Anticipatory decision-making for cholera in Malawi

Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae , native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infr...

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Published inmBio Vol. 14; no. 6; p. e0052923
Main Authors Jutla, Antarpreet, Usmani, Moiz, Brumfield, Kyle D., Singh, Komalpreet, McBean, Fergus, Potter, Amy, Gutierrez, Angelica, Gama, Samuel, Huq, Anwar, Colwell, Rita R.
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LanguageEnglish
Published United States American Society for Microbiology 19.12.2023
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Abstract Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae , native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infrastructure. Predictive intelligence, employing mathematical algorithms that integrate earth observations and heuristics derived from microbiological, sociological, and weather data, can provide anticipatory decision-making capabilities to reduce the burden of cholera and save human lives. An example offered here is the recent outbreak of cholera in Malawi, predicted in advance by such algorithms.
AbstractList Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae, native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infrastructure. Predictive intelligence, employing mathematical algorithms that integrate earth observations and heuristics derived from microbiological, sociological, and weather data, can provide anticipatory decision-making capabilities to reduce the burden of cholera and save human lives. An example offered here is the recent outbreak of cholera in Malawi, predicted in advance by such algorithms.
Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae, native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infrastructure. Predictive intelligence, employing mathematical algorithms that integrate earth observations and heuristics derived from microbiological, sociological, and weather data, can provide anticipatory decision-making capabilities to reduce the burden of cholera and save human lives. An example offered here is the recent outbreak of cholera in Malawi, predicted in advance by such algorithms.Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae, native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infrastructure. Predictive intelligence, employing mathematical algorithms that integrate earth observations and heuristics derived from microbiological, sociological, and weather data, can provide anticipatory decision-making capabilities to reduce the burden of cholera and save human lives. An example offered here is the recent outbreak of cholera in Malawi, predicted in advance by such algorithms.
Climate change raises an old disease to a new level of public health threat. The causative agent, , native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infrastructure. Predictive intelligence, employing mathematical algorithms that integrate earth observations and heuristics derived from microbiological, sociological, and weather data, can provide anticipatory decision-making capabilities to reduce the burden of cholera and save human lives. An example offered here is the recent outbreak of cholera in Malawi, predicted in advance by such algorithms.
ABSTRACTClimate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae, native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infrastructure. Predictive intelligence, employing mathematical algorithms that integrate earth observations and heuristics derived from microbiological, sociological, and weather data, can provide anticipatory decision-making capabilities to reduce the burden of cholera and save human lives. An example offered here is the recent outbreak of cholera in Malawi, predicted in advance by such algorithms.
Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae , native to aquatic ecosystems, is influenced by climate and weather processes. The risk of cholera is elevated in vulnerable populations lacking access to safe water and sanitation infrastructure. Predictive intelligence, employing mathematical algorithms that integrate earth observations and heuristics derived from microbiological, sociological, and weather data, can provide anticipatory decision-making capabilities to reduce the burden of cholera and save human lives. An example offered here is the recent outbreak of cholera in Malawi, predicted in advance by such algorithms.
Author Brumfield, Kyle D.
Usmani, Moiz
Gutierrez, Angelica
Singh, Komalpreet
Gama, Samuel
McBean, Fergus
Huq, Anwar
Jutla, Antarpreet
Colwell, Rita R.
Potter, Amy
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10.1371/journal.pone.0135676
10.1016/j.heliyon.2020.e04998
10.1001/jama.283.23.3068i
10.3390/tropicalmed6030147
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10.1128/aem.56.6.1977-1980.1990
10.1073/pnas.97.4.1438
10.1111/j.1365-2672.1982.tb05074.x
10.1371/journal.pone.0137828
10.3390/vaccines9121482
10.1016/S2214-109X(18)30230-4
10.1111/j.1752-1688.2010.00448.x
10.1061/(ASCE)WR.1943-5452.0001072
10.1128/AEM.68.2.995-998.2002
10.1128/aem.43.5.1080-1085.1982
10.1029/2022GH000681
10.11604/pamj.2017.28.101.12806
10.1073/pnas.1207359109
10.1016/j.puhe.2016.03.012
10.1128/aem.45.1.275-283.1983
10.1128/am.29.2.269-274.1975
10.15585/mmwr.mm6719a5
10.1093/infdis/jiy488
10.1073/pnas.0809654105
10.1093/infdis/129.1.45
10.1038/nature03820
10.1061/(ASCE)WR.1943-5452.0000929
10.1186/1471-2334-1-1
10.1128/AEM.00066-06
10.1073/pnas.0237386100
10.1128/aem.62.7.2508-2512.1996
10.4269/ajtmh.21-0625
10.1007/BF02010671
10.1128/jb.113.1.24-32.1973
10.1029/2009GL039312
10.1111/1462-2920.15716
10.2166/wh.2003.0006
10.1136/bmj.p141
10.1016/s0140-6736(82)92340-6
10.4269/ajtmh.12-0721
10.2471/BLT.18.213678
10.1126/science.274.5295.2025
10.1016/s1286-4579(01)01533-7
10.4269/ajtmh.17-0048
10.1097/EDE.0b013e31815c09ea
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remote sensing
cholera
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References e_1_3_1_43_2
e_1_3_1_22_2
e_1_3_1_45_2
e_1_3_1_24_2
e_1_3_1_8_2
e_1_3_1_41_2
e_1_3_1_20_2
e_1_3_1_4_2
e_1_3_1_6_2
Snow J (e_1_3_1_51_2) 1856; 1
e_1_3_1_26_2
e_1_3_1_47_2
e_1_3_1_2_2
e_1_3_1_28_2
e_1_3_1_49_2
e_1_3_1_32_2
Barciela R (e_1_3_1_37_2) 2021
e_1_3_1_34_2
e_1_3_1_13_2
e_1_3_1_11_2
e_1_3_1_30_2
e_1_3_1_17_2
e_1_3_1_15_2
e_1_3_1_36_2
e_1_3_1_19_2
e_1_3_1_38_2
Rabbani GH (e_1_3_1_50_2) 1999; 17
e_1_3_1_21_2
e_1_3_1_44_2
e_1_3_1_23_2
e_1_3_1_46_2
e_1_3_1_7_2
e_1_3_1_40_2
e_1_3_1_9_2
e_1_3_1_42_2
e_1_3_1_29_2
e_1_3_1_3_2
e_1_3_1_5_2
e_1_3_1_25_2
e_1_3_1_48_2
e_1_3_1_27_2
e_1_3_1_33_2
e_1_3_1_35_2
e_1_3_1_12_2
e_1_3_1_10_2
e_1_3_1_31_2
e_1_3_1_52_2
e_1_3_1_16_2
e_1_3_1_14_2
e_1_3_1_18_2
e_1_3_1_39_2
Tamplin, ML, Gauzens, AL, Huq, A, Sack, DA, Colwell, RR (B11) 1990; 56
Taylor, DL, Kahawita, TM, Cairncross, S, Ensink, JHJ (B42) 2015; 10
Appiah-Effah, E, Duku, GA, Dwumfour-Asare, B, Manu, I, Nyarko, KB (B46) 2020; 6
Xu, HS, Roberts, N, Singleton, FL, Attwell, RW, Grimes, DJ, Colwell, RR (B8) 1982; 8
Constantin de Magny, G, Murtugudde, R, Sapiano, MRP, 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 (B19) 2008; 105
Kaneko, T, Colwell, RR (B6) 1975; 29
Deoshatwar, A, Salve, D, Gopalkrishna, V, Kumar, A, Barve, U, Joshi, M, Katendra, S, Dhembre, V, Maheshwari, S, Viswanathan, R (B47) 2021; 106
Usmani, M, Brumfield, KD, Magers, BM, Huq, A, Barciela, R, Nguyen, TH, Colwell, RR, Jutla, A (B39) 2022; 6
Usmani, M, Brumfield, KD, Magers, BM, Chaves-Gonzalez, J, Ticehurst, H, Barciela, R, McBean, F, Colwell, RR, Jutla, A (B30) 2023; 13
Cowman, G, Otipo, S, Njeru, I, Achia, T, Thirumurthy, H, Bartram, J, Kioko, J (B44) 2017; 28
Colwell, RR (B16) 1996; 274
Colwell, RR, Spira, WM (B9) 1992
B37
Montgomery, M, Jones, MW, Kabole, I, Johnston, R, Gordon, B (B45) 2018; 96
Khan, R, Anwar, R, Akanda, S, McDonald, MD, Huq, A, Jutla, A, Colwell, R (B28) 2017; 97
B38
Song, KR, Lim, JK, Park, SE, Saluja, T, Cho, S-I, Wartel, TA, Lynch, J (B51) 2021; 9
Jutla, A, Whitcombe, E, Hasan, N, Haley, B, Akanda, A, Huq, A, Alam, M, Sack, RB, Colwell, R (B23) 2013; 89
Sinyange, N, Brunkard, JM, Kapata, N, Mazaba, ML, Musonda, KG, Hamoonga, R, Kapina, M, Kapaya, F, Mutale, L, Kateule, E, Nanzaluka, F, Zulu, J, Musyani, CL, Winstead, AV, Davis, WW, N’cho, HS, Mulambya, NL, Sakubita, P, Chewe, O, Nyimbili, S, Onwuekwe, EVC, Adrien, N, Blackstock, AJ, Brown, TW, Derado, G, Garrett, N, Kim, S, Hubbard, S, Kahler, AM, Malambo, W, Mintz, E, Murphy, J, Narra, R, Rao, GG, Riggs, MA, Weber, N, Yard, E, Zyambo, KD, Bakyaita, N, Monze, N, Malama, K, Mulwanda, J, Mukonka, VM (B41) 2018; 67
Huq, A, Xu, B, Chowdhury, MA, Islam, MS, Montilla, R, Colwell, RR (B14) 1996; 62
Jutla, A, Aldaach, H, Billian, H, Akanda, A, Huq, A, Colwell, R (B35) 2015; 10
Khan, R, Nguyen, TH, Shisler, J, Lin, L-S, Jutla, A, Colwell, R (B31) 2018; 144
Miller, C, Drasar, B, Feachem, R (B21) 1982; 1
Hutin, Y, Luby, S, Paquet, C (B48) 2003; 1
Camacho, A, Bouhenia, M, Alyusfi, R, Alkohlani, A, Naji, MAM, de Radiguès, X, Abubakar, AM, Almoalmi, A, Seguin, C, Sagrado, MJ, Poncin, M, McRae, M, Musoke, M, Rakesh, A, Porten, K, Haskew, C, Atkins, KE, Eggo, RM, Azman, AS, Broekhuijsen, M, Saatcioglu, MA, Pezzoli, L, Quilici, M-L, Al-Mesbahy, AR, Zagaria, N, Luquero, FJ (B2) 2018; 6
Cash, RA, Music, SI, Libonati, JP, Snyder, MJ, Wenzel, RP, Hornick, RB (B13) 1974; 129
McLennan, JD (B40) 2016; 138
Lantagne, D, Yates, T (B43) 2018; 218
Koelle, K, Rodó, X, Pascual, M, Yunus, M, Mostafa, G (B18) 2005; 436
Lobitz, B, Beck, L, Huq, A, Wood, B, Fuchs, G, Faruque, AS, Colwell, R (B20) 2000; 97
Brumfield, KD, Usmani, M, Chen, KM, Gangwar, M, Jutla, AS, Huq, A, Colwell, RR (B10) 2021; 23
Hashizume, M, Armstrong, B, Hajat, S, Wagatsuma, Y, Faruque, ASG, Hayashi, T, Sack, DA (B25) 2008; 19
Huq, A, Small, EB, West, PA, Huq, MI, Rahman, R, Colwell, RR (B12) 1983; 45
Speelmon, EC, Checkley, W, Gilman, RH, Patz, J, Calderon, M, Manga, S (B24) 2000; 283
West, PA, Lee, JV (B7) 1982; 52
Choopun, N, Louis, V, Huq, A, Colwell, RR (B4) 2002; 68
Alam, M, Hasan, NA, Sadique, A, Bhuiyan, NA, Ahmed, KU, Nusrin, S, Nair, GB, Siddique, AK, Sack, RB, Sack, DA, Huq, A, Colwell, RR (B33) 2006; 72
Snow, J (B50) 1856; 1
Kaneko, T, Colwell, RR (B5) 1973; 113
Usmani, M, Brumfield, KD, Jamal, Y, Huq, A, Colwell, RR, Jutla, A (B29) 2021; 6
Hasan, NA, Choi, SY, Eppinger, M, Clark, PW, Chen, A, Alam, M, Haley, BJ, Taviani, E, Hine, E, Su, Q, Tallon, LJ, Prosper, JB, Furth, K, Hoq, MM, Li, H, Fraser-Liggett, CM, Cravioto, A, Huq, A, Ravel, J, Cebula, TA, Colwell, RR (B3) 2012; 109
Khoury, P (B1) 2023; 380
Akanda, AS, Jutla, AS, Islam, S (B22) 2009; 36
Rabbani, GH, Greenough, WB (B49) 1999; 17
Pascual, M, Bouma, MJ, Dobson, AP (B26) 2002; 4
Singleton, FL, Attwell, RW, Jangi, MS, Colwell, RR (B34) 1982; 43
Barciela, R, Bilge, T, Brown, K, Champian, A, Sarran, C, Shields, M, Ticehurst, H, Jutla, A, Usmani, M, Colwell, R. (B36) 2021
Jutla, AS, Akanda, AS, Islam, S (B32) 2010; 46
Codeço, CT (B27) 2001; 1
Colwell, RR, Huq, A, Islam, MS, Aziz, KMA, Yunus, M, Khan, NH, Mahmud, A, Sack, RB, Nair, GB, Chakraborty, J, Sack, DA, Russek-Cohen, E (B15) 2003; 100
Khan, R, Usmani, M, Akanda, A, Palash, W, Gao, Y, Huq, A, Colwell, R, Jutla, A (B17) 2019; 145
References_xml – ident: e_1_3_1_31_2
  doi: 10.1038/s41598-022-22946-y
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  doi: 10.1371/journal.pone.0135676
– ident: e_1_3_1_47_2
  doi: 10.1016/j.heliyon.2020.e04998
– ident: e_1_3_1_25_2
  doi: 10.1001/jama.283.23.3068i
– ident: e_1_3_1_30_2
  doi: 10.3390/tropicalmed6030147
– ident: e_1_3_1_38_2
– ident: e_1_3_1_10_2
  doi: 10.1007/978-1-4757-9688-9
– ident: e_1_3_1_12_2
  doi: 10.1128/aem.56.6.1977-1980.1990
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  doi: 10.1073/pnas.97.4.1438
– ident: e_1_3_1_8_2
  doi: 10.1111/j.1365-2672.1982.tb05074.x
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  doi: 10.1371/journal.pone.0137828
– ident: e_1_3_1_52_2
  doi: 10.3390/vaccines9121482
– ident: e_1_3_1_3_2
  doi: 10.1016/S2214-109X(18)30230-4
– ident: e_1_3_1_33_2
  doi: 10.1111/j.1752-1688.2010.00448.x
– ident: e_1_3_1_18_2
  doi: 10.1061/(ASCE)WR.1943-5452.0001072
– volume: 1
  start-page: 668
  year: 1856
  ident: e_1_3_1_51_2
  article-title: On the mode of communication of cholera
  publication-title: Edinb Med J
– ident: e_1_3_1_5_2
  doi: 10.1128/AEM.68.2.995-998.2002
– ident: e_1_3_1_35_2
  doi: 10.1128/aem.43.5.1080-1085.1982
– ident: e_1_3_1_40_2
  doi: 10.1029/2022GH000681
– ident: e_1_3_1_45_2
  doi: 10.11604/pamj.2017.28.101.12806
– ident: e_1_3_1_4_2
  doi: 10.1073/pnas.1207359109
– ident: e_1_3_1_41_2
  doi: 10.1016/j.puhe.2016.03.012
– ident: e_1_3_1_13_2
  doi: 10.1128/aem.45.1.275-283.1983
– ident: e_1_3_1_7_2
  doi: 10.1128/am.29.2.269-274.1975
– ident: e_1_3_1_42_2
  doi: 10.15585/mmwr.mm6719a5
– ident: e_1_3_1_44_2
  doi: 10.1093/infdis/jiy488
– ident: e_1_3_1_20_2
  doi: 10.1073/pnas.0809654105
– ident: e_1_3_1_14_2
  doi: 10.1093/infdis/129.1.45
– ident: e_1_3_1_19_2
  doi: 10.1038/nature03820
– ident: e_1_3_1_32_2
  doi: 10.1061/(ASCE)WR.1943-5452.0000929
– ident: e_1_3_1_28_2
  doi: 10.1186/1471-2334-1-1
– ident: e_1_3_1_34_2
  doi: 10.1128/AEM.00066-06
– ident: e_1_3_1_16_2
  doi: 10.1073/pnas.0237386100
– ident: e_1_3_1_15_2
  doi: 10.1128/aem.62.7.2508-2512.1996
– ident: e_1_3_1_48_2
  doi: 10.4269/ajtmh.21-0625
– ident: e_1_3_1_9_2
  doi: 10.1007/BF02010671
– volume: 17
  start-page: 1
  year: 1999
  ident: e_1_3_1_50_2
  article-title: Food as a vehicle of transmission of cholera
  publication-title: J Diarrhoeal Dis Res
– ident: e_1_3_1_6_2
  doi: 10.1128/jb.113.1.24-32.1973
– volume-title: Early Action for Cholera Project Yemen Case Study
  year: 2021
  ident: e_1_3_1_37_2
– ident: e_1_3_1_23_2
  doi: 10.1029/2009GL039312
– ident: e_1_3_1_11_2
  doi: 10.1111/1462-2920.15716
– ident: e_1_3_1_49_2
  doi: 10.2166/wh.2003.0006
– ident: e_1_3_1_2_2
  doi: 10.1136/bmj.p141
– ident: e_1_3_1_22_2
  doi: 10.1016/s0140-6736(82)92340-6
– ident: e_1_3_1_24_2
  doi: 10.4269/ajtmh.12-0721
– ident: e_1_3_1_46_2
  doi: 10.2471/BLT.18.213678
– ident: e_1_3_1_17_2
  doi: 10.1126/science.274.5295.2025
– ident: e_1_3_1_27_2
  doi: 10.1016/s1286-4579(01)01533-7
– ident: e_1_3_1_29_2
  doi: 10.4269/ajtmh.17-0048
– ident: e_1_3_1_39_2
– ident: e_1_3_1_26_2
  doi: 10.1097/EDE.0b013e31815c09ea
– volume: 100
  start-page: 1051
  year: 2003
  end-page: 1055
  ident: B15
  article-title: Reduction of cholera in Bangladeshi villages by simple filtration
  publication-title: Proc Natl Acad Sci USA
  doi: 10.1073/pnas.0237386100
– volume: 283
  start-page: 3072
  year: 2000
  end-page: 3074
  ident: B24
  article-title: Cholera incidence and El Niño-related higher ambient temperature
  publication-title: JAMA
– volume: 380
  start-page: 141
  year: 2023
  ident: B1
  article-title: Cholera is back but the world is looking away
  publication-title: BMJ
  doi: 10.1136/bmj.p141
– volume: 56
  start-page: 1977
  year: 1990
  end-page: 1980
  ident: B11
  article-title: Attachment of Vibrio cholerae serogroup O1 to zooplankton and phytoplankton of Bangladesh waters
  publication-title: Appl Environ Microbiol
  doi: 10.1128/aem.56.6.1977-1980.1990
– volume: 4
  start-page: 237
  year: 2002
  end-page: 245
  ident: B26
  article-title: Cholera and climate: revisiting the quantitative evidence
  publication-title: Microbes Infect
  doi: 10.1016/s1286-4579(01)01533-7
– volume: 6
  year: 2022
  ident: B39
  article-title: Predictive intelligence for cholera in Ukraine?
  publication-title: Geohealth
  doi: 10.1029/2022GH000681
– ident: B37
  article-title: WHO . 2022 . Cholera-Malawi
– year: 2021
  ident: B36
  publication-title: Early Action for Cholera Project Yemen Case Study ;Met Office
– volume: 145
  start-page: 06019005
  year: 2019
  ident: B17
  article-title: Long-range river discharge forecasting using the gravity recovery and climate experiment
  publication-title: J Water Resour Plann Manage
  doi: 10.1061/(ASCE)WR.1943-5452.0001072
– volume: 144
  year: 2018
  ident: B31
  article-title: Evaluation of risk of cholera after a natural disaster: lessons learned from the 2015 Nepal earthquake
  publication-title: J Water Resour Plann Manage
  doi: 10.1061/(ASCE)WR.1943-5452.0000929
– volume: 97
  start-page: 1438
  year: 2000
  end-page: 1443
  ident: B20
  article-title: Climate and infectious disease: use of remote sensing for detection of Vibrio cholerae by indirect measurement
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.97.4.1438
– volume: 36
  year: 2009
  ident: B22
  article-title: Dual peak cholera transmission in Bengal Delta: a hydroclimatological explanation
  publication-title: Geophys Res Lett
  doi: 10.1029/2009GL039312
– volume: 109
  start-page: E2010
  year: 2012
  end-page: 7
  ident: B3
  article-title: Genomic diversity of 2010 haitian cholera outbreak strains
  publication-title: Proc Natl Acad Sci USA
  doi: 10.1073/pnas.1207359109
– volume: 1
  start-page: 668
  year: 1856
  end-page: 670
  ident: B50
  article-title: On the mode of communication of cholera
  publication-title: Edinb Med J
– volume: 113
  start-page: 24
  year: 1973
  end-page: 32
  ident: B5
  article-title: Ecology of Vibrio parahaemolyticus in Chesapeake Bay
  publication-title: J Bacteriol
  doi: 10.1128/jb.113.1.24-32.1973
– volume: 1
  start-page: 1216
  year: 1982
  end-page: 1218
  ident: B21
  article-title: Cholera and estuarine salinity in Calcutta and London
  publication-title: Lancet
  doi: 10.1016/s0140-6736(82)92340-6
– volume: 45
  start-page: 275
  year: 1983
  end-page: 283
  ident: B12
  article-title: Ecological relationships between Vibrio cholerae and planktonic crustacean copepods
  publication-title: Appl Environ Microbiol
  doi: 10.1128/aem.45.1.275-283.1983
– volume: 89
  start-page: 597
  year: 2013
  end-page: 607
  ident: B23
  article-title: Environmental factors influencing epidemic cholera
  publication-title: Am J Trop Med Hyg
  doi: 10.4269/ajtmh.12-0721
– start-page: 107
  year: 1992
  end-page: 127
  ident: B9
  article-title: The Ecology of Vibrio cholerae
  publication-title: cholera ;p In ;Springer
  doi: 10.1007/978-1-4757-9688-9
– volume: 62
  start-page: 2508
  year: 1996
  end-page: 2512
  ident: B14
  article-title: A simple filtration method to remove plankton-associated Vibrio cholerae in raw water supplies in developing countries
  publication-title: Appl Environ Microbiol
  doi: 10.1128/aem.62.7.2508-2512.1996
– volume: 72
  start-page: 4096
  year: 2006
  end-page: 4104
  ident: B33
  article-title: Seasonal cholera caused by Vibrio cholerae serogroups O1 and O139 in the coastal aquatic environment of Bangladesh
  publication-title: Appl Environ Microbiol
  doi: 10.1128/AEM.00066-06
– ident: B38
  article-title: WHO . 2022 . Shortage of cholera vaccines leads to temporary suspension of two-dose strategy, as cases rise worldwide
– volume: 10
  year: 2015
  ident: B35
  article-title: Satellite based assessment of hydroclimatic conditions related to cholera in Zimbabwe
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0137828
– volume: 8
  start-page: 313
  year: 1982
  end-page: 323
  ident: B8
  article-title: Survival and viability of nonculturable Escherichia coli and Vibrio cholerae in the estuarine and marine environment
  publication-title: Microb Ecol
  doi: 10.1007/BF02010671
– volume: 6
  year: 2021
  ident: B29
  article-title: A review of the environmental trigger and transmission components for prediction of cholera
  publication-title: Trop Med Infect Dis
  doi: 10.3390/tropicalmed6030147
– volume: 436
  start-page: 696
  year: 2005
  end-page: 700
  ident: B18
  article-title: Refractory periods and climate forcing in cholera dynamics
  publication-title: Nature
  doi: 10.1038/nature03820
– volume: 17
  start-page: 1
  year: 1999
  end-page: 9
  ident: B49
  article-title: Food as a vehicle of transmission of cholera
  publication-title: J Diarrhoeal Dis Res
– volume: 138
  start-page: 57
  year: 2016
  end-page: 62
  ident: B40
  article-title: Did point-of-use drinking water strategies for children change in the dominican republic during a cholera epidemic?
  publication-title: Public Health
  doi: 10.1016/j.puhe.2016.03.012
– volume: 1
  start-page: 45
  year: 2003
  end-page: 52
  ident: B48
  article-title: A large cholera outbreak in Kano city, Nigeria: the importance of hand washing with soap and the danger of street-vended water
  publication-title: J Water Health
– volume: 29
  start-page: 269
  year: 1975
  end-page: 274
  ident: B6
  article-title: Adsorption of Vibrio parahaemolyticus onto chitin and copepods
  publication-title: Appl Microbiol
  doi: 10.1128/am.29.2.269-274.1975
– volume: 10
  year: 2015
  ident: B42
  article-title: The impact of water, sanitation and hygiene interventions to control cholera: a systematic review
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0135676
– volume: 129
  start-page: 45
  year: 1974
  end-page: 52
  ident: B13
  article-title: Response of man to infection with Vibrio cholerae. I. clinical, serologic, and bacteriologic responses to a known inoculum
  publication-title: J Infect Dis
  doi: 10.1093/infdis/129.1.45
– volume: 19
  start-page: 103
  year: 2008
  end-page: 110
  ident: B25
  article-title: The effect of rainfall on the incidence of cholera in Bangladesh
  publication-title: Epidemiology
  doi: 10.1097/EDE.0b013e31815c09ea
– volume: 68
  start-page: 995
  year: 2002
  end-page: 998
  ident: B4
  article-title: Simple procedure for rapid identification of Vibrio cholerae from the aquatic environment
  publication-title: Appl Environ Microbiol
  doi: 10.1128/AEM.68.2.995-998.2002
– volume: 106
  start-page: 229
  year: 2021
  end-page: 232
  ident: B47
  article-title: Evidence-based health behavior interventions for cholera: lessons from an outbreak investigation in India
  publication-title: Am J Trop Med Hyg
  doi: 10.4269/ajtmh.21-0625
– volume: 9
  year: 2021
  ident: B51
  article-title: Oral cholera vaccine efficacy and effectiveness
  publication-title: Vaccines
  doi: 10.3390/vaccines9121482
– volume: 1
  year: 2001
  ident: B27
  article-title: Endemic and epidemic dynamics of cholera: the role of the aquatic reservoir
  publication-title: BMC Infect Dis
  doi: 10.1186/1471-2334-1-1
– volume: 43
  start-page: 1080
  year: 1982
  end-page: 1085
  ident: B34
  article-title: Influence of salinity and organic nutrient concentration on survival and growth of Vibrio cholerae in aquatic microcosms
  publication-title: Appl Environ Microbiol
  doi: 10.1128/aem.43.5.1080-1085.1982
– volume: 96
  start-page: 371
  year: 2018
  end-page: 371A
  ident: B45
  article-title: No end to cholera without basic water, sanitation and hygiene
  publication-title: Bull World Health Organ
  doi: 10.2471/BLT.18.213678
– volume: 46
  start-page: 651
  year: 2010
  end-page: 662
  ident: B32
  article-title: Tracking cholera in coastal regions using satellite observations
  publication-title: JAWRA J Am Water Resour Assoc
  doi: 10.1111/j.1752-1688.2010.00448.x
– volume: 52
  start-page: 435
  year: 1982
  end-page: 448
  ident: B7
  article-title: Ecology of Vibrio species, including Vibrio cholerae, in natural waters in Kent, England
  publication-title: J Appl Bacteriol
  doi: 10.1111/j.1365-2672.1982.tb05074.x
– volume: 28
  start-page: 101
  year: 2017
  ident: B44
  article-title: Factors associated with cholera in Kenya, 2008-2013
  publication-title: Pan Afr Med J
  doi: 10.11604/pamj.2017.28.101.12806
– volume: 6
  year: 2020
  ident: B46
  article-title: Toilet chemical additives and their effect on faecal sludge characteristics
  publication-title: Heliyon
  doi: 10.1016/j.heliyon.2020.e04998
– volume: 13
  start-page: 2255
  year: 2023
  ident: B30
  article-title: Combating cholera by building predictive capabilities for pathogenic Vibrio cholerae in Yemen
  publication-title: Sci Rep
  doi: 10.1038/s41598-022-22946-y
– volume: 97
  start-page: 896
  year: 2017
  end-page: 903
  ident: B28
  article-title: Assessment of risk of cholera in haiti following hurricane matthew
  publication-title: Am J Trop Med Hyg
  doi: 10.4269/ajtmh.17-0048
– volume: 105
  start-page: 17676
  year: 2008
  end-page: 17681
  ident: B19
  article-title: Environmental signatures associated with cholera epidemics
  publication-title: Proc Natl Acad Sci USA
  doi: 10.1073/pnas.0809654105
– volume: 274
  start-page: 2025
  year: 1996
  end-page: 2031
  ident: B16
  article-title: Global climate and infectious disease: the cholera paradigm
  publication-title: Science
  doi: 10.1126/science.274.5295.2025
– volume: 6
  start-page: e680
  year: 2018
  end-page: e690
  ident: B2
  article-title: Cholera epidemic in Yemen, 2016–18: an analysis of surveillance data. 6
  publication-title: Lancet Glob Health
  doi: 10.1016/S2214-109X(18)30230-4
– volume: 23
  start-page: 7314
  year: 2021
  end-page: 7340
  ident: B10
  article-title: Environmental parameters associated with incidence and transmission of pathogenic Vibrio spp
  publication-title: Environ Microbiol
  doi: 10.1111/1462-2920.15716
– volume: 218
  start-page: S147
  year: 2018
  end-page: S153
  ident: B43
  article-title: Household water treatment and cholera control
  publication-title: J Infect Dis
  doi: 10.1093/infdis/jiy488
– volume: 67
  start-page: 556
  year: 2018
  end-page: 559
  ident: B41
  article-title: Cholera epidemic - lusaka, zambia, october 2017–may 2018
  publication-title: MMWR Morb Mortal Wkly Rep
  doi: 10.15585/mmwr.mm6719a5
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Snippet Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae , native to aquatic ecosystems, is influenced...
Climate change raises an old disease to a new level of public health threat. The causative agent, , native to aquatic ecosystems, is influenced by climate and...
Climate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae, native to aquatic ecosystems, is influenced...
ABSTRACTClimate change raises an old disease to a new level of public health threat. The causative agent, Vibrio cholerae, native to aquatic ecosystems, is...
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SubjectTerms Algorithms
cholera
Cholera - epidemiology
Cholera - prevention & control
Climate Change
Decision Making
Disease Outbreaks
Environmental Microbiology
Humans
Malawi
Malawi - epidemiology
Opinion/Hypothesis
remote sensing
Vibrio cholerae
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Title Anticipatory decision-making for cholera in Malawi
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Volume 14
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