges in creating herd immunity to SARS-CoV2 infection by mass vaccination. Lancet. 2020;396(10263):1614-6. Available from:
https://doi.org/10.1016/s0140-6736(20)32318-7
43.
Brett TS, Rohani P. COVID-19 herd immunity strategies: walking an elusive and dangerous
tightrope. medRxiv 20082065 [Preprint]. 2020 May 05 [cited 2021 Jan 07]. Available from:
https://doi.org/10.1101/2020.04.29.20082065
44.
Britton T, Ball F, Trapman P. A mathematical model reveals the influence of population
heterogeneity on herd immunity to SARS-CoV-2. Science. 2020;369(6505):846-9. Available from:
https://doi.org/10.1126/science.abc6810
45.
Dong M, He F, Deng Y. How to Understand Herd Immunity in the Context of COVID-19. Viral
Immunol. 2020 Dec 21 [Epub ahead of print]. Available from:
https://doi.org/10.1089/vim.2020.0195
46.
Frederiksen LSF, Zhang Y, Foged C, Thakur A. The long road toward COVID-19 herd immunity:
vaccine platform technologies and mass immunization strategies. Front Immunol. 2020;11:1817.
Available from: https://doi.org/10.3389/fimmu.2020.01817
47.
Randolph HE, Barreiro LB. Herd immunity: understanding COVID-19. Immunity. 2020;52(5):737-41.
Available from: https://doi.org/10.1016/j.immuni.2020.04.012
COVID-19 — What We Know So Far About… Herd Immunity
12
48.
Radwan GN. Epidemiology of SARS-CoV-2 in Egypt. East Mediterr Health J. 2020;26(7):768-73.
Available from: https://doi.org/10.26719/emhj.20.084
49.
Reilly TA. Development of herd immunity to COVID-19 in Louisiana nursing homes. J Am Med Dir
Assoc. 2020 Nov 28 [Epub ahead of print]. Available from:
https://doi.org/10.1016/j.jamda.2020.11.028
50.
Neagu M. The bumpy road to achieve herd immunity in COVID-19. J Immunoassay Immunochem.
2020 Oct 21 [Epub ahead of print]. Available from:
https://doi.org/10.1080/15321819.2020.1833919
51.
Syal K. COVID-19: herd immunity and convalescent plasma transfer therapy. J Med Virol.
2020;92(9):1380-2. Available from: https://doi.org/10.1002/jmv.25870
52.
Patel P, Athotra A, Vaisakh TP, Dikid T, Jain SK; NCDC COVID Incident Management Team. Impact
of nonpharmacological interventions on COVID-19 transmission dynamics in India. Indian J Public
Health. 2020;64(Suppl):S142-6. Available from: https://doi.org/10.4103/ijph.ijph_510_20
53.
Tatapudi H, Das R, Das TK. Impact assessment of full and partial stay-at-home orders, face mask
usage, and contact tracing: an agent-based simulation study of COVID-19 for an urban region. Glob
Epidemiol. 2020;2:100036. Available from: https://doi.org/10.1016/j.gloepi.2020.100036
54.
Xia Y, Zhong L, Tan J, Zhang Z, Lyu J, Chen Y, et al. How to understand “herd immunity” in COVID-19
pandemic. Front Cell Dev Biol. 2020;8:547314. Available from:
https://doi.org/10.3389/fcell.2020.547314
55.
Kadkhoda K. Herd immunity to COVID-19. Am J Clin Pathol. 2021 Jan 05 [Epub ahead of print].
Available from: https://doi.org/10.1093/ajcp/aqaa272
56.
Makhoul M, Ayoub HH, Chemaitelly H, Seedat S, Mumtaz GR, Al-Omari S, et al. Epidemiological
impact of SARS-CoV-2 vaccination: mathematical modeling analyses. Vaccines (Basel).
2020;8(4):668. Available from: https://doi.org/10.3390/vaccines8040668
57.
Moghadas SM, Vilches TN, Zhang K, Wells CR, Shoukat A, Singer BH, et al. The impact of
vaccination on COVID-19 outbreaks in the United States. medRxiv 20240051 [Preprint]. 2021 Jan
02 [cited 2021 Jan 08]. Available from: https://doi.org/10.1101/2020.11.27.20240051
58.
Park H, Kim SH. A study on herd immunity of COVID-19 in South Korea: using a stochastic
economic-epidemiological model. Environ Resource Econ (Dordr). 2020;76(2020):665-70. Available
from: https://doi.org/10.1007/s10640-020-00439-8
COVID-19 — What We Know So Far About… Herd Immunity
13
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Ontario Agency for Health Protection and Promotion (Public Health Ontario). COVID-19 – What we know
so far about… herd immunity. Toronto, ON: Queen’s Printer for Ontario; 2021.
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