Monitoring the Paraguayan epidemiological dengue surveillance system (2009-2011) using Benford’s law
Abstract
Introduction: Dengue is the most widespread arbovirus worldwide. In Paraguay, it reappeared in 1988-1989, with one of the largest epidemic outbreaks occurring in 2011.
Objective: To evaluate the performance of the dengue epidemiological surveillance system in Paraguay between 2009 and 2011.
Materials and methods: We conducted an ecological study with secondary epidemiological surveillance data. We analyzed notified cases of the disease based on the distribution expected by Benford’s law. To this end, we used the first and second digits from the global records stratified by region, season, population density, indicators of housing conditions and heads of cattle.
Results: The epidemiological surveillance system performed better during non-epidemic periods and in the states with better housing conditions and fewer heads of cattle.
Conclusion: Given that a difference in the performance existed, we recommended that the system remains operating at the same high alert level even during periods when fewer cases are expected. The technology used by the method proposed to monitor the notification of cases is easy to transfer to operational staff.
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References
Wilder-Smith A, Renhorn KE, Tissera H, Abu Bakar S, Alphey L, Kittayapong P, et al. DengueTools: Innovative tools and strategies for the surveillance and control of dengue. Glob Health Action. 2012;5:17273. http://dx.doi.org/10.3402/gha.v5i0.17273
Pan American Health Organization. Hemispheric plan to expand and intensify efforts to combat Aedes aegypti. Caracas: PAHO; 1997. Date of access: August 10, 2013. Available from: http://www1.paho.org/english/Hcp/Hct/doc406.pdf
Camacho T, de la Hoz F, Cárdenas V, Sánchez C, de Calderón L, Pérez L, et al. Incomplete surveillance of a dengue-2 epidemic in Ibagué, Colombia, 1995-1997. Biomédica 2004;24:174-82. http://dx.doi.org/10.7705/biomedica.v24i2.1263
Giménez VPE, Carpinelli MM, Ferreira L, Rovira C. Evaluation of the vulnerability to acquire hemorrhagic dengue in adult patients attending the Instituto de Investigaciones en Ciencias de la Salud in 2007. Mem Inst Investig Cienc Salud. 2009;7:45-9.
Benítez-Leite S, Machi M, Gibert E, Rivarola K. Conoci-mientos, actitudes y prácticas acerca del dengue en un barrio de Asunción. Rev Chil Pediatr. 2002;73:64-72. http://dx.doi.org/10.4067/S0370-41062002000100013
Matheus S, Meynard JB, Lavergne A, Girod R, Moua D, Labeau B, et al. Dengue-3 outbreak in Paraguay: Investigations using capillary blood samples on filter paper. Am J Trop Med Hyg. 2008;79:685-7.
Ministerio de Salud Pública y Bienestar Social. Epidemia de dengue en Paraguay. Boletín Epidemiológico Semanal. 2007;13:1-2. Date of access: August 17, 2013. Available from: http://reliefweb.int/sites/reliefweb.int/files/resources/D991CF10AFDEFFBCC12572C1004007AA-Reporte_completo.pdf.
Arbo A. New guidelines for treatment of dengue. Pediatría (Asunción). 2011;38:8-38.
Machado JP, Oliveira RM, Souza-Santos R. Análise espacial da ocorrência de dengue e condições de vida na cidade de Nova Iguaçu, Estado do Rio de Janeiro, Brasil. Cad Saúde Pública. 2009;25:1025-34. http://dx.doi.org/10.1590/S0102-311X2009000500009
German RR, Lee LM, Horan JM, Milstein RL, Pertowski CA, Waller MN, et al. Updated guidelines for evaluating public health surveillance systems: Recommendations from the Guidelines Working Group. MMWR Recomm Rep. 2001;50:1-35.
Buehler JW, Hopkins RS, Overhage JM, Sosin DM, Tong V, Group CDCW. Framework for evaluating public health surveillance systems for early detection of outbreaks: Recommendations from the CDC Working Group. MMWR Recomm Rep. 2004;53:1-11.
Sánchez-Tarragó N, Arriola-Martínez Y. La vigilancia epidemiológica internacional en Cuba 2009-2011. Rev Cubana Salud Pública. 2014;40:317-30.
Oliveira CM, Cruz MM. Health Surveillance System in Brazil: Advances and challenges. Saúde Debate. 2015;39:255-67. http://dx.doi.org/10.1590/0103-110420151040385
Caro-Murillo AM, Moreno-Iribas C, Irisarri F, Aldaz P, Napal V, Varela Santos C, et al. Evaluation of the surveillance system for human immunodeficiency virus infections of Navarra, Spain, 1985-2003. Rev Esp Salud Pública. 2007;81:387-98.
Thomas EG, McCaw JM, Kelly HA, Grant KA, McVernon J. Quantifying differences in the epidemic curves from three influenza surveillance systems: A nonlinear regression analysis. Epidemiol Infect. 2015;143:427-49. http://dx.doi.org/10.1017/S0950268814000764
Idrovo AJ, Fernández-Niño JA, Bojórquez-Chapela I, Moreno-Montoya J. Performance of public health surveil-lance systems during the influenza A(H1N1) pandemic in the Americas: Testing a new method based on Benford’s Law. Epidemiol Infect. 2011;139:1827-34. http://dx.doi.org/10. 1017/S095026881100015X
Vilcarromero S, Casanova W, Ampuero JS, Ramal-Asayag S, Siles C, Díaz G, et al. Lessons learned in the control of Aedes aegypti to address dengue and the emergency of chikungunya in Iquitos, Perú. Rev Peru Med Exp Salud Pública 2015;32:172-8.
Deen JL, Harris E, Wills B, Balmaseda A, Hammond SN, Rocha C, et al. The WHO dengue classification and case definitions: Time for a reassessment. Lancet. 2006;368:170-3. http://dx.doi.org/10.1016/S0140-6736(06)69006-5
Chowell G, Cazelles B, Broutin H, Munayco CV. The influence of geographic and climate factors on the timing of dengue epidemics in Perú, 1994-2008. BMC Infect Dis. 2011;11:164. http://dx.doi.org/10.1186/1471-2334-11-164
Cordeiro R, Donalisio MR, Andrade VR, Mafra AC, Nucci LB, Brown JC, et al. Spatial distribution of the risk of dengue fever in southeast Brazil, 2006-2007. BMC Public Health. 2011;11:355. http://dx.doi.org/10.1186/1471-2458-11-355
Nieto NC, Khan K, Uhllah G, Teglas MB. The emergence and maintenance of vector-borne diseases in the Khyber Pakhtunkhwa Province, and the Federally Administered Tribal Areas of Pakistan. Front Physiol. 2012;3:250. http://dx.doi.org/10.3389/fphys.2012.00250
Hill T. The first digit phenomenon. American Scientist.1998;86. Date of access: September 12. 2013. Available from: http://people.math.gatech.edu/~hill/publications/PAPER%20PDFS/TheFirstDigitPhenomenonAmericanScientist1996.pdf.
Durtschi C HW, Pacini C. The effective use of Benford’s law to assist in detecting fraud in accounting data. Journal of Forensic Accounting. 2004;5:17-34.
Benford F. The law of anomalous numbers. Proc Am Philos Soc. 1938;78:551-72.
Fewster RM. A simple explanation of Benford’s law. American Statistician. 2009;63 26-32. http://dx.doi.org/10. 1198/tast.2009.0005
Raimi RA. The first digit problem. Am Math Mon. 1976;83: 521-38. http://dx.doi.org/10.2307/2319349
Brown RJ. Benford’s Law and the screening of analytical data: The case of pollutant concentrations in ambient air. Analyst. 2005;130:1280-5. http://dx.doi.org/10.1039/b504462f
Nigrini MJ, Miller SJ. Data diagnostics using second-order tests of Benford’s Law. Auditing: A Journal of Practice & Theory. 2009;28:305-24. http://dx.doi.org/10.2308/aud. 2009. 28.2.305
Barrera R. Spatial stability of adult Aedes aegypti popula-tions. Am J Trop Med Hyg. 2011;85:1087-92. http://dx.doi.org/10.4269/ajtmh.2011.11-0381
Dieng H, Saifur RG, Ahmad AH, Salmah MR, Aziz AT, Satho T, et al. Unusual developing sites of dengue vectors and potential epidemiological implications. Asian Pac J Trop Biomed. 2012;2:228-32. http://dx.doi.org/10.1016/S2221-1691(12)60047-1
Sutherst RW. Global change and human vulnerability to vector-borne diseases. Clin Microbiol Rev. 2004;17:136-73. http://dx.doi.org/10.1128/CMR.17.1.136-173.2004
Maciel-de-Freitas R, Marques WA, Peres RC, Cunha SP, Lourenço-de-Oliveira R. Variation in Aedes aegypti (Diptera: Culicidae) container productivity in a slum and a suburban district of Rio de Janeiro during dry and wet seasons. Mem Inst Oswaldo Cruz. 2007;102:489-96. http://dx.doi.org/10.1590/S0074-02762007005000056
Teixeira TR, Cruz OG. Spatial modeling of dengue and socio-environmental indicators in the city of Rio de Janeiro, Brazil. Cad Saúde Pública. 2011;27:591-602. http://dx.doi.org/10.1590/S0102-311X2011000300019
Duarte HH, Franca EB. Data quality of dengue epide-miological surveillance in Belo Horizonte, Southeastern Brazil. Rev Saúde Pública. 2006;40:134-42. http://dx.doi.org/10.1590/S0034-89102006000100021
Toledo AL, Escosteguy CC, Medronho RA, Andrade FC. Reliability of the final dengue diagnosis in the epidemic occurring in Rio de Janeiro, Brazil, 2001-2002. Cad Saúde Pública. 2006;22:933-40. http://dx.doi.org/10.1590/S0102-311X2006000500006
Mondini A, Chiaravalloti Neto F. Socioeconomic variables and dengue transmission. Rev Saúde Pública. 2007;41:923-30. http://dx.doi.org/10.1590/S0034-89102007000600006
Barcellos C, Pustai AK, Weber MA, Brito MR. Identificação de locais com potencial de transmissão de dengue em Porto Alegre através de técnicas de geoprocessamento. Rev Soc Bras Med Trop. 2005;38:246-50. http://dx.doi.org/10.1590/S0037-86822005000300008
Souza LS, Barata RC. intraurbanos na distribuição de dengue em C Diferenciais uiabá, 2007 e 2008. Rev Bras Epidemiol. 2012;15:761-70. http://dx.doi.org/10.1590/S1415-790X2012000400008
Thammapalo S, Chongsuvivatwong V, Geater A, Dueravee M. Environmental factors and incidence of dengue fever and dengue haemorrhagic fever in an urban area, Southern Thailand. Epidemiol Infect. 2008;136:135-43. http://dx.doi.org/10.1017/S0950268807008126
Pessanha JE, Caiaffa WT, Kroon EG, Proietti FA. Dengue em três distritos sanitários de Belo Horizonte, Brasil: inquérito soroepidemiológico de base populacional, 2006 a 2007. Rev Panam Salud Pública. 2010;27:252-8. http://dx.doi.org/10.1590/S1020-49892010000400003
Buckeridge DL, Okhmatovskaia A, Tu S, O’Connor M, Nyulas C, Musen MA. Predicting outbreak detection in public health surveillance: Quantitative analysis to enable evidence-based method selection. AMIA Annu Symp Proc. 2008;2008:76-80.
Dirección General de Estadística, Encuestas y Censos. Encuesta permanente de hogares, 2009. Date of access: August 23, 2013. Available from: http://www.dgeec.gov.py/Publication/index.php#nogo.
Judge G, Schechter L. Detecting problems in survey data using Benford’s Law. Journal of Human Resources. 2009;44:1-24.
Beer TW. Terminal digit preference: Beware of Benford’s law. J Clin Pathol. 2009;62:192. http://dx.doi.org/10.1136/jcp.2008.061721
Baker MG, Easther S, Wilson N. A surveillance sector review applied to infectious diseases at a country level. BMC Public Health. 2010;10:332. http://dx.doi.org/10.1186/1471-2458-10-332
Runge-Ranzinger S, Horstick O, Marx M, Kroeger A. What does dengue disease surveillance contribute to predicting and detecting outbreaks and describing trends? Trop Med Int Health. 2008;13:1022-41. http://dx.doi.org/10. 1111/j.1365-3156.2008.02112.x
Teixeira CF. SUS, modelos assistenciais e vigilância da saúde. In: Rozenfeld S, editor. Fundamentos de vigilancia sanitária. Rio Janeiro: FIOCRUZ; 2000. p. 49-60.
World Health Organization. Early detection, assessment and response to acute public health events: Implementation of early warning and response with a focus on event-based surveillance, 2014. Date of access: February 19, 2016. Available from: http://www.who.int/ihr/publications/WHO_HSE_GCR_LYO_2014.4/en/
Drumond MJ. Epidemiologia nos municípios. 2nd ed. San Pablo: HUCITEC; 2011. p. 217.
World Health Organization. Communicable disease surveillance and response systems. A guide to planning. Geneva: WHO; 2006. Date of entry: April 22, 2016. Availa-ble from: http://www.who.int/csr/resources/publications/surveillance/WHO_CDS_EPR_LYO_2006_1.pdf
Ault SK, Nicholls RS. El abordaje integral de las enfer-medades tropicales desatendidas en América Latina y el Caribe: un imperativo ético para alcanzar la justicia y la equidad social. Biomédica. 2010;30:159-63.
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