World Health Organization, 2010. Global Malaria Programme: World Malaria Report. Geneva: World Health Organization.
Rodriguez-Morales AJ, Benítez JA, Arria M, 2008. Malaria mortality in Venezuela: focus on deaths due to Plasmodium vivax in children. J Trop Pediatr 54: 94–101.
Hui FM, Xu B, Chen ZW, Cheng X, Liang L, Huang HB, Fang LQ, Yang H, Zhou HN, Yang HL, 2009. Spatio-temporal distribution of malaria in Yunnan Province, China. Am J Trop Med Hyg 81: 503–509.
Clements A, Barnett AG, Cheng ZW, Snow RW, Zhou HN, 2009. Space-time variation of malaria incidence in Yunnan province, China. Malar J 8: 180.
Zhang WY, Wang LP, Fang LQ, Ma JQ, Xu YF, Jiang YF, Hui FM, Wang JJ, Liang S, Yang H, Cao WC, 2008. Spatial analysis of malaria in Anhui province, China. Malar J 7: 206.
Zhou SS, Wang Y, Fang W, Tang LH, 2008. Malaria situation in the People's Republic of China in 2007. Chin J Parasitol Parasit Dis 25: 401–403.
Xu JW, Liu H, 1997. Border malaria in Yunnan, China. Southeast Asian J Trop Med Public Health 28: 456–459.
Craig M, Kleinschmidt I, Le Sueur D, Sharp B, 2004. Exploring 30 years of malaria case data in KwaZulu-Natal, South Africa: Part II. The impact of non-climatic factors. Trop Med Int Health 9: 1258–1266.
Craig M, Kleinschmidt I, Nawn J, Le Sueur D, Sharp B, 2004. Exploring 30 years of malaria case data in KwaZulu-Natal, South Africa: Part I. The impact of climatic factors. Trop Med Int Health 9: 1247–1257.
Githeko AK, Lindsay SW, Confalonieri UE, Patz JA, 2000. Climate change and vector-borne diseases: a regional analysis. Bull World Health Organ 78: 1136–1147.
Lindsay S, Martens W, 1998. Malaria in the African highlands: past, present and future. Bull World Health Organ 76: 33.
Zhou XN, Lv S, Yang GJ, Kristensen TK, Bergquist NR, Utzinger J, Malone JB, 2009. Spatial epidemiology in zoonotic parasitic diseases: insights gained at the 1st International Symposium on Geospatial Health in Lijiang, China, 2007. Parasit Vectors 2: 10.
Clarke KC, McLafferty SL, Tempalski BJ, 1996. On epidemiology and geographic information systems: a review and discussion of future directions. Emerg Infect Dis 2: 85.
Brooker S, Clarke S, Njagi JK, Polack S, Mugo B, Estambale B, Muchiri E, Magnussen P, Cox J, 2004. Spatial clustering of malaria and associated risk factors during an epidemic in a highland area of western Kenya. Trop Med Int Health 9: 757–766.
Craig M, Snow R, Le Sueur D, 1999. A climate-based distribution model of malaria transmission in sub-Saharan Africa. Parasitol Today 15: 105–110.
Hay SI, Snow RW, Rogers DJ, 1998. Predicting malaria seasons in Kenya using multitemporal meteorological satellite sensor data. Trans R Soc Trop Med Hyg 92: 12–20.
Tanser FC, Sharp B, le Sueur D, 2003. Potential effect of climate change on malaria transmission in Africa. Lancet 362: 1792–1798.
Snow RW, Craig M, Deichmann U, Marsh K, 1999. Estimating mortality, morbidity and disability due to malaria among Africa's non-pregnant population. Bull World Health Organ 77: 624–640.
Beck LR, Rodriguez MH, Dister SW, Rodriguez AD, Rejmankova E, Ulloa A, Meza RA, Roberts DR, Paris JF, Spanner MA, 1994. Remote sensing as a landscape epidemiologic tool to identify villages at high risk for malaria transmission. Am J Trop Med Hyg 51: 271.
Ernst KC, Adoka SO, Kowuor DO, Wilson ML, John CC, 2006. Malaria hotspot areas in a highland Kenya site are consistent in epidemic and non-epidemic years and are associated with ecological factors. Malar J 5: 78.
Srivastava A, Nagpal B, Joshi P, Paliwal J, Dash A, 2009. Identification of malaria hot spots for focused intervention in tribal state of India: a GIS based approach. Int J Health Geogr 8: 30.
Kulldorff M, 1997. A spatial scan statistic. Comm Statist Theory Methods 26: 1481–1496.
Mostashari F, Kulldorff M, Hartman JJ, Miller JR, Kulasekera V, 2003. Dead bird clusters as an early warning system for West Nile virus activity. Emerg Infect Dis 9: 641.
Zhang Z, Carpenter TE, Chen Y, Clark AB, Lynn HS, Peng W, Zhou Y, Zhao G, Jiang Q, 2008. Identifying high-risk regions for schistosomiasis in Guichi, China: a spatial analysis. Acta Trop 107: 217–223.
Morrison AC, Getis A, Santiago M, Rigau-Perez JG, Reiter P, 1998. Exploratory space-time analysis of reported dengue cases during an outbreak in Florida, Puerto Rico, 1991–1992. Am J Trop Med Hyg 58: 287–298.
Naish S, Hu W, Mengersen K, Tong S, 2011. Spatial and temporal clusters of Barmah Forest virus disease in Queensland, Australia. Trop Med Int Health 16: 884–893.
Coleman M, Mabuza A, Kok G, Coetzee M, Durrheim D, 2009. Using the SaTScan method to detect local malaria clusters for guiding malaria control programmes. Malar J 8: 68.
Asnakew Y, Sucharita G, Afework H, Dereje D, Hrishikesh P, 2009. Spatial analysis of malaria incidence at the village level in areas with unstable transmission in Ethiopia. Int J Health Geogr 8: 5.
Zhu DF, Che LG, Su FC, 1994. The malaria situation on the frontiers of Yunnan Province, China. Southeast Asian J Trop Med Public Health 25: 19–24.
Bureau of Endemic Diseases Control of People's Republic of China, 1998. Manual of Malaria Control. Beijing: People's Health Publishing Company.
Ministry of Health of the People's Republic of China, 2006. Diagnostic Criteria for Malaria (WS 259-2006). Available at: http://www.moh.gov.cn/open/web_edit_file/20070604094905.pdf. Accessed October 16, 2012.
Tabachnick BG, Fidell LS, 2007. Using Multivariate Statistics. Boston: Pearson/Allyn & Bacon.
Tian LW, Bi Y, Ho SC, Liu WJ, Liang S, Goggins WB, Chan EY, Zhou SS, Sung J, 2008. 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 7: 110.
Hu H, Singhasivanon P, Salazar NP, Thimasarn K, Li XZ, Wu YX, Yang H, Zhu DF, Supavej S, Looarecsuwan S, 1998. Factors influencing malaria endemicity in Yunnan Province, PR China (analysis of spatial pattern by GIS). Geographical Information System. Southeast Asian J Trop Med Public Health 29: 191–200.
Zhou SS, Wang Y, Tang LH, 2006. Malaria Situation in the People's Republic of China in 2005. Chin J Parasitol Parasit Dis 24: 401–403.
Zhou SS, Wang Y, Xia Z, 2011. Malaria situation in the People's Republic of China in 2009. Chin J Parasitol Parasit Dis 29: 1–3.
Zhou SS, Wang Y, Li Y, 2011. Malaria situation in the People's Republic of China in 2010. Chin J Parasitol Parasit Dis 29: 401–403.
Yang HL, Yang YM, Yang PF, Li XL, Gao BH, Zhang ZY, Yang ZQ, Cui LW, 2008. Monitoring Plasmodium falciparum chloroquine resistance in Yunnan Province, China, 1981–2006. Acta Trop 108: 44–49.
Trape JF, Pison G, Preziosi MP, Enel C, Lou AD, Delaunay V, Samb B, Lagarde E, Molez JF, Simondon F, 1998. Impact of chloroquine resistance on malaria mortality. C R Acad Sci III 321: 689–697.
Trape JF, 2001. The public health impact of chloroquine resistance in Africa. Am J Trop Med Hyg 64: 12–17.
Sarah M, Xia M, Caroline J, Zhang ZX, Mary MC, 2008. Border malaria in China: knowledge and use of personal protection by minority populations and implications for malaria control: a questionnaire-based survey. BMC Public Health 8: 344.
Committee of Malaria Control and Prevention of China, 1991. Malaria Control and Prevention of China. Beijing: People's Health Publishing Company.
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Malaria has been a heavy social and health burden in the remote and poor areas in southern China. Analyses of malaria epidemic patterns can uncover important features of malaria transmission. This study identified spatial clusters, seasonal patterns, and geographic variations of malaria deaths at a county level in Yunnan, China, during 1991–2010. A discrete Poisson model was used to identify purely spatial clusters of malaria deaths. Logistic regression analysis was performed to detect changes in geographic patterns. The results show that malaria mortality had declined in Yunnan over the study period and the most likely spatial clusters (relative risk [RR] = 23.03–32.06, P < 0.001) of malaria deaths were identified in western Yunnan along the China–Myanmar border. The highest risk of malaria deaths occurred in autumn (RR = 58.91, P < 0.001) and summer (RR = 31.91, P < 0.001). The results suggested that the geographic distribution of malaria deaths was significantly changed with longitude, which indicated there was decreased mortality of malaria in eastern areas over the last two decades, although there was no significant change in latitude during the same period. Public health interventions should target populations in western Yunnan along border areas, especially focusing on floating populations crossing international borders.
Financial support: S.T. is supported by a NHMRC Research Fellowship (no. 553043). Y.B. is supported by a Queensland University of Technology Postgraduate Research Award. X.N.Z. is partially supported by National Nature Science Foundation of China (no. 81273192).
Authors' addresses: Yan Bi, School of Public Health and Social Work, and IHBI, Queensland University of Technology (QUT), Brisbane, Australia, and Yunnan Center for Disease Control and Prevention, Kunming, China, E-mail: y1.bi@qut.edu.au. Wenbiao Hu, School of Population Health, University of Queensland, Brisbane, Australia, E-mail: w.hu@sph.uq.edu.au. Henglin Yang, Yunnan Institute of Parasitic Diseases, Puer, China, E-mail: yang_henglin@sohu.com. Xiao-Nong Zhou, National Institute of Parasitic Diseases, Chinese Center for Disease Control and Prevention, Shanghai, China, E-mail: ipdzhouxn@sh163.net. Weiwei Yu and Shilu Tong, School of Public Health and Social Work, and IHBI, QUT, Brisbane, Australia, E-mails: weiwei.yu@qut.edu.au and s.tong@qut.edu.au. Yuming Guo, School of Population Health, University of Queensland, Brisbane, Australia, E-mail: guoyuming@yahoo.cn.
World Health Organization, 2010. Global Malaria Programme: World Malaria Report. Geneva: World Health Organization.
Rodriguez-Morales AJ, Benítez JA, Arria M, 2008. Malaria mortality in Venezuela: focus on deaths due to Plasmodium vivax in children. J Trop Pediatr 54: 94–101.
Hui FM, Xu B, Chen ZW, Cheng X, Liang L, Huang HB, Fang LQ, Yang H, Zhou HN, Yang HL, 2009. Spatio-temporal distribution of malaria in Yunnan Province, China. Am J Trop Med Hyg 81: 503–509.
Clements A, Barnett AG, Cheng ZW, Snow RW, Zhou HN, 2009. Space-time variation of malaria incidence in Yunnan province, China. Malar J 8: 180.
Zhang WY, Wang LP, Fang LQ, Ma JQ, Xu YF, Jiang YF, Hui FM, Wang JJ, Liang S, Yang H, Cao WC, 2008. Spatial analysis of malaria in Anhui province, China. Malar J 7: 206.
Zhou SS, Wang Y, Fang W, Tang LH, 2008. Malaria situation in the People's Republic of China in 2007. Chin J Parasitol Parasit Dis 25: 401–403.
Xu JW, Liu H, 1997. Border malaria in Yunnan, China. Southeast Asian J Trop Med Public Health 28: 456–459.
Craig M, Kleinschmidt I, Le Sueur D, Sharp B, 2004. Exploring 30 years of malaria case data in KwaZulu-Natal, South Africa: Part II. The impact of non-climatic factors. Trop Med Int Health 9: 1258–1266.
Craig M, Kleinschmidt I, Nawn J, Le Sueur D, Sharp B, 2004. Exploring 30 years of malaria case data in KwaZulu-Natal, South Africa: Part I. The impact of climatic factors. Trop Med Int Health 9: 1247–1257.
Githeko AK, Lindsay SW, Confalonieri UE, Patz JA, 2000. Climate change and vector-borne diseases: a regional analysis. Bull World Health Organ 78: 1136–1147.
Lindsay S, Martens W, 1998. Malaria in the African highlands: past, present and future. Bull World Health Organ 76: 33.
Zhou XN, Lv S, Yang GJ, Kristensen TK, Bergquist NR, Utzinger J, Malone JB, 2009. Spatial epidemiology in zoonotic parasitic diseases: insights gained at the 1st International Symposium on Geospatial Health in Lijiang, China, 2007. Parasit Vectors 2: 10.
Clarke KC, McLafferty SL, Tempalski BJ, 1996. On epidemiology and geographic information systems: a review and discussion of future directions. Emerg Infect Dis 2: 85.
Brooker S, Clarke S, Njagi JK, Polack S, Mugo B, Estambale B, Muchiri E, Magnussen P, Cox J, 2004. Spatial clustering of malaria and associated risk factors during an epidemic in a highland area of western Kenya. Trop Med Int Health 9: 757–766.
Craig M, Snow R, Le Sueur D, 1999. A climate-based distribution model of malaria transmission in sub-Saharan Africa. Parasitol Today 15: 105–110.
Hay SI, Snow RW, Rogers DJ, 1998. Predicting malaria seasons in Kenya using multitemporal meteorological satellite sensor data. Trans R Soc Trop Med Hyg 92: 12–20.
Tanser FC, Sharp B, le Sueur D, 2003. Potential effect of climate change on malaria transmission in Africa. Lancet 362: 1792–1798.
Snow RW, Craig M, Deichmann U, Marsh K, 1999. Estimating mortality, morbidity and disability due to malaria among Africa's non-pregnant population. Bull World Health Organ 77: 624–640.
Beck LR, Rodriguez MH, Dister SW, Rodriguez AD, Rejmankova E, Ulloa A, Meza RA, Roberts DR, Paris JF, Spanner MA, 1994. Remote sensing as a landscape epidemiologic tool to identify villages at high risk for malaria transmission. Am J Trop Med Hyg 51: 271.
Ernst KC, Adoka SO, Kowuor DO, Wilson ML, John CC, 2006. Malaria hotspot areas in a highland Kenya site are consistent in epidemic and non-epidemic years and are associated with ecological factors. Malar J 5: 78.
Srivastava A, Nagpal B, Joshi P, Paliwal J, Dash A, 2009. Identification of malaria hot spots for focused intervention in tribal state of India: a GIS based approach. Int J Health Geogr 8: 30.
Kulldorff M, 1997. A spatial scan statistic. Comm Statist Theory Methods 26: 1481–1496.
Mostashari F, Kulldorff M, Hartman JJ, Miller JR, Kulasekera V, 2003. Dead bird clusters as an early warning system for West Nile virus activity. Emerg Infect Dis 9: 641.
Zhang Z, Carpenter TE, Chen Y, Clark AB, Lynn HS, Peng W, Zhou Y, Zhao G, Jiang Q, 2008. Identifying high-risk regions for schistosomiasis in Guichi, China: a spatial analysis. Acta Trop 107: 217–223.
Morrison AC, Getis A, Santiago M, Rigau-Perez JG, Reiter P, 1998. Exploratory space-time analysis of reported dengue cases during an outbreak in Florida, Puerto Rico, 1991–1992. Am J Trop Med Hyg 58: 287–298.
Naish S, Hu W, Mengersen K, Tong S, 2011. Spatial and temporal clusters of Barmah Forest virus disease in Queensland, Australia. Trop Med Int Health 16: 884–893.
Coleman M, Mabuza A, Kok G, Coetzee M, Durrheim D, 2009. Using the SaTScan method to detect local malaria clusters for guiding malaria control programmes. Malar J 8: 68.
Asnakew Y, Sucharita G, Afework H, Dereje D, Hrishikesh P, 2009. Spatial analysis of malaria incidence at the village level in areas with unstable transmission in Ethiopia. Int J Health Geogr 8: 5.
Zhu DF, Che LG, Su FC, 1994. The malaria situation on the frontiers of Yunnan Province, China. Southeast Asian J Trop Med Public Health 25: 19–24.
Bureau of Endemic Diseases Control of People's Republic of China, 1998. Manual of Malaria Control. Beijing: People's Health Publishing Company.
Ministry of Health of the People's Republic of China, 2006. Diagnostic Criteria for Malaria (WS 259-2006). Available at: http://www.moh.gov.cn/open/web_edit_file/20070604094905.pdf. Accessed October 16, 2012.
Tabachnick BG, Fidell LS, 2007. Using Multivariate Statistics. Boston: Pearson/Allyn & Bacon.
Tian LW, Bi Y, Ho SC, Liu WJ, Liang S, Goggins WB, Chan EY, Zhou SS, Sung J, 2008. 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 7: 110.
Hu H, Singhasivanon P, Salazar NP, Thimasarn K, Li XZ, Wu YX, Yang H, Zhu DF, Supavej S, Looarecsuwan S, 1998. Factors influencing malaria endemicity in Yunnan Province, PR China (analysis of spatial pattern by GIS). Geographical Information System. Southeast Asian J Trop Med Public Health 29: 191–200.
Zhou SS, Wang Y, Tang LH, 2006. Malaria Situation in the People's Republic of China in 2005. Chin J Parasitol Parasit Dis 24: 401–403.
Zhou SS, Wang Y, Xia Z, 2011. Malaria situation in the People's Republic of China in 2009. Chin J Parasitol Parasit Dis 29: 1–3.
Zhou SS, Wang Y, Li Y, 2011. Malaria situation in the People's Republic of China in 2010. Chin J Parasitol Parasit Dis 29: 401–403.
Yang HL, Yang YM, Yang PF, Li XL, Gao BH, Zhang ZY, Yang ZQ, Cui LW, 2008. Monitoring Plasmodium falciparum chloroquine resistance in Yunnan Province, China, 1981–2006. Acta Trop 108: 44–49.
Trape JF, Pison G, Preziosi MP, Enel C, Lou AD, Delaunay V, Samb B, Lagarde E, Molez JF, Simondon F, 1998. Impact of chloroquine resistance on malaria mortality. C R Acad Sci III 321: 689–697.
Trape JF, 2001. The public health impact of chloroquine resistance in Africa. Am J Trop Med Hyg 64: 12–17.
Sarah M, Xia M, Caroline J, Zhang ZX, Mary MC, 2008. Border malaria in China: knowledge and use of personal protection by minority populations and implications for malaria control: a questionnaire-based survey. BMC Public Health 8: 344.
Committee of Malaria Control and Prevention of China, 1991. Malaria Control and Prevention of China. Beijing: People's Health Publishing Company.
Past two years | Past Year | Past 30 Days | |
---|---|---|---|
Abstract Views | 20 | 20 | 3 |
Full Text Views | 485 | 149 | 0 |
PDF Downloads | 70 | 19 | 0 |