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Published in: Malaria Journal 1/2013

Open Access 01-12-2013 | Research

Plasmodium vivax malaria incidence over time and its association with temperature and rainfall in four counties of Yunnan Province, China

Authors: Nicola A Wardrop, Adrian G Barnett, Jo-An Atkinson, Archie CA Clements

Published in: Malaria Journal | Issue 1/2013

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Abstract

Background

Transmission of Plasmodium vivax malaria is dependent on vector availability, biting rates and parasite development. In turn, each of these is influenced by climatic conditions. Correlations have previously been detected between seasonal rainfall, temperature and malaria incidence patterns in various settings. An understanding of seasonal patterns of malaria, and their weather drivers, can provide vital information for control and elimination activities. This research aimed to describe temporal patterns in malaria, rainfall and temperature, and to examine the relationships between these variables within four counties of Yunnan Province, China.

Methods

Plasmodium vivax malaria surveillance data (1991–2006), and average monthly temperature and rainfall were acquired. Seasonal trend decomposition was used to examine secular trends and seasonal patterns in malaria. Distributed lag non-linear models were used to estimate the weather drivers of malaria seasonality, including the lag periods between weather conditions and malaria incidence.

Results

There was a declining trend in malaria incidence in all four counties. Increasing temperature resulted in increased malaria risk in all four areas and increasing rainfall resulted in increased malaria risk in one area and decreased malaria risk in one area. The lag times for these associations varied between areas.

Conclusions

The differences detected between the four counties highlight the need for local understanding of seasonal patterns of malaria and its climatic drivers.
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Literature
1.
go back to reference Mueller I, Galinski MR, Baird JK, Carlton JM, Kochar DK, Alonso PL, Del Portillo HA: Key gaps in the knowledge of Plasmodium vivax, a neglected human malaria parasite. Lancet Infect Dis. 2009, 9: 555-566. 10.1016/S1473-3099(09)70177-X.CrossRefPubMed Mueller I, Galinski MR, Baird JK, Carlton JM, Kochar DK, Alonso PL, Del Portillo HA: Key gaps in the knowledge of Plasmodium vivax, a neglected human malaria parasite. Lancet Infect Dis. 2009, 9: 555-566. 10.1016/S1473-3099(09)70177-X.CrossRefPubMed
2.
go back to reference Genton B, D’Acremont V, Rare L, Baea K, Reeder JC, Alpers MP, Muller I: Plasmodium vivax and mixed infections are associated with severe malaria in children: a prospective cohort study from Papua New Guinea. PLoS Med. 2008, 5: e127-10.1371/journal.pmed.0050127.PubMedCentralCrossRefPubMed Genton B, D’Acremont V, Rare L, Baea K, Reeder JC, Alpers MP, Muller I: Plasmodium vivax and mixed infections are associated with severe malaria in children: a prospective cohort study from Papua New Guinea. PLoS Med. 2008, 5: e127-10.1371/journal.pmed.0050127.PubMedCentralCrossRefPubMed
3.
go back to reference Anstey NM, Russell B, Yeo TW, Price RN: The pathophysiology of vivax malaria. Trends Parasitol. 2009, 25: 220-227. 10.1016/j.pt.2009.02.003.CrossRefPubMed Anstey NM, Russell B, Yeo TW, Price RN: The pathophysiology of vivax malaria. Trends Parasitol. 2009, 25: 220-227. 10.1016/j.pt.2009.02.003.CrossRefPubMed
4.
go back to reference Hui FM, Xu B, Chen ZW, Cheng X, Liang L, Huang HB, Fang LQ, Yang H, Zhou HN, Yang HL, Zhou XN, Cao WC, Gong P: Spatio-temporal distribution of malaria in Yunnan Province, China. Am J Trop Med Hyg. 2009, 81: 503-509.PubMed Hui FM, Xu B, Chen ZW, Cheng X, Liang L, Huang HB, Fang LQ, Yang H, Zhou HN, Yang HL, Zhou XN, Cao WC, Gong P: Spatio-temporal distribution of malaria in Yunnan Province, China. Am J Trop Med Hyg. 2009, 81: 503-509.PubMed
5.
go back to reference Bi P, Tong SL, Donald K, Parton KA, Ni JF: Climatic variables and transmission of malaria: a 12-year data analysis in Shuchen County, China. Public Health Rep. 2003, 118: 65-71. 10.1016/S0033-3549(04)50218-2.PubMedCentralCrossRefPubMed Bi P, Tong SL, Donald K, Parton KA, Ni JF: Climatic variables and transmission of malaria: a 12-year data analysis in Shuchen County, China. Public Health Rep. 2003, 118: 65-71. 10.1016/S0033-3549(04)50218-2.PubMedCentralCrossRefPubMed
6.
go back to reference Clements ACA, Barnett AG, Cheng ZW, Snow RW, Zhou HN: Space-time variation of malaria incidence in Yunnan Province, China. Malar J. 2009, 8: 180-10.1186/1475-2875-8-180.PubMedCentralCrossRefPubMed Clements ACA, Barnett AG, Cheng ZW, Snow RW, Zhou HN: Space-time variation of malaria incidence in Yunnan Province, China. Malar J. 2009, 8: 180-10.1186/1475-2875-8-180.PubMedCentralCrossRefPubMed
7.
go back to reference Xiao D, Long Y, Wang S, Fang L, Xu D, Wang G, Li L, Cao W, Yan Y: Spatiotemporal distribution of malaria and the association between its epidemic and climate factors in Hainan, China. Malar J. 2010, 9: 185-10.1186/1475-2875-9-185.PubMedCentralCrossRefPubMed Xiao D, Long Y, Wang S, Fang L, Xu D, Wang G, Li L, Cao W, Yan Y: Spatiotemporal distribution of malaria and the association between its epidemic and climate factors in Hainan, China. Malar J. 2010, 9: 185-10.1186/1475-2875-9-185.PubMedCentralCrossRefPubMed
8.
go back to reference Zhang Y, Liu QY, Luan RS, Liu XB, Zhou GC, Jiang JY, Li HS, Li ZF: Spatial-temporal analysis of malaria and the effect of environmental factors on its incidence in Yongcheng, China, 2006–2010. BMC Public Health. 2012, 12: 544-10.1186/1471-2458-12-544.PubMedCentralCrossRefPubMed Zhang Y, Liu QY, Luan RS, Liu XB, Zhou GC, Jiang JY, Li HS, Li ZF: Spatial-temporal analysis of malaria and the effect of environmental factors on its incidence in Yongcheng, China, 2006–2010. BMC Public Health. 2012, 12: 544-10.1186/1471-2458-12-544.PubMedCentralCrossRefPubMed
9.
go back to reference Xu JW, Liu H: The challenges of malaria elimination in Yunnan Province, People’s Republic of China. South East Asian J Trop Med. 2012, 43: 819-824. Xu JW, Liu H: The challenges of malaria elimination in Yunnan Province, People’s Republic of China. South East Asian J Trop Med. 2012, 43: 819-824.
10.
go back to reference Molineaux L: The epidemiology of human malaria as an explanation of its distribution, including some implications for its control. Malaria, Principles and Practice of Malariology. Edited by: Wernsdorfer WH, McGregor I. 1988, Edinburgh: Churchill Livingstone, 913-998. Molineaux L: The epidemiology of human malaria as an explanation of its distribution, including some implications for its control. Malaria, Principles and Practice of Malariology. Edited by: Wernsdorfer WH, McGregor I. 1988, Edinburgh: Churchill Livingstone, 913-998.
11.
go back to reference Lindsay SW, Bodker R, Malima R, Msangeni HA, Kisinza W: Effect of 1997–98 El Niño on highland malaria in Tanzania. Lancet. 2000, 355: 989-990.CrossRefPubMed Lindsay SW, Bodker R, Malima R, Msangeni HA, Kisinza W: Effect of 1997–98 El Niño on highland malaria in Tanzania. Lancet. 2000, 355: 989-990.CrossRefPubMed
12.
go back to reference Teklehaimanot HD, Lipsitch M, Teklehaimanot A, Schwartz J: Weather-based prediction of Plasmodium falciparum malaria in epidemic-prone regions of Ethiopia I. Patterns of lagged weather effects reflect biological mechanisms. Malar J. 2004, 3: 44-10.1186/1475-2875-3-44.PubMedCentralCrossRefPubMed Teklehaimanot HD, Lipsitch M, Teklehaimanot A, Schwartz J: Weather-based prediction of Plasmodium falciparum malaria in epidemic-prone regions of Ethiopia I. Patterns of lagged weather effects reflect biological mechanisms. Malar J. 2004, 3: 44-10.1186/1475-2875-3-44.PubMedCentralCrossRefPubMed
13.
go back to reference Le Sueur D, Sharp BL: Temperature-dependent variation in Anopheles-merus larval head capsule width and adult wing length - implications for Anopheline taxonomy. Med Vet Entomol. 1991, 5: 55-62. 10.1111/j.1365-2915.1991.tb00521.x.CrossRefPubMed Le Sueur D, Sharp BL: Temperature-dependent variation in Anopheles-merus larval head capsule width and adult wing length - implications for Anopheline taxonomy. Med Vet Entomol. 1991, 5: 55-62. 10.1111/j.1365-2915.1991.tb00521.x.CrossRefPubMed
14.
go back to reference MacDonald G: The epidemiology and control of malaria. 1957, London: Oxford University Press MacDonald G: The epidemiology and control of malaria. 1957, London: Oxford University Press
15.
go back to reference Craig MH, Snow RW, Le Sueur D: A climate-based distribution model of malaria transmission in sub-Saharan Africa. Parasitol Today. 1999, 15: 105-111. 10.1016/S0169-4758(99)01396-4.CrossRefPubMed Craig MH, Snow RW, Le Sueur D: A climate-based distribution model of malaria transmission in sub-Saharan Africa. Parasitol Today. 1999, 15: 105-111. 10.1016/S0169-4758(99)01396-4.CrossRefPubMed
16.
go back to reference Xia ZG, Yang MN, Zhou SS: Malaria situation in the People’s Republic of China in 2011. Zhongguo Ji Sheng Chong Xue Yu Ji Sheng Chong Bing Za Zhi. 2012, 30: 419-422.PubMed Xia ZG, Yang MN, Zhou SS: Malaria situation in the People’s Republic of China in 2011. Zhongguo Ji Sheng Chong Xue Yu Ji Sheng Chong Bing Za Zhi. 2012, 30: 419-422.PubMed
17.
go back to reference Tang LH: Progress in malaria control in China. Chinese Med J-Peking. 2000, 113: 89-92. Tang LH: Progress in malaria control in China. Chinese Med J-Peking. 2000, 113: 89-92.
18.
go back to reference Cleveland RB, Cleveland WS, McRae JE, Terpenning I: STL: a seasonal-trend decomposition procedure based on loess. J Off Stat. 1990, 6: 3-73. Cleveland RB, Cleveland WS, McRae JE, Terpenning I: STL: a seasonal-trend decomposition procedure based on loess. J Off Stat. 1990, 6: 3-73.
20.
go back to reference R Core Team: R: A language and environment for statistical computing. 2013, Vienna, Austria: R Foundation for Statistical Computing R Core Team: R: A language and environment for statistical computing. 2013, Vienna, Austria: R Foundation for Statistical Computing
21.
go back to reference Gething PW, Smith DL, Patil AP, Tatem AJ, Snow RW, Hay SI: Climate change and the global malaria recession. Nature. 2010, 465: 342-345. 10.1038/nature09098.PubMedCentralCrossRefPubMed Gething PW, Smith DL, Patil AP, Tatem AJ, Snow RW, Hay SI: Climate change and the global malaria recession. Nature. 2010, 465: 342-345. 10.1038/nature09098.PubMedCentralCrossRefPubMed
22.
go back to reference Manh BH, Clements ACA, Thieu NQ, Hung NM, Hung LX, Hay SI, Hien TT, Wertheim HFL, Snow RW, Horby P: Social and environmental determinants of malaria in space and time in Vietnam. Int J Parasitol. 2011, 41: 109-116. 10.1016/j.ijpara.2010.08.005.PubMedCentralCrossRef Manh BH, Clements ACA, Thieu NQ, Hung NM, Hung LX, Hay SI, Hien TT, Wertheim HFL, Snow RW, Horby P: Social and environmental determinants of malaria in space and time in Vietnam. Int J Parasitol. 2011, 41: 109-116. 10.1016/j.ijpara.2010.08.005.PubMedCentralCrossRef
23.
go back to reference Mordecai EA, Paaijmans KP, Johnson LR, Balzer C, Ben-Horin T, Moor E, McNally A, Pawar S, Ryan SJ, Smith TC, Lafferty KD: Optimal temperature for malaria transmission is dramatically lower than previously predicted. Ecol Lett. 2013, 16: 22-30. 10.1111/ele.12015.CrossRefPubMed Mordecai EA, Paaijmans KP, Johnson LR, Balzer C, Ben-Horin T, Moor E, McNally A, Pawar S, Ryan SJ, Smith TC, Lafferty KD: Optimal temperature for malaria transmission is dramatically lower than previously predicted. Ecol Lett. 2013, 16: 22-30. 10.1111/ele.12015.CrossRefPubMed
24.
go back to reference Patz JA, Olson SH: Malaria risk and temperature: Influences from global climate change and local land use practices. Proc Natl Acad Sci USA. 2006, 103: 5635-5636. 10.1073/pnas.0601493103.PubMedCentralCrossRefPubMed Patz JA, Olson SH: Malaria risk and temperature: Influences from global climate change and local land use practices. Proc Natl Acad Sci USA. 2006, 103: 5635-5636. 10.1073/pnas.0601493103.PubMedCentralCrossRefPubMed
25.
go back to reference Kilian AHD, Langi P, Talisuna A, Kabagambe G: Rainfall pattern, El Niño and malaria in Uganda. Trans R Soc Trop Med Hyg. 1999, 93: 22-23. 10.1016/S0035-9203(99)90165-7.CrossRefPubMed Kilian AHD, Langi P, Talisuna A, Kabagambe G: Rainfall pattern, El Niño and malaria in Uganda. Trans R Soc Trop Med Hyg. 1999, 93: 22-23. 10.1016/S0035-9203(99)90165-7.CrossRefPubMed
26.
go back to reference Loevinsohn ME: Climatic warming and increased malaria incidence in Rwanda. Lancet. 1994, 343: 714-718. 10.1016/S0140-6736(94)91586-5.CrossRefPubMed Loevinsohn ME: Climatic warming and increased malaria incidence in Rwanda. Lancet. 1994, 343: 714-718. 10.1016/S0140-6736(94)91586-5.CrossRefPubMed
27.
go back to reference Bouma MJ, Dye C, Van der Kaay HJ: Falciparum malaria and climate change in the Northwest Frontier Province of Pakistan. Am J Trop Med Hyg. 1996, 55: 131-137.PubMed Bouma MJ, Dye C, Van der Kaay HJ: Falciparum malaria and climate change in the Northwest Frontier Province of Pakistan. Am J Trop Med Hyg. 1996, 55: 131-137.PubMed
28.
go back to reference Olson SH, Gangnon R, Elguero E, Durieux L, Guegan JF, Foley JA, Patz JA: Links between climate, malaria, and wetlands in the Amazon Basin. Emerg Infect Dis. 2009, 15: 659-662. 10.3201/eid1504.080822.PubMedCentralCrossRefPubMed Olson SH, Gangnon R, Elguero E, Durieux L, Guegan JF, Foley JA, Patz JA: Links between climate, malaria, and wetlands in the Amazon Basin. Emerg Infect Dis. 2009, 15: 659-662. 10.3201/eid1504.080822.PubMedCentralCrossRefPubMed
29.
go back to reference Tian LW, Bi Y, Ho SC, Liu WJ, Liang S, Goggins WB, Chan EYY, Zhou S, Sung JJY: One-year delayed effect of fog on malaria transmission: a time-series analysis in the rain forest area of Mengla County, south-west China. Malar J. 2008, 7: 110-10.1186/1475-2875-7-110.PubMedCentralCrossRefPubMed Tian LW, Bi Y, Ho SC, Liu WJ, Liang S, Goggins WB, Chan EYY, Zhou S, Sung JJY: One-year delayed effect of fog on malaria transmission: a time-series analysis in the rain forest area of Mengla County, south-west China. Malar J. 2008, 7: 110-10.1186/1475-2875-7-110.PubMedCentralCrossRefPubMed
30.
go back to reference Lin HL, Lu L, Tian LW, Zhou SS, Wu HX, Bi Y, Ho SC, Liu QY: Spatial and temporal distribution of falciparum malaria in China. Malar J. 2009, 8: 130-10.1186/1475-2875-8-130.PubMedCentralCrossRefPubMed Lin HL, Lu L, Tian LW, Zhou SS, Wu HX, Bi Y, Ho SC, Liu QY: Spatial and temporal distribution of falciparum malaria in China. Malar J. 2009, 8: 130-10.1186/1475-2875-8-130.PubMedCentralCrossRefPubMed
31.
go back to reference Hay SI, Myers MF, Burke DS, Vaughn DW, Endy T, Ananda N, Shanks GD, Snow RW, Rogers DJ: Etiology of interepidemic periods of mosquito-borne disease. Proc Natl Acad Sci USA. 2000, 97: 9335-9339. 10.1073/pnas.97.16.9335.PubMedCentralCrossRefPubMed Hay SI, Myers MF, Burke DS, Vaughn DW, Endy T, Ananda N, Shanks GD, Snow RW, Rogers DJ: Etiology of interepidemic periods of mosquito-borne disease. Proc Natl Acad Sci USA. 2000, 97: 9335-9339. 10.1073/pnas.97.16.9335.PubMedCentralCrossRefPubMed
Metadata
Title
Plasmodium vivax malaria incidence over time and its association with temperature and rainfall in four counties of Yunnan Province, China
Authors
Nicola A Wardrop
Adrian G Barnett
Jo-An Atkinson
Archie CA Clements
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2013
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-12-452

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