AUTHOR=Wang Zihao , Zhuang Yue , Fan Chao TITLE=Empirical Analysis of the Dynamics of the COVID-19 Epidemic in Urban Embedded Social Networks JOURNAL=Frontiers in Public Health VOLUME=Volume 10 - 2022 YEAR=2022 URL=https://www.frontiersin.org/journals/public-health/articles/10.3389/fpubh.2022.879340 DOI=10.3389/fpubh.2022.879340 ISSN=2296-2565 ABSTRACT=Background: Due to the continual recurrence of COVID-19 in urban areas, it is important to know more about the evolution of the epidemic within this setting in order to mitigate the risk of situation getting worse. As the virus spreads through human society, the social networks of confirmed cases can provide us with crucial new insights on this question. Methods: Based on the epidemiological reports of 235 COVID-19 cases in Nanjing, we constructed a social contact network for the epidemic. By analyzing the structure of this network, we explored the transmission characteristics of the epidemic, to provide evidence-based explanations for its transmission. Results: In our constructed transmission network, more than half (95/165, 57.58%) of patients were found not to have transmitted the infection, with only 15 (9.10%) source patients accounting for more than a third of the contagion (60, 36.36%), suggesting that the transmission of COVID-19 varies between individuals. Patients in the 31 to 50 age group were the main source of infectious clusters, with females playing a more active role in passing on infection. Network component analysis identified nine components with disproportionate concentrations of influential patients, accounting for 49.09% (81) of the patients and 59.09% (78) of epidemiological network contacts. Family aggregation is a vital spatial feature of infection transmission pattern, and parenthood is the relationship with the highest infection risk within the family cluster. In addition, some specific public places , such as chess and card parlors, were found to be notable hotspots for community infection. Conclusion: This study presents the evolution of the urban epidemic from the perspective of individual level and socially interactive processes. This real-world evidence can help to increase public awareness of the epidemic, formulate countermeasures and allocate limited public health resources for urban management.