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. 2022 Nov 17;10:280. Originally published 2021 Apr 9. [Version 3] doi: 10.12688/f1000research.52439.3

Table 2. Main characteristics of included Systematic Reviews.

Study ID
(n=20)
Fulfils
systematic
review
methods
Research question (search date up
to)
No. of included studies
(No. of participants)
Main results Key conclusions
Chen 2021 Yes To estimate seroprevalence by different
types of exposures, within each WHO
region, we categorized all study
participants into five groups:
1) close contacts,
2) high-risk healthcare workers,
3) low-risk healthcare workers,
4) general populations, and
5) poorly defined populations
(Search from Dec 1, 2019, to Sep 25,
2020).
230 studies involving
1,445,028 participants were
included in our meta-analysis
after full-text scrutiny:
Close contacts 16 studies
2901 positives out of 9,349
participants.
Estimated seroprevalence of all infections,
22.9% [95% CI, 11.1-34.7] compared to
relatively low prevalence of SARS-CoV-2 specific
antibodies among general populations, 6,5%
(5.8-7.2%)
The overall risk of bias was low.
There were a very limited
number of high-quality studies
of exposed populations,
especially for healthcare workers
and close contacts, and studies
to address this knowledge gap
are needed. Pooled estimates
of SARS-CoV-2 seroprevalence
based on currently available
data demonstrate a higher
infection risk among close
contacts and healthcare workers
lacking PPE.
Chu 2020 Yes To investigate the effects of physical
distance, face masks, and eye
protection on virus transmission in
healthcare and non-healthcare (e.g.,
community) settings (Searched up to
March 26, 2020)
Identified 172 studies; 44
studies included in the
meta-analysis which 7 were
Covid-19.
A strong association was found of proximity of
the exposed individual with the risk of infection
(unadjusted n=10 736, RR 0·30, 95% CI 0·20 to
0·44; adjusted n=7782, aOR 0·18, 95% CI 0·09
to 0·38; absolute risk [AR] 12·8% with shorter
distance vs 2·6% with further distance, risk
difference. There were six studies on COVID-19,
the association was seen irrespective of
causative virus (p value for interaction=0·49).
The risk of bias was generally low-to-moderate.
Physical distancing of at least
1m is strongly associated with
protection, but distances of up
to 2m might be more effective.
Fung 2020 Yes To review and analyze available studies
of the household SARs for SARS-CoV-2.
Searched PubMed, bioRxiv, and
medRxiv on 2 September 2020 for
published and prepublished studies
reporting empirical estimates of
household SARs for SARS-CoV-2.

Considered only English-language
records posted on or after 1 January
2019.
22 papers met the eligibility
criteria: 6 papers reported
results of prospective
studies and 16 reported
retrospective studies. The
number of household
contacts evaluated per study
ranged from 11 to 10592.
The 22 studies considered 20 291 household
contacts, 3151 (15.5%) of whom tested
positive for SARS-CoV-2. Household secondary
attack rate estimates ranged from 3.9% in
the Northern Territory, Australia to 36.4% in
Shandong, China.

The overall pooled random-effects estimate of
SAR was 17.1% (95% confidence interval [CI],
13.7–21.2%), with significant heterogeneity
(p<0.0001).

The household secondary attack rate was
highest for index cases aged 10–19 years
(18.6%; 95% CI, 14.0–24.0%) and lowest for
those younger than 9 (5.3%; 95% CI, 1.3–13.7%).
Four of the studies were judged to be of high
quality; 14 as moderate quality; and 4 as low
quality. Between-study variation could not be
explained by differences in study quality.
Secondary attack rates reported
using a single follow-up test may
be underestimated and testing
household contacts of COVID-19
cases on multiple occasions may
increase the yield for identifying
secondary cases.

There is a critical need for
studies in Africa, South Asia,
and Latin America to investigate
whether there are setting-
specific differences that
influence the household SAR.
Goodwin
2021
Yes What evidence is there for the
transmission in indoor residential
settings?
What evidence is there for transmission
in indoor workplace settings?
What evidence is there for transmission
in other indoor settings (social,
community, leisure, religious, public
transport)?
Do particular activities convey greater
risk (e.g. shouting, singing, eating
together, sharing bedrooms)?
What evidence is there for the
appropriate length of distancing
between people?

Searches were conducted in May 2020
in PubMed, medRxiv, arXiv, Scopus,
WHO COVID-19 database, Compendex
& Inspec.
58 articles were included. Pooled secondary attack rate within households
was 11% (95%CI = 9, 13). There were insufficient
data to evaluate the transmission risks
associated with specific activities.
The overall quality of the
evidence was low.
Irfan 2021 Yes To assess transmission and risks for
SARS-CoV-2 in children (by age-
groups or grades) in community and
educational-settings compared to
adults.

Searches conducted in PubMed,
EMBASE, Cochrane Library, WHO
COVID-19 Database, China National
Knowledge Infrastructure (CNKI)
Database, WanFang Database, Latin
American and Caribbean Health
Sciences Literature (LILACS), Google
Scholar, and preprints from medRixv
and bioRixv) covering a timeline from
December 1, 2019, to April 1, 2021.
90 studies were included. In educational-settings, children attending
daycare/preschools (OR = 0.53, 95% CI = 0.38-
0.72) were observed to be at lower-risk when
compared to adults, with odds of infection
among primary (OR = 0.85, 95% CI = 0.55-1.31)
and high-schoolers (OR = 1.30, 95% CI = 0.71-
2.38) comparable to adults.

28/29 prevalence studies were of good quality
while one was of fair quality. 25/31 of contact-
tracing studies were of good quality while six
were of fair quality. 22/30 of studies conducted
in educational settings were good quality while
eight were of fair quality.
Children and adolescents
had lower odds of infection in
educational settings compared
to community and household
clusters.
Koh 2020 Yes The secondary attack rate (SAR) in
household and healthcare settings.
Search between Jan 1 and July 25,
2020.
118 studies, 57 were
included in the meta-
analyses.
Pooled household secondary attack rate
was 18.1% (95% CI: 15.7%, 20.6%) significant
heterogeneity (P<0.001).

No significant difference in secondary attack
rates in terms of the definition of household
close contacts, whether based on living in the
same household (18.2%; 95% CI: 15.3%, 21.2%)
or on relationships such as family and close
relatives (17.8%; 95% CI: 13.8%, 21.8%)

In three studies, the household secondary
attack rates of symptomatic index cases
(20.0%; 95% CI: 11.4%, 28.6%) was higher than
asymptomatic ones (4.7%; 95% CI: 1.1%, 8.3%)

Secondary attack rate from 14 studies showed
close contacts adults were more likely to be
infected compared to children (<18), relative risk
1.71 (95% CI: 1.35, 2.17).

43 high-quality studies were included for meta-
analysis.
There was variation in the
definition of household contacts;
most included only those who
resided with the index case,
some studies expanded this
to include others who spent
at least a night in the same
residence or a specified duration
of at least 24 hours of living
together, while others included
family members or close
relatives.
Li 2020 No (quality
assessment
not
performed)
Carriage and transmission potential
of SARS-CoV-2 in children in school
and community settings (Search
performed on 21 June 2020 with
entry date limits from late 2019)
33 studies were included for
this review. Four new studies
on SARS-CoV-2 transmission
in school settings were
identified.
There is a lack of direct evidence on the
dynamics of child transmission, however the
evidence to date suggests that children are
unlikely to be major transmitters of SARS-CoV-2.
The balance of evidence
suggests that children play
only a limited role in overall
transmission, but it is noted
that the relative contribution
of children to SARS-CoV-2
transmission may change
with reopening of society and
schools.
Ludvigsson
2020
No (quality
assessment
not
performed)
Are children the main drivers of the
COVID-19 pandemic (Search to 11
May 2020)
47 full texts studied in detail. This review showed that children constituted a
small fraction of individuals with COVID-19.
Children are unlikely to be the
main drivers of the pandemic.
Data on viral loads were scarce
but indicated that children may
have lower levels than adults.
Madewell
2020
Yes What is the household secondary
attack rate for severe acute respiratory
syndrome coronavirus 2 (SARS-CoV-2)?
( Searched through Oct 19, 2020)
single database assessed
54 studies with 77,758
participants were included.
Household secondary attack rate was 16.6%;
restricted index cases to children (<18 years),
lower SAR of 0.5%. SAR for household and
family contacts was 3 times higher than for
close contacts (4.8%; 95% CI, 3.4%-6.5%;
P<0.001).

Estimated mean household secondary attack
rates from symptomatic index cases was
significantly higher than from asymptomatic
or presymptomatic index cases (18% vs 0.7%,
P<0.001).

Estimated mean household secondary attack
rates to spouses (37.8%; 95% CI, 25.8%-50.5%)
was higher than to other contacts (17.8%; 95%
CI, 11.7%-24.8%). Significant heterogeneity was
found among studies of spouses (I2 = 78.6%;
P<0 .001) and other relationships (I2 = 83.5%;
P<0.001).

Contact frequency with index case associated
with higher odds of infection. At least 5
contacts during 2 days before the index case
was confirmed; at least 4 contacts and 1 to 3
contacts, or frequent contact within 1 meter.

Secondary attack rates for households
with 1 contact was significantly higher than
households with at least 3 contacts (41.5%
vs 22.8%, P<0.001) but not different than
households with 2 contacts.
There was significant heterogeneity in
secondary attack rates between studies with
1 contact (I2 = 52.9%; P = .049), 2 contacts
(I2 = 93.6%; P<0.001), or 3 or more contacts
(I2 = 91.6%; P<0 .001).

16 of 54 studies (29.6%) were at high risk of
bias, 27 (50.0%) were moderate, and 11 (20.4%)
were low.
Secondary attack rates were
higher in households from
symptomatic index cases than
asymptomatic index cases, to
adult contacts than to child
contacts, to spouses than to
other family contacts, and in
households with 1 contact than
households with 3 or more
contacts. Our study had several
limitations. The most notable is
the large amount of unexplained
heterogeneity across studies.
This is likely attributable to
variability in study definitions
of index cases and household
contacts, frequency and type
of testing, sociodemographic
factors, household
characteristics (e.g., density, air
ventilation), and local policies
(e.g., centralized isolation). The
findings of this study suggest
that households are and will
continue to be important
venues for transmission, even
where community transmission
is reduced.
Madewell
2021
No (quality
assessed
in previous
review)
To further the understanding of SARS-
CoV-2 transmission in the household.

PubMed and reference lists of eligible
articles were used to search for records
published between October 20, 2020,
and June 17, 2021.
A total of 87 studies
representing 1 249 163
household contacts from 30
countries.
The estimated household secondary attack rate
for all 87 studies was 18.9% (95% CI, 16.2%-
22.0%). Quality of included studies not reported.
Household remains an
important site of SARS-CoV-2
transmission.
Qiu 2021 Yes To critically appraise available data
about secondary attack rates from
people with asymptomatic, pre-
symptomatic and symptomatic SARS-
CoV-2 infection.

Medline, EMBASE, China Academic
Journals full-text database (CNKI), and
pre-print servers were searched from
30 December 2019 to 3 July 2020.
80 studies were included. Majority of studies identified index cases with
a clear diagnosis, had an acceptable case
definition and sufficiently followed up close
contacts (for a minimum of 14 days). However,
in some studies the definition of close contact
and setting of transmission was not provided.
The overall reporting quality was uncertain.

Summary secondary attack rate estimate for
asymptomatic cases was 1% (95% CI 0%–2%).
The summary secondary attack rate estimate
for presymptomatic index subjects was 7%
(95% CI 3%–11%). The summary estimate of
secondary attack rate from symptomatic index
subjects was 6% (95% CI 5%–8%).
Asymptomatic patients can
transmit SARS-CoV-2 to others,
but such individuals are
responsible for fewer secondary
infections than people with
symptoms.
Shi 2022 Yes To examine the transmissibility and
pathogenicity of COVID-19 reflected
by the secondary infection rate (SIR),
secondary attack rate (SAR), and
symptomatic infection ratio.

Searches were conducted in Web
of Science and PubMed, and Chinese
databases, including China National
Knowledge Infrastructure, WANFANG
Database, and the VIP Database for
Chinese Technical Periodicals. 17
August 2020
A total of 105 studies were
identified, with 35042
infected cases and 897912
close contacts.
28 studies were of high quality, 66 studies were
of moderate quality, and 11 were of low quality.

The secondary attack rate was 6.6% (95%
CI, 5.7%−7.5%). Household contact had
significantly higher secondary attack rate
(19.6%, 95% CI [15.4–24.2%]) than community
contact (SAR, 8.1%, 95% CI [5.2–11.5%];
P=0.013) and medical contact (SAR, 3.8%, 95%
CI [0.9–8.4%]; P<0.001).
There is a higher risk of infection
among household contacts.
Silverberg
2022
Yes To identify the role of children in SARS-
CoV-2 transmission to other children
and adults.

MEDLINE, EMBASE, CINAHL, Cochrane
Central Register of Controlled Trials,
and Web of Science were electronically
searched for articles published before
March 31, 2021.
40 articles were included.
357 paediatric index cases.
The overall SAR was 8.4% among known
contacts (5.7% in children and 26.4% in adults).
Children were significantly less likely to be
infected than adults: OR 0.21 (95% CI 0.05-0.91),
with no heterogeneity (I2=0%)

Ten were deemed to be of good quality and
have low risk of bias, while 22 were of fair
quality and 8 were of poor quality.
Children transmit COVID-19 at
a lower rate to children than to
adults. Household adults are
at highest risk of transmission
from an infected child.
Thompson
2021
Yes To estimate SAR of SARS-CoV-2 in
households, schools, workplaces,
healthcare facilities, and social settings.

Searches were conducted in MEDLINE,
Embase, MedRxiv, BioRxiv, arXiv, and
Wellcome Open Research with no
language restrictions up to July 6,
2020.
45 studies were included for
meta-analysis.
Household SAR was 21.1% (95%CI: 17.4–24.8).
The SAR increased with longer durations of
exposure (14.2% [95% CI: 5.8–22.5] with ≤5
days of exposure to an index case vs 34.9%
[95%CI 16.3–53.6] with >5 days of exposure;
P=0.05. SARs were significantly higher for
presymptomatic and symptomatic index
cases, estimated at 9.3% (95% CI: 4.5–14.0,
P=0.01) and 13.6% (95%CI 9.7–17.5, P<0.001),
respectively.

Articles that met the inclusion criteria for meta-
analysis all had high quality scores.
Exposure in settings with
familiar contacts increases SARS-
CoV-2 transmission potential.
Tian 2020 Yes Searched published literatures and
preprints in international databases of
PubMed and medRxiv, and in five major
Chinese databases as of 20 April 2020
18 studies were included
for meta-analysis. A total of
32,149 close contacts were
documented.
The pooled SAR was 0.07 (95%CI 0.03-0.12).
Household setting and social gatherings were
associated with significantly elevated SARs
(P<0.01).

17 studies were high quality, and one was
moderate quality using the AHRQ criteria.
The transmission risk of
SARS-CoV-2 is much higher
in households than in other
scenarios.
Viner 2021 Yes To assess child and adolescent
susceptibility to SARS-CoV-2 compared
with adults.

Searched 2 electronic databases,
PubMed and the medical preprint
server medRxiv, on May 16, 2020, and
updated this on July 28, 2020
32 studies comprising 41 640
children and adolescents
and 268 945 adults met
inclusion criteria.
The pooled odds ratio of being an infected
contact in children compared with adults
was 0.56 (95% CI, 0.37-0.85), with substantial
heterogeneity (I2=94.6%).

Two studies were high quality, 22 were medium
quality, 7 were low quality, and 1 was uncertain
quality.
Children have a lower
susceptibility to SARS-CoV-2
infection compared with adults
Viner 2022 Yes Research questions:
(a) To what extent do CYP under 20
years of age transmit SARS-CoV-
2 to other CYP and to adults in
household and child-specific (e.g.
educational) settings?; (b) how does
transmission differ between household
and educational settings?; and (c)
is community infection incidence
associated with prevalence of or
transmission of infection within
educational settings?

Searched four electronic databases
(PubMed; medRxiv; COVID-19 Living
Evidence database; Europe PMC) to 28
July 2021.
37 studies were included. The pooled estimates of SAR were 7.6% (3.6,
15.9) for household studies, significantly higher
than the pooled estimate for school studies
of 0.7% (0.2, 2.7), P=0.002)). Across all studies,
pooled risk of transmission was lower from child
index cases than adults (OR 0.49 (0.25, 0.98).

24 studies had high quality, and 13 were
medium quality.
SAR were markedly lower
in school compared with
household settings, suggesting
that household transmission
is more important than school
transmission in this pandemic.
Xu 2020 Yes Evidence for transmission of COVID-
19 by children in schools ( search in
MEDLINE up to 14 September 2020.
Further hand-searched reference lists
of the retrieved eligible publications
to identify additional relevant studies).
Included children (defined as ≤18
years old) who were attending school,
and their close contacts (family and
household members, teachers, school
support staff) during the COVID-19
pandemic
11 studies were included: 5
cohort studies and 6 cross-
sectional studies.
Overall infection attack rate (IAR) in cohort
studies: 0.08%, 95% CI 0.00%-0.86%. IARs for
students and school staff were 0.15% (95% CI
0.00%-0.93%) and 0.70% (95% CI = 0.00%-3.56%)
respectively (p<0.01). Six cross-sectional studies
reported 639 SARS-CoV-2 positive cases in 6682
study participants tested [overall SARS-CoV-2
positivity rate: 8.00% (95% CI = 2.17%-16.95%).
SARS-CoV-2 positivity rate was estimated to
be 8.74% (95% CI = 2.34%-18.53%) among
students, compared to 13.68% (95% CI = 1.68%-
33.89%) among school staff (p<0.01).

Overall study quality was judged to be poor with
risk of performance and attrition bias.
There is limited high-quality
evidence to quantify the extent
of SARS-CoV-2 transmission
in schools or to compare it
to community transmission.
Emerging evidence suggests
lower IAR and SARS-CoV-2
positivity rate in students
compared to school staff.
Yanes-Lane
2020
Yes Proportion of asymptomatic infection
among coronavirus disease 2019
(COVID-19) positive persons and their
transmission potential. (Search up to
up to 22 June 2020)
28 studies were included. Asymptomatic COVID-19 infection at time
of testing ranged from 20% – 75%; among
three studies in contacts it was 8.2% to 50%.
Asymptomatic infection in obstetric patients
pooled proportion was 95% (95% CI, 45% to
100%) of which 59% (49% to 68%) remained
asymptomatic through follow-up;
Among nursing home residents, the
proportion of asymptomatic was 54% (42%
to 65%) of which 28% (13% to 50%) remained
asymptomatic through follow-up.

The overall quality of included studies was
moderate-to-high.
The proportion of asymptomatic
infection among COVID-19
positive persons appears high
and transmission potential
seems substantial.
Zhu 2021 Meta-
analysis:
Quality assessment
not reported
Role of children in SARS-CoV-2 in
household transmission clusters
( Search between Dec 2019 & Aug
2020).
57 articles with 213 clusters
were included.
8 (3.8%) transmission clusters were identified as
having a paediatric index case. Asymptomatic
index cases were associated with lower
secondary attack rates in contacts than
symptomatic index cases [RR] 0.17 (95% CI,0.09-
0.29). SAR in paediatric household contacts was
lower than in adult household contacts (RR,
0.62; 95% CI, 0.42-0.91).
The data suggest that should
children become infected at
school during this period, they
are unlikely to spread SARS-
CoV-2 to their co-habiting family
members.