Modeling COVID-19 epidemic in Heilongjiang province, China
被引:79
|
作者:
Sun, Tingzhe
论文数: 0引用数: 0
h-index: 0
机构:
Anqing Normal Univ, Sch Life Sci, 1318 North Jixian Rd, Anqing 246011, Anhui, Peoples R ChinaAnqing Normal Univ, Sch Life Sci, 1318 North Jixian Rd, Anqing 246011, Anhui, Peoples R China
Sun, Tingzhe
[1
]
Wang, Yan
论文数: 0引用数: 0
h-index: 0
机构:
Anqing Normal Univ, Sch Life Sci, 1318 North Jixian Rd, Anqing 246011, Anhui, Peoples R ChinaAnqing Normal Univ, Sch Life Sci, 1318 North Jixian Rd, Anqing 246011, Anhui, Peoples R China
Wang, Yan
[1
]
机构:
[1] Anqing Normal Univ, Sch Life Sci, 1318 North Jixian Rd, Anqing 246011, Anhui, Peoples R China
The Coronavirus Disease 2019 (COVID-19) surges worldwide. However, massive imported patients especially into Heilongjiang Province in China recently have been an alert for local COVID-19 outbreak. We collected data from January 23 to March 25 from Heilongjiang province and trained an ordinary differential equation model to fit the epidemic data. We extended the simulation using this trained model to characterize the effect of an imported 'escaper'. We showed that an imported 'escaper' was responsible for the newly confirmed COVID-19 infections from Apr 9 to Apr 19 in Heilongjiang province. Stochastic simulations further showed that significantly increased local contacts among imported 'escaper', its epidemiologically associated cases and susceptible populations greatly contributed to the local outbreak of COVID-19. Meanwhile, we further found that the reported number of asymptomatic patients was markedly lower than model predictions implying a large asymptomatic pool which was not identified. We further forecasted the effect of implementing strong interventions immediately to impede COVID-19 outbreak for Heilongjiang province. Implementation of stronger interventions to lower mutual contacts could accelerate the complete recovery from coronavirus infections in Heilongjiang province. Collectively, our model has characterized the epidemic of COVID-19 in Heilongjiang province and implied that strongly controlled measured should be taken for infected and asymptomatic patients to minimize total infections. (c) 2020 Elsevier Ltd. All rights reserved.
机构:
Jiaying Univ, Sch Geog & Tourism, Meizhou 514015, Peoples R ChinaJiaying Univ, Sch Geog & Tourism, Meizhou 514015, Peoples R China
Xiong, Yongzhu
Wang, Yunpeng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Guangzhou Inst Geochem, Guangzhou 510640, Peoples R ChinaJiaying Univ, Sch Geog & Tourism, Meizhou 514015, Peoples R China
Wang, Yunpeng
Chen, Feng
论文数: 0引用数: 0
h-index: 0
机构:
Xiamen Univ Technol, Coll Comp & Informat Engn, Xiamen 361024, Peoples R China
Xiamen Univ Technol, Big Data Inst Digital Nat Disaster Monitoring Fuj, Xiamen 361024, Peoples R ChinaJiaying Univ, Sch Geog & Tourism, Meizhou 514015, Peoples R China
Chen, Feng
Zhu, Mingyong
论文数: 0引用数: 0
h-index: 0
机构:
Jiaying Univ, Sch Geog & Tourism, Meizhou 514015, Peoples R ChinaJiaying Univ, Sch Geog & Tourism, Meizhou 514015, Peoples R China
机构:
Univ Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Ramirez-Torres, E. E.
Castaneda, A. R. Selva
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Dept Telecomunicac, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Castaneda, A. R. Selva
Rodriguez-Aldana, Y.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Ctr Estudios Neurociencias & Procesamiento Senal, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Rodriguez-Aldana, Y.
Dominguez, S. Sanchez
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Dept Hatemat, Fac Ciencias Nat & Exactas, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Dominguez, S. Sanchez
Garcia, L. E. Valdes
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Prov Higiene Epidemiol & Hicrobiol, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Garcia, L. E. Valdes
Palu-Orozco, A.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Prov Higiene Epidemiol & Hicrobiol, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Palu-Orozco, A.
Oliveros-Dominguez, E. R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Direcc Informatizac, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Oliveros-Dominguez, E. R.
Zamora-Matamoros, L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Dept Matemat, Fac Ciencias Nat & Exactas, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Zamora-Matamoros, L.
Labrada-Claro, R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Dept Matemat, Fac Ciencias Nat & Exactas, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Labrada-Claro, R.
Cobas-Batista, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Dept Matemat, Fac Ciencias Nat & Exactas, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Cobas-Batista, M.
Sedal-Yanes, D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Fac Ciencias Sociales, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Sedal-Yanes, D.
Soler-Narino, O.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Fac Ciencias Sociales, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Soler-Narino, O.
Valdes-Sosa, P. A.
论文数: 0引用数: 0
h-index: 0
机构:
Join China Cuba Lab Frontier Res Translat Neurote, Chengdu, Sichuan, Peoples R ChinaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Valdes-Sosa, P. A.
Montijano, J., I
论文数: 0引用数: 0
h-index: 0
机构:
Univ Zaragoza, Inst Univ Invest Matemat & Aplicac, Zaragoza, SpainUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
Montijano, J., I
Cabrales, L. E. Bergues
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oriente, Ctr Nacl Electromagnetismo Aplicado, Santiago De Cuba, CubaUniv Oriente, Dept Biomed, Fac Ingn Telecomunicac Informat & Biomed, Santiago De Cuba, Cuba
机构:
Southwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Zhang, Xianghong
Song, Yunna
论文数: 0引用数: 0
h-index: 0
机构:
Qiqihar Med Univ, Basic Med Sch, Qiqihar 161006, Peoples R China
York Univ, Dept Math & Stat, LAMPS, Toronto, ON M3J 1P3, CanadaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Song, Yunna
Tang, Sanyi
论文数: 0引用数: 0
h-index: 0
机构:
Shaanxi Normal Univ, Sch Math & Informat Sci, Xian 710062, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Tang, Sanyi
Xue, Haifeng
论文数: 0引用数: 0
h-index: 0
机构:
Qiqihar Med Univ, Basic Med Sch, Qiqihar 161006, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Xue, Haifeng
Chen, Wanchun
论文数: 0引用数: 0
h-index: 0
机构:
Qiqihar Ctr Dis Control & Prevent, Qiqihar 161005, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Chen, Wanchun
Qin, Lingling
论文数: 0引用数: 0
h-index: 0
机构:
Qiqihar Ctr Dis Control & Prevent, Qiqihar 161005, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Qin, Lingling
Jia, Shoushi
论文数: 0引用数: 0
h-index: 0
机构:
Qiqihar Ctr Dis Control & Prevent, Qiqihar 161005, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Jia, Shoushi
Shen, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Qiqihar Seventh Hosp, Qiqihar 161006, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Shen, Ying
Zhao, Shusen
论文数: 0引用数: 0
h-index: 0
机构:
Qiqihar Seventh Hosp, Qiqihar 161006, Peoples R ChinaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
Zhao, Shusen
Zhu, Huaiping
论文数: 0引用数: 0
h-index: 0
机构:
York Univ, Dept Math & Stat, LAMPS, Toronto, ON M3J 1P3, CanadaSouthwest Univ, Dept Math & Stat, Chongqing 400715, Peoples R China
机构:
Chongqing Med Univ, Dept Pediat, Univ Town Hosp, Chongqing, Peoples R China
Army Med Univ, Daping Hosp, Dept Pediat, Chongqing, Peoples R ChinaChongqing Med Univ, Dept Pediat, Univ Town Hosp, Chongqing, Peoples R China
Liu, Hui
Wang, Li
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Med Univ, Dept Pediat, Univ Town Hosp, Chongqing, Peoples R ChinaChongqing Med Univ, Dept Pediat, Univ Town Hosp, Chongqing, Peoples R China
机构:
Huaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R ChinaHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Wang, Cuiyan
Pan, Riyu
论文数: 0引用数: 0
h-index: 0
机构:
Huaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R ChinaHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Pan, Riyu
Wan, Xiaoyang
论文数: 0引用数: 0
h-index: 0
机构:
Huaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R ChinaHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Wan, Xiaoyang
Tan, Yilin
论文数: 0引用数: 0
h-index: 0
机构:
Huaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R ChinaHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Tan, Yilin
Xu, Linkang
论文数: 0引用数: 0
h-index: 0
机构:
Huaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R ChinaHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Xu, Linkang
McIntyre, Roger S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Toronto, Univ Hlth Network, Mood Disorders Psychopharmacol Unit, Toronto, ON, CanadaHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
McIntyre, Roger S.
Choo, Faith N.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Psychol Med, Singapore, SingaporeHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Choo, Faith N.
Tran, Bach
论文数: 0引用数: 0
h-index: 0
机构:
Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Baltimore, MD 21205 USA
Hanoi Med Univ, Inst Prevent Med & Publ Hlth, Hanoi 100000, VietnamHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Tran, Bach
Ho, Roger
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Psychol Med, Singapore, Singapore
Natl Univ Singapore, Inst Hlth Innovat & Technol iHealthtech, Singapore 119228, SingaporeHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Ho, Roger
Sharma, Vijay K.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Hlth Syst, Div Neurol, Dept Med, Singapore, Singapore
Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Med, Singapore, SingaporeHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
Sharma, Vijay K.
Ho, Cyrus
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Psychol Med, Singapore, Singapore
Natl Univ Hlth Syst, Dept Psychol Med, Singapore, SingaporeHuaibei Normal Univ, Inst Cognit Neurosci, Fac Educ, Huaibei, Peoples R China
机构:
Shanxi Univ, Complex Syst Res Ctr, Taiyuan, Peoples R ChinaShanxi Univ, Complex Syst Res Ctr, Taiyuan, Peoples R China
Xing, Guo-Rong
Li, Ming-Tao
论文数: 0引用数: 0
h-index: 0
机构:
Taiyuan Univ Technol, Sch Math, Taiyuan, Peoples R ChinaShanxi Univ, Complex Syst Res Ctr, Taiyuan, Peoples R China
Li, Ming-Tao
Li, Li
论文数: 0引用数: 0
h-index: 0
机构:
Shanxi Univ, Sch Comp & Informat Technol, Taiyuan, Peoples R ChinaShanxi Univ, Complex Syst Res Ctr, Taiyuan, Peoples R China
Li, Li
Sun, Gui-Quan
论文数: 0引用数: 0
h-index: 0
机构:
Shanxi Univ, Complex Syst Res Ctr, Taiyuan, Peoples R China
North Univ China, Dept Math, Taiyuan, Peoples R ChinaShanxi Univ, Complex Syst Res Ctr, Taiyuan, Peoples R China