Quantitative Microbial Risk Assessment Models for Consumption of Raw Vegetables Irrigated with Reclaimed Water

ABSTRACT Quantitative microbial risk assessment models for estimating the annual risk of enteric virus infection associated with consuming raw vegetables that have been overhead irrigated with nondisinfected secondary treated reclaimed water were constructed. We ran models for several different scenarios of crop type, viral concentration in effluent, and time since last irrigation event. The mean annual risk of infection was always less for cucumber than for broccoli, cabbage, or lettuce. Across the various crops, effluent qualities, and viral decay rates considered, the annual risk of infection ranged from 10−3 to 10−1 when reclaimed-water irrigation ceased 1 day before harvest and from 10−9 to 10−3 when it ceased 2 weeks before harvest. Two previously published decay coefficients were used to describe the die-off of viruses in the environment. For all combinations of crop type and effluent quality, application of the more aggressive decay coefficient led to annual risks of infection that satisfied the commonly propounded benchmark of ≤10−4, i.e., one infection or less per 10,000 people per year, providing that 14 days had elapsed since irrigation with reclaimed water. Conversely, this benchmark was not attained for any combination of crop and water quality when this withholding period was 1 day. The lower decay rate conferred markedly less protection, with broccoli and cucumber being the only crops satisfying the 10−4 standard for all water qualities after a 14-day withholding period. Sensitivity analyses on the models revealed that in nearly all cases, variation in the amount of produce consumed had the most significant effect on the total uncertainty surrounding the estimate of annual infection risk. The models presented cover what would generally be considered to be worst-case scenarios: overhead irrigation and consumption of vegetables raw. Practices such as subsurface, furrow, or drip irrigation and postharvest washing/disinfection and food preparation could substantially lower risks and need to be considered in future models, particularly for developed nations where these extra risk reduction measures are more common.

[1]  A H Havelaar,et al.  The Beta Poisson Dose‐Response Model Is Not a Single‐Hit Model , 2000, Risk analysis : an official publication of the Society for Risk Analysis.

[2]  P. Teunis,et al.  Modeling Virus Inactivation on Salad Crops Using Microbial Count Data , 2001, Risk analysis : an official publication of the Society for Risk Analysis.

[3]  Hiroaki Tanaka,et al.  Estimating the safety of wastewater reclamation and reuse using enteric virus monitoring data , 1998 .

[4]  D. Vose Risk Analysis: A Quantitative Guide , 2000 .

[5]  M. Sobsey,et al.  Inactivation of Cell‐Associated and Dispersed Hepatitis A Virus in Water , 1991 .

[6]  H I Shuval,et al.  High levels of microbial contamination of vegetables irrigated with wastewater by the drip method , 1978, Applied and environmental microbiology.

[7]  Mgb,et al.  Quantifying public health risk in the WHO Guidelines for Drinking-Water Quality: a burden of disease approach , 2003 .

[8]  J. Rose,et al.  Quantitative Microbial Risk Assessment , 1999 .

[9]  Liqa Raschid-Sally,et al.  Wastewater Use in Irrigated Agriculture: Confronting the Livelihood and Environmental Realities , 2004 .

[10]  B. Macler,et al.  Use of microbial risk assessment in setting US drinking water standards. , 1993, International journal of food microbiology.

[11]  Anne-Maree Boland,et al.  Position of the Australian horticultural industry with respect to the use of reclaimed water , 2005 .

[12]  A. Hamilton,et al.  Effects of cultivar on oviposition preference, larval feeding and development time of diamondback moth, Plutella xylostella (L.) (Lepidoptera: Plutellidae), on some Brassica oleracea vegetables in Victoria , 2005 .

[13]  M H Cassin,et al.  Quantitative risk assessment for Escherichia coli O157:H7 in ground beef hamburgers. , 1998, International journal of food microbiology.

[14]  J. Konz,et al.  Exposure factors handbook , 1989 .

[15]  Charles P. Gerba,et al.  Use of Risk Assessment for Development of Microbial Standards , 1991 .

[16]  G. Craun,et al.  Surveillance for waterborne-disease outbreaks--United States, 1993-1994. , 1996, MMWR. CDC surveillance summaries : Morbidity and mortality weekly report. CDC surveillance summaries.

[17]  J. T. Tierney,et al.  Persistence of Virus on Sewage-Irrigated Vegetables , 1976 .

[18]  N. Ashbolt,et al.  Of: Microbial Risks from Wastewater Irrigation of Salad Crops: a Screening‐Level Risk Assessment , 2002, Water environment research : a research publication of the Water Environment Federation.

[19]  Charles P. Gerba,et al.  Waterborne rotavirus: A risk assessment , 1996 .

[20]  Hillel I. Shuval,et al.  The Development of Health Guidelines for Wastewater Reclamation , 1991 .

[21]  Liqa Raschid-Sally,et al.  Wastewater use in irrigated agriculture: management challenges in developing countries. , 2004 .

[22]  N. Ashbolt,et al.  Viral risks associated with wastewater reuse: modeling virus persistence on wastewater irrigated salad crops. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.

[23]  H. D. Patterson,et al.  Recovery of inter-block information when block sizes are unequal , 1971 .

[24]  S R Petterson,et al.  Microbial Risks from Wastewater Irrigation of Salad Crops: A Screening‐Level Risk Assessment , 2001, Water environment research : a research publication of the Water Environment Federation.

[25]  Paul R. Hunter,et al.  Assessment of Risk , 2003 .

[26]  L. Harris,et al.  Survival and recovery of Escherichia coli O157:H7, Salmonella, and Listeria monocytogenes on lettuce and parsley as affected by method of inoculation, time between inoculation and analysis, and treatment with chlorinated water. , 2004, Journal of food protection.

[27]  D. Bernstein,et al.  Human rotavirus studies in volunteers: determination of infectious dose and serological response to infection. , 1986, The Journal of infectious diseases.

[28]  W A Furumoto,et al.  A mathematical model for the infectivity-dilution curve of tobacco mosaic virus: theoretical considerations. , 1967, Virology.

[29]  Takashi Asano,et al.  Virus Risk Analysis in Wastewater Reclamation and Reuse , 1990 .

[30]  Gideon Oron,et al.  Risk assessment of consuming agricultural products irrigated with reclaimed wastewater: An exposure model , 2000 .

[31]  Joan B. Rose,et al.  Removal of pathogenic and indicator microorganisms by a full-scale water reclamation facility , 1996 .

[32]  Yoel DeMalach,et al.  Effluent Reuse by Trickle Irrigation , 1991 .

[33]  Takashi Asano,et al.  Waste Water Reclamation and Reuse , 2000 .

[34]  Hillel I. Shuval,et al.  Development of a risk assessment approach for evaluating wastewater reuse standards for agriculture , 1997 .

[35]  T. Asano,et al.  Monterey wastewater reclamation study for agriculture. , 1990 .

[36]  Takashi Asano,et al.  Evaluation of the California Wastewater Reclamation Criteria using enteric virus monitoring data , 1992 .

[37]  C. P. Gerba,et al.  Survival of rotavirus SA-11 on vegetables , 1985 .

[38]  R. Brackett Antimicrobial Effect of Chlorine on Listeria monocytogenes. , 1987, Journal of food protection.

[39]  Frank Stagnitti,et al.  Quantitative microbial risk assessment modelling for the use of reclaimed water in irrigated horticulture , 2005 .

[40]  S. Toze Reuse of effluent water—benefits and risks , 2006 .

[41]  K. Asmal Water is a catalyst for peace. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.