A dynamic transport model for quantification of norovirus internalization in lettuce from irrigation water and associated health risk

被引:8
作者
Chandrasekaran, Srikiran [1 ]
Jiang, Sunny C. [1 ]
机构
[1] Univ Calif Irvine, Civil & Environm Engn, Irvine, CA USA
基金
比尔及梅琳达.盖茨基金会;
关键词
Wastewater reuse; Subsurface irrigation; Virus; Microbial risk assessment; Dynamic model; Transport model; WASTE-WATER; NORWALK VIRUS; PARAMETER UNCERTAINTY; EXPERIMENTAL-DESIGN; DISEASE BURDEN; SLOPPY MODELS; DOSE-RESPONSE; FOOD CROPS; SOIL; VEGETABLES;
D O I
10.1016/j.scitotenv.2018.06.158
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Food production using recycled wastewater offers a sustainable way forward in light of limited freshwater resources. However, concerns of food safety should be addressed to protect public health. To this end, we developed a dynamic transport model to track norovirus from the irrigation water to the root and shoot of lettuce during the growth period. These processes were embodied in a system of ordinary differential equations that also incorporated plant growth, transpiration rate, viral attachment and detachment to culture media, viral decay, and plant barrier effects. Model parameters were either obtained from the literature or through fitting the model to experimental data from a study reporting human norovirus transport in hydroponically grown lettuce. The results showed that lettuce grown hydroponically resulted in a higher risk than lettuce grown in soil. In both cases, the risk predicted failed to meet the risk benchmarks established by the U.S. EPA and WHO. Viral attachment to growth media, such as the soil particles, was an important mechanism for risk reduction. A sensitivity analysis revealed that harvesting time and irrigation time are important factors influencing the viral loads in lettuce. Hence, this pathogen transport model provides a framework for investigating the effects of time and other factors on disease burdens from water reuse in agriculture, underscoring the utility of a dynamic model. In the absence of a routine monitoring of contaminants in the recycled irrigation water and food crops, a quantitative risk assessment based on objective scientific knowledge is the best approach to guide the policy decisions on water reuse practices. (C) 2018 The Authors. Published by Elsevier B.V.
引用
收藏
页码:751 / 761
页数:11
相关论文
共 66 条
[1]  
[Anonymous], 2018, Guidelines for Drinking Water Quality
[2]   Sloppy models, parameter uncertainty, and the role of experimental design [J].
Apgar, Joshua F. ;
Witmer, David K. ;
White, Forest M. ;
Tidor, Bruce .
MOLECULAR BIOSYSTEMS, 2010, 6 (10) :1890-1900
[3]   Determination of the 50% Human Infectious Dose for Norwalk Virus [J].
Atmar, Robert L. ;
Opekun, Antone R. ;
Gilger, Mark A. ;
Estes, Mary K. ;
Crawford, Sue E. ;
Neill, Frederick H. ;
Ramani, Sasirekha ;
Hill, Heather ;
Ferreira, Jennifer ;
Graham, David Y. .
JOURNAL OF INFECTIOUS DISEASES, 2014, 209 (07) :1016-1022
[4]   A probabilistic model of norovirus disease burden associated with greywater irrigation of home-produced lettuce in Melbourne, Australia [J].
Barker, S. Fiona ;
O'Toole, Joanne ;
Sinclair, Martha I. ;
Leder, Karin ;
Malawaraarachchi, Manori ;
Hamilton, Andrew J. .
WATER RESEARCH, 2013, 47 (03) :1421-1432
[5]   ENDOPHYTIC BACTERIA IN GRAPEVINE [J].
BELL, CR ;
DICKIE, GA ;
HARVEY, WLG ;
CHAN, JWYF .
CANADIAN JOURNAL OF MICROBIOLOGY, 1995, 41 (01) :46-53
[6]  
BOCHE RD, 1966, J IMMUNOL, V97, P942
[7]  
Both A., 2003, ILLUMITEX, V18, P8
[8]  
Both A.J., 1995, Dynamic simulation of supplemental lighting for greenhouse hydroponic lettuce production
[9]   Possible Internalization of an Enterovirus in Hydroponically Grown Lettuce [J].
Carducci, Annalaura ;
Caponi, Elisa ;
Ciurli, Adriana ;
Verani, Marco .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2015, 12 (07) :8214-8227
[10]   Comment on "Sloppy models, parameter uncertainty, and the role of experimental design" [J].
Chachra, Ricky ;
Transtrum, Mark K. ;
Sethna, James P. .
MOLECULAR BIOSYSTEMS, 2011, 7 (08) :2522-2522