Literature DB >> 28712083

Predictive statistical modelling of cadmium content in durum wheat grain based on soil parameters.

Yoann Viala1, Julien Laurette2, Laurence Denaix2, Emmanuelle Gourdain3, Benoit Méléard3, Christophe Nguyen2, André Schneider2, Valérie Sappin-Didier2.   

Abstract

Regulatory limits on cadmium (Cd) content in food products are tending to become stricter, especially in cereals, which are a major contributor to dietary intake of Cd by humans. This is of particular importance for durum wheat, which accumulates more Cd than bread wheat. The contamination of durum wheat grain by Cd depends not only on the genotype but also to a large extent on soil Cd availability. Assessing the phytoavailability of Cd for durum wheat is thus crucial, and appropriate methods are required. For this purpose, we propose a statistical model to predict Cd accumulation in durum wheat grain based on soil geochemical properties related to Cd availability in French agricultural soils with low Cd contents and neutral to alkaline pH (soils commonly used to grow durum wheat). The best model is based on the concentration of total Cd in the soil solution, the pH of a soil CaCl2 extract, the cation exchange capacity (CEC), and the content of manganese oxides (Tamm's extraction) in the soil. The model variables suggest a major influence of cadmium buffering power of the soil and of Cd speciation in solution. The model successfully explains 88% of Cd variability in grains with, generally, below 0.02 mg Cd kg-1 prediction error in wheat grain. Monte Carlo cross-validation indicated that model accuracy will suffice for the European Community project to reduce the regulatory limit from 0.2 to 0.15 mg Cd kg-1 grain, but not for the intermediate step at 0.175 mg Cd kg-1. The model will help farmers assess the risk that the Cd content of their durum wheat grain will exceed regulatory limits, and help food safety authorities test different regulatory thresholds to find a trade-off between food safety and the negative impact a too strict regulation could have on farmers.

Entities:  

Keywords:  Cadmium; Chemical extraction; Durum wheat; Soil contamination; Statistical predictive model

Mesh:

Substances:

Year:  2017        PMID: 28712083     DOI: 10.1007/s11356-017-9712-z

Source DB:  PubMed          Journal:  Environ Sci Pollut Res Int        ISSN: 0944-1344            Impact factor:   4.223


  18 in total

1.  Adaptation of the ion exchange method for the determination of the free ionic fraction of cadmium in solution.

Authors:  André Schneider
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2.  Transfer functions for solid-solution partitioning of cadmium for Australian soils.

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Journal:  Environ Pollut       Date:  2011-08-23       Impact factor: 8.071

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Authors:  M Hutton
Journal:  Ecotoxicol Environ Saf       Date:  1983-02       Impact factor: 6.291

Review 4.  Cadmium effects on the thyroid gland.

Authors:  Snezana A Jancic; Bojan Z Stosic
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5.  Environmental exposure to cadmium and risk of cancer: a prospective population-based study.

Authors:  Tim Nawrot; Michelle Plusquin; Janneke Hogervorst; Harry A Roels; Hilde Celis; Lutgarde Thijs; Jaco Vangronsveld; Etienne Van Hecke; Jan A Staessen
Journal:  Lancet Oncol       Date:  2006-02       Impact factor: 41.316

6.  Predicting cadmium concentrations in wheat and barley grain using soil properties.

Authors:  M L Adams; F J Zhao; S P McGrath; F A Nicholson; B J Chambers
Journal:  J Environ Qual       Date:  2004 Mar-Apr       Impact factor: 2.751

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Authors: 
Journal:  IARC Monogr Eval Carcinog Risks Hum       Date:  1993

8.  Cadmium availability to wheat in five soil series from the Yonne district, Burgundy, France.

Authors:  M Mench; D Baize; B Mocquot
Journal:  Environ Pollut       Date:  1997       Impact factor: 8.071

9.  Dietary cadmium intake and the risk of cancer: a meta-analysis.

Authors:  Young Ae Cho; Jeongseon Kim; Hae Dong Woo; Moonsu Kang
Journal:  PLoS One       Date:  2013-09-17       Impact factor: 3.240

10.  Zn/Fe remobilization from vegetative tissues to rice seeds: should I stay or should I go? Ask Zn/Fe supply!

Authors:  Raul A Sperotto
Journal:  Front Plant Sci       Date:  2013-11-14       Impact factor: 5.753

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  1 in total

1.  A New Sight of Influencing Effects of Major Factors on Cd Transfer from Soil to Wheat (Triticum aestivum L.): Based on Threshold Regression Model.

Authors:  Zhifan Chen; Wencai Geng; Xingyuan Jiang; Xinling Ruan; Di Wu; Yipeng Li
Journal:  Int J Environ Res Public Health       Date:  2022-09-28       Impact factor: 4.614

  1 in total

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