Colwell RR, 1996. Global climate and infectious disease: the cholera paradigm. Science 274: 2025–2031.
Worden AZ, Seidel M, Smriga S, Wick A, Malfetti S, Bartlett D, Azam F, 2006. Trophic regulation of Vibrio cholerae in coastal marine waters. Environ Microbiol 8: 21–29.
Jutla AS, Akanda AS, Griffiths J, Colwell RR, Islam S, 2011. Warming oceans, phytoplankton, and river discharge: implications for cholera outbreaks. Am J Trop Med Hyg 85: 303–308.
Lobitz B, Beck L, Huq A, Wood B, Faruque A, Colwell R, 2000. Climate and infectious disease: Use of remote sensing for detection of Vibrio cholerae. Proc Natl Acad Sci USA 97.
Pascual M, Rodo X, Ellner SP, Colwell RR, Bouma MJ, 2000. Cholera dynamics and El Niño-Southern Oscillation. Science 289: 1766–1769.
Pascual M, Chaves LF, Cash B, Rodo X, Yunus M, 2008. Predicting endemic cholera: the role of climate variability and disease dynamics. Clim Res 36: 131–140.
Koelle K, Rodo X, Pascual M, Yunus M, Mostafa G, 2005. Refractory periods and climate forcing in cholera dynamics. Nature 436. 696–700.
Cash BA, Rodo X, Kinter JL III, 2008. Links between tropical Pacific SST and cholera incidence in Bangladesh: role of the eastern and central tropical Pacific. J Clim 21: 4647–4663.
Constantin de Magny G, Murtugudde R, Sapiano MR, Nizam A, Brown CW, Busalacchi AJ, Yunus M, Nair GB, Gil AI, Lanata CF, Calkins J, Manna B, Rajendran K, Bhattacharya MK, Huq A, Sack RB, Colwell RR, 2008. Environmental signatures associated with cholera epidemics. Proc Natl Acad Sci USA 105: 17676–17681.
Emch M, Feldacker C, Yunus M, Streatfield PK, Dinh Thiem V, Canh do G, Ali CM, 2008. Local environmental predictors of cholera in Bangladesh and Vietnam. Am J Trop Med Hyg 78: 823–832.
Briscoe J, 1978. The role of water supply in improving health in poor countries. Am J Clin Nutr 81: 2100–2113.
Akanda AS, Jutla AS, Alam M, Constantin de Magny G, Alam M, Sack RB, Huq A, Colwell RR, Islam S, 2011. Hydroclimatic influences on seasonal and spatial cholera transmission cycles: implications for public health intervention in Bengal Delta. Water Resour Res 47: W00H07.
Akanda AS, Jutla AS, Islam S, 2009. Dual peak cholera transmission in Bengal Delta: a hydroclimatological explanation. Geophys Res Lett 36: L19401.
Miller CJ, Drasar BS, Feachem RG, 1982. Cholera and estuarine salinity in Calcutta and London. Lancet 1: 1216–1218.
Mirza MM, 2003. Three recent extreme floods in Bangladesh: a Hydro-meteorological analysis. Nat Hazards 28: 35–64.
Akanda AS, 2012. South Asia's water conundrum: hydroclimatic and geopolitical asymmetry, and brewing conflicts in the eastern Himalayas. Intl J River Basin Management 10: 307–315.
Rahman MM, Hassan MQ, Islam MS, Shamsad SZ, 2000. Environmental impact assessment on water quality deterioration caused by decreased Ganges flow. Environ Geol 40: 31–40.
Danish Hydraulic Institute, 2008. Scientific Documentation on MIKE-11 NAM-HD-AD and MIKE-11 GIS. Copenhagen: DHI Press, Release 9.2.
Nishat B, Rahman SM, 2009. Water resources modeling of the Ganges-Brahmaputra-Meghna River basins using satellite remote sensing data. J Am Water Resour Assoc 45: 1313–1327.
Wahid S, Babel M, Bhuiyan A, 2007. Hydrologic monitoring and analysis in Sundarbans mangrove ecosystem, Bangladesh. J Hydrol (Amst) 332: 381–395.
Bangladesh Bureau of Statistics (BBS), Bangladesh, 2011. Available at: http://www.bbs.gov.bd.
Stine O, Alam M, Tang L, Nair GB, Siddique AK, Faruque SM, Huq A, Colwell RR, Sack RB, Morris JG Jr, 2008. Seasonal cholera from multiple small outbreaks in rural Bangladesh. Emerg Infect Dis 14: 831–833.
Alam M, Islam A, Bhuyan NA, Rahim N, Hossain A, Khan GY, Ahmed D, Watanabe H, Izumiya H, Faruque AS, Akanda AS, Islam S, Sack RB, Huq A, Colwell RR, Cravioto A, 2011. Clonal transmission, dual peak, and off-season cholera in Bangladesh. Infection Ecology and Epi 1: 7273.
Ali M, Lopez AL, You YA, Kim YE, Sah B, Maskery B, Clemens J, 2012. The global burden of cholera. Bull World Health Organ 90: 209–218A.
Jutla AS, Akanda AS, Huq A, Faruque A, Colwell R, Islam S, 2013. A water marker monitored by satellites to predict endemic cholera. Remote Sensing Letters, doi:10.1080/2150704X.2013.802097.
Jutla AS, Whitcombe E, Hasan H, Haley B, Akanda AS, Huq A, Alam M, Sack B, Colwell R, 2013. Environmental factors influencing epidemic cholera. Am J Trop Med Hyg 89: 597–607.
Jutla AS, Akanda AS, Islam S, 2013. A framework for predicting endemic cholera using satellite derived environmental determinants. Environmental Modelling and Software, doi:http://dx.doi.org/10.1016/j.envsoft.2013.05.008.
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The highly populated floodplains of the Bengal Delta have a long history of endemic and epidemic cholera outbreaks, both coastal and inland. Previous studies have not addressed the spatio-temporal dynamics of population vulnerability related to the influence of underlying large-scale processes. We analyzed spatial and temporal variability of cholera incidence across six surveillance sites in the Bengal Delta and their association with regional hydroclimatic and environmental drivers. More specifically, we use salinity and flood inundation modeling across the vulnerable districts of Bangladesh to test earlier proposed hypotheses on the role of these environmental variables. Our results show strong influence of seasonal and interannual variability in estuarine salinity on spring outbreaks and inland flooding on fall outbreaks. A large segment of the population in the Bengal Delta floodplains remain vulnerable to these biannual cholera transmission mechanisms that provide ecologic and environmental conditions for outbreaks over large geographic regions.
Financial support: This study was supported, in part, by a research challenge grant (1RC1TW008587-01) from the National Institutes of Health under the American Recovery and Reinvestment Act (2009). Rural cholera incidence data collection was supported by National Institutes of Health grant RO1-A13912901 as well as by grants from the US National Science Foundation (NSF 0809783 and NSF 0741600).
Authors' addresses: Ali Shafqat Akanda, Department of Civil and Environmental Engineering, University of Rhode Island, Kingston, RI, E-mail: akanda@egr.uri.edu. David M. Gute, and Shafiqul Islam, Department of Civil and Environmental Engineering, Tufts University, Medford, MA, E-mail: david.gute@tufts.edu, shafiqul.islam@tufts.edu. Antarpreet S. Jutla, Department of Civil and Environmental Engineering, West Virginia University, Morgantown, WV, E-mail: asjutla@mail.wvu.edu. Anwar Huq, and Rita R. Colwell, Biomolecular Sciences Building, University of Maryland, College Park, MD, E-mail: huqanwar@gmail.com, rcolwell@umd.edu. R. Bradley Sack, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, E-mail: rsack@jhsph.edu. Munirul Alam, Centre for Food and Waterborne Diseases, International Centre for Diarrhoeal Disease Research, Mohakhali, Dhaka 1212, Bangladesh, E-mail: munirul@icddrb.org.
Colwell RR, 1996. Global climate and infectious disease: the cholera paradigm. Science 274: 2025–2031.
Worden AZ, Seidel M, Smriga S, Wick A, Malfetti S, Bartlett D, Azam F, 2006. Trophic regulation of Vibrio cholerae in coastal marine waters. Environ Microbiol 8: 21–29.
Jutla AS, Akanda AS, Griffiths J, Colwell RR, Islam S, 2011. Warming oceans, phytoplankton, and river discharge: implications for cholera outbreaks. Am J Trop Med Hyg 85: 303–308.
Lobitz B, Beck L, Huq A, Wood B, Faruque A, Colwell R, 2000. Climate and infectious disease: Use of remote sensing for detection of Vibrio cholerae. Proc Natl Acad Sci USA 97.
Pascual M, Rodo X, Ellner SP, Colwell RR, Bouma MJ, 2000. Cholera dynamics and El Niño-Southern Oscillation. Science 289: 1766–1769.
Pascual M, Chaves LF, Cash B, Rodo X, Yunus M, 2008. Predicting endemic cholera: the role of climate variability and disease dynamics. Clim Res 36: 131–140.
Koelle K, Rodo X, Pascual M, Yunus M, Mostafa G, 2005. Refractory periods and climate forcing in cholera dynamics. Nature 436. 696–700.
Cash BA, Rodo X, Kinter JL III, 2008. Links between tropical Pacific SST and cholera incidence in Bangladesh: role of the eastern and central tropical Pacific. J Clim 21: 4647–4663.
Constantin de Magny G, Murtugudde R, Sapiano MR, Nizam A, Brown CW, Busalacchi AJ, Yunus M, Nair GB, Gil AI, Lanata CF, Calkins J, Manna B, Rajendran K, Bhattacharya MK, Huq A, Sack RB, Colwell RR, 2008. Environmental signatures associated with cholera epidemics. Proc Natl Acad Sci USA 105: 17676–17681.
Emch M, Feldacker C, Yunus M, Streatfield PK, Dinh Thiem V, Canh do G, Ali CM, 2008. Local environmental predictors of cholera in Bangladesh and Vietnam. Am J Trop Med Hyg 78: 823–832.
Briscoe J, 1978. The role of water supply in improving health in poor countries. Am J Clin Nutr 81: 2100–2113.
Akanda AS, Jutla AS, Alam M, Constantin de Magny G, Alam M, Sack RB, Huq A, Colwell RR, Islam S, 2011. Hydroclimatic influences on seasonal and spatial cholera transmission cycles: implications for public health intervention in Bengal Delta. Water Resour Res 47: W00H07.
Akanda AS, Jutla AS, Islam S, 2009. Dual peak cholera transmission in Bengal Delta: a hydroclimatological explanation. Geophys Res Lett 36: L19401.
Miller CJ, Drasar BS, Feachem RG, 1982. Cholera and estuarine salinity in Calcutta and London. Lancet 1: 1216–1218.
Mirza MM, 2003. Three recent extreme floods in Bangladesh: a Hydro-meteorological analysis. Nat Hazards 28: 35–64.
Akanda AS, 2012. South Asia's water conundrum: hydroclimatic and geopolitical asymmetry, and brewing conflicts in the eastern Himalayas. Intl J River Basin Management 10: 307–315.
Rahman MM, Hassan MQ, Islam MS, Shamsad SZ, 2000. Environmental impact assessment on water quality deterioration caused by decreased Ganges flow. Environ Geol 40: 31–40.
Danish Hydraulic Institute, 2008. Scientific Documentation on MIKE-11 NAM-HD-AD and MIKE-11 GIS. Copenhagen: DHI Press, Release 9.2.
Nishat B, Rahman SM, 2009. Water resources modeling of the Ganges-Brahmaputra-Meghna River basins using satellite remote sensing data. J Am Water Resour Assoc 45: 1313–1327.
Wahid S, Babel M, Bhuiyan A, 2007. Hydrologic monitoring and analysis in Sundarbans mangrove ecosystem, Bangladesh. J Hydrol (Amst) 332: 381–395.
Bangladesh Bureau of Statistics (BBS), Bangladesh, 2011. Available at: http://www.bbs.gov.bd.
Stine O, Alam M, Tang L, Nair GB, Siddique AK, Faruque SM, Huq A, Colwell RR, Sack RB, Morris JG Jr, 2008. Seasonal cholera from multiple small outbreaks in rural Bangladesh. Emerg Infect Dis 14: 831–833.
Alam M, Islam A, Bhuyan NA, Rahim N, Hossain A, Khan GY, Ahmed D, Watanabe H, Izumiya H, Faruque AS, Akanda AS, Islam S, Sack RB, Huq A, Colwell RR, Cravioto A, 2011. Clonal transmission, dual peak, and off-season cholera in Bangladesh. Infection Ecology and Epi 1: 7273.
Ali M, Lopez AL, You YA, Kim YE, Sah B, Maskery B, Clemens J, 2012. The global burden of cholera. Bull World Health Organ 90: 209–218A.
Jutla AS, Akanda AS, Huq A, Faruque A, Colwell R, Islam S, 2013. A water marker monitored by satellites to predict endemic cholera. Remote Sensing Letters, doi:10.1080/2150704X.2013.802097.
Jutla AS, Whitcombe E, Hasan H, Haley B, Akanda AS, Huq A, Alam M, Sack B, Colwell R, 2013. Environmental factors influencing epidemic cholera. Am J Trop Med Hyg 89: 597–607.
Jutla AS, Akanda AS, Islam S, 2013. A framework for predicting endemic cholera using satellite derived environmental determinants. Environmental Modelling and Software, doi:http://dx.doi.org/10.1016/j.envsoft.2013.05.008.
Past two years | Past Year | Past 30 Days | |
---|---|---|---|
Abstract Views | 970 | 780 | 230 |
Full Text Views | 401 | 18 | 1 |
PDF Downloads | 175 | 13 | 0 |