Abstract
Background
The outbreak of a new coronavirus (SARS-CoV-2) disease (Covid-19) has become pandemic. To
be more effectively controlling the disease, it is critical to set up an optimal quarantine period so
that about 95% of the cases developing symptoms will be retained for isolation. At the moment,
the WHO-established quarantine period is 14 days based on previous reports which had studied
small sizes of hospitalized cases (10 and ~100, respectively), however, over 80% of adult- and
95% of child-cases were not necessary to stay in hospitals, and therefore, had not been
hospitalized. Therefore, we are questioning if the current-inferred median incubation time is
representative for the whole Covid-19 population, and if the current quarantine period is optimal.
Methods
We compiled and analyzed the patient-level information of 2015 laboratory-confirmed Covid-19
cases including 99 children in 28 Chinese provinces. This cohort represents a wide-range
spectrum of Covid-19 disease with both hospitalized and non-hospitalized cases.
Results
The full range of incubation periods of the Covid-19 cases ranged from 0 to 33 days among 2015
cases. There were 6 (0.13%) symptom-free cases including 4 females with a median age of 25.5
years and 2 males with a median age of 36 years. The median incubation period of both male and
female adults was similar (7-day) but significantly shorter than that (9-day) of child cases
(P=0.02). This cohort contained 4 transmission generations, and incubation periods of the cases
between generations were not significantly different, suggesting that the virus has not been
rapidly adapted to human beings. Interestingly, incubation periods of 233 cases (11.6%) were
longer than the WHO-established quarantine period (14 days). Data modeling suggested that if
adults take an extra 4-day or 7-day of isolation (i.e., a quarantine period of 18 or 21 days), 96.2%
or 98.3%, respectively, of the people who are developing symptoms will be more effectively
quarantined. Patients transmitted via lunch/dinner parties (i.e., gastrointestinal tract infection
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3
through oral transmission) had a significantly longer incubation period (9-day) than other adults
transmitted via respiratory droplets or contaminated surfaces and objects (P<0.004).
Conclusions
The whole Covid-19 population including both hospitalized and non-hospitalized cases had a
median incubation period of 7-day for adults, which is 1.8-day longer than the hospitalized cases
reported previously. An extension of the adult quarantine period to 18 days or 21 days could be
more effective in preventing virus-spreading and controlling the disease. The cases transmitted
by lunch/dinner parties could be infected first in the gastrointestinal tract through oral
transmission and then infected in the respiratory system so that they had a longer incubation
period.
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4
Introduction
The outbreak of a new coronavirus (SARS-CoV-2) disease (Covid-19) has become a worldwide
pandemic. Understanding the characteristics of the incubation period is crucial to design public
health efforts for effectively isolating the cases and contacts to control outbreaks of Covid-19.
SARS-CoV-2 can be transmitted by either respiratory droplets, contaminated surfaces, and
objects or an oral-fecal transmission route to lead gastrointestinal tract infection1. Further, the
virus can survive on surfaces for up to several days2. These facts suggested that SARS-CoV-2
may have different clinical characteristics than other coronaviruses.
Because outbreaks are being occurred in many countries, it is critical to analyze real-time data of
the Covid-19 cases to gain insights to inform public-health intervention strategies for managing
and preventing the disease. One of the key issues for controlling Covid-19 is to set up a suitable
quarantine period which could capture about 95% of the cases developing symptoms so that the
practice of isolations will be more effective and save public health resources. Thus far, the
incubation time studies have been focused on hospitalized patients who were highly selected
based on medical conditions, and further, sample sizes for inferring incubation times were small,
for example, 10 and ~100, respectively3,4. However, the majority (i.e., about 80% of adults and
95% of children) of the Covid-19 cases were not necessary to be hospitalized, and therefore, had
not been hospitalized due to their mild conditions. Here, we asked if the median incubation time
inferred from the hospitalized patients are representative for the whole population of Covid-19,
and if the current quarantine period determined based on hospitalized patients is optimal.
To answer these questions, we manually curated the patient-level data from the case reports on
official websites of China's provincial public health agencies. This cohort represents a general
population of Covid-19 cases without a selection based on medical conditions. The cohort
contained 2015 cases including 99 children who had symptom onsets between January 1, 2020,
and February 25, 2020. All the curated cases contained exposure, onset, and diagnosis dates. We
analyzed the incubation time for the Covid-19 population containing both hospitalized and non-
hospitalized cases.
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Methods
Data curation We manually curated clinical data of the Covid-19 patients from official websites
of local Chinese health agencies (Supplementary Table 1) where the Covid-19 case reports have
been carefully collected and generated by public health professionals and social workers. All the
Covid-19 cases have been laboratory-test confirmed. To extract the individual-level patient data,
we read the case reports in Chinese to curate age, sex, demographic information (i.e., name of
the provinces and cities), dates of exposures, symptom onset and diagnosis (i.e., confirmed the
SARS-CoV-2 infection through laboratory-tests), when available. The patient data were curated
by XJ, WXC, and YCC who are native Chinese speakers and translated the summary of each
patient into English. To make sure the data accuracy, the curations have been cleaned and
checked 4 times by four other researchers, YWN, XL, LL, and EW. We mainly focused on the
cases which were allowed to inferring incubation time. Among 4567 cases, after removing the
cases which did not have exposure dates, or whose exposure dates were not sure, we obtained
2015 cases whose incubation times could be inferred. Because the information of Covid-19 cases
in Hubei province including Wuhan, the city at the center of the epidemic, was not publicly
available, this cohort included only non-Hubei cases.
Study design and data We curated the patient-level data as described above and characterized
patient baseline information such as incubation periods. All the data in this study have been de-
identified and publicly available through local Chinese health agencies, therefore, patient consent
and ethics approval was not required.
Statistical analysis The incubation period of a Covid-19 case is the time between infectious
exposure and symptom onset. Over 2,000 cases had sufficient information for inferring
incubation periods. Most of which had clear records for the dates of exposures and symptom
onsets. For imported cases (e.g., travelers from Wuhan city), the exposure dates were defined as
the dates of leaving the epicentral cities such as Wuhan. For the cases, who had been quarantined
and monitored for the disease, the diagnosed dates were set as the dates for their symptom
onsets. χ2 tests and t-tests were used for statistical analysis using R, a free software environment
for statistical computing. We considered p values of less than 0.05 to be significant.
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6
Results
We collected patient-level data for 2015 Covid-19 cases reported between January 1 and
February 25, 2020 (Table 1, Supplementary Table 1). 887 (44.0%) cases were female adults with
a median age of 46 years (IQR 41.5-50.5), 1029 (51.0%) were male adults and the median age
was 45 years (IQR 40.5-50.5), and 99 (4.9 %) cases were children with the median age was 9
years (IQR 7-11) with a boy-to-girl ratio of 1.3:1. 774 (38.4%) were imported cases, most
reported a travel history to Wuhan (133, 17.2%) or were residents of Wuhan (641, 82.8%), while
240 (11.9%) of the imported case were either the residents or returning travelers from non-
Wuhan regions.
The incubation period is essential in the control of infectious diseases. To halt a pandemic, a
suitable quarantine period should be set by investigating incubation periods. Thus, understanding
the characteristics of the incubation period is crucial to design public health efforts. In this
cohort, the full range of incubation periods of the Covid-19 cases ranged from 0 to 33 days
among 2015 cases. Both male and female adults had their median incubation periods of 7-day,
which is 1.8-day longer than those in other reports3,4 (see discussion). However, a similar result
was released in the recent news from the Chinese Medical Association that the median
incubation periods were 5-7 days5. The median incubation period (9-day) of children were
significantly longer than those of adults (t-test P = 0.02). For adults, the incubation periods for
the majority (66.5%) of the cases were 1-9 days: most of them (57.6% and 52.0% for males and
females, respectively) had 1-5 days incubation.
Importantly, we found that the incubation periods of 11.5% (n=233, 123 and 105 were male and
female, respectively) of the cases were longer than 14 days, the current WHO-set 14-day
quarantine period. These results agree with a recent study which also reported 12.7% (n=13) of
the cases whose incubation periods were longer than 14 days4. These data suggested that the
official 14-day quarantine period only captured 88.5% of the population developing Covid-19.
However, among the 233 cases with longer incubation periods, most (n=198, 85.0%) had 15-21
days of incubation periods, suggesting that implementation of the 21-day quarantine period for
everybody will capture 98.3% of the cases. However, we knew that fewer children were infected,
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7
we plotted the age-distribution of the cases having a longer quarantine period (Fig 1). Based on
Fig 1, we concluded that if adults take an extra 7 days for quarantine, we will capture 98.3% of
the cases. Data modeling also showed that a 17-day or 18-day quarantine period will capture
94.8% and 96.2%, respectively, of the cases.
The incubation period of 2.0% (n=19 and 20 for male and female adults, respectively) of the total
cases was 0-day, while some cases were transmitted by having contacts with Covid-19 patients
who had not developed symptom onset yet, suggesting that SARS-CoV-2 might be contagious
(i.e., is shedding virus) during incubation periods, and these patients could be more susceptible to
this virus. There were 6 (0.13%) symptom-free cases including 4 females with a median age of
25.5 years (IQR 24.0-27.0) and 2 males with a median age of 36 years (IQR 24.0-48.0). These
symptom-free cases were much younger than the majority of the patients.
The fecal-oral transmission has been found in Covide-19 cases1. Food sharing in lunch/dinner
parties could facilitate fecal-oral transmission. Interestingly, the incubation time (9-day IQR
7.75-10.25) of the cases transmitted by lunch/dinner party contacts was significantly longer than
others (P=0.03), suggesting that oral transmission via sharing food had longer incubation periods
than transmitting via respiratory droplets.
There were 4 generations of transmitted cases based on contact tracing information. The Wuhan-
imported cases were defined as the 1-generation cases, while the 2-generation cases included
both non-Wuhan imported cases, and new cases which were transmitted directly by a 1-
generation case or an unknown cause. The 3-generation cases were the ones transmitted directly
by a 2-generation case. The incubation time was not significantly different between the patients
of transmission generations, suggesting that the virus is not rapidly adapted to humans.
Discussion
The incubation period is essential in making intervention strategies to control infectious diseases.
Thus, understanding of incubation time of a wide-range spectrum of Covid-19 for establishing an
optimal quarantine period is crucial to designing public health interventions. Two recent studies
have reported incubation periods for Covid-19 cases3,4, but only for the hospitalized patients,
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who were highly selected and represented only 20% of adult- and 5% of child-cases of the
general Covid-19 population. Further, the sample size (about 100 and 10 cases, respectively) for
inferring incubation periods were small in these studies. Here, we manually curated a Covid-19
cohort containing baseline and incubation information of nearly 2,000 patients including 99
children. This cohort included both hospitalized and non-hospitalized cases. By analyzing this
cohort, we characterized the incubation times of Covid-19 adults and children as well, and
examined the effectiveness of the 14-day quarantine period.
The median incubation period for adults in this cohort was 7-day, which was longer than 5-5.2
days reported previously3,4. Recently, the Chinese Medical Association also found that the
coronavirus median incubation period was 5-7 days5. Kids had an incubation period of 9-day and
significantly longer than adults. Based on previous studies, WHO has set a 14-day quarantine
period for Covid-19. However, we found that that the incubation periods of 11.5% (n=233) of the
cases were longer than 14 days, meaning that the current quarantine policy only stops 88% of the
cases for virus spreading. This finding is similar to another report showing that 13 (12.7%) cases
had their incubation time longer than 14 days4. In general, a quarantine period that retains about
95% of the cases developing symptoms will be more effective6. Thus, we further analyzed the
subset (n=233) and found that 98.7% and 97.9%, respectively, of the men and women cases who
are developing the disease, will be quarantined, if everybody or adults alone, respectively, take
an extra 7-day of isolation (i.e., a quarantine period of 21 days). If taking a quarantine period of
17-day or 18-day, 94.8% and 96.2%, respectively, of the cases developing symptoms will be
successfully quarantined.
As the outbreak is fast-moving in the world, based on this analysis we recommended that an
extension of adults’ quarantine period to 17 or 21 days could be more effective. Of note, the
outbreak occurred during the Chinese New Year holiday, further the holiday period had been
extended to another 10 days7. Moreover, until now (as of March 15, 2020) schools and
universities have been still shut down. Thus, due to the implementation of the aggressive social
distancing measures many people in China have been isolated for more than 60 days.
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The full range of incubation periods of the Covid-19 cases ranged from zero to 33 days in this
study, including ~30 cases whose incubation periods ranged 22-33 days, and 6 symptom-free
cases, suggesting that a wide-range heterogeneous response to the SARS-CoV-2 virus in the
population, and the challenges for preventing virus-spreading. Furthermore, some cases start to
transmit this virus before the symptom onset. This is very different from the transmission
patterns of SARS (Severe Acute Respiratory Syndrome), for which transmission rarely occurred
until after the 4-5 days after symptom onset8. When a virus has infectiousness before symptom
onset, control of outbreaks using contact tracing and isolation is more challenging9.
Interestingly, the cases transmitted by lunch/dinner party contacts had a 2-day longer incubation
period than the cases transmitted via respiratory droplets. The Chinese style dish- and food-
sharing during lunch/dinner parties can easily contaminant the shared dishes by virus-carriers
and thus, could facilitate oral transmission for leading gastrointestinal tract infection, which has
been reported as a transmission means for Covide-191. It has been reported that 10% of patients
presented with diarrhea and nausea 1-2 days before the development of fever and respiratory
symptoms10,11. These observations explained why the cases transmitted by lunch/dinner party
contacts had significantly longer incubation periods. Therefore, the early signs of the cases
transmitted by lunch/dinner parties could be diarrhea and nausea which often develop before
fever and respiratory symptoms in these patients.
Limitations
Several limitations of this study are the following: (1) the cohort did not include patient-level
information from the patients in Hubei province including Wuhan city, because they were
exhaust-dealing with the outbreak and could not make the information in their official websites.
(2) all the cases are Chinese patients.
Acknowledgments: EW and XJ designed the project. XJ, WXC, and YCC manually curated
data and translated the summary of each patient into English, while YWN, XL, LL, and EW
checked the curations and cleaned the data. XJ and YWN conducted data analysis. EW and XJ
wrote the manuscript. This work is supported by the AISH Translational Chair Program in
Cancer Genomics.
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References
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10. Wang D, Hu B, Hu C, et al. Clinical Characteristics of 138 Hospitalized Patients With
2019 Novel Coronavirus-Infected Pneumonia in Wuhan, China. JAMA 2020.
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Table 1. Characteristics and social contacts of Covid-19 cases in this study
Male (N = 1029) Female (N = 887) Child (N = 99)
Social contact Median age (IQR)
yr
Distribution
no./total no. (%)
Median age (IQR)
yr
Distribution
no./total no. (%)
Median age (IQR)
yr
Distribution
no./total no.
(%)
Wuhan resident 41.0 (37.0-45.0) 381/1029 (0.37) 45.0 (45.0-4.75) 293/887 (0.33) 12.0 (10.0-14.0) 27/99 (0.27)
Traveler back from
Wuhan
40.5 (37.5-43.5) 82/1029 (0.08) 43.0 (43.0-5.01) 53/887 (0.06) 11.5 (9.5-13.5) 6/99 (0.06)
non-Wuhan region
resident
43.0 (38.5-47.5) 72/1029 (0.07) 43.0 (43.0-5.25) 44/887 (0.05) 10.0 (7.0-13.0) 7/99 (0.07)
Traveler back from
non-Wuhan regions
45.0 (41.7-48.3) 82/1029 (0.08) 41.0 (41.0-3.0) 53/887 (0.06) 6.0 (4.0-8.0) 7/99 (0.07)
Local-acquired
cases
50.0 (45.5-55.5) 412/2095 (0.40) 52.0 (52.0-3.75) 443/887 (0.50) 8.0 (6.2-9.75) 52/99 (0.53)
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Fig 1. The distribution of the cases having a longer incubation period. The figure shows the
ages of the cases who had the incubation days (15-day, 16-day and so on) which were longer
than 14 days. Red, blue and green represent men, women, and children, respectively.
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