Spread of yellow fever virus outbreak in Angola and the Democratic Republic of the Congo 2015–16: a modelling study
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| Názov: | Spread of yellow fever virus outbreak in Angola and the Democratic Republic of the Congo 2015–16: a modelling study |
|---|---|
| Autori: | G. R. William Wint, Kamran Khan, Michael A. Johansson, Robin N Thompson, Sarah C. Hill, Andrew J. Tatem, Henrik Salje, Simon I. Hay, Heinrich H. Nax, Birgit Nikolay, Nuno Taveira, Donal Bisanzio, Robert Reiner, Freya M Shearer, Nicholas R Murphy, Stephanie Stasse, Ousmane Faye, Tulio de Oliveira, Nick Golding, Elaine O. Nsoesie, Amadou A. Sall, Oliver G. Pybus, Moritz U. G. Kraemer, Matthias Niedrig, John S. Brownstein, Nuno R. Faria, Isaac I. Bogoch, Bary S. R. Pradelski, David L. Smith, Simon Cauchemez |
| Prispievatelia: | Limouzin, Cécile, DSpace at Cambridge pro (8.1), University of Zurich, Kraemer, Moritz U G |
| Zdroj: | Lancet Infect Dis The Lancet Infectious Diseases, 17 (3) |
| Informácie o vydavateľovi: | Elsevier BV, 2017. |
| Rok vydania: | 2017 |
| Predmety: | Rural Population, 0301 basic medicine, Urban Population, 610 Medizin, Urban Population/statistics & numerical data, Yellow Fever/transmission, [MATH] Mathematics [math], Yellow Fever/epidemiology, Yellow Fever/mortality, Disease Outbreaks, 03 medical and health sciences, Yellow fever virus/isolation & purification, Aedes, Yellow Fever, Animals, Humans, Rural Population/statistics & numerical data, Models Statistical, Aedes/virology, Immunization Schedule, Disease Outbreaks/prevention & control, 10095 Institute of Sociology, ddc:610, Travel, 0303 health sciences, Models, Statistical, 300 Social sciences, sociology & anthropology, Vaccination, 1. No poverty, 2725 Infectious Diseases, Articles, 3. Good health, Infectious Diseases, Angola, Democratic Republic of the Congo, Yellow fever virus |
| Popis: | BACKGROUND: Since late 2015, an epidemic of yellow fever has caused more than 7334 suspected cases in Angola and the Democratic Republic of the Congo, including 393 deaths. We sought to understand the spatial spread of this outbreak to optimise the use of the limited available vaccine stock. METHODS: We jointly analysed datasets describing the epidemic of yellow fever, vector suitability, human demography, and mobility in central Africa to understand and predict the spread of yellow fever virus. We used a standard logistic model to infer the district-specific yellow fever virus infection risk during the course of the epidemic in the region. FINDINGS: The early spread of yellow fever virus was characterised by fast exponential growth (doubling time of 5-7 days) and fast spatial expansion (49 districts reported cases after only 3 months) from Luanda, the capital of Angola. Early invasion was positively correlated with high population density (Pearson's r 0·52, 95% CI 0·34-0·66). The further away locations were from Luanda, the later the date of invasion (Pearson's r 0·60, 95% CI 0·52-0·66). In a Cox model, we noted that districts with higher population densities also had higher risks of sustained transmission (the hazard ratio for cases ceasing was 0·74, 95% CI 0·13-0·92 per log-unit increase in the population size of a district). A model that captured human mobility and vector suitability successfully discriminated districts with high risk of invasion from others with a lower risk (area under the curve 0·94, 95% CI 0·92-0·97). If at the start of the epidemic, sufficient vaccines had been available to target 50 out of 313 districts in the area, our model would have correctly identified 27 (84%) of the 32 districts that were eventually affected. INTERPRETATION: Our findings show the contributions of ecological and demographic factors to the ongoing spread of the yellow fever outbreak and provide estimates of the areas that could be prioritised for vaccination, although other constraints such as vaccine supply and delivery need to be accounted for before such insights can be translated into policy. FUNDING: Wellcome Trust. |
| Druh dokumentu: | Article Conference object Other literature type |
| Popis súboru: | application/pdf; application/application/pdf; text; ZORA_pmc5332542_pdf_render.pdf - application/pdf |
| Jazyk: | English |
| ISSN: | 1473-3099 |
| DOI: | 10.1016/s1473-3099(16)30513-8 |
| DOI: | 10.17863/cam.78544 |
| DOI: | 10.3929/ethz-b-000123807 |
| DOI: | 10.5167/uzh-260038 |
| DOI: | 10.25646/2636 |
| Prístupová URL adresa: | https://pubmed.ncbi.nlm.nih.gov/28017559 https://findanexpert.unimelb.edu.au/scholarlywork/1182970-spread-of-yellow-fever-virus-outbreak-in-angola-and-the-democratic-republic-of-the-congo-2015-16--a-modelling-study https://www.thelancet.com/journals/laninf/article/PIIS1473-3099(16)30513-8/fulltext https://iris.unive.it/handle/10278/3705129 http://www.thelancet.com/journals/laninf/article/PIIS1473-3099(16)30513-8/fulltext https://europepmc.org/articles/PMC5332542 https://middleeast.thelancet.com/journals/laninf/article/PIIS1473-3099(16)30513-8/fulltext https://pasteur.hal.science/pasteur-03513010v1/document https://doi.org/10.1016/s1473-3099(16)30513-8 https://pasteur.hal.science/pasteur-03513010v1 http://hdl.handle.net/20.500.11850/123807 http://hdl.handle.net/20.500.11850/123807.1 https://eprints.soton.ac.uk/404216/ |
| Rights: | CC BY |
| Prístupové číslo: | edsair.doi.dedup.....1b429c36c73c55e108f3a250c51137fa |
| Databáza: | OpenAIRE |
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| Items | – Name: Title Label: Title Group: Ti Data: Spread of yellow fever virus outbreak in Angola and the Democratic Republic of the Congo 2015–16: a modelling study – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22G%2E+R%2E+William+Wint%22">G. R. William Wint</searchLink><br /><searchLink fieldCode="AR" term="%22Kamran+Khan%22">Kamran Khan</searchLink><br /><searchLink fieldCode="AR" term="%22Michael+A%2E+Johansson%22">Michael A. Johansson</searchLink><br /><searchLink fieldCode="AR" term="%22Robin+N+Thompson%22">Robin N Thompson</searchLink><br /><searchLink fieldCode="AR" term="%22Sarah+C%2E+Hill%22">Sarah C. Hill</searchLink><br /><searchLink fieldCode="AR" term="%22Andrew+J%2E+Tatem%22">Andrew J. Tatem</searchLink><br /><searchLink fieldCode="AR" term="%22Henrik+Salje%22">Henrik Salje</searchLink><br /><searchLink fieldCode="AR" term="%22Simon+I%2E+Hay%22">Simon I. 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Smith</searchLink><br /><searchLink fieldCode="AR" term="%22Simon+Cauchemez%22">Simon Cauchemez</searchLink> – Name: Author Label: Contributors Group: Au Data: Limouzin, Cécile<br />DSpace at Cambridge pro (8.1)<br />University of Zurich<br />Kraemer, Moritz U G – Name: TitleSource Label: Source Group: Src Data: Lancet Infect Dis<br />The Lancet Infectious Diseases, 17 (3) – Name: Publisher Label: Publisher Information Group: PubInfo Data: Elsevier BV, 2017. – Name: DatePubCY Label: Publication Year Group: Date Data: 2017 – Name: Subject Label: Subject Terms Group: Su Data: <searchLink fieldCode="DE" term="%22Rural+Population%22">Rural Population</searchLink><br /><searchLink fieldCode="DE" term="%220301+basic+medicine%22">0301 basic medicine</searchLink><br /><searchLink fieldCode="DE" term="%22Urban+Population%22">Urban Population</searchLink><br /><searchLink fieldCode="DE" term="%22610+Medizin%22">610 Medizin</searchLink><br /><searchLink fieldCode="DE" term="%22Urban+Population%2Fstatistics+%26+numerical+data%22">Urban Population/statistics & numerical data</searchLink><br /><searchLink fieldCode="DE" term="%22Yellow+Fever%2Ftransmission%22">Yellow Fever/transmission</searchLink><br /><searchLink fieldCode="DE" term="%22[MATH]+Mathematics+[math]%22">[MATH] Mathematics [math]</searchLink><br /><searchLink fieldCode="DE" term="%22Yellow+Fever%2Fepidemiology%22">Yellow Fever/epidemiology</searchLink><br /><searchLink fieldCode="DE" term="%22Yellow+Fever%2Fmortality%22">Yellow Fever/mortality</searchLink><br /><searchLink fieldCode="DE" term="%22Disease+Outbreaks%22">Disease Outbreaks</searchLink><br /><searchLink fieldCode="DE" term="%2203+medical+and+health+sciences%22">03 medical and health sciences</searchLink><br /><searchLink fieldCode="DE" term="%22Yellow+fever+virus%2Fisolation+%26+purification%22">Yellow fever virus/isolation & purification</searchLink><br /><searchLink fieldCode="DE" term="%22Aedes%22">Aedes</searchLink><br /><searchLink fieldCode="DE" term="%22Yellow+Fever%22">Yellow Fever</searchLink><br /><searchLink fieldCode="DE" term="%22Animals%22">Animals</searchLink><br /><searchLink fieldCode="DE" term="%22Humans%22">Humans</searchLink><br /><searchLink fieldCode="DE" term="%22Rural+Population%2Fstatistics+%26+numerical+data%22">Rural Population/statistics & numerical data</searchLink><br /><searchLink fieldCode="DE" term="%22Models+Statistical%22">Models Statistical</searchLink><br /><searchLink fieldCode="DE" term="%22Aedes%2Fvirology%22">Aedes/virology</searchLink><br /><searchLink fieldCode="DE" term="%22Immunization+Schedule%22">Immunization Schedule</searchLink><br /><searchLink fieldCode="DE" term="%22Disease+Outbreaks%2Fprevention+%26+control%22">Disease Outbreaks/prevention & control</searchLink><br /><searchLink fieldCode="DE" term="%2210095+Institute+of+Sociology%22">10095 Institute of Sociology</searchLink><br /><searchLink fieldCode="DE" term="%22ddc%3A610%22">ddc:610</searchLink><br /><searchLink fieldCode="DE" term="%22Travel%22">Travel</searchLink><br /><searchLink fieldCode="DE" term="%220303+health+sciences%22">0303 health sciences</searchLink><br /><searchLink fieldCode="DE" term="%22Models%2C+Statistical%22">Models, Statistical</searchLink><br /><searchLink fieldCode="DE" term="%22300+Social+sciences%2C+sociology+%26+anthropology%22">300 Social sciences, sociology & anthropology</searchLink><br /><searchLink fieldCode="DE" term="%22Vaccination%22">Vaccination</searchLink><br /><searchLink fieldCode="DE" term="%221%2E+No+poverty%22">1. No poverty</searchLink><br /><searchLink fieldCode="DE" term="%222725+Infectious+Diseases%22">2725 Infectious Diseases</searchLink><br /><searchLink fieldCode="DE" term="%22Articles%22">Articles</searchLink><br /><searchLink fieldCode="DE" term="%223%2E+Good+health%22">3. Good health</searchLink><br /><searchLink fieldCode="DE" term="%22Infectious+Diseases%22">Infectious Diseases</searchLink><br /><searchLink fieldCode="DE" term="%22Angola%22">Angola</searchLink><br /><searchLink fieldCode="DE" term="%22Democratic+Republic+of+the+Congo%22">Democratic Republic of the Congo</searchLink><br /><searchLink fieldCode="DE" term="%22Yellow+fever+virus%22">Yellow fever virus</searchLink> – Name: Abstract Label: Description Group: Ab Data: BACKGROUND: Since late 2015, an epidemic of yellow fever has caused more than 7334 suspected cases in Angola and the Democratic Republic of the Congo, including 393 deaths. We sought to understand the spatial spread of this outbreak to optimise the use of the limited available vaccine stock. METHODS: We jointly analysed datasets describing the epidemic of yellow fever, vector suitability, human demography, and mobility in central Africa to understand and predict the spread of yellow fever virus. We used a standard logistic model to infer the district-specific yellow fever virus infection risk during the course of the epidemic in the region. FINDINGS: The early spread of yellow fever virus was characterised by fast exponential growth (doubling time of 5-7 days) and fast spatial expansion (49 districts reported cases after only 3 months) from Luanda, the capital of Angola. Early invasion was positively correlated with high population density (Pearson's r 0·52, 95% CI 0·34-0·66). The further away locations were from Luanda, the later the date of invasion (Pearson's r 0·60, 95% CI 0·52-0·66). In a Cox model, we noted that districts with higher population densities also had higher risks of sustained transmission (the hazard ratio for cases ceasing was 0·74, 95% CI 0·13-0·92 per log-unit increase in the population size of a district). A model that captured human mobility and vector suitability successfully discriminated districts with high risk of invasion from others with a lower risk (area under the curve 0·94, 95% CI 0·92-0·97). If at the start of the epidemic, sufficient vaccines had been available to target 50 out of 313 districts in the area, our model would have correctly identified 27 (84%) of the 32 districts that were eventually affected. INTERPRETATION: Our findings show the contributions of ecological and demographic factors to the ongoing spread of the yellow fever outbreak and provide estimates of the areas that could be prioritised for vaccination, although other constraints such as vaccine supply and delivery need to be accounted for before such insights can be translated into policy. 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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/s1473-3099(16)30513-8 Languages: – Text: English PhysicalDescription: Pagination: PageCount: 9 StartPage: 330 Subjects: – SubjectFull: Rural Population Type: general – SubjectFull: 0301 basic medicine Type: general – SubjectFull: Urban Population Type: general – SubjectFull: 610 Medizin Type: general – SubjectFull: Urban Population/statistics & numerical data Type: general – SubjectFull: Yellow Fever/transmission Type: general – SubjectFull: [MATH] Mathematics [math] Type: general – SubjectFull: Yellow Fever/epidemiology Type: general – SubjectFull: Yellow Fever/mortality Type: general – SubjectFull: Disease Outbreaks Type: general – SubjectFull: 03 medical and health sciences Type: general – SubjectFull: Yellow fever virus/isolation & purification Type: general – SubjectFull: Aedes Type: general – SubjectFull: Yellow Fever Type: general – SubjectFull: Animals Type: general – SubjectFull: Humans Type: general – SubjectFull: Rural Population/statistics & numerical data Type: general – SubjectFull: Models Statistical Type: general – SubjectFull: Aedes/virology Type: general – SubjectFull: Immunization Schedule Type: general – SubjectFull: Disease Outbreaks/prevention & control Type: general – SubjectFull: 10095 Institute of Sociology Type: general – SubjectFull: ddc:610 Type: general – SubjectFull: Travel Type: general – SubjectFull: 0303 health sciences Type: general – SubjectFull: Models, Statistical Type: general – SubjectFull: 300 Social sciences, sociology & anthropology Type: general – SubjectFull: Vaccination Type: general – SubjectFull: 1. No poverty Type: general – SubjectFull: 2725 Infectious Diseases Type: general – SubjectFull: Articles Type: general – SubjectFull: 3. Good health Type: general – SubjectFull: Infectious Diseases Type: general – SubjectFull: Angola Type: general – SubjectFull: Democratic Republic of the Congo Type: general – SubjectFull: Yellow fever virus Type: general Titles: – TitleFull: Spread of yellow fever virus outbreak in Angola and the Democratic Republic of the Congo 2015–16: a modelling study Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: G. R. William Wint – PersonEntity: Name: NameFull: Kamran Khan – PersonEntity: Name: NameFull: Michael A. Johansson – PersonEntity: Name: NameFull: Robin N Thompson – PersonEntity: Name: NameFull: Sarah C. Hill – PersonEntity: Name: NameFull: Andrew J. Tatem – PersonEntity: Name: NameFull: Henrik Salje – PersonEntity: Name: NameFull: Simon I. Hay – PersonEntity: Name: NameFull: Heinrich H. Nax – PersonEntity: Name: NameFull: Birgit Nikolay – PersonEntity: Name: NameFull: Nuno Taveira – PersonEntity: Name: NameFull: Donal Bisanzio – PersonEntity: Name: NameFull: Robert Reiner – PersonEntity: Name: NameFull: Freya M Shearer – PersonEntity: Name: NameFull: Nicholas R Murphy – PersonEntity: Name: NameFull: Stephanie Stasse – PersonEntity: Name: NameFull: Ousmane Faye – PersonEntity: Name: NameFull: Tulio de Oliveira – PersonEntity: Name: NameFull: Nick Golding – PersonEntity: Name: NameFull: Elaine O. Nsoesie – PersonEntity: Name: NameFull: Amadou A. Sall – PersonEntity: Name: NameFull: Oliver G. Pybus – PersonEntity: Name: NameFull: Moritz U. G. Kraemer – PersonEntity: Name: NameFull: Matthias Niedrig – PersonEntity: Name: NameFull: John S. Brownstein – PersonEntity: Name: NameFull: Nuno R. Faria – PersonEntity: Name: NameFull: Isaac I. Bogoch – PersonEntity: Name: NameFull: Bary S. R. Pradelski – PersonEntity: Name: NameFull: David L. Smith – PersonEntity: Name: NameFull: Simon Cauchemez – PersonEntity: Name: NameFull: Limouzin, Cécile – PersonEntity: Name: NameFull: DSpace at Cambridge pro (8.1) – PersonEntity: Name: NameFull: University of Zurich – PersonEntity: Name: NameFull: Kraemer, Moritz U G IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 03 Type: published Y: 2017 Identifiers: – Type: issn-print Value: 14733099 – Type: issn-locals Value: edsair – Type: issn-locals Value: edsairFT Numbering: – Type: volume Value: 17 Titles: – TitleFull: The Lancet Infectious Diseases Type: main |
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