Skip to main content
Top
Published in: BMC Infectious Diseases 1/2011

Open Access 01-12-2011 | Research article

The influence of geographic and climate factors on the timing of dengue epidemics in Perú, 1994-2008

Authors: Gerardo Chowell, Bernard Cazelles, Hélène Broutin, Cesar V Munayco

Published in: BMC Infectious Diseases | Issue 1/2011

Login to get access

Abstract

Background

Dengue fever is a mosquito-borne disease that affects between 50 and 100 million people each year. Increasing our understanding of the heterogeneous transmission patterns of dengue at different spatial scales could have considerable public health value by guiding intervention strategies.

Methods

Based on the weekly number of dengue cases in Perú by province, we investigated the association between dengue incidence during the period 1994-2008 and demographic and climate factors across geographic regions of the country.

Results

Our findings support the presence of significant differences in the timing of dengue epidemics between jungle and coastal regions, with differences significantly associated with the timing of the seasonal cycle of mean temperature.

Conclusions

Dengue is highly persistent in jungle areas of Perú where epidemics peak most frequently around March when rainfall is abundant. Differences in the timing of dengue epidemics in jungle and coastal regions are significantly associated with the seasonal temperature cycle. Our results suggest that dengue is frequently imported into coastal regions through infective sparks from endemic jungle areas and/or cities of other neighboring endemic countries, where propitious environmental conditions promote year-round mosquito breeding sites. If jungle endemic areas are responsible for multiple dengue introductions into coastal areas, our findings suggest that curtailing the transmission of dengue in these most persistent areas could lead to significant reductions in dengue incidence in coastal areas where dengue incidence typically reaches low levels during the dry season.
Appendix
Available only for authorised users
Literature
1.
go back to reference Halstead SB: Dengue fever/dengue hemorrhagic fever. Infectious Diseases. Edited by: Cohen J, Powderly WG. 2004, Spain: Mosby, 2: 1681-1689. 2 Halstead SB: Dengue fever/dengue hemorrhagic fever. Infectious Diseases. Edited by: Cohen J, Powderly WG. 2004, Spain: Mosby, 2: 1681-1689. 2
2.
go back to reference Forshey BM, Guevara C, Laguna-Torres VA, Cespedes M, Vargas J, Gianella A, Vallejo E, Madrid C, Aguayo N, Gotuzzo E, et al: Arboviral etiologies of acute febrile illnesses in Western South America, 2000-2007. PLoS Negl Trop Dis. 4 (8): e787- Forshey BM, Guevara C, Laguna-Torres VA, Cespedes M, Vargas J, Gianella A, Vallejo E, Madrid C, Aguayo N, Gotuzzo E, et al: Arboviral etiologies of acute febrile illnesses in Western South America, 2000-2007. PLoS Negl Trop Dis. 4 (8): e787-
3.
go back to reference Gubler DJ, Kuno G: Dengue and dengue hemorrhagic fever. 1997, Massachusetts: CABICrossRef Gubler DJ, Kuno G: Dengue and dengue hemorrhagic fever. 1997, Massachusetts: CABICrossRef
4.
go back to reference Kochel TJ, Watts DM, Halstead SB, Hayes CG, Espinoza A, Felices V, Caceda R, Bautista CT, Montoya Y, Douglas S, et al: Effect of dengue-1 antibodies on American dengue-2 viral infection and dengue haemorrhagic fever. Lancet. 2002, 360 (9329): 310-312. 10.1016/S0140-6736(02)09522-3.CrossRefPubMed Kochel TJ, Watts DM, Halstead SB, Hayes CG, Espinoza A, Felices V, Caceda R, Bautista CT, Montoya Y, Douglas S, et al: Effect of dengue-1 antibodies on American dengue-2 viral infection and dengue haemorrhagic fever. Lancet. 2002, 360 (9329): 310-312. 10.1016/S0140-6736(02)09522-3.CrossRefPubMed
5.
go back to reference Montoya Y: Circulation of dengue viruses in north-western Peru, 2000-2001. Dengue Bulletin. 2003, 27: 52-62. Montoya Y: Circulation of dengue viruses in north-western Peru, 2000-2001. Dengue Bulletin. 2003, 27: 52-62.
6.
go back to reference Montoya Y, Holechek S, Caceres O, Palacios A, Burans J, Guevara C, Quintana F, Herrera V, Pozo E, Anaya E, et al: Circulation of Dengue Viruses in North-Western Peru, 2000-2001. Dengue Bulletin. 2003, 27: 52-62. Montoya Y, Holechek S, Caceres O, Palacios A, Burans J, Guevara C, Quintana F, Herrera V, Pozo E, Anaya E, et al: Circulation of Dengue Viruses in North-Western Peru, 2000-2001. Dengue Bulletin. 2003, 27: 52-62.
7.
go back to reference Johansson MA, Dominici F, Glass GE: Local and global effects of climate on dengue transmission in puerto rico. PLoS Negl Trop Dis. 2009, 3 (2): e382-10.1371/journal.pntd.0000382.CrossRefPubMedPubMedCentral Johansson MA, Dominici F, Glass GE: Local and global effects of climate on dengue transmission in puerto rico. PLoS Negl Trop Dis. 2009, 3 (2): e382-10.1371/journal.pntd.0000382.CrossRefPubMedPubMedCentral
8.
go back to reference Stoddard ST, Morrison AC, Vazquez-Prokopec GM, Paz Soldan V, Kochel TJ, Kitron U, Elder JP, Scott TW: The role of human movement in the transmission of vector-borne pathogens. PLoS Negl Trop Dis. 2009, 3 (7): e481-10.1371/journal.pntd.0000481.CrossRefPubMedPubMedCentral Stoddard ST, Morrison AC, Vazquez-Prokopec GM, Paz Soldan V, Kochel TJ, Kitron U, Elder JP, Scott TW: The role of human movement in the transmission of vector-borne pathogens. PLoS Negl Trop Dis. 2009, 3 (7): e481-10.1371/journal.pntd.0000481.CrossRefPubMedPubMedCentral
9.
go back to reference Jetten TH, Focks DA: Potential changes in the distribution of dengue transmission under climate warming. Am J Trop Med Hyg. 1997, 57 (3): 285-297.PubMed Jetten TH, Focks DA: Potential changes in the distribution of dengue transmission under climate warming. Am J Trop Med Hyg. 1997, 57 (3): 285-297.PubMed
10.
go back to reference Li CF, Lim TW, Han LL, Fang R: Rainfall, abundance of Aedes aegypti and dengue infection in Selangor, Malaysia. Southeast Asian J Trop Med Public Health. 1985, 16 (4): 560-568.PubMed Li CF, Lim TW, Han LL, Fang R: Rainfall, abundance of Aedes aegypti and dengue infection in Selangor, Malaysia. Southeast Asian J Trop Med Public Health. 1985, 16 (4): 560-568.PubMed
11.
go back to reference Mourya DT, Yadav P, Mishra AC: Effect of temperature stress on immature stages and susceptibility of Aedes aegypti mosquitoes to chikungunya virus. Am J Trop Med Hyg. 2004, 70 (4): 346-350.PubMed Mourya DT, Yadav P, Mishra AC: Effect of temperature stress on immature stages and susceptibility of Aedes aegypti mosquitoes to chikungunya virus. Am J Trop Med Hyg. 2004, 70 (4): 346-350.PubMed
12.
go back to reference Depradine C, Lovell E: Climatological variables and the incidence of Dengue fever in Barbados. Int J Environ Health Res. 2004, 14 (6): 429-441. 10.1080/09603120400012868.CrossRefPubMed Depradine C, Lovell E: Climatological variables and the incidence of Dengue fever in Barbados. Int J Environ Health Res. 2004, 14 (6): 429-441. 10.1080/09603120400012868.CrossRefPubMed
13.
go back to reference Keating J: An investigation into the cyclical incidence of dengue fever. Soc Sci Med. 2001, 53 (12): 1587-1597. 10.1016/S0277-9536(00)00443-3.CrossRefPubMed Keating J: An investigation into the cyclical incidence of dengue fever. Soc Sci Med. 2001, 53 (12): 1587-1597. 10.1016/S0277-9536(00)00443-3.CrossRefPubMed
14.
go back to reference Chowell G, Sanchez F: Climate-based descriptive models of dengue fever: the 2002 epidemic in Colima, Mexico. J Environ Health. 2006, 68 (10): 40-44. 55PubMed Chowell G, Sanchez F: Climate-based descriptive models of dengue fever: the 2002 epidemic in Colima, Mexico. J Environ Health. 2006, 68 (10): 40-44. 55PubMed
15.
go back to reference Harrington LC, Scott TW, Lerdthusnee K, Coleman RC, Costero A, Clark GG, Jones JJ, Kitthawee S, Kittayapong P, Sithiprasasna R, et al: Dispersal of the dengue vector Aedes aegypti within and between rural communities. Am J Trop Med Hyg. 2005, 72 (2): 209-220.PubMed Harrington LC, Scott TW, Lerdthusnee K, Coleman RC, Costero A, Clark GG, Jones JJ, Kitthawee S, Kittayapong P, Sithiprasasna R, et al: Dispersal of the dengue vector Aedes aegypti within and between rural communities. Am J Trop Med Hyg. 2005, 72 (2): 209-220.PubMed
16.
go back to reference Chowell G, Torre CA, Munayco-Escate C, Suarez-Ognio L, Lopez-Cruz R, Hyman JM, Castillo-Chavez C: Spatial and temporal dynamics of dengue fever in Peru: 1994-2006. Epidemiol Infect. 2008, 136 (12): 1667-1677. 10.1017/S0950268808000290.CrossRefPubMedPubMedCentral Chowell G, Torre CA, Munayco-Escate C, Suarez-Ognio L, Lopez-Cruz R, Hyman JM, Castillo-Chavez C: Spatial and temporal dynamics of dengue fever in Peru: 1994-2006. Epidemiol Infect. 2008, 136 (12): 1667-1677. 10.1017/S0950268808000290.CrossRefPubMedPubMedCentral
17.
go back to reference Farrar J, Focks D, Gubler D, Barrera R, Guzman MG, Simmons C, Kalayanarooj S, Lum L, McCall PJ, Lloyd L, et al: Towards a global dengue research agenda. Trop Med Int Health. 2007, 12 (6): 695-699. 10.1111/j.1365-3156.2007.01838.x.CrossRefPubMedPubMedCentral Farrar J, Focks D, Gubler D, Barrera R, Guzman MG, Simmons C, Kalayanarooj S, Lum L, McCall PJ, Lloyd L, et al: Towards a global dengue research agenda. Trop Med Int Health. 2007, 12 (6): 695-699. 10.1111/j.1365-3156.2007.01838.x.CrossRefPubMedPubMedCentral
18.
go back to reference Morrison AC, Minnick SL, Rocha C, Forshey BM, Stoddard ST, Getis A, Focks DA, Russell KL, Olson JG, Blair PJ, et al: Epidemiology of dengue virus in Iquitos, Peru 1999 to 2005: interepidemic and epidemic patterns of transmission. PLoS Negl Trop Dis. 4 (5): e670- Morrison AC, Minnick SL, Rocha C, Forshey BM, Stoddard ST, Getis A, Focks DA, Russell KL, Olson JG, Blair PJ, et al: Epidemiology of dengue virus in Iquitos, Peru 1999 to 2005: interepidemic and epidemic patterns of transmission. PLoS Negl Trop Dis. 4 (5): e670-
19.
go back to reference Cummings DA, Irizarry RA, Huang NE, Endy TP, Nisalak A, Ungchusak K, Burke DS: Travelling waves in the occurrence of dengue haemorrhagic fever in Thailand. Nature. 2004, 427 (6972): 344-347. 10.1038/nature02225.CrossRefPubMed Cummings DA, Irizarry RA, Huang NE, Endy TP, Nisalak A, Ungchusak K, Burke DS: Travelling waves in the occurrence of dengue haemorrhagic fever in Thailand. Nature. 2004, 427 (6972): 344-347. 10.1038/nature02225.CrossRefPubMed
20.
go back to reference Mammen MP, Pimgate C, Koenraadt CJ, Rothman AL, Aldstadt J, Nisalak A, Jarman RG, Jones JW, Srikiatkhachorn A, Ypil-Butac CA, et al: Spatial and temporal clustering of dengue virus transmission in Thai villages. PLoS Med. 2008, 5 (11): e205-10.1371/journal.pmed.0050205.CrossRefPubMedPubMedCentral Mammen MP, Pimgate C, Koenraadt CJ, Rothman AL, Aldstadt J, Nisalak A, Jarman RG, Jones JW, Srikiatkhachorn A, Ypil-Butac CA, et al: Spatial and temporal clustering of dengue virus transmission in Thai villages. PLoS Med. 2008, 5 (11): e205-10.1371/journal.pmed.0050205.CrossRefPubMedPubMedCentral
21.
go back to reference Cazelles B, Chavez M, McMichael AJ, Hales S: Nonstationary influence of El Nino on the synchronous dengue epidemics in Thailand. PLoS Med. 2005, 2 (4): e106-10.1371/journal.pmed.0020106.CrossRefPubMedPubMedCentral Cazelles B, Chavez M, McMichael AJ, Hales S: Nonstationary influence of El Nino on the synchronous dengue epidemics in Thailand. PLoS Med. 2005, 2 (4): e106-10.1371/journal.pmed.0020106.CrossRefPubMedPubMedCentral
22.
go back to reference Barreto FR, Teixeira MG, Costa Mda C, Carvalho MS, Barreto ML: Spread pattern of the first dengue epidemic in the city of Salvador, Brazil. BMC Public Health. 2008, 8: 51-10.1186/1471-2458-8-51.CrossRefPubMedPubMedCentral Barreto FR, Teixeira MG, Costa Mda C, Carvalho MS, Barreto ML: Spread pattern of the first dengue epidemic in the city of Salvador, Brazil. BMC Public Health. 2008, 8: 51-10.1186/1471-2458-8-51.CrossRefPubMedPubMedCentral
23.
go back to reference Woolhouse ME, Dye C, Etard JF, Smith T, Charlwood JD, Garnett GP, Hagan P, Hii JL, Ndhlovu PD, Quinnell RJ, et al: Heterogeneities in the transmission of infectious agents: implications for the design of control programs. Proc Natl Acad Sci USA. 1997, 94 (1): 338-342. 10.1073/pnas.94.1.338.CrossRefPubMedPubMedCentral Woolhouse ME, Dye C, Etard JF, Smith T, Charlwood JD, Garnett GP, Hagan P, Hii JL, Ndhlovu PD, Quinnell RJ, et al: Heterogeneities in the transmission of infectious agents: implications for the design of control programs. Proc Natl Acad Sci USA. 1997, 94 (1): 338-342. 10.1073/pnas.94.1.338.CrossRefPubMedPubMedCentral
24.
go back to reference Lloyd-Smith JO, Schreiber SJ, Kopp PE, Getz WM: Superspreading and the effect of individual variation on disease emergence. Nature. 2005, 438 (7066): 355-359. 10.1038/nature04153.CrossRefPubMed Lloyd-Smith JO, Schreiber SJ, Kopp PE, Getz WM: Superspreading and the effect of individual variation on disease emergence. Nature. 2005, 438 (7066): 355-359. 10.1038/nature04153.CrossRefPubMed
26.
go back to reference Aramburu Guarda J, Ramal Asayag C, Witzig R: Malaria reemergence in the Peruvian Amazon region. Emerg Infect Dis. 1999, 5 (2): 209-215. 10.3201/eid0502.9902.CrossRefPubMedPubMedCentral Aramburu Guarda J, Ramal Asayag C, Witzig R: Malaria reemergence in the Peruvian Amazon region. Emerg Infect Dis. 1999, 5 (2): 209-215. 10.3201/eid0502.9902.CrossRefPubMedPubMedCentral
32.
go back to reference Bartlett MS: The critical community size for measles in the United States. J R Stat Soc A. 1960, 123: 37-44. 10.2307/2343186.CrossRef Bartlett MS: The critical community size for measles in the United States. J R Stat Soc A. 1960, 123: 37-44. 10.2307/2343186.CrossRef
33.
go back to reference Chan PK, Mok HY, Lee TC, Chu IM, Lam WY, Sung JJ: Seasonal influenza activity in Hong Kong and its association with meteorological variations. J Med Virol. 2009, 81 (10): 1797-1806. 10.1002/jmv.21551.CrossRefPubMed Chan PK, Mok HY, Lee TC, Chu IM, Lam WY, Sung JJ: Seasonal influenza activity in Hong Kong and its association with meteorological variations. J Med Virol. 2009, 81 (10): 1797-1806. 10.1002/jmv.21551.CrossRefPubMed
34.
go back to reference Cazelles B, Chavez M, Magny GC, Guegan JF, Hales S: Time-dependent spectral analysis of epidemiological time-series with wavelets. J R Soc Interface. 2007, 4 (15): 625-636. 10.1098/rsif.2007.0212.CrossRefPubMedPubMedCentral Cazelles B, Chavez M, Magny GC, Guegan JF, Hales S: Time-dependent spectral analysis of epidemiological time-series with wavelets. J R Soc Interface. 2007, 4 (15): 625-636. 10.1098/rsif.2007.0212.CrossRefPubMedPubMedCentral
35.
go back to reference Grenfell BT, Bjornstad ON, Kappey J: Travelling waves and spatial hierarchies in measles epidemics. Nature. 2001, 414 (6865): 716-723. 10.1038/414716a.CrossRefPubMed Grenfell BT, Bjornstad ON, Kappey J: Travelling waves and spatial hierarchies in measles epidemics. Nature. 2001, 414 (6865): 716-723. 10.1038/414716a.CrossRefPubMed
36.
go back to reference Viboud C, Bjornstad ON, Smith DL, Simonsen L, Miller MA, Grenfell BT: Synchrony, waves, and spatial hierarchies in the spread of influenza. Science. 2006, 312 (5772): 447-451. 10.1126/science.1125237.CrossRefPubMed Viboud C, Bjornstad ON, Smith DL, Simonsen L, Miller MA, Grenfell BT: Synchrony, waves, and spatial hierarchies in the spread of influenza. Science. 2006, 312 (5772): 447-451. 10.1126/science.1125237.CrossRefPubMed
37.
go back to reference Rouyer T, Fromentin J-M, Stenseth NC, Cazelles B: Analysing multiple time series and extending significance testing in wavelet analysis. Marine Ecology Progress Series. 2008, 359: 11-21.CrossRef Rouyer T, Fromentin J-M, Stenseth NC, Cazelles B: Analysing multiple time series and extending significance testing in wavelet analysis. Marine Ecology Progress Series. 2008, 359: 11-21.CrossRef
38.
go back to reference Focks DA, Daniels E, Haile DG, Keesling JE: A simulation model of the epidemiology of urban dengue fever: literature analysis, model development, preliminary validation, and samples of simulation results. Am J Trop Med Hyg. 1995, 53 (5): 489-506.PubMed Focks DA, Daniels E, Haile DG, Keesling JE: A simulation model of the epidemiology of urban dengue fever: literature analysis, model development, preliminary validation, and samples of simulation results. Am J Trop Med Hyg. 1995, 53 (5): 489-506.PubMed
40.
go back to reference Muir LE, Kay BH: Aedes aegypti survival and dispersal estimated by mark-release-recapture in northern Australia. Am J Trop Med Hyg. 1998, 58 (3): 277-282.PubMed Muir LE, Kay BH: Aedes aegypti survival and dispersal estimated by mark-release-recapture in northern Australia. Am J Trop Med Hyg. 1998, 58 (3): 277-282.PubMed
41.
go back to reference Keeling MJ, Grenfell BT: Disease extinction and community size: modeling the persistence of measles. Science. 1997, 275 (5296): 65-67. 10.1126/science.275.5296.65.CrossRefPubMed Keeling MJ, Grenfell BT: Disease extinction and community size: modeling the persistence of measles. Science. 1997, 275 (5296): 65-67. 10.1126/science.275.5296.65.CrossRefPubMed
42.
go back to reference Kuno G: Review of the factors modulating dengue transmission. Epidemiol Rev. 1995, 17 (2): 321-335.PubMed Kuno G: Review of the factors modulating dengue transmission. Epidemiol Rev. 1995, 17 (2): 321-335.PubMed
43.
go back to reference Wearing HJ, Rohani P: Ecological and immunological determinants of dengue epidemics. Proc Natl Acad Sci USA. 2006, 103 (31): 11802-11807. 10.1073/pnas.0602960103.CrossRefPubMedPubMedCentral Wearing HJ, Rohani P: Ecological and immunological determinants of dengue epidemics. Proc Natl Acad Sci USA. 2006, 103 (31): 11802-11807. 10.1073/pnas.0602960103.CrossRefPubMedPubMedCentral
44.
go back to reference Thai KT, Cazelles B, Nguyen NV, Vo LT, Boni MF, Farrar J, Simmons CP, van Doorn HR, de Vries PJ: Dengue dynamics in Binh Thuan province, southern Vietnam: periodicity, synchronicity and climate variability. PLoS Negl Trop Dis. 4 (7): e747- Thai KT, Cazelles B, Nguyen NV, Vo LT, Boni MF, Farrar J, Simmons CP, van Doorn HR, de Vries PJ: Dengue dynamics in Binh Thuan province, southern Vietnam: periodicity, synchronicity and climate variability. PLoS Negl Trop Dis. 4 (7): e747-
45.
go back to reference Forshey BM, Morrison AC, Cruz C, Rocha C, Vilcarromero S, Guevara C, Camacho DE, Alava A, Madrid C, Beingolea L, et al: Dengue virus serotype 4, northeastern Peru, 2008. Emerg Infect Dis. 2009, 15 (11): 1815-1818.CrossRefPubMedPubMedCentral Forshey BM, Morrison AC, Cruz C, Rocha C, Vilcarromero S, Guevara C, Camacho DE, Alava A, Madrid C, Beingolea L, et al: Dengue virus serotype 4, northeastern Peru, 2008. Emerg Infect Dis. 2009, 15 (11): 1815-1818.CrossRefPubMedPubMedCentral
46.
go back to reference Chowell G, Munayco CV, Escalante AA, McKenzie FE: The spatial and temporal patterns of falciparum and vivax malaria in Peru: 1994-2006. Malar J. 2009, 8 (1): 142-10.1186/1475-2875-8-142.CrossRefPubMedPubMedCentral Chowell G, Munayco CV, Escalante AA, McKenzie FE: The spatial and temporal patterns of falciparum and vivax malaria in Peru: 1994-2006. Malar J. 2009, 8 (1): 142-10.1186/1475-2875-8-142.CrossRefPubMedPubMedCentral
Metadata
Title
The influence of geographic and climate factors on the timing of dengue epidemics in Perú, 1994-2008
Authors
Gerardo Chowell
Bernard Cazelles
Hélène Broutin
Cesar V Munayco
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2011
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/1471-2334-11-164

Other articles of this Issue 1/2011

BMC Infectious Diseases 1/2011 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.