Early Transmission Dynamics in Wuhan, China, of Novel Coronavirus–Infected Pneumonia
2020/01/29 by Qun Li, Xuhua Guan, Peng Wu +42 · 237 citations
Mathematics · Medicine · #COVID-19 Impact on Reproduction #COVID-19 epidemiological studies #SARS-CoV-2 and COVID-19 Research
paper · doi:10.1056/nejmoa2001316
openalex publication_date 2020/01/29 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/30
Abstract
BACKGROUND: The initial cases of novel coronavirus (2019-nCoV)-infected pneumonia (NCIP) occurred in Wuhan, Hubei Province, China, in December 2019 and January 2020. We analyzed data on the first 425 confirmed cases in Wuhan to determine the epidemiologic characteristics of NCIP. METHODS: We collected information on demographic characteristics, exposure history, and illness timelines of laboratory-confirmed cases of NCIP that had been reported by January 22, 2020. We described characteristics of the cases and estimated the key epidemiologic time-delay distributions. In the early period of exponential growth, we estimated the epidemic doubling time and the basic reproductive number. RESULTS: Among the first 425 patients with confirmed NCIP, the median age was 59 years and 56% were male. The majority of cases (55%) with onset before January 1, 2020, were linked to the Huanan Seafood Wholesale Market, as compared with 8.6% of the subsequent cases. The mean incubation period was 5.2 days (95% confidence interval [CI], 4.1 to 7.0), with the 95th percentile of the distribution at 12.5 days. In its early stages, the epidemic doubled in size every 7.4 days. With a mean serial interval of 7.5 days (95% CI, 5.3 to 19), the basic reproductive number was estimated to be 2.2 (95% CI, 1.4 to 3.9). CONCLUSIONS: On the basis of this information, there is evidence that human-to-human transmission has occurred among close contacts since the middle of December 2019. Considerable efforts to reduce transmission will be required to control outbreaks if similar dynamics apply elsewhere. Measures to prevent or reduce transmission should be implemented in populations at risk. (Funded by the Ministry of Science and Technology of China and others.).
Citations
Cited by
- The positive impact of lockdown in Wuhan on containing the COVID-19 outbreak in China
- Immediate Psychological Responses and Associated Factors during the Initial Stage of the 2019 Coronavirus Disease (COVID-19) Epidemic among the General Population in China
- The effect of human mobility and control measures on the COVID-19 epidemic in China
- Isolation, quarantine, social distancing and community containment: pivotal role for old-style public health measures in the novel coronavirus (2019-nCoV) outbreak
- Serial interval of novel coronavirus (COVID-19) infections
- Die Biologisch-Dynamische Methode und die Praparate im nachsten Jahrhundert.
- Identify Hidden Spreaders of Pandemic over Contact Tracing Networks
- Development of a Recombinant Omicron BA .1 Subunit Vaccine Candidate in Pichia pastoris
- Psychological status of medical workforce during the COVID-19 pandemic: A cross-sectional study
- Promising Schiff bases in antiviral drug design and discovery
- Universal Urban Spreading Pattern of COVID-19 and Its Underlying Mechanism
- An investigation of transmission control measures during the first 50 days of the COVID-19 epidemic in China
- Estimation and Distributed Eradication of SIR Epidemics on Networks
- STSIR: Spatial Temporal Pandemic Model with Mobility Data
- The Incubation Period of Coronavirus Disease 2019 (COVID-19) From Publicly Reported Confirmed Cases: Estimation and Application
- Modified SEIR and AI prediction of the epidemics trend of COVID-19 in China under public health interventions
- Clinical and immunological features of severe and moderate coronavirus disease 2019
- The origin, transmission and clinical therapies on coronavirus disease 2019 (COVID-19) outbreak – an update on the status
- Presumed Asymptomatic Carrier Transmission of COVID-19
- The trinity of COVID-19: immunity, inflammation and intervention
- Clinical Characteristics of Coronavirus Disease 2019 in China
- Epidemiology of COVID-19 Among Children in China
- Incubation period of 2019 novel coronavirus (2019-nCoV) infections among travellers from Wuhan, China, 20–28 January 2020
- Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures
- Incubation Period and Other Epidemiological Characteristics of 2019 Novel Coronavirus Infections with Right Truncation: A Statistical Analysis of Publicly Available Case Data
- An updated estimation of the risk of transmission of the novel coronavirus (2019-nCov)
- Changes in contact patterns shape the dynamics of the COVID-19 outbreak in China
- Symptomatic, Presymptomatic, and Asymptomatic Transmission of SARS-CoV-2 in a University Student Population, August–November 2020
- Mental Health and Psychosocial Problems of Medical Health Workers during the COVID-19 Epidemic in China
- Estimating the generation interval for coronavirus disease (COVID-19) based on symptom onset data, March 2020
- Fair Allocation of Scarce Medical Resources in the Time of Covid-19
- Estimation of the reproductive number of novel coronavirus (COVID-19) and the probable outbreak size on the Diamond Princess cruise ship: A data-driven analysis
- Comparing SARS-CoV-2 with SARS-CoV and influenza pandemics
- Association between SARS-CoV-2 and metagenomic content of samples from the Huanan Seafood Market
- On the simultaneous inference of susceptibility distributions and intervention effects from epidemic curves
- The reproductive number of COVID-19 is higher compared to SARS coronavirus
- Sex Differences in Risk Factors for Incident Sepsis Hospitalizations: A Prospective Cohort Study Using the UK Biobank
- WHO Declares COVID-19 a Pandemic.
- Nowcasting and forecasting the potential domestic and international spread of the 2019-nCoV outbreak originating in Wuhan, China: a modelling study
- Temporal dynamics in viral shedding and transmissibility of COVID-19
- Estimates of the severity of coronavirus disease 2019: a model-based analysis
- The effect of travel restrictions on the spread of the 2019 novel coronavirus (COVID-19) outbreak
- Feasibility of controlling COVID-19 outbreaks by isolation of cases and contacts
- Early dynamics of transmission and control of COVID-19: a mathematical modelling study
- Factors Associated With Mental Health Outcomes Among Health Care Workers Exposed to Coronavirus Disease 2019
- Fever and mobility data indicate social distancing has reduced incidence of communicable disease in the United States
- Quantifying SARS-CoV-2 transmission suggests epidemic control with digital contact tracing
- Weather Effects on the Spread of COVID-19: Characteristics and Critical Analysis of the First and Second Years of Scientific Research
- A next-generation intranasal trivalent MMS vaccine induces durable and broad protection against SARS-CoV-2 variants of concern
- Individual variation in susceptibility or exposure to SARS-CoV-2 lowers the herd immunity threshold
- Arguments in favour of remdesivir for treating SARS-CoV-2 infections
- Proposal of a recursive compartment model of epidemics and applications to the Covid-19 pandemic
- The Novel Coronavirus, 2019-nCoV, is Highly Contagious and More Infectious Than Initially Estimated
- Analysis of COVID19 Outbreak in India using SEIR model
- In Silico Screening of Some Naturally Occurring Bioactive Compounds\n Predicts Potential Inhibitors against SARS-COV-2 (COVID-19) Protease
- Bi-Virus SIS Epidemic Propagation under Mutation and Game-theoretic Protection Adoption
- World Health Organization declares global emergency: A review of the 2019 novel coronavirus (COVID-19)
- Mental health problems faced by healthcare workers due to the COVID-19 pandemic–A review
- Sex differences in immune responses that underlie COVID-19 disease outcomes
- Work stress among Chinese nurses to support Wuhan in fighting against COVID‐19 epidemic
- Characteristics of SARS-CoV-2 and COVID-19
- Impaired type I interferon activity and inflammatory responses in severe COVID-19 patients
- A mathematical model for simulating the phase-based transmissibility of a novel coronavirus
- Stochasticity and Practical Identifiability in Epidemic Models: A Monte Carlo Perspective
- Role of Analytics for Operational Risk Management in the Era of Big Data
- The species Severe acute respiratory syndrome-related coronavirus: classifying 2019-nCoV and naming it SARS-CoV-2
- Nonparametric serial interval estimation with uniform mixtures
- The Data are Insufficient to Confidently Root the SARS-CoV-2 Phylogenetic Tree
- Транзитные системы и их роль в развитии транспорта
- Outbreak diversity in epidemic waves propagating through distinct geographical scales
- Visualizing the invisible: The effect of asymptomatic transmission on the outbreak dynamics of COVID-19
- The molecular epidemiology of multiple zoonotic origins of SARS-CoV-2
- Use of a risk assessment tool to determine the origin of severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2)
- Surveillance of SARS-CoV-2 at the Huanan Seafood Market
- The sharing of research data facing the COVID-19 pandemic
- SEIRD model in heterogenous populations: The role of commuting and social inequalities in the COVID-19 dynamics
- Artificial Intelligence for COVID-19 Detection -- A state-of-the-art review
- Clinical characteristics and intrauterine vertical transmission potential of COVID-19 infection in nine pregnant women: a retrospective review of medical records
- Clinical characteristics of 113 deceased patients with coronavirus disease 2019: retrospective study
- Structural basis of receptor recognition by SARS-CoV-2
- COVID-19 and Italy: what next?
- Association of Public Health Interventions With the Epidemiology of the COVID-19 Outbreak in Wuhan, China
- High Contagiousness and Rapid Spread of Severe Acute Respiratory Syndrome Coronavirus 2
- COVID-19 and smoking: A systematic review of the evidence
- Effect of non-pharmaceutical interventions to contain COVID-19 in China
- Impact assessment of non-pharmaceutical interventions against coronavirus disease 2019 and influenza in Hong Kong: an observational study
- A conceptual model for the coronavirus disease 2019 (COVID-19) outbreak in Wuhan, China with individual reaction and governmental action
- SARS-CoV-2 (COVID-19) by the numbers
- Can we contain the COVID-19 outbreak with the same measures as for SARS?
- Effects of non-pharmaceutical interventions on COVID-19 cases, deaths, and demand for hospital services in the UK: a modelling study
- Data-based analysis, modelling and forecasting of the COVID-19 outbreak
- La deuda externa latinoamericana: un enfoque político
- Study of COVID-19 anti-pandemic strategies by using optimal control
- A Review of Multi‐Compartment Infectious Disease Models
- Age-dependent effects in the transmission and control of COVID-19 epidemics
- Covid-19 pandemic and online learning: the challenges and opportunities
- Transmission potential and severity of COVID-19 in South Korea
- The novel coronavirus outbreak in Wuhan, China
- Effective containment explains sub-exponential growth in confirmed cases of recent COVID-19 outbreak in Mainland China
- COVID-19 infection: Emergence, transmission, and characteristics of human coronaviruses
- Semiparametric Bayesian Inference for the Transmission Dynamics of COVID-19 with a State-Space Model
- The impact of the COVID-19 epidemic on the utilization of emergency dental services
- Structure of Mpro from SARS-CoV-2 and discovery of its inhibitors
- Discrete-Time Quantum Random Walk for Epidemiological Modeling
- Possible aerosol transmission of COVID-19 and special precautions in dentistry
- Cryo-EM structure of the 2019-nCoV spike in the prefusion conformation
- Psychosocial impact of COVID-19
- COVID‐19: The immediate response of european academic dental institutions and future implications for dental education
- Firefly-Algorithm Supported Scheme to Detect COVID-19 Lesion in Lung CT Scan Images using Shannon Entropy and Markov-Random-Field
- Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study
- Estimation of the Transmission Risk of the 2019-nCoV and Its Implication for Public Health Interventions
- Estimation of the asymptomatic ratio of novel coronavirus infections (COVID-19)
- Correlation between weather and Covid-19 pandemic in Jakarta, Indonesia
- Modelling the impact of testing, contact tracing and household quarantine on second waves of COVID-19
- Community Transmission of Severe Acute Respiratory Syndrome Coronavirus 2, Shenzhen, China, 2020
- Interventions to mitigate early spread of SARS-CoV-2 in Singapore: a modelling study
- Global supply-chain effects of COVID-19 control measures
- Modelling provincial Covid-19 epidemic data in Italy using an adjusted time-dependent SIRD model
- Coronavirus Disease 2019 (COVID-19): Emerging and Future Challenges for Dental and Oral Medicine
- VIBES: A Multi-Scale Modeling Approach Integrating Within-Host and Between-Hosts Dynamics in Epidemics
- A machine learning methodology for real-time forecasting of the 2019-2020 COVID-19 outbreak using Internet searches, news alerts, and estimates from mechanistic models
- Emergence of COVID-19 and Patterns of Early Transmission in an Appalachian Sub-Region
- Startups in times of crisis – A rapid response to the COVID-19 pandemic
- Mathematical Modeling of Business Reopening when Facing SARS-CoV-2 Pandemic: Protection, Cost and Risk
- Europeanization and Health Policy in the European Union During Covid‐19 Pandemic: The Case of Greece
- COVID-19 in a social reinsurance framework: Forewarned is forearmed
- On the utility of cloth facemasks for controlling ejecta during respiratory events
- A matlab code to compute reproduction numbers with applications to the Covid-19 outbreak
- Containment effort reduction and regrowth patterns of the Covid-19 spreading
- Modifying the Network-Based Stochastic SEIR Model to Account for Quarantine
- A time series method to analyze incidence pattern and estimate reproduction number of COVID-19
- An empirical model on the dynamics of Covid-19 spread in human population
- Integrating LSTMs and GNNs for COVID-19 Forecasting
- Robust estimation of SARS-CoV-2 epidemic in US counties
- Development of a Machine-Learning System to Classify Lung CT Scan Images into Normal/COVID-19 Class
- Modelling transmission and control of the COVID-19 pandemic in Australia
- Transmission dynamics of the COVID‐19 outbreak and effectiveness of government interventions: A data‐driven analysis
- A modeling study of the effect of social distancing policies on the early spread of coronavirus disease 2019: a case of South Korea
- The effect of control strategies to reduce social mixing on outcomes of the COVID-19 epidemic in Wuhan, China: a modelling study
- Quantifying the impact of physical distance measures on the transmission of COVID-19 in the UK
- Identification of an Epidemiological Model to Simulate the COVID-19 Epidemic using Robust Multi-objective Optimization and Stochastic Fractal Search
- Towards Accurate Spatiotemporal COVID-19 Risk Scores using High Resolution Real-World Mobility Data
- Optimal allocation of face masks during the COVID-19 pandemic: a case study of the first epidemic wave in the United States
- Network-based drug repurposing for novel coronavirus 2019-nCoV/SARS-CoV-2
- Uncertainty on the Reproduction Ratio in the SIR Model
- Why integral equations should be used instead of differential equations to describe the dynamics of epidemics
- Neural Network aided quarantine control model estimation of global Covid-19 spread
- Endogenous competition and the underrealized reproduction of infectious diseases
- The Food Systems in the Era of the Coronavirus (COVID-19) Pandemic Crisis
- Safety, tolerability, and immunogenicity of a recombinant adenovirus type-5 vectored COVID-19 vaccine: a dose-escalation, open-label, non-randomised, first-in-human trial
- Clinical characteristics of 140 patients infected with SARS‐CoV‐2 in Wuhan, China
- Social Distancing 2.0 with Privacy-Preserving Contact Tracing to Avoid a Second Wave of COVID-19
- A Rolling Optimized Nonlinear Grey Bernoulli Model RONGBM(1,1) and application in predicting total COVID-19 infected cases
- A Modified Epidemiological Model to Understand the Uneven Impact of COVID-19 on Vulnerable Individuals and the Approaches Required to Help them Emerge from Lockdown
- Epidemiology, causes, clinical manifestation and diagnosis, prevention and control of coronavirus disease (COVID-19) during the early outbreak period: a scoping review
- Dentists’ Awareness, Perception, and Attitude Regarding COVID-19 and Infection Control: Cross-Sectional Study Among Jordanian Dentists
- Critical care crisis and some recommendations during the COVID-19 epidemic in China
- Vindication, Virtue and Vitriol: A study of online engagement and abuse toward British MPs during the COVID-19 Pandemic
- Sensitivity analysis of epidemic forecasting and spreading on networks with probability generating functions
- COVIDX-Net: A Framework of Deep Learning Classifiers to Diagnose COVID-19 in X-Ray Images
- Evolving epidemiology and transmission dynamics of coronavirus disease 2019 outside Hubei province, China: a descriptive and modelling study
- Factors determining the diffusion of COVID-19 and suggested strategy to prevent future accelerated viral infectivity similar to COVID
- Coronavirus Disease-2019: Knowledge, Attitude, and Practices of Health Care Workers at Makerere University Teaching Hospitals, Uganda
- The outbreak of COVID-19 coronavirus and its impact on global mental health
- SEIAR model with asymptomatic cohort and consequences to efficiency of quarantine government measures in COVID-19 epidemic
- Forecasting and evaluating intervention of Covid-19 in the World
- Modeling and Simulation of the spread of coronavirus disease (COVID-19) in Lebanon
- Safer working spaces at coronavirus time: A novel use of antibody tests
- Social physics
- Association between short-term exposure to air pollution and COVID-19 infection: Evidence from China
- Immune-Boosting, Antioxidant and Anti-inflammatory Food Supplements Targeting Pathogenesis of COVID-19
- Knowledge, Attitude and Practice Toward COVID-19 Among the Public in the Kingdom of Saudi Arabia: A Cross-Sectional Study
- Evaluating Incidence and Impact Estimates of the COVID-19 Outbreak from Wuhan before Lockdown
- Fomite transmission and disinfection strategies for SARS-CoV-2 and related viruses
- Geospatial Spread of the COVID-19 Pandemic in Mexico
- Ending the COVID-19 epidemic in the United Kingdom
- Nocturnality, seasonality and the SARS-CoV-2 Ecological Niche
- Projecting the transmission dynamics of SARS-CoV-2 through the postpandemic period
- Clinical Characteristics of 138 Hospitalized Patients With 2019 Novel Coronavirus–Infected Pneumonia in Wuhan, China
- Real-time forecasts of the COVID-19 epidemic in China from February 5th to February 24th, 2020
- Infections Forecasting and Intervention Effect Evaluation for COVID-19 via a Data-Driven Markov Process and Heterogeneous Simulation
- Containment strategies after the first wave of COVID-19 using mobility data
- In silico Prediction of Mozenavir as potential drug for SARS-CoV-2 infection via Binding Multiple Drug Targets
- How will country-based mitigation measures influence the course of the COVID-19 epidemic?
- Serial Interval of COVID-19 among Publicly Reported Confirmed Cases
- Unlocking capacities of viral genomics for the COVID-19 pandemic response
- Centralized and decentralized isolation strategies and their impact on the COVID-19 pandemic dynamics
- Analysis of Spatial-temporal Behavior Pattern of the Share Bike Usage during COVID-19 Pandemic in Beijing
- Antimalarial Artefenomel Inhibits Human SARS-CoV-2 Replication in Cells while Suppressing the Receptor ACE2
- Modelling COVID-19 Transmission Dynamics in Ghana
- "Stay Nearby or Get Checked": A Covid-19 Lockdown Exit Strategy
- Social inequality and cultural factors impact the awareness and reaction during the cryptic transmission period of pandemic
- The Huanan Seafood Wholesale Market in Wuhan was the early epicenter of the COVID-19 pandemic
- Coronaviruses: Pandemic SARS-CoV-2
- Impact of Lockdown on the Epidemic Dynamics of COVID-19 in France
- Immune Profiling Uncovers Memory T-Cell Responses with a Th17 Signature in Cancer Patients with Previous SARS-CoV-2 Infection Followed by mRNA Vaccination
- Molecular Basis of Pathogenesis of Coronaviruses: A Comparative Genomics Approach to Planetary Health to Prevent Zoonotic Outbreaks in the 21st Century
- Positive rate of RT-PCR detection of SARS-CoV-2 infection in 4880 cases from one hospital in Wuhan, China, from Jan to Feb 2020
- Fundamental principles of epidemic spread highlight the immediate need for large-scale serological surveys to assess the stage of the SARS-CoV-2 epidemic
- Exploring the Natural Origins of SARS-CoV-2 in the Light of Recombination
- Excess mortality in Ukraine during the course of COVID-19 pandemic in 2020–2021
- A comparative overview of COVID-19, MERS and SARS: Review article
- Biological, clinical and epidemiological features of COVID-19, SARS and MERS and AutoDock simulation of ACE2
- Can Testing Ease Social Distancing Measures? Future Evolution of COVID-19 in NYC
- Neural Network aided quarantine control model estimation of COVID spread in Wuhan, China
- Are superantigens the cause of cytokine storm and viral sepsis in severe COVID‐19? Observations and hypothesis
- Mortality containment vs. economics opening: optimal policies in a SEIARD model
- COVID-19 epidemic outcome predictions based on logistic fitting and estimation of its reliability
- Public Health Policy: COVID-19 Epidemic and SEIR Model with Asymptomatic Viral Carriers
- Estimating the number of SARS-CoV-2 infections and the impact of social distancing in the United States
- Epidemiology and transmission of COVID-19 in 391 cases and 1286 of their close contacts in Shenzhen, China: a retrospective cohort study
- First-wave COVID-19 transmissibility and severity in China outside Hubei after control measures, and second-wave scenario planning: a modelling impact assessment
- COVID-19 control in China during mass population movements at New Year
- Association between ambient temperature and COVID-19 infection in 122 cities from China
- The application of Temporary Ark Hospitals in controlling COVID‐19 spread: The experiences of one Temporary Ark Hospital, Wuhan, China
- Demographic and Socioeconomic Characteristics of COVID-19 Patients Treated in the Emergency Department of a New York City Hospital
- Artificial Intelligence Decision Support for Medical Triage
- Estimated transmissibility and impact of SARS-CoV-2 lineage B.1.1.7 in England
- Covid-19 — Navigating the Uncharted
- SARS-CoV-2 spillover transmission due to recombination event
- Coronavirus vaccine development: from SARS and MERS to COVID-19
- First known person-to-person transmission of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in the USA
- Primary Pandemic Prevention
- Mathematical assessment of the impact of non-pharmaceutical interventions on curtailing the 2019 novel Coronavirus
- Mathematical modelling to inform New Zealand's COVID‐19 response
- Informática y calidad. La simulación como apoyo a la optimización de procesos. II, Herramientas de simulación
- Diagnostics for SARS-CoV-2 infections
- Students’ and lecturers’ perspective on the implementation of online learning in dental education due to SARS-CoV-2 (COVID-19): a cross-sectional study
- Spatio-Temporal Neural Network for Fitting and Forecasting COVID-19
- Suppression of Groups Intermingling as an Appealing Option for Flattening and Delaying the Epidemiological Curve While Allowing Economic and Social Life at a Bearable Level during the COVID‐19 Pandemic
- Estimation of Infection Rate and Prediction of Initial Infected\n Individuals of COVID-19
- Flattening the curves: on-off lock-down strategies for COVID-19 with an application to Brazil
- Modelling Excess Mortality in Covid-19-Like Epidemics
- CCBlock: an effective use of deep learning for automatic diagnosis of COVID-19 using X-ray images
- COVID-ABS: An agent-based model of COVID-19 epidemic to simulate health and economic effects of social distancing interventions
- A simple SIR model with a large set of asymptomatic infectives
- Environmental effects of COVID-19 pandemic and potential strategies of sustainability
- Effective epidemic model for COVID-19 using accumulated deaths
- Asymptomatic carrier state, acute respiratory disease, and pneumonia due to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2): Facts and myths
- Coronavirus 2019-nCoV: A brief perspective from the front line
- Isolation of SARS-CoV-2-related coronavirus from Malayan pangolins
- Insights into the Recent 2019 Novel Coronavirus (SARS-CoV-2) in Light of Past Human Coronavirus Outbreaks
- Optimal protection and vaccination against epidemics with reinfection risk
- Superspreading event [wikipedia]
Related