The spread of SARS-CoV-2 (COVID-19) and the regional connectivity in West Kalimantan Province, Indonesia

Muazir, Syaiful; Lestari; Alhamdani, Muhammad Ridha; Nurhamsyah, Muhammad

doi:0016-7282 (print)

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Tytuł: The spread of SARS-CoV-2 (COVID-19) and the regional connectivity in West Kalimantan Province, Indonesia

Abstrakt:

At the end of 2019, a disease was identified as Severe Acute Respiratory Syndrome Coronavirus 2 or COVID-19. The expected modes of transmission are direct or indirect contact, droplets, and aerosol. The spread of an infection can be also caused by interaction between regions and the proximity to a central transmission area. This article elucidates the connectivity between regions in West Kalimantan in relation to the spread of COVID-19 using network analysis, which shall be superimposed with the data pertaining to the spread of COVID-19. From the findings, Kubu Raya and Pontianak have a high number of COVID-19 cases, especially confirmed ones. Considering their centrality and block measurements, Kubu Raya is featured as region with the highest score (degree: 60.3; closeness: 71.4; betweenness: 75.6; and eigenvector: 82.4), close to Pontianak city as the capital city. When regarded from the context of regional connectivity, both areas serve as the main ‘gateways’ and ‘hubs’. Additionally, the role of each region in urban hierarchy, the number of residents and their proximity to one another also tend to affect the spread of COVID-19.

Bibliografia:

Asadi, S., Bouvier, N., Wexler, A.S., & Ristenpart, W.D. (2020). The coronavirus pandemic and aerosols: Does COVID-19 transmit via expiratory particles? Aerosol Science and Technology, 54(6), 635-638. https://doi.org/10.1080/02786826.2020.1749229
Bajardi, P., Poletto, C., Ramasco, J.J., Tizzoni, M., Colizza, V., & Vespignani, A. (2011). Human mobility networks, travel restrictions, and the global spread of 2009 H1N1 pandemic. PLoS ONE, 6(1). https://doi.org/10.1371/journal.pone.0016591
Baker, M.G., Wilson, N., & Anglemyer, A. (2020). Successful Elimination of COVID-19 Transmission in New Zealand. The New England journal of medicine, 383(8), e56. https://doi.org/10.1056/NEJMc2025203
Bherwani, H., Anjum, S., Kumar, S., Gautam, S., Gupta, A., Kumbhare, H., Anshul, A., & Kumar, R. (2020). Understanding COVID-19 transmission through Bayesian probabilistic modeling and GIS-based Voronoi approach: a policy perspective. Environment, Development and Sustainability, 23, 5846-5864. https://doi.org/10.1007/s10668-020-00849-0
Borgatti, S.P., Everett, M.G., Johnson, J.C. (2013). Analyzing social networks. Sage Publications.
Borgatti, S, P., Everett, M, G., Freeman, L, C. (2002). UCINET for Windows: Software for Social Network Analysis. Harvard, Analytic Technologies.
Borgatti, S, P. (1995). Centrality and AIDS. Connections 18 (1), 112-115.
Butts, C.T. (2008). Social network analysis with sna. Journal of Statistical Software, 24(6). https://doi.org/10.18637/jss.v024.i06
CDC COVID-19 Response Team. (2020). Geographic differences in COVID-19 cases, deaths, and incidence - United States, February 12-April 7, 2020. Morbidity and Mortality Weekly Report, 69(15), 465-471.
Central Bureau of Statistics. (2020). Kalbar Dalam Angka. https://kalbar.bps.go.id/
Chan, J.F.W., Yuan, S., Kok, K.H., To, K.K.W., Chu, H., Yang, J., Xing, F., Liu, J., Yip, C.C.Y., Poon, R.W.S., Tsoi, H.W., Lo, S.K.F., Chan, K.H., Poon, V.K.M., Chan, W.M., Ip, J.D., Cai, J.P., Cheng, V.C.C., Chen, H., … Yuen, K.Y. (2020). A familial cluster of pneumonia associated with the 2019 novel coronavirus indicating person-to-person transmission: a study of a family cluster. The Lancet, 395(10223), 514-523. https://doi.org/10.1016/S0140-6736(20)30154-9
Chang, S.L., Harding, N., Zachreson, C., Cliff, O.M., Prokopenko, M. (2020). Modelling transmission and control of the COVID-19 pandemic in Australia. Nature Communications, 11, 5710. https://doi.org/10.1038/s41467-020-19393-6
Chen, N., Zhou, M., Dong, X., Qu, J., Gong, F., Han, Y., Qiu, Y., Wang, J., Liu, Y., Wei, Y., Xia, J., Yu, T., Zhang, X., & Zhang, L. (2020). Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study. The Lancet, 395(10223), 507-513. https://doi.org/10.1016/S0140-6736(20)30211-7
Danon, L., Brooks-Pollock, E., Bailey, M., Keeling, M. (2020). A spatial model of CoVID-19 transmission in England and Wales: early spread and peak timing. MedRxiv. https://doi.org/10.1101/2020.02.12.20022566
Dinas Kesehatan Kalbar. (2020). Jumlah Terpapar COVID-19 di Kalimantan Barat. https://dinkes.kalbarprov.go.id/covid-19/
Direktorat Pengembangan Kawasan Pemukiman, Ditjen Cipta Karya Kementerian PUPR. (2020). Kebijakan Kota Baru Pontianak. http://sim.ciptakarya.pu.go.id/kotabaru/site/kebijakankotabaru/1
Downs, J., Horner, M.W. (2012). Probabilistic potential path trees for visualizing and analyzing vehicle tracking data. Journal of Transport Geography, 23, 72-80. https://doi.org/10.1016/j.jtrangeo.2012.03.017
Dunn, F.L., Atlanta, G.A. (1957). Pandemic influenza in 1957: Review of international spread of new Asian strain. Journal of the American Medical Association, 166(10), 1140-1148. https://doi.org/10.1001/jama.1958.02990100028006
Edmonds, E, A. (2008). Reflections on the Nature of Interaction. CoDesign: International Journal of CoCreation in Design and the Arts. 3(3), 139-143.
Grais, R.F., Ellis, J.H., Glass, G.E. (2003). Assessing the impact of airline travel on the geographic spread of pandemic influenza. European Journal of Epidemiology, 18(11), 1065-1072. https://doi.org/10.1023/A:1026140019146
Guan, W., Ni, Z., Hu, Y., Liang, W., Ou, C., He, J., Liu, L., Shan, H., Lei, C., Hui, D.S.C., Du, B., Li, L., Zeng, G., Yuen, K.Y., Chen, R., Tang, C., Wang, T., Chen, P., Xiang, J., … Zhong, N. (2020). Clinical characteristics of coronavirus disease 2019 in China. New England Journal of Medicine, 382(18), 1708-1720. https://doi.org/10.1056/NEJMoa2002032
Hsu, C-I., Shih, H-H. (2008). Small-world Theory in the Study of Network Connectivity and Efficiency of Complementary International Airline Alliances. Journal of Air Transport Management, 14, 123-129. https://doi.org/10.1016/j.jairtraman.2008.02.007
Huang, C., Wang, Y., Li, X., Ren, L., Zhao, J., Hu, Y., Zhang, L., Fan, G., Xu, J., Gu, X., Cheng, Z., Yu, T., Xia, J., Wei, Y., Wu, W., Xie, X., Yin, W., Li, H., Liu, M., … Cao, B. (2020). Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. The Lancet, 395(10223), 497-506. https://doi.org/10.1016/S0140-6736(20)30183-5
Inaida, S., Yasui, Y., Tada, Y., Taniguchi, K., Okabe, N. (2011). Geographic trends and spread of the pandemic (H1N1) 2009 in the metropolitan areas of Japan studied from the National Sentinel Data. Japanese Journal of Infectious Diseases, 64(6), 473-481.
Indonesian Air Traffic Company. (n.d.). Bandara Internasional Supadio. https://angkasapura2.co.id/id/business_relation/our_airport/21-bandara-internasional-supadio
Indonesian Shipping Company. (n.d.). Schedule and ticket reservation for ship travelling. https://www.pelni.co.id/reservasi-tiket
Indonesian Tourism. (2020). Number of airports in Indonesia, 20 most busy!. https://pariwisataindonesia.id/berita/jumlah-bandara-di-indonesia-20-paling-sibuk/
Jia, J.S., Lu, X., Yuan, Y., Xu, G., Jia, J., Christakis, N.A. (2020). Population flow drives spatio-temporal distribution of COVID-19 in China. Nature, 582(7812), 389-394. https://doi.org/10.1038/s41586-020-2284-y
Lawyer, G. (2016). Measuring the potential of individual airports for pandemic spread over the world airline network. BMC Infectious Diseases, 16(1), 1-10. https://doi.org/10.1186/s12879-016-1350-4
Lee, V.J., Chiew, C.J., Khong, W.X. (2020). Interrupting transmission of COVID-19: lessons from containment efforts in Singapore. Journal of Travel Medicine, 27(3), 1-5. https://doi.org/10.1093/jtm/taaa039
Lee, Y. (1998). Highway network connectivity, traffic flow pattern, and economic development of China's Hainan Island. Asian Geographer, 17(1-2), 115-126. https://doi.org/10.1080/10225706.1998.9684039
Li, Q., Guan, X., Wu, P., Wang, X., Zhou, L., Tong, Y., Ren, R., Leung, K.S.M., Lau, E.H.Y., Wong, J.Y., Xing, X., Xiang, N., Wu, Y., Li, C., Chen, Q., Li, D., Liu, T., Zhao, J., Liu, M., … Feng, Z. (2020). Early transmission dynamics in Wuhan, China, of novel coronavirus-infected pneumonia. New England Journal of Medicine, 382(13), 1199-1207. https://doi.org/10.1056/NEJMoa2001316
Li, W, K., Miyoshi, C., Pagliari, R. (2012). Dual-hub network connectivity: An analysis of all Nippon Airways' use of Tokyo's Haneda and Narita airports. Journal of Air Transport Management, 23, 12-16. https://doi.org/10.1016/j.jairtraman.2012.02.002
Mazhar, M., Abid, I., Hussain, S., Shahzad, N., Sohail, M., Jawed, M. (2020). The effects of regional climatic condition on the spread of COVID-19 at global scale. Science of the Total Environment, 739, 140101. https://doi.org/10.1016/j.scitotenv.2020.140101
Merler, S., Ajelli, M. (2010). The role of population heterogeneity and human mobility in the spread of pandemic influenza. Proceedings of the Royal Society B: Biological Sciences, 277(1681), 557-565. https://doi.org/10.1098/rspb.2009.1605
Milne, G.J., Baskaran, P., Halder, N., Karl, S., Kelso, J. (2013). Pandemic influenza in Papua New Guinea: A modelling study comparison with pandemic spread in a developed country. BMJ Open, 3(3), 1-10. https://doi.org/10.1136/bmjopen-2012-002518
Nijkamp, P., Priemus, H., Shefer, D. (2000). Network connectivity and multimodality: The context. Transportation Planning and Technology, 23(3), 179-182. https://doi.org/10.1080/03081060008717647
Peng, Z., Wang, R., Liu, L., Wu, H. (2020). Exploring urban spatial features of COVID-19 transmission in Wuhan based on social media data. ISPRS International Journal of Geo-Information, 9(6). https://doi.org/10.3390/ijgi9060402
Ratcliffe, R. (2020). First coronavirus cases confirmed in Indonesia amid fears nation is ill-prepared for an outbreak. The Guardian. https://www.theguardian.com/world/2020/mar/02/first-coronaviruscases-confirmed-in-indonesia-amid-fears-nation-is-ill-prepared-for-outbreak
Reuters. (2020). Indonesia confirms first cases of coronavirus. https://www.bangkokpost.com/world/1869789/indonesia-confirms-first-cases-of-coronavirus
Schwartz, K.L., Murti, M., Finkelstein, M., Leis, J.A., Fitzgerald-Husek, A., Bourns, L., Meghani, H., Saunders, A., Allen, V., Yaffe, B. (2020). Lack of COVID-19 transmission on an international flight. Cmaj, 192(15), E410. https://doi.org/10.1503/cmaj.75015
Scott, N., Baggio, R., Cooper, C. (2008). Network analysis and tourism: From theory to practice. Channel View Publications, 35. https://doi.org/10.21832/9781845410896
Sokol, M. (2009). Regional connectivity. In R. Kitchin, N. Thrift (Eds.), International Encyclopedia of Human Geography (pp. 165-180). Vol. 9. Oxford UK: Elsevier.
Tan, W., Zhao, X., Ma, X., Wang, W., Niu, P., Xu, W., Gao, G.F., Wu, G. (2020). A novel coronavirus genome identified in a cluster of pneumonia cases - Wuhan, China 2019−2020. China CDC Weekly 2(4), 61-62).
The Government of Indonesia. (2008). Government Regulation No. 26 about National Spatial Plan.
The Government of West Kalimantan. (n.d.). Geoportal Pemerintah Provinsi Kalimantan Barat. http://geospasial.kalbarprov.go.id/jelajah.html
Tian, H., Liu, Y., Li, Y., Wu, C.H., Chen, B., Kraemer, M.U., Li, B., Cai, J., Xu, B., Yang, Q., Wang, B., Yang, P., Cui, Y., Song, Y., Zheng, P., Wang, Q., Bjornstad, O.N., Yang, R., Grenfell, B.T., … Dye, C. (2020). An investigation of transmission control measures during the first 50 days of the COVID-19 epidemic in China. Science, 368(6491), 638-642. https://doi.org/10.1126/science.abb6105
Tuncer, N., Le, T. (2014). Effect of air travel on the spread of an avian influenza pandemic to the United States. International Journal of Critical Infrastructure Protection, 7(1), 27-47. https://doi.org/10.1016/j.ijcip.2014.02.001
Valleron, A.J., Cori, A., Valtat, S., Meurisse, S., Carrat, F., Boëlle, P.Y. (2010). Transmissibility and geographic spread of the 1889 influenza pandemic. Proceedings of the National Academy of Sciences of the United States of America, 107(19), 8778-8781. https://doi.org/10.1073/pnas.1000886107
Wasserman, S., Faust, K. (1994). Social network analysis: Methods and applications. Cambridge University Press.
Worldometer. (2020). Coronavirus Update Worldwide. https://www.worldometers.info/coronavirus/
Worldometer. (2020). SARS-CoV-2 Transmission. https://www.worldometers.info/coronavirus/transmission/