Abstract
Vibrio parahaemolyticus (Vp) poses a significant public health concern in marine environments. This study evaluated the occurrence and health risk of Vp in coastal waters of the southern Caspian Sea during summer 2022 using the WHO-recommended QMRA framework. Forty-eight seawater samples collected from two beaches in Guilan Province revealed Vp concentrations ranging from 1.9 × 10⁵ to 5.0 × 10⁵ CFU L⁻¹. Monte Carlo simulation was applied to quantify uncertainty, showing higher median probabilities of illness (Pill) at Beach B (children: 9.0 × 10⁻³; adults: 3.7–5.8 × 10⁻³) than at Beach A (children: 5.0 × 10⁻³; adults: 2.0–3.4 × 10⁻³), all below the US. EPA threshold (0.036). The estimated disability-adjusted life years (DALYs) exceeded the WHO reference level (10⁻⁶ pppy) but remained below the US. EPA benchmark (10⁻⁴ pppy), indicating a low but non-negligible health burden, particularly among children. In addition, statistical analysis revealed positive correlations between Vp and salinity, temperature, and turbidity, and a negative correlation with pH. Sensitivity analysis revealed that Vp concentration was the dominant factor at Beach A, while ingested water volume had the greatest influence at Beach B. These results support targeted management measures to mitigate microbial risks in recreational waters.
Data availability
All data generated or analyzed during this study are included in this published article.
Abbreviations
Vp
:Vibrio parahaemolyticus
- qPCR:
quantitative Polymerase Chain Reaction
tlh
:thermolabile hemolysin
- QMRA:
Quantitative Microbial Risk Assessment
- FIB:
Fecal Indicator Bacteria
- GI:
Gastrointestinal Illness
- CDC:
Control Diseases Center
- LOD:
Limit of Detection
- DALY:
Disability-Adjusted Life Year
References
Cristiane Pinto, K. et al. Assessment of health risks from recreational exposure to giardia and Cryptosporidium in coastal bathing waters. Environ. Sci. Pollut. Res. 27, 23129–23140 (2020).
An, X. L. et al. High-throughput diagnosis of human pathogens and fecal contamination in marine recreational water. Environ. Res. 190, 109982 (2020).
Gyraite, G. et al. Skip the dip—Avoid the risk? Integrated Microbiological water quality assessment in the South-Eastern Baltic sea coastal waters. Water 12, 3146 (2020).
Tiwari, A., Oliver, D. M., Bivins, A., Sherchan, S. P. & Pitkänen, T. Bathing water quality monitoring practices in Europe and the united States. Int. J. Environ. Res. Public Health. 18, 5513 (2021).
Raj, V. S. et al. Novel hepatitis E virus in ferrets, the Netherlands. Emerg. Infect. Dis. 18, 1369 (2012).
Griffith, J. F. et al. Epidemiologic evaluation of multiple alternate microbial water quality monitoring indicators at three California beaches. Water Res. 94, 371–381 (2016).
Dickinson, G., Lim, K. & Jiang, S. C. Quantitative microbial risk assessment of pathogenic vibrios in marine recreational waters of Southern California. Appl. Environ. Microbiol. 79, 294–302 (2013).
Boehm, A. B., Graham, K. E. & Jennings, W. C. Can we swim yet? Systematic review, meta-analysis, and risk assessment of aging sewage in surface waters. Environ. Sci. Technol. 52, 9634–9645 (2018).
Schets, F. M. & Schijven, J. F. Roda Husman, A. M. Exposure assessment for swimmers in bathing waters and swimming pools. Water Res. 45, 2392–2400 (2011). de.
Amoueyan, E., Ahmad, S., Eisenberg, J. N. & Gerrity, D. A dynamic quantitative microbial risk assessment for Norovirus in potable reuse systems. Microb. Risk Anal. 14, 100088 (2020).
Islam, M. M. & Islam, M. A. Quantifying public health risks from exposure to waterborne pathogens during river bathing as a basis for reduction of disease burden. J. Water Health. 18, 292–305 (2020).
Abia, A. L. K., Ubomba-Jaswa, E., Genthe, B. & Momba, M. N. B. Quantitative microbial risk assessment (QMRA) shows increased public health risk associated with exposure to river water under conditions of riverbed sediment resuspension. Sci. Total Environ. 566, 1143–1151 (2016).
Dias, E., Ebdon, J. & Taylor, H. Estimating the concentration of viral pathogens and indicator organisms in the final effluent of wastewater treatment processes using stochastic modelling. Microb. Risk Anal. 11, 47–56 (2019).
Van Abel, N., Mans, J. & Taylor, M. B. Quantitative microbial risk assessment to estimate the health risk from exposure to Noroviruses in polluted surface water in South Africa. J. Water Health. 15, 908–922 (2017).
Ashrafudoulla, M. et al. Molecular and pathogenic characterization of vibrio parahaemolyticus isolated from seafood. Mar. Pollut. Bull. 172, 112927 (2021).
Ashrafudoulla, M., Mizan, M. F. R., Ha, A. J., Park, S. H. & Ha, S. D. Antibacterial and antibiofilm mechanism of Eugenol against antibiotic resistance vibrio parahaemolyticus. Food Microbiol. 91, 103500 (2020).
Yoder, J. S., Craun, G. F. & Calderon, R. L. Surveillance for Waterborne Disease and Outbreaks Associated with Recreational Water Use and Other Aquatic facility-associated Health events–United States, 2005–2006. Vol. 57 (Centers for Disease Control and Prevention (CDC), US Department of Health ….
Eiler, A., Gonzalez-Rey, C., Allen, S. & Bertilsson, S. Growth response of vibrio cholerae and other vibrio spp. To cyanobacterial dissolved organic matter and temperature in brackish water. FEMS Microbiol. Ecol. 60, 411–418 (2007).
Denpetkul, T. et al. Quantitative microbial risk assessment of the Gastrointestinal risks to swimmers at Southeast Asian urban beaches using site-specific and combined autochthonous and fecal bacteria exposure data. Sci. Total Environ. 902, 165818 (2023).
Greenfield, D. et al. Temporal and environmental factors driving vibrio vulnificus and V. parahaemolyticus populations and their associations with harmful algal blooms in South Carolina detention ponds and receiving tidal creeks. GeoHealth 1, 306–317 (2017).
Hossain, M. T., Kim, Y. O. & Kong, I. S. Multiplex PCR for the detection and differentiation of vibrio parahaemolyticus strains using the groEL, Tdh and Trh genes. Mol. Cell Probes. 27, 171–175 (2013).
Brumfield, K. D. et al. Environmental factors influencing occurrence of vibrio parahaemolyticus and vibrio vulnificus. Appl. Environ. Microbiol. 89, e00307–00323 (2023).
Hossain, M., Kim, E. Y., Kim, Y. R., Kim, D. G. & Kong, I. S. Application of GroEL gene for the species-specific detection of vibrio parahaemolyticus by PCR. Lett. Appl. Microbiol. 54, 67–72 (2012).
Zhou, H. et al. Quantitative detection of vibrio parahaemolyticus in aquatic products by duplex droplet digital PCR combined with Propidium monoazide. Food Control. 144, 109353 (2023).
Gutierrez West, C. K., Klein, S. L. & Lovell, C. R. High frequency of virulence factor genes tdh, trh, and Tlh in vibrio parahaemolyticus strains isolated from a pristine estuary. Appl. Environ. Microbiol. 79, 2247–2252 (2013).
Brumfield, K. D. et al. Environmental parameters associated with incidence and transmission of pathogenic vibrio spp. Environ. Microbiol. 23, 7314–7340 (2021).
Wang, R. et al. The pathogenesis, detection, and prevention of vibrio parahaemolyticus. Front. Microbiol. 6, 144 (2015).
Davis, B. J. et al. Environmental determinants of vibrio parahaemolyticus in the Chesapeake Bay. Appl. Environ. Microbiol. 83, e01147–e01117 (2017).
Böer, S. I. et al. Temporal and Spatial distribution patterns of potentially pathogenic vibrio spp. At recreational beaches of the German North sea. Microb. Ecol. 65, 1052–1067 (2013).
Zimmerman, A. et al. Variability of total and pathogenic vibrio parahaemolyticus densities in Northern Gulf of Mexico water and oysters. Appl. Environ. Microbiol. 73, 7589–7596 (2007).
Rafiee, M., Hosseini, S. A., Gholami-Borujeni, F., Hesami Arani, M. & Niknejad, H. Health risk assessment of swimming beaches microbial contamination: a case study-Mahmoudabad, Iran. Int. J. Environ. Health Res. 34 (1), 355–366 (2024).
Aghaee, B. L. et al. Phenotypic and molecular detection of pathogenic vibrio species in two different regions of the Caspian sea in Mazandaran, Iran. J. Med. Bacteriol. 4, 30–34 (2015).
Alipour, M., Issazadeh, K. & Soleimani, J. Isolation and identification of vibrio parahaemolyticus from seawater and sediment samples in the Southern Coast of the Caspian sea. Comp. Clin. Pathol. 23, 129–133 (2014).
Jamshidi, S. Bin Abu Bakar, N. A study on distribution of chlorophyll-a in the coastal waters of Anzali Port, South Caspian sea. Ocean Sci. Discuss. 8, 435–451 (2011).
Bagheri, S., Turkoglu, M. & Abedini, A. Phytoplankton and nutrient variations in the Iranian waters of the Caspian Sea (Guilan region) during 2003-2004. Turkish J. Fisheries Aquat. Sci. 14 (1) (2014).
Mahmoudi, M. R., Nazemalhosseini-Mojarad, E. & Karanis, P. Genotyping of giardia lamblia and entamoeba spp from river waters in Iran. Parasitol. Res. 114, 4565–4570 (2015).
Jafar, S. et al. Comparison of different DNA preparatory methods for development of a universal direct PCR-RFLP workflow for identification of meat origin in food products. Food Sci. Technol. 43, e65122 (2023).
GuzmÃ, L., Ramirez, B. S., Maribel, C. F., Pescador, M. G. N. & Cruz, F. J. M. Low accuracy of the McFarland method for Estimation of bacterial populations. Afr. J. Microbiol. Res. 12, 736–740 (2018).
Ottaviani, D. et al. First clinical report of pandemic vibrio parahaemolyticus O3: K6 infection in Italy. J. Clin. Microbiol. 46, 2144 (2008).
Velazquez-Roman, J., León-Sicairos, N. & de Jesus Hernández-Díaz, L. Canizalez-Roman, A. Pandemic vibrio parahaemolyticus O3: K6 on the American continent. Front. Cell. Infect. Microbiol. 3, 110 (2014).
Gyraite, G., Katarzyte, M. & Schernewski, G. First findings of potentially human pathogenic bacteria vibrio in the south-eastern Baltic sea coastal and transitional bathing waters. Mar. Pollut. Bull. 149, 110546 (2019).
Oysters, I. R. In Quantitative Risk Assessment on the Public Health Impact of Pathogenic Vibrio Parahaemolyticus Vol. (Food and Drug Administration, US Department of Health and Human Services, 2005).
Goh, S. G. et al. Assessing the additional health burden of antibiotic resistant Enterobacteriaceae in surface waters through an integrated QMRA and DALY approach. J. Hazard. Mater. 458, 132058. https://doi.org/10.1016/j.jhazmat.2023.132058 (2023).
Chen, L. et al. Epidemiological characteristics of vibrio parahaemolyticus outbreaks, Zhejiang, China, 2010–2022. Front. Microbiol. 14, 1171350 (2023).
WHO. G. WHO methods and data sources for global burden of disease estimates 2000–2011. Geneva: Department Health Stat. Inform. Systems 7 (2013).
Haagsma, J. A. et al. Assessing disability weights based on the responses of 30,660 people from four European countries. Popul. Health Metrics. 13, 10 (2015).
Daniels, N. A. et al. Vibrio parahaemolyticus infections in the united States, 1973–1998. J. Infect. Dis. 181, 1661–1666 (2000).
Federigi, I. et al. Quantitative microbial risk assessment as support for bathing waters profiling. Mar. Pollut. Bull. 157, 111318 (2020).
Forohesh, H., Amirmozafari, N. & Halakoo, A. Occurrence of pathogenic vibrios in coastal areas of Golestan Province in Iran. Arch. Razi Inst. 60, 33–44 (2005).
Almuhaideb, E., Chintapenta, L. K., Abbott, A., Parveen, S. & Ozbay, G. Assessment of vibrio parahaemolyticus levels in oysters (Crassostrea virginica) and seawater in Delaware Bay in relation to environmental conditions and the prevalence of molecular markers to identify pathogenic vibrio parahaemolyticus strains. PLoS One. 15, e0242229 (2020).
Jiang, H. et al. Co-occurrence of antibiotic and heavy metal resistance and sequence type diversity of vibrio parahaemolyticus isolated from Penaeus vannamei at freshwater farms, seawater farms, and markets in Zhejiang Province, China. Front. Microbiol. 11, 1294 (2020).
Lee, S. H. et al. Distribution of pathogenic vibrio species in the coastal seawater of South Korea (2017–2018). Osong Public. Health Res. Perspect. 10, 337 (2019).
Elhadi, N. et al. Serological and antibiotic resistance patterns as well as molecular characterization of vibrio parahaemolyticus isolated from coastal waters in the Eastern Province of Saudi Arabia. J. Epidemiol. Global Health. 12, 524–540 (2022).
Baker-Austin, C. et al. Emerging vibrio risk at high latitudes in response to ocean warming. Nat. Clim. Change. 3, 73–77 (2013).
Sunger, N., Hamilton, K. A., Morgan, P. M. & Haas, C. N. Comparison of pathogen-derived ‘total risk’with indicator-based correlations for recreational (swimming) exposure. Environ. Sci. Pollut. Res. 26, 30614–30624 (2019).
Suppes, L. M., Canales, R. A., Gerba, C. P. & Reynolds, K. A. Cryptosporidium risk from swimming pool exposures. Int. J. Hyg. Environ Health. 219, 915–919 (2016).
Shaw, K. S., Sapkota, A. R., Jacobs, J. M., He, X. & Crump, B. C. Recreational swimmers’ exposure to vibrio vulnificus and vibrio parahaemolyticus in the Chesapeake Bay, Maryland, USA. Environ. Int. 74, 99–105 (2015).
King, N. & Leonard, M. A review of the human health risks from microbial hazards in recreational beach sand. Report No. FW23015. Wellington, New Zealand: Prepared by the Institute of Environmental Science and Research Limited (ESR) for New Zealand Ministry of Health Manatū Hauora (2023).
Chen, Y. H., Yan, C., Yang, Y. F. & Ma, J. X. Quantitative microbial risk assessment and sensitivity analysis for workers exposed to pathogenic bacterial bioaerosols under various aeration modes in two wastewater treatment plants. Sci. Total Environ. 755, 142615. https://doi.org/10.1016/j.scitotenv.2020.142615 (2021).
Clements, E., van der Nagel, C., Crank, K., Hannoun, D. & Gerrity, D. Review of quantitative microbial risk assessments for potable water reuse. Environ. Science: Water Res. Technol. 11, 542–559 (2025).
Shibata, T. & Solo-Gabriele, H. M. Quantitative microbial risk assessment of human illness from exposure to marine beach sand. Environ. Sci. Technol. 46, 2799–2805. https://doi.org/10.1021/es203638x (2012).
Pasalari, H., Akbari, H., Ataei-Pirkooh, A., Adibzadeh, A. & Akbari, H. Assessment of rotavirus and norovirus emitted from water spray park: QMRA, diseases burden and sensitivity analysis. Heliyon. 8 (10) (2022).
Wang, L., Yao, X. & Yang, L. Global, regional, and National burden of children and adolescents with acute lymphoblastic leukemia from 1990 to 2021: a systematic analysis for the global burden of disease study 2021. Front. Public. Health. 13, 1525751. https://doi.org/10.3389/fpubh.2025.1525751 (2025).
Jang, C. S. & Liu, C. C. Integrating quantitative Microbiological risk assessment and disability-adjusted life years to evaluate the effects of urbanization on health risks for river recreationists. Sci. Total Environ. 932, 172667. https://doi.org/10.1016/j.scitotenv.2024.172667 (2024).
Chen, R., Gao, T., Wang, X., Zhou, J. & Xu, L. Health impact assessment of wastewater reuse for replenishing an urban landscape lake by disability-adjusted life year. J. Water Reuse Desalin. 6, 371–381 (2016).
Jang, C. S. & Liu, C. C. Integrating quantitative Microbiological risk assessment and disability-adjusted life years to evaluate the effects of urbanization on health risks for river recreationists. Sci. Total Environ. 932, 172667. https://doi.org/10.1016/j.scitotenv.2024.172667 (2024).
Gibney, K. B., O’Toole, J., Sinclair, M. & Leder, K. Burden of disease attributed to waterborne transmission of selected enteric Pathogens, Australia, 2010. Am. J. Trop. Med. Hyg. 96, 1400–1403. https://doi.org/10.4269/ajtmh.16-0907 (2017).
Wang, J. et al. Response of bacterial communities to variation in water quality and physicochemical conditions in a river-reservoir system. Global Ecol. Conserv. 27, e01541 (2021).
Wang, Y., Castelao, R. M. & Di Iorio, D. Salinity variability and water exchange in interconnected estuaries. Estuaries Coasts. 40, 917–929 (2017).
Ding, W., Wu, T., Qin, B., Lin, Y. & Wang, H. Features and impacts of currents and waves on sediment resuspension in a large shallow lake in China. Environ. Sci. Pollut. Res. 25, 36341–36354 (2018).
Guadayol, Ò., Silbiger, N. J., Donahue, M. J. & Thomas, F. I. Patterns in Temporal variability of temperature, oxygen and pH along an environmental gradient in a coral reef. PloS One. 9, e85213 (2014).
Marthe, Y. K., Lanciné, G. D., Bamory, K., Aristide, D. G. & Ardjouma, D. Seasonal and Spatial variations in water physicochemical quality of coastal Potou lagoon (Côte d’Ivoire, Western Africa). J. Water Resour. Prot. 7, 741–748 (2015).
Liu, C., Zhang, Z., Li, J., Ge, H. & Xing, Y. Seasonal differences in water quality of Highland lakes and its influencing factors: A case study of dianchi lake. Water Supply. 23, 4449–4465 (2023).
Letchumanan, V., Chan, K. G. & Lee, L. H. Vibrio parahaemolyticus: a review on the pathogenesis, prevalence, and advance molecular identification techniques. Front. Microbiol. 5, 705 (2014).
Sami, Z., Kaouthar, M., Nadia, C. & Hedi, B. M. Effect of sunlight and salinity on the survival of pathogenic and non-pathogenic strains of vibrio parahaemolyticus in water microcosms. Water Environ. Res. 94, e10689 (2022).
Martinez-Urtaza, J. et al. Environmental determinants of the occurrence and distribution of vibrio parahaemolyticus in the Rias of Galicia, Spain. Appl. Environ. Microbiol. 74, 265–274 (2008).
Tey, Y. H., Jong, K. J., Fen, S. Y. & Wong, H. C. Occurrence of vibrio parahaemolyticus, vibrio cholerae, and vibrio vulnificus in the aquacultural environments of Taiwan. J. Food. Prot. 78, 969–976 (2015).
Young, I., Gropp, K., Fazil, A. & Smith, B. A. Knowledge synthesis to support risk assessment of climate change impacts on food and water safety: A case study of the effects of water temperature and salinity on vibrio parahaemolyticus in Raw oysters and harvest waters. Food Res. Int. 68, 86–93 (2015).
Johnson, N. C. Influence of environmental factors on vibrio spp. In coastal ecosystems. Microbiol. Spectr. 3 https://doi.org/10.1128/microbiolspec.ve-0008-2014 (2015).
Molavi-Arabshahi, M., Arpe, K. & Leroy, S. Precipitation and temperature of the Southwest Caspian sea region during the last 55 years: their trends and teleconnections with large‐scale atmospheric phenomena. Int. J. Climatol. 36, 2156–2172 (2016).
Urquhart, E. A. et al. Environmental conditions associated with elevated vibrio parahaemolyticus concentrations in great Bay Estuary, new Hampshire. PloS One. 11, e0155018 (2016).
Organization, W. H. Risk assessment tools for Vibrio parahaemolyticus and Vibrio vulnificus associated with seafood. (2020).
Fukushima, H. & Seki, R. Ecology of vibrio vulnificus and vibrio parahaemolyticus in brackish environments of the Sada river in Shimane Prefecture, Japan. FEMS Microbiol. Ecol. 48, 221–229 (2004).
Johnson, C. N. et al. Ecology of vibrio parahaemolyticus and vibrio vulnificus in the coastal and estuarine waters of Louisiana, Maryland, Mississippi, and Washington (United States). Appl. Environ. Microbiol. 78, 7249–7257 (2012).
Julie, D. et al. Ecology of pathogenic and non-pathogenic vibrio parahaemolyticus on the French Atlantic coast. Effects of temperature, salinity, turbidity and chlorophyll a. Environ. Microbiol. 12, 929–937 (2010).
Nelapati, S., Nelapati, K. & Chinnam, B. Vibrio parahaemolyticus-An emerging foodborne pathogen-A review. Vet. World. 5, 48–62 (2012).
Xie, T. et al. Cold tolerance regulated by the pyruvate metabolism in vibrio parahaemolyticus. Front. Microbiol. 10, 178 (2019).
Caburlotto, G., Haley, B. J., Lleò, M. M., Huq, A. & Colwell, R. R. Serodiversity and ecological distribution of vibrio parahaemolyticus in the Venetian Lagoon, Northeast Italy. Environ. Microbiol. Rep. 2, 151–157 (2010).
Parveen, S. et al. Seasonal distribution of total and pathogenic vibrio parahaemolyticus in Chesapeake Bay oysters and waters. Int. J. Food Microbiol. 128, 354–361 (2008).
Takemura, A. F., Chien, D. M. & Polz, M. F. Associations and dynamics of vibrionaceae in the environment, from the genus to the population level. Front. Microbiol. 5, 38 (2014).
Johnson, C. N. et al. Relationships between environmental factors and pathogenic vibrios in the Northern Gulf of Mexico. Appl. Environ. Microbiol. 76, 7076–7084 (2010).
Hajizadeh, Z. N. & Eghtesadi, A. P. Characteristics and seasonal variations of pH in the Southern shelf of the Caspian sea. (2009).
Padovan, A. et al. Occurrence and dynamics of potentially pathogenic vibrios in the wet-dry tropics of Northern Australia. Mar. Environ. Res. 169, 105405 (2021).
Rehnstam-Holm, A. S., Atnur, V. & Godhe, A. Defining the niche of vibrio parahaemolyticus during pre-and post-monsoon seasons in the coastal Arabian sea. Microb. Ecol. 67, 57–65 (2014).
Paranjpye, R. N. et al. Environmental influences on the seasonal distribution of vibrio parahaemolyticus in the Pacific Northwest of the USA. FEMS Microbiol. Ecol. 91, fiv121 (2015).
Givens, C., Bowers, J., DePaola, A., Hollibaugh, J. & Jones, J. Occurrence and distribution of vibrio vulnificus and vibrio parahaemolyticus–potential roles for fish, oyster, sediment and water. Lett. Appl. Microbiol. 58, 503–510 (2014).
Kim, J. Y. & Lee, J. L. Multipurpose assessment for the quantification of vibrio spp. And total bacteria in fish And seawater using multiplex real-time polymerase chain reaction. J. Sci. Food. Agric. 94, 2807–2817 (2014).
Parveen, S. et al. Seasonal and geographical differences in total and pathogenic vibrio parahaemolyticus and vibrio vulnificus levels in seawater and oysters from the Delaware and Chesapeake Bays determined using several methods. Appl. Environ. Microbiol. 86, e01581–e01520 (2020).
DeLuca, N. M. et al. Evaluation of remotely sensed prediction and forecast models for vibrio parahaemolyticus in the Chesapeake Bay. Remote Sens. Environ. 250, 112016 (2020).
Rivas-Montaño, A. M., Luis-Villaseñor, I. E., Piña-Valdez, P., Gómez-Gil, B. & Lizárraga-Partida, M. L. Spatiotemporal distribution of vibrio parahaemolyticus in relation to environmental parameters in a Coastal lagoon on the Pacific Coast of Northwestern Mexico. Ciencias Marinas. 44, 141–153 (2018).
León Robles, A. et al. Relationship of aquatic environmental factors with the abundance of vibrio cholerae, vibrio parahaemolyticus, vibrio mimicus and vibrio vulnificus in the coastal area of Guaymas, Sonora, Mexico. J. Water Health. 11, 700–712 (2013).
Blackwell, K. D. & Oliver, J. D. The ecology of vibrio vulnificus, vibrio cholerae, and vibrio parahaemolyticus in North Carolina estuaries. J. Microbiol. 46, 146–153 (2008).
Acknowledgements
The authors express their gratitude to the Iran University of Medical Sciences, Tehran, Iran, for their support and cooperation in conducting this study.
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This research was financially supported by the Iran University of Medical Sciences under grant number 20016.
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Mohammad Ahmadi: Methodology, Validation, Writing – original draft, Writing – review & editing, Visualization. Ali Esrafili: Methodology, Validation, Writing – review & editing, Visualization. Hamidreza Pazoki-Toroudi: Methodology, Validation. Fazel Gorjipour : Methodology, Validation, Writing – review & editing. Roshanak Rezaei Kalantary : Data curation, Supervision, Project administration, Conceptualization, Validation, Resources, Writing – review & editing.
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Ahmadi, M., Esrafili, A., Pazoki-Toroudi, H. et al. Occurrence, environmental correlates, and risk assessment of Vibrio parahaemolyticus in Caspian sea coastal waters.
Sci Rep (2025). https://doi.org/10.1038/s41598-025-28883-w
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DOI: https://doi.org/10.1038/s41598-025-28883-w
Keywords
- Caspian sea
- Coastal water
- Probability of illness
- QMRA
V. parahaemolyticus. DALY
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