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Published in: Journal of Urban Health 3/2022

31-05-2022 | COVID-19

Sociodemographic and Policy Factors Associated with the Transmission of COVID-19: Analyzing Longitudinal Contact Tracing Data from a Northern Chinese City

Authors: Han Liu, Zai Liang, Shiyong Zhang, Lihua Liu

Published in: Journal of Urban Health | Issue 3/2022

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Abstract

To examine how sociodemographic characteristics and non-pharmaceutical interventions affect the transmission of COVID-19, we analyze patient profiles and contact tracing data from almost all cases in an outbreak in Shijiazhuang, China, from January to February 2021. Because of universal testing and digital tracing, the data are of high quality. Results from negative binomial models indicate that the counts of close contacts and secondary infections vary with the cases’ age and occupation. Notably, cases under age 18 are causing an increased infection rate among their close contacts and leading to more within-neighborhood secondary infections than adults aged 18–49. Also, county-wide interventions and lockdown are found to be effective at containing the spread of COVID-19. These measures can reduce the number of close contacts that each case has and largely restrict the remaining infections to the case’s neighborhood. These results suggest that transmission risks of COVID-19 are associated with the case’s sociodemographic characteristics and can be reduced with interventions at the county level. Implications on mitigation measures and reopening plans are discussed.
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Footnotes
1
In this study, we assume each index case is the source and his or her identified contacts who turned positive are secondary infections. However, due to the potentially long incubation period of COVID-19, it could be the other way around. We thank an anonymous reviewer for pointing out this possibility.
 
2
Peasants include self-employed small farmers and agricultural laborers. Other manual jobs include skilled and unskilled manual occupations that are non-agricultural. Non-manual jobs include all clerical, professional, and managerial occupations. Not employed includes unemployed working-age adults as well as children and retired elders.
 
3
Because the patient profiles do not have detailed address information for rural cases, which account for more than 60% of cases covered in our analysis, we are not able to evaluate within-household transmission in this study.
 
Literature
1.
go back to reference Galanis G, Hanieh A. Incorporating Social Determinants of Health into Modelling of COVID-19 and other Infectious Diseases: A Baseline Socio-economic Compartmental Model. Soc Sci Med. 2021;274:113794.CrossRef Galanis G, Hanieh A. Incorporating Social Determinants of Health into Modelling of COVID-19 and other Infectious Diseases: A Baseline Socio-economic Compartmental Model. Soc Sci Med. 2021;274:113794.CrossRef
2.
go back to reference Fatima M, O’Keefe KJ, Wei W, Arshad S, Gruebner O. Geospatial Analysis of COVID-19: a Scoping Review. Int J Environ Res Public Health. 2021;18:2336.CrossRef Fatima M, O’Keefe KJ, Wei W, Arshad S, Gruebner O. Geospatial Analysis of COVID-19: a Scoping Review. Int J Environ Res Public Health. 2021;18:2336.CrossRef
3.
go back to reference Perra N. Non-Pharmaceutical Interventions During the COVID-19 Pandemic: a Review. Phys Rep. 2021;913:1–52. Perra N. Non-Pharmaceutical Interventions During the COVID-19 Pandemic: a Review. Phys Rep. 2021;913:1–52.
4.
go back to reference Sun K, Wang W, Gao L, Wang Y, Luo K, Ren L, et al. Transmission Heterogeneities, Kinetics, and Controllability of SARS-CoV-2. Science. 2021;371:eabe2424.CrossRef Sun K, Wang W, Gao L, Wang Y, Luo K, Ren L, et al. Transmission Heterogeneities, Kinetics, and Controllability of SARS-CoV-2. Science. 2021;371:eabe2424.CrossRef
5.
go back to reference Yang Z. Analysis of Dynamic Contact Network of Patients with COVID-19 in Shaanxi Province of China. Sci Rep. 2021;11:4889.CrossRef Yang Z. Analysis of Dynamic Contact Network of Patients with COVID-19 in Shaanxi Province of China. Sci Rep. 2021;11:4889.CrossRef
7.
go back to reference Mahase E. Delta Variant: What is Happening with Transmission, Hospital Admissions, and Restrictions? BMJ. 2021;373:n1513. Mahase E. Delta Variant: What is Happening with Transmission, Hospital Admissions, and Restrictions? BMJ. 2021;373:n1513.
8.
go back to reference Ladhani SN, the sKIDs Investigation Team. Children and COVID-19 in Schools. Science. 2021;374:680–2.CrossRef Ladhani SN, the sKIDs Investigation Team. Children and COVID-19 in Schools. Science. 2021;374:680–2.CrossRef
9.
go back to reference Lordan R, FitzGerald GA, Grosser T. Reopening Schools during COVID-19. Science. 2020;369:1146–1146.CrossRef Lordan R, FitzGerald GA, Grosser T. Reopening Schools during COVID-19. Science. 2020;369:1146–1146.CrossRef
10.
go back to reference Hill RA, Dunbar RIM. Social Network Size in Humans. Hum Nat. 2003;14:53–72.CrossRef Hill RA, Dunbar RIM. Social Network Size in Humans. Hum Nat. 2003;14:53–72.CrossRef
11.
go back to reference Marsden PV. Core Discussion Networks of Americans. Am Sociol Rev. 1987;52:122.CrossRef Marsden PV. Core Discussion Networks of Americans. Am Sociol Rev. 1987;52:122.CrossRef
12.
go back to reference Dickens WJ, Perlman D. Friendship over the Life-cycle. In: Duck S, Gilmour R, editors. Pers Relatsh. New York, NY: Academic Press; 1981. p. 91–122. Dickens WJ, Perlman D. Friendship over the Life-cycle. In: Duck S, Gilmour R, editors. Pers Relatsh. New York, NY: Academic Press; 1981. p. 91–122.
13.
go back to reference Dunbar RI, Spoors M. Social Networks, Support Cliques, and Kinship. Hum Nat Springer. 1995;6:273–90.CrossRef Dunbar RI, Spoors M. Social Networks, Support Cliques, and Kinship. Hum Nat Springer. 1995;6:273–90.CrossRef
14.
go back to reference Belle DE. The Impact of Poverty on Social Networks and Supports. Marriage Fam Rev. 1983;5:89–103.CrossRef Belle DE. The Impact of Poverty on Social Networks and Supports. Marriage Fam Rev. 1983;5:89–103.CrossRef
15.
go back to reference Bernard HR, Johnsen EC, Killworth PD, McCarty C, Shelley GA, Robinson S. Comparing Four Different Methods for Measuring Personal Social Networks. Soc Netw. 1990;12:179–215.CrossRef Bernard HR, Johnsen EC, Killworth PD, McCarty C, Shelley GA, Robinson S. Comparing Four Different Methods for Measuring Personal Social Networks. Soc Netw. 1990;12:179–215.CrossRef
16.
go back to reference Lessler J, Grabowski MK, Grantz KH, Badillo-Goicoechea E, Metcalf CJE, Lupton-Smith C et al. Household COVID-19 Risk and In-person Schooling. 2021;372:1092–7. Lessler J, Grabowski MK, Grantz KH, Badillo-Goicoechea E, Metcalf CJE, Lupton-Smith C et al. Household COVID-19 Risk and In-person Schooling. 2021;372:1092–7.
18.
go back to reference Ridgeway CL, Smith-Lovin L. The Gender System and Interaction. Annu Rev Sociol. 1999;25:191–216.CrossRef Ridgeway CL, Smith-Lovin L. The Gender System and Interaction. Annu Rev Sociol. 1999;25:191–216.CrossRef
19.
go back to reference Anglemyer A, Moore TH, Parker L, Chambers T, Grady A, Chiu K et al. Digital Contact Tracing Technologies in Epidemics: A Rapid Review. Cochrane Public Health Group, editor. Cochrane Database Syst Rev. 2020 [cited 2021 Jul 11]; Available from: http://doi.wiley.com/https://doi.org/10.1002/14651858.CD013699. Anglemyer A, Moore TH, Parker L, Chambers T, Grady A, Chiu K et al. Digital Contact Tracing Technologies in Epidemics: A Rapid Review. Cochrane Public Health Group, editor. Cochrane Database Syst Rev. 2020 [cited 2021 Jul 11]; Available from: http://​doi.​wiley.​com/​https://​doi.​org/​10.​1002/​14651858.​CD013699.
20.
go back to reference Ferretti L, Wymant C, Kendall M, Zhao L, Nurtay A, Abeler-Dörner L, et al. Quantifying SARS-CoV-2 Transmission Suggests Epidemic Control with Digital Contact Tracing. Science. 2020;368:eabb6936.CrossRef Ferretti L, Wymant C, Kendall M, Zhao L, Nurtay A, Abeler-Dörner L, et al. Quantifying SARS-CoV-2 Transmission Suggests Epidemic Control with Digital Contact Tracing. Science. 2020;368:eabb6936.CrossRef
21.
go back to reference Whitelaw S, Mamas MA, Topol E, Van Spall HGC. Applications of Digital Technology in COVID-19 Pandemic Planning and Response. Lancet Digit Health. 2020;2:e435–40.CrossRef Whitelaw S, Mamas MA, Topol E, Van Spall HGC. Applications of Digital Technology in COVID-19 Pandemic Planning and Response. Lancet Digit Health. 2020;2:e435–40.CrossRef
24.
go back to reference Cowling BJ, Ali ST, Ng TWY, Tsang TK, Li JCM, Fong MW, et al. Impact Assessment of Non-Pharmaceutical Interventions Against Coronavirus Disease 2019 and Influenza in Hong Kong: an Observational Study. Lancet Public Health. 2020;5:e279–88.CrossRef Cowling BJ, Ali ST, Ng TWY, Tsang TK, Li JCM, Fong MW, et al. Impact Assessment of Non-Pharmaceutical Interventions Against Coronavirus Disease 2019 and Influenza in Hong Kong: an Observational Study. Lancet Public Health. 2020;5:e279–88.CrossRef
25.
go back to reference Pan A, Liu L, Wang C, Guo H, Hao X, Wang Q, et al. Association of Public Health Interventions With the Epidemiology of the COVID-19 Outbreak in Wuhan, China. JAMA. 2020;323:1915.CrossRef Pan A, Liu L, Wang C, Guo H, Hao X, Wang Q, et al. Association of Public Health Interventions With the Epidemiology of the COVID-19 Outbreak in Wuhan, China. JAMA. 2020;323:1915.CrossRef
26.
go back to reference Park SW, Sun K, Viboud C, Grenfell BT, Dushoff J. Potential Role of Social Distancing in Mitigating Spread of Coronavirus Disease, South Korea. Emerg Infect Dis. 2020;26:2697–700.CrossRef Park SW, Sun K, Viboud C, Grenfell BT, Dushoff J. Potential Role of Social Distancing in Mitigating Spread of Coronavirus Disease, South Korea. Emerg Infect Dis. 2020;26:2697–700.CrossRef
27.
go back to reference Mandel A, Veetil V. The Economic Cost of COVID Lockdowns: an Out-of-Equilibrium Analysis. Econ Disasters Clim Change. 2020;4:431–51.CrossRef Mandel A, Veetil V. The Economic Cost of COVID Lockdowns: an Out-of-Equilibrium Analysis. Econ Disasters Clim Change. 2020;4:431–51.CrossRef
28.
go back to reference Hoehn-Velasco L, Silverio-Murillo A, Balmori de la Miyar JR. The Long Downturn: The Impact of the Great Lockdown on Formal Employment. J Econ Bus. 2021;105983. Hoehn-Velasco L, Silverio-Murillo A, Balmori de la Miyar JR. The Long Downturn: The Impact of the Great Lockdown on Formal Employment. J Econ Bus. 2021;105983.
29.
go back to reference Bierman A, Schieman S. Social Estrangement and Psychological Distress before and during the COVID-19 Pandemic: patterns of Change in Canadian Workers. J Health Soc Behav. 2020;61:398–417.CrossRef Bierman A, Schieman S. Social Estrangement and Psychological Distress before and during the COVID-19 Pandemic: patterns of Change in Canadian Workers. J Health Soc Behav. 2020;61:398–417.CrossRef
30.
go back to reference Chen X, Zou Y, Gao H. Role of Neighborhood Social Support in Stress Coping and Psychological Wellbeing During the COVID-19 Pandemic: Evidence from Hubei, China. Health Place. 2021;69:102532.CrossRef Chen X, Zou Y, Gao H. Role of Neighborhood Social Support in Stress Coping and Psychological Wellbeing During the COVID-19 Pandemic: Evidence from Hubei, China. Health Place. 2021;69:102532.CrossRef
31.
go back to reference Czeisler MÉ, Howard ME, Rajaratnam SMW. Mental Health During the COVID-19 Pandemic: challenges, Populations at Risk, Implications, and Opportunities. Am J Health Promot. 2021;35:301–11.CrossRef Czeisler MÉ, Howard ME, Rajaratnam SMW. Mental Health During the COVID-19 Pandemic: challenges, Populations at Risk, Implications, and Opportunities. Am J Health Promot. 2021;35:301–11.CrossRef
32.
go back to reference Davies NG, Barnard RC, Jarvis CI, Russell TW, Semple MG, Jit M, et al. Association of Tiered Restrictions and a Second Lockdown with COVID-19 Deaths and Hospital Admissions in England: a Modelling Study. Lancet Infect Dis Elsevier. 2021;21:482–92.CrossRef Davies NG, Barnard RC, Jarvis CI, Russell TW, Semple MG, Jit M, et al. Association of Tiered Restrictions and a Second Lockdown with COVID-19 Deaths and Hospital Admissions in England: a Modelling Study. Lancet Infect Dis Elsevier. 2021;21:482–92.CrossRef
33.
go back to reference Ge J, He D, Lin Z, Zhu H, Zhuang Z. Four-tier Response System and Spatial Propagation of COVID-19 in China by a Network Model. Math Biosci. 2020;330:108484 (Elsevier).CrossRef Ge J, He D, Lin Z, Zhu H, Zhuang Z. Four-tier Response System and Spatial Propagation of COVID-19 in China by a Network Model. Math Biosci. 2020;330:108484 (Elsevier).CrossRef
36.
go back to reference Cameron AC, Trivedi PK. Microeconometrics Using Stata. College Station, Texas: Stata Press; 2009. Cameron AC, Trivedi PK. Microeconometrics Using Stata. College Station, Texas: Stata Press; 2009.
39.
go back to reference Holder J. Tracking Coronavirus Vaccinations Around the World. NY Times. 2022. Holder J. Tracking Coronavirus Vaccinations Around the World. NY Times. 2022.
40.
go back to reference UN Department of Economic and Social Affairs. World Urbanization Prospects: The 2018 Revision. New York, NY: United Nations; 2018. UN Department of Economic and Social Affairs. World Urbanization Prospects: The 2018 Revision. New York, NY: United Nations; 2018.
42.
go back to reference Leatherby L, Walker AS. Least Vaccinated States Lead Spike in Children’s Cases, Leaving Some Hospitals Stretched. New York: NY Times; 2021. Leatherby L, Walker AS. Least Vaccinated States Lead Spike in Children’s Cases, Leaving Some Hospitals Stretched. New York: NY Times; 2021.
45.
go back to reference Wu JT, Leung K, Bushman M, Kishore N, Niehus R, de Salazar PM, et al. Estimating Clinical Severity of COVID-19 from the Transmission Dynamics in Wuhan, China. Nat Med. 2020;26:506–10.CrossRef Wu JT, Leung K, Bushman M, Kishore N, Niehus R, de Salazar PM, et al. Estimating Clinical Severity of COVID-19 from the Transmission Dynamics in Wuhan, China. Nat Med. 2020;26:506–10.CrossRef
46.
go back to reference Ahmed N, Michelin RA, Xue W, Ruj S, Malaney R, Kanhere SS, et al. A Survey of COVID-19 Contact Tracing Apps. IEEE Access. 2020;8:134577–601.CrossRef Ahmed N, Michelin RA, Xue W, Ruj S, Malaney R, Kanhere SS, et al. A Survey of COVID-19 Contact Tracing Apps. IEEE Access. 2020;8:134577–601.CrossRef
47.
go back to reference Zhang J, Litvinova M, Liang Y, Wang Y, Wang W, Zhao S, et al. Changes in Contact Patterns Shape the Dynamics of the COVID-19 Outbreak in China. Science. 2020;368:1481–6.CrossRef Zhang J, Litvinova M, Liang Y, Wang Y, Wang W, Zhao S, et al. Changes in Contact Patterns Shape the Dynamics of the COVID-19 Outbreak in China. Science. 2020;368:1481–6.CrossRef
Metadata
Title
Sociodemographic and Policy Factors Associated with the Transmission of COVID-19: Analyzing Longitudinal Contact Tracing Data from a Northern Chinese City
Authors
Han Liu
Zai Liang
Shiyong Zhang
Lihua Liu
Publication date
31-05-2022
Publisher
Springer US
Keyword
COVID-19
Published in
Journal of Urban Health / Issue 3/2022
Print ISSN: 1099-3460
Electronic ISSN: 1468-2869
DOI
https://doi.org/10.1007/s11524-022-00639-1

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