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Published in: Archives of Public Health 1/2017

Open Access 01-12-2017 | Research

Zika virus disease, microcephaly and Guillain-Barré syndrome in Colombia: epidemiological situation during 21 months of the Zika virus outbreak, 2015–2017

Authors: Nelson Méndez, Misael Oviedo-Pastrana, Salim Mattar, Isaac Caicedo-Castro, German Arrieta

Published in: Archives of Public Health | Issue 1/2017

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Abstract

Background

The Zika virus disease (ZVD) has had a huge impact on public health in Colombia for the numbers of people affected and the presentation of Guillain-Barre syndrome (GBS) and microcephaly cases associated to ZVD.

Methods

A retrospective descriptive study was carried out, we analyze the epidemiological situation of ZVD and its association with microcephaly and GBS during a 21-month period, from October 2015 to June 2017. The variables studied were: (i) ZVD cases, (ii) ZVD cases in pregnant women, (iii) laboratory-confirmed ZVD in pregnant women, (iv) ZVD cases associated with microcephaly, (v) laboratory-confirmed ZVD associated with microcephaly, and (vi) ZVD associated to GBS cases. Average number of cases, attack rates (AR) and proportions were also calculated. The studied variables were plotted by epidemiological weeks and months. The distribution of ZVD cases in Colombia was mapped across the time using Kernel density estimator and QGIS software; we adopted Kernel Ridge Regression (KRR) and the Gaussian Kernel to estimate the number of Guillain Barre cases given the number of ZVD cases.

Results

One hundred eight thousand eighty-seven ZVD cases had been reported in Colombia, including 19,963 (18.5%) in pregnant women, 710 (0.66%) associated with microcephaly (AR, 4.87 cases per 10,000 live births) and 453 (0.42%) ZVD associated to GBS cases (AR, 41.9 GBS cases per 10,000 ZVD cases). It appears the cases of GBS increased in parallel with the cases of ZVD, cases of microcephaly appeared 5 months after recognition of the outbreak. The kernel density map shows that throughout the study period, the states most affected by the Zika outbreak in Colombia were mainly San Andrés and Providencia islands, Casanare, Norte de Santander, Arauca and Huila. The KRR shows that there is no proportional relationship between the number of GBS and ZVD cases. During the cross validation, the RMSE achieved for the second order polynomial kernel, the linear kernel, the sigmoid kernel, and the Gaussian kernel are 9.15, 9.2, 10.7, and 7.2 respectively.

Conclusions

This study updates the epidemiological analysis of the ZVD situation in Colombia describes the geographical distribution of ZVD and shows the functional relationship between ZVD cases and GBS.
Literature
7.
go back to reference Pacheco O, Beltrán M, Nelson CA, Valencia D, Tolosa N, Farr SL, Padilla AV, Tong VT, Cuevas EL, Espinosa-Bode A, et al. Zika virus disease in Colombia — preliminary report. N Engl J Med. 2016. doi: 10.1056/NEJMoa1604037. Pacheco O, Beltrán M, Nelson CA, Valencia D, Tolosa N, Farr SL, Padilla AV, Tong VT, Cuevas EL, Espinosa-Bode A, et al. Zika virus disease in Colombia — preliminary report. N Engl J Med. 2016. doi: 10.​1056/​NEJMoa1604037.
8.
go back to reference Parra B, Lizarazo J, Jiménez-Arango JA, Zea-Vera AF, González-Manrique G, Vargas J, Angarita JA, Zuñiga G, Lopez-Gonzalez R, Beltran CL, et al. Guillain–Barré syndrome associated with Zika virus infection in Colombia. N Engl J Med. 2016;375:1513–23.CrossRefPubMed Parra B, Lizarazo J, Jiménez-Arango JA, Zea-Vera AF, González-Manrique G, Vargas J, Angarita JA, Zuñiga G, Lopez-Gonzalez R, Beltran CL, et al. Guillain–Barré syndrome associated with Zika virus infection in Colombia. N Engl J Med. 2016;375:1513–23.CrossRefPubMed
9.
go back to reference Cuevas EL, Tong VT, Rozo N, Valencia D, Pacheco O, Gilboa SM, et al. Preliminary report of microcephaly potentially associated with Zika virus infection during pregnancy — Colombia, January–November 2016. MMWR Morb Mortal Wkly Rep. 2016;65:1409–13.CrossRefPubMed Cuevas EL, Tong VT, Rozo N, Valencia D, Pacheco O, Gilboa SM, et al. Preliminary report of microcephaly potentially associated with Zika virus infection during pregnancy — Colombia, January–November 2016. MMWR Morb Mortal Wkly Rep. 2016;65:1409–13.CrossRefPubMed
10.
go back to reference Camacho E, Paternina-Gomez M, Blanco PJ, Osorio JE, Aliota MT. Detection of autochthonous Zika virus transmission in Sincelejo, Colombia. Emerg Infect Dis. 2016;22:927–9.CrossRefPubMedPubMedCentral Camacho E, Paternina-Gomez M, Blanco PJ, Osorio JE, Aliota MT. Detection of autochthonous Zika virus transmission in Sincelejo, Colombia. Emerg Infect Dis. 2016;22:927–9.CrossRefPubMedPubMedCentral
12.
go back to reference Towers S, Brauer F, Castillo-Chavez C, Falconar AK, Mubayi A, Romero-Vivas CM. Estimate of the reproduction number of the 2015 Zika virus outbreak in Barranquilla, Colombia, and estimation of the relative role of sexual transmission. Epidemics. 2016;17:50–5.CrossRefPubMed Towers S, Brauer F, Castillo-Chavez C, Falconar AK, Mubayi A, Romero-Vivas CM. Estimate of the reproduction number of the 2015 Zika virus outbreak in Barranquilla, Colombia, and estimation of the relative role of sexual transmission. Epidemics. 2016;17:50–5.CrossRefPubMed
16.
go back to reference Departamento Administrativo Nacional de Estadística (DANE, Colombia). Catálogo de Objetos Geográficos del Marco Geoestadístico Nacional. Dirección de Geoestadística, 2014. Bogotá, D.C.: 2017. http://www.dane.gov.co/. Accessed 19 Sept 2017. Departamento Administrativo Nacional de Estadística (DANE, Colombia). Catálogo de Objetos Geográficos del Marco Geoestadístico Nacional. Dirección de Geoestadística, 2014. Bogotá, D.C.: 2017. http://​www.​dane.​gov.​co/​. Accessed 19 Sept 2017.
18.
go back to reference Departamento Administrativo Nacional de Estadística (DANE, Colombia). Catálogo de Objetos Geográficos del Marco Geoestadístico Nacional. Dirección de Geoestadística, 2014. Bogotá, D.C.: 2017. http://www.dane.gov.co/. Accessed 18 Sept 2017. Departamento Administrativo Nacional de Estadística (DANE, Colombia). Catálogo de Objetos Geográficos del Marco Geoestadístico Nacional. Dirección de Geoestadística, 2014. Bogotá, D.C.: 2017. http://​www.​dane.​gov.​co/​. Accessed 18 Sept 2017.
19.
go back to reference Kloog I, Haim A, Portnov BA. Using kernel density function as an urban analysis tool: investigating the association between nightlight exposure and the incidence of breast cancer in Haifa, Israel. Comput Environ Urban Syst. 2009;33:55–63.CrossRef Kloog I, Haim A, Portnov BA. Using kernel density function as an urban analysis tool: investigating the association between nightlight exposure and the incidence of breast cancer in Haifa, Israel. Comput Environ Urban Syst. 2009;33:55–63.CrossRef
20.
go back to reference Saunders C, Gammerman A, Vovk V. Ridge regression learning algorithm in dual variables. En (ICML-1998) Proceedings of the 15th International Conference on Machine Learning. Morgan Kaufmann. 1998:515–21. Saunders C, Gammerman A, Vovk V. Ridge regression learning algorithm in dual variables. En (ICML-1998) Proceedings of the 15th International Conference on Machine Learning. Morgan Kaufmann. 1998:515–21.
22.
25.
go back to reference Rasmussen SA, Jamieson DJ, Honein MA, Petersen LR. Zika virus and birth defects — reviewing the evidence for causality. N Engl J Med. 2016;374:1981–7.CrossRefPubMed Rasmussen SA, Jamieson DJ, Honein MA, Petersen LR. Zika virus and birth defects — reviewing the evidence for causality. N Engl J Med. 2016;374:1981–7.CrossRefPubMed
Metadata
Title
Zika virus disease, microcephaly and Guillain-Barré syndrome in Colombia: epidemiological situation during 21 months of the Zika virus outbreak, 2015–2017
Authors
Nelson Méndez
Misael Oviedo-Pastrana
Salim Mattar
Isaac Caicedo-Castro
German Arrieta
Publication date
01-12-2017
Publisher
BioMed Central
Published in
Archives of Public Health / Issue 1/2017
Electronic ISSN: 2049-3258
DOI
https://doi.org/10.1186/s13690-017-0233-5

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