Signatures of Cholera Outbreak during the Yemeni Civil War, 2016-2019
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作者:
Simpson, Ryan B.
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Tufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USATufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USA
Simpson, Ryan B.
[1
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Babool, Sofia
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Univ Texas Dallas, Dept Neurosci, 800 W Campbell Rd, Richardson, TX 75080 USATufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USA
Babool, Sofia
[2
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Tarnas, Maia C.
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Tufts Univ, Sch Arts & Sci, Dept Community Hlth, 574 Boston Ave, Medford, MA 02155 USATufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USA
Tarnas, Maia C.
[3
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Kaminski, Paulina M.
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Tufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USATufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USA
Kaminski, Paulina M.
[1
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Hartwick, Meghan A.
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Tufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USATufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USA
Hartwick, Meghan A.
[1
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Naumova, Elena N.
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Tufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USATufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USA
Naumova, Elena N.
[1
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机构:
[1] Tufts Univ, Div Nutr Epidemiol & Data Sci, Friedman Sch Nutr Sci & Policy, 150 Harrison Ave, Boston, MA 02111 USA
[2] Univ Texas Dallas, Dept Neurosci, 800 W Campbell Rd, Richardson, TX 75080 USA
[3] Tufts Univ, Sch Arts & Sci, Dept Community Hlth, 574 Boston Ave, Medford, MA 02155 USA
The Global Task Force on Cholera Control (GTFCC) created a strategy for early outbreak detection, hotspot identification, and resource mobilization coordination in response to the Yemeni cholera epidemic. This strategy requires a systematic approach for defining and classifying outbreak signatures, or the profile of an epidemic curve and its features. We used publicly available data to quantify outbreak features of the ongoing cholera epidemic in Yemen and clustered governorates using an adaptive time series methodology. We characterized outbreak signatures and identified clusters using a weekly time series of cholera rates in 20 Yemeni governorates and nationally from 4 September 2016 through 29 December 2019 as reported by the World Health Organization (WHO). We quantified critical points and periods using Kolmogorov-Zurbenko adaptive filter methodology. We assigned governorates into six clusters sharing similar outbreak signatures, according to similarities in critical points, critical periods, and the magnitude of peak rates. We identified four national outbreak waves beginning on 12 September 2016, 6 March 2017, 28 May 2018, and 28 January 2019. Among six identified clusters, we classified a core regional hotspot in Sana'a, Sana'a City, and Al-Hudaydah-the expected origin of the national outbreak. The five additional clusters differed in Wave 2 and Wave 3 peak frequency, timing, magnitude, and geographic location. As of 29 December 2019, no governorates had returned to pre-Wave 1 levels. The detected similarity in outbreak signatures suggests potentially shared environmental and human-made drivers of infection; the heterogeneity in outbreak signatures implies the potential traveling waves outwards from the core regional hotspot that could be governed by factors that deserve further investigation.
机构:
Diponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, IndonesiaDiponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, Indonesia
Wahyuni, M. G.
Wismiyarso, D. E.
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Diponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, IndonesiaDiponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, Indonesia
Wismiyarso, D. E.
Effendi, L.
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Diponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, IndonesiaDiponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, Indonesia
Effendi, L.
Nugroho, M. A.
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Diponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, IndonesiaDiponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, Indonesia
Nugroho, M. A.
Rifqi, S.
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Diponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, IndonesiaDiponegoro Univ, Dept Cardiol & Vasc Med, Dr Kariadi Cent Gen Hosp, Fac Med, Semarang, Indonesia
机构:
Pharmaceut & Med Devices Agcy, Off Pharmacovigilance 1, Tokyo, JapanPharmaceut & Med Devices Agcy, Off Pharmacovigilance 1, Tokyo, Japan
Kohama, Mei
Nonaka, Takahiro
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Pharmaceut & Med Devices Agcy, Off Med Informat & Epidemiol, Tokyo, JapanPharmaceut & Med Devices Agcy, Off Pharmacovigilance 1, Tokyo, Japan
Nonaka, Takahiro
Uyama, Yoshiaki
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Pharmaceut & Med Devices Agcy, Off Med Informat & Epidemiol, Tokyo, JapanPharmaceut & Med Devices Agcy, Off Pharmacovigilance 1, Tokyo, Japan
Uyama, Yoshiaki
Ishiguro, Chieko
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Natl Ctr Global Hlth & Med, Ctr Clin Sci, Dept Data Sci, Sect Clin Epidemiol,Shinjuku Ku, 1-21-1 Toyama, Tokyo 1628655, JapanPharmaceut & Med Devices Agcy, Off Pharmacovigilance 1, Tokyo, Japan
机构:
ICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Majumdar, Agniva
Gupta, Rajarshi
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Shri Ramkrishna Inst Med Sci & Sanaka Hosp, Dept Microbiol, Durgapur, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Gupta, Rajarshi
Chatterjee, Ananya
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ICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Chatterjee, Ananya
Banu, Hasina
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ICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Banu, Hasina
Biswas, Madhumonti
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ICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Biswas, Madhumonti
Gupta, Rudrak
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ICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Gupta, Rudrak
Mukherjee, Soumen
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ICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Mukherjee, Soumen
Sadhukhan, Provash
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ICMR Natl Inst Cholera & Enter Dis, Virus Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
Sadhukhan, Provash
Dutta, Shanta
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ICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, IndiaICMR Natl Inst Cholera & Enter Dis, Reg Virus Res & Diagnost Lab, Kolkata, W Bengal, India
机构:
Ctr Dis Control & Prevent, HIV Surveillance Branch, Div HIV Prevent, Natl Ctr HIV Viral Hepatitis STD & TB Prevent NCHH, Atlanta, GA 30329 USACtr Dis Control & Prevent, HIV Surveillance Branch, Div HIV Prevent, Natl Ctr HIV Viral Hepatitis STD & TB Prevent NCHH, Atlanta, GA 30329 USA
Nwangwu-Ike, Ndidi
Kapaya, Martha
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Ctr Dis Control & Prevent, Div Diabet Translat, Natl Ctr Chron Dis Prevent & Hlth Promot, Atlanta, GA USACtr Dis Control & Prevent, HIV Surveillance Branch, Div HIV Prevent, Natl Ctr HIV Viral Hepatitis STD & TB Prevent NCHH, Atlanta, GA 30329 USA
Kapaya, Martha
Oladapo, Keydra
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Ctr Dis Control & Prevent, HIV Surveillance Branch, Div HIV Prevent, Natl Ctr HIV Viral Hepatitis STD & TB Prevent NCHH, Atlanta, GA 30329 USACtr Dis Control & Prevent, HIV Surveillance Branch, Div HIV Prevent, Natl Ctr HIV Viral Hepatitis STD & TB Prevent NCHH, Atlanta, GA 30329 USA
Oladapo, Keydra
Dangelo, Denise, V
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Ctr Dis Control & Prevent, Div Violence Prevent, Natl Ctr Injury Prevent & Control, Atlanta, GA USACtr Dis Control & Prevent, HIV Surveillance Branch, Div HIV Prevent, Natl Ctr HIV Viral Hepatitis STD & TB Prevent NCHH, Atlanta, GA 30329 USA