The effect that climate change and variability will have on waterborne bacteria is a topic of increasing concern for coastal ecosystems, including the Chesapeake Bay. Surface water temperature trends in the Bay indicate a warming pattern of roughly 0.3–0.4°C per decade over the past 30 years. It is unclear what impact future warming will have on pathogens currently found in the Bay, including Vibrio spp. Using historical environmental data, combined with three different statistical models of Vibrio vulnificus probability, we explore the relationship between environmental change and predicted Vibrio vulnificus presence in the upper Chesapeake Bay. We find that the predicted response of V. vulnificus probability to high temperatures in the Bay differs systematically between models of differing structure. As existing publicly available datasets are inadequate to determine which model structure is most appropriate, the impact of climatic change on the probability of V. vulnificus presence in the Chesapeake Bay remains uncertain. This result points to the challenge of characterizing climate sensitivity of ecological systems in which data are sparse and only statistical models of ecological sensitivity exist.
References
[1]
Baker-Austin C, Trinanes JA, Taylor NG, Hartnell R, Siitonen A, et al. (2012) Emerging Vibrio risk at high latitudes in response to ocean warming. Nature Climate Change 3: 73–77. doi: 10.1038/nclimate1628
[2]
Deepanjali A, Kumar HS, Karunasagar I (2005) Seasonal variation in abundance of total and pathogenic Vibrio parahaemolyticus bacteria in oysters along the southwest coast of India. Applied and Environmental Microbiology 71: 3575–3580. doi: 10.1128/aem.71.7.3575-3580.2005
[3]
Cantet F, Hervio-Heath D, Caro A, Le Mennec C, Monteil C, et al.. (2013) Quantification of Vibrio parahaemolyticus, V. vulnificus and V. cholerae in French Mediterranean coastal lagoons. Research in Microbiology.
[4]
Oberbeckmann S, Fuchs BM, Meiners M, Wichels A, Wiltshire KH, et al. (2012) Seasonal dynamics and modeling of a Vibrio community in coastal waters of the North Sea. Microbial Ecology 63: 543–551. doi: 10.1007/s00248-011-9990-9
[5]
Maryland Department of Health (2013) Cases of selected notifiable conditions reported in Maryland. URL http://phpa.dhmh.maryland.gov/SitePages/?disease-conditions-count rates.aspx.
[6]
Virginia Department of Health (2013) Virginia reportable disease surveillance data. URL http://www.vdh.virginia.gov/Epidemiology?/Surveillance/SurveillanceData.
[7]
de Magny GC, Murtugudde R, Sapiano MR, Nizam A, Brown CW, et al. (2008) Environmental signatures associated with cholera epidemics. Proceedings of the National Academy of Sciences 105: 17676–17681. doi: 10.1073/pnas.0809654105
[8]
Klontz KC, Lieb S, Schreiber M, Janowski HT, Baldy LM, et al. (1988) Syndromes of Vibrio vulnificus infections. Clinical and epidemiologic features in Florida cases, 1981–1987. Ann Intern Med 109: 318–23. doi: 10.7326/0003-4819-109-4-318
[9]
Shapiro RL, Altekruse S, Hutwagner L, Bishop R, Hammond R, et al. (1998) The role of Gulf Coast oysters harvested in warmer months in Vibrio vulnificus infections in the United States, 1988–1996. Vibrio Working Group. The Journal of Infectious Diseases 178: 752–759. doi: 10.1086/515367
[10]
Lipp EK, Huq A, Colwell RR (2002) Effects of global climate on infectious disease: the cholera model. Clinical Microbiology Reviews 15: 757–770. doi: 10.1128/cmr.15.4.757-770.2002
[11]
Heidelberg J, Heidelberg K, Colwell R (2002) Seasonality of Chesapeake Bay bacterioplankton species. Applied and Environmental Microbiology 68: 5488–5497. doi: 10.1128/aem.68.11.5488-5497.2002
[12]
Jacobs J, Rhodes M, Brown C, Hood R, Leigh A, et al. (2010) Predicting the distribution of Vibrio vulnificus in Chesapeake Bay. NOAA Technical Memorandum NOS NCCOS 112: 1–12.
[13]
Wright AC, Hill RT, Johnson JA, Roghman MC, Colwell RR, et al. (1996) Distribution of Vibrio vulnificus in the Chesapeake Bay. Applied and Environmental Microbiology 62: 717–724.
[14]
Louis VR, Russek-Cohen E, Choopun N, Rivera IN, Gangle B, et al. (2003) Predictability of Vibrio cholerae in Chesapeake Bay. Applied and Environmental Microbiology 69: 2773–2785. doi: 10.1128/aem.69.5.2773-2785.2003
[15]
Urquhart EA, Zaitchik BF, Guikema SD, Haley BJ, Taviani E, et al.. (2014) Use of environmental parameters to model pathogenic Vibrios in Chesapeake Bay. Journal of Environmental Informatics (Accepted).
[16]
de Magny GC, Long W, Brown CW, Hood RR, Huq A, et al. (2009) Predicting the distribution of Vibrio spp. in the Chesapeake Bay: a Vibrio cholerae case study. EcoHealth 6: 378–389. doi: 10.1007/s10393-009-0273-6
[17]
Eiler A, Johansson M, Bertilsson S (2006) Environmental influences on Vibrio populations in north- ern temperate and boreal coastal waters (Baltic and Skagerrak Seas). Applied and Environmental Microbiology 72: 6004–6011. doi: 10.1128/aem.00917-06
[18]
Johnson CN, Bowers JC, Griffitt KJ, Molina V, Clostio RW, et al. (2012) Ecology of Vibrio parahaemolyticus and Vibrio vulnificus in the coastal and estuarine waters of Louisiana, Maryland, Mississippi, and Washington (United States). Applied and Environmental Microbiology 78: 7249–7257. doi: 10.1128/aem.01296-12
[19]
Colwell R, Kaper J, Joseph S (1977) Vibrio cholerae, Vibrio parahaemolyticus, and other vibrios: occurrence and distribution in Chesapeake Bay. Science 198: 394–396. doi: 10.1126/science.910135
[20]
Kaper J, Remmers E, Lockman H, Colwell R (1981) Distribution of Vibrio parahaemolyticus in Chesapeake Bay during the summer season. Estuaries 4: 321–327. doi: 10.2307/1352156
[21]
Lipp EK, Rodriguez-Palacios C, Rose JB (2001) Occurrence and distribution of the human pathogen Vibrio vulnificus in a subtropical Gulf of Mexico estuary. In: The Ecology and Eti- ology of Newly Emerging Marine Diseases,Springer. pp. 165–173.
[22]
Austin HM (2002) Decadal oscillations and regime shifts, a characterization of the Chesapeake Bay marine climate. In: American Fisheries Society Symposium. volume 32 , pp. 155–170.
[23]
Secor D, Wingate R (2008). A 69-year record of warming in the Chesapeake Bay.
[24]
Najjar R, Patterson L, Graham S (2009) Climate simulations of major estuarine watersheds in the Mid-Atlantic region of the US. Climatic Change 95: 139–168. doi: 10.1007/s10584-008-9521-y
[25]
Hayhoe K, Wake CP, Huntington TG, Luo L, Schwartz MD, et al. (2007) Past and future changes in climate and hydrological indicators in the US Northeast. Climate Dynamics 28: 381–407. doi: 10.1007/s00382-006-0187-8
[26]
Gibson JR, Najjar RG (2000) The response of Chesapeake Bay salinity to climate-induced changes in streamflow. Limnology and Oceanography 45: 1764–1772. doi: 10.4319/lo.2000.45.8.1764
[27]
Najjar RG, Pyke CR, Adams MB, Breitburg D, Hershner C, et al. (2010) Potential climate-change impacts on the Chesapeake Bay. Estuarine, Coastal and Shelf Science 86: 1–20. doi: 10.1016/j.ecss.2009.09.026
[28]
Baird D, Ulanowicz RE (1989) The seasonal dynamics of the Chesapeake Bay ecosystem. Ecological Monographs 59: 329–364. doi: 10.2307/1943071
[29]
Chesapeake Bay Program (2013) CBP Water Quality Database (1984-present). URL http://www.chesapeakebay.net/data waterquality.aspx.
Faraway JJ (2004) Extending the linear model with R: generalized linear, mixed effects and non- parametric regression models. CRC press.
[32]
Breiman L (1996) Out-of-bag estimation. Technical report, Citeseer.
[33]
Urquhart EA, Zaitchik BF, Hoffman MJ, Guikema SD, Geiger EF (2012) Remotely sensed estimates of surface salinity in the Chesapeake Bay: A statistical approach. Remote Sensing of Environment 123: 522–531. doi: 10.1016/j.rse.2012.04.008
[34]
Urquhart EA, Hoffman MJ, Murphy RR, Zaitchik BF (2013) Geospatial interpolation of MODIS- derived salinity and temperature in the Chesapeake Bay. Remote Sensing of Environment 135: 167–177. doi: 10.1016/j.rse.2013.03.034
[35]
Kaneko T, Colwell RR (1973) Ecology of Vibrio parahaemolyticus in Chesapeake Bay. Journal of Bacteriology 113: 24–32.
[36]
Ebi KL (2008) Healthy people 2100: modeling population health impacts of climate change. Climatic Change 88: 5–19. doi: 10.1007/s10584-006-9233-0
[37]
Hofstra N (2011) Quantifying the impact of climate change on enteric waterborne pathogen concentrations in surface water. Current Opinion in Environmental Sustainability 3: 471–479. doi: 10.1016/j.cosust.2011.10.006
[38]
Schets F, Engels G, Evers E (2004) Cryptosporidium and Giardia in swimming pools in the Netherlands. Journal of Water Health 2: 191–200.