Abstract
In order to reduce the amount of trace metals such as cadmium in human food, it is useful to predict the trace metal composition of cereal grains from well-chosen topsoil variables. Statistical relationships between soil properties and metal concentration in plant organs have already been studied. However, such studies involved only a few common soil properties such as pH, organic carbon content and cation exchange capacity. Here, we compared metal contents in grain and in topsoil samples. 198 samples of grains of winter wheat were collected from paired topsoil and crop surveys in the northern half of France. The soils belong to 18 contrasting pedogeological families. Grain and topsoil samples were analysed for Cd, Cr, Cu, Ni, Pb, Zn, Fe, Mg and Mn. For soil samples, three pools of metal were determined: total concentration by HF digestion, and two available pools by partial extraction using either diethylenetriamine pentaacetic acid (DTPA) or NH4NO3. Canonical correlation analysis including multiple linear regression was used to study relationships between soil and grain data. Our findings show the occurrence of six significant and independent relations between the topsoil variables and the grain variables. The adjustment quality of those relations is measured by six coefficients equivalent to individual determination coefficients. The maximum coefficient of 0.79 is higher than any individual ones. Our findings show in particular an excellent regression model for grain Cd with a small number of topsoil variables, thus allowing an accurate prediction for winter wheat grains. Practically, farmers can use the prediction model to increase soil pH and by growing a less metal-accumulating cultivar upon detection of a threat. The strengths of our study are the following: (1) we studied a very large number of sites, including soils with very diverse parent materials, soil-forming processes and geochemical properties; (2) we measured and tested a large number of variables, including in particular available metal fractions; and (3) we applied unusual statistical methods such as canonical correlation analysis.
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References
Adams M.L. Zhao F.J., McGrath S.P., Nicholson F.A., Chambers B.J. (2004) Predicting Cadmium Concentrations in Wheat and Barley Grain Using Soil Properties, J. Environ. Qual. 33, 532–541.
Alloway B.J. (1995) Cadmium, in: Alloway B.J. (Ed.), Heavy metals in soils, Second edition, Blackie Academic & Professional, Glasgow, 368 p.
Anderson P.R., Christensen T.H. (1988) Distribution coefficients of Cd, Co, Ni and Zn in soils, J. Soil Sci. 39, 15–22.
Backes C.A., McLaren R.G., Rate A.W., Swift R.S. (1995) Kinetics of cadmium and cobalt desorption from iron and manganese oxides, Soil Sci. Soc. Am. J. 59, 778–785.
Baize D., Tomassone R. (2003a) Modélisation empirique du transfert du cadmium et du zinc des sols vers les grains de blé tendre, Étude et Gestion des Sols 4, 219–238.
Baize D., Tomassone R. (2003b) Predictive models of the Cd concentration in the winter wheat grain using topsoil analytical data, Proceed. 7th ICOBTE, Uppsala, SP 3.
Baize D., Deslais W., Gaiffe M. (1999) — Anomalies naturelles en cadmium dans les sols de France, Étude et Gestion des Sols 2, 85–104.
Baize D., Mench M., Sappin-Didier V., Mocquot B., Gomez A., Proix N., Sterckeman T. (2003) Phytodisponibilité des éléments traces métalliques dans les grains de blé, in: Tercé M. (Ed.), Dossiers de l’environnement de l’INRA n∘ 25, Paris, pp. 45–62.
Bellanger L., Baize D., Tomassone R. (2006) L’analyse des corrélations canoniques appliquée à des données environnementales, Revue de Statistiques Appliquées LIV 4, 7–40.
Chaudri A., Allain C., Badawy S.H., Adams M., McGrath S., Chambers B. (2001) Cadmium content of wheat grain from a long-term field experiment with sewage sludge, J. Environ. Qual. 30, 1575–1580.
Christensen T.H., Tjell J.C. (1991) Sustainable management of heavy metals in agriculture, Example: cadmium, in: Farmer J.G. (Ed.), Proc. Int. Conf. Heavy Metals in the Environment, Edimburgh, Vol. 1, pp. 40–49.
CSHPF (Conseil Supérieur d’Hygiène Publique de France) (1996) Plomb, cadmium et mercure dans l’alimentation: évaluation et gestion du risque, Tec & Doc, Lavoisier, Paris.
Courbe C., Baize D., Sappin-Didier V., Mench M. (2002) Impact de boues d’épuration anormalement riches en cadmium sur des sols agricoles en Limousin, Actes des 7e JNES, Orléans, pp. 15–16.
DIN (Deutsches Institüt für Normung) (1995) Bodenbeschaffenheit. Extraktion von Spurenelemente mit Ammonium-nitratlösung. Vornorm DIN V 19730, in: Boden — Chemische Bodenuntersuchungsverfahren, ed. DIN, Berlin.
Garrett R.G., Maclaurin A.I., Gawalko E.J., Tkachuk R., Hall G.E.M. (1998) A prediction model for estimating the cadmium content of durum wheat from soil chemistry, J. Geochem. Explor. 64, 101–110.
Gittins G. (1980) Canonical Analysis. A review with Applications in Ecology, Springer Verlag, Berlin.
Gonzalez I., Déjean S., Martin P.G.P., Baccini A. (2008) CCA: An R Package to Extend Canonical Correlation Analysis, J. Stat. Software 23, 1–14.
Grant C.A., Bailey L.D., McLaughlin M.J., Singh B.R. (1999) Management factors which influence Cadmium concentration in crops. A review, in: McLaughlin M.J., Singh B.R. (Eds.), Cadmium in soils and plants, Kluwer Acad. Publishers, Dordrecht, pp. 151–198.
Halen H. (1993) Distribution et cinétique de mobilisation du cadmium dans le sol, Thèse, Louvain la Neuve, 151 p. + annexes.
Hotelling H. (1936) Relations between two sets of variables, Biometrika, 28, 321–377.
Hough R.L., Young S.D., Crout N.M.J. (2003) Modelling of Cd, Cu, Ni, Pb and Zn uptake, by winter wheat and forage maize, from a sewage disposal farm, Soil Use Manage. 19, 19–27.
Hovmand M.F., Tjell J.C., Mosbaek H. (1983) Plant uptake of airborne cadmium, Environ. Pollut., Series A 30, 27–38.
Jiao Y., Grant C.A., Bailey L.D. (2004) Effects of phosphorus and zinc fertilizer on cadmium uptake and distribution in flax and durum wheat, J. Sci. Food Agr. 84, 777–785.
Kirkham M.B. (2006) Cadmium in plants on polluted soils: Effects of soil factors, hyperaccumulation, and amendments, Geoderma 137, 19–32.
Lebourg A., Sterckeman T., Ciesielski H., Proix N. (1996) Intérêt de différents réactifs d’extraction chimique pour l’évaluation de la biodisponibilité des métaux en traces du sol, Agronomie 16, 201–215.
Lebourg A., Sterckeman T., Ciesielski H., Proix N. (1998) Trace metal speciation in three unbuffered salt solutions used to assess their bioavailability in soil, J. Environ. Qual. 27, 584–590.
Lindsay W.L., Norvell W.A. (1978) Development of a DTPA soil test for zinc, iron, manganese and copper, Soil Sci. Soc. Am. J. 42, 421–428.
McBride M.B. (1980) Chemisorption of Cd2+ on calcite surfaces, Soil Sci. Soc. Am. J. 44, 26–28.
McKenzie R.M. (1989) Manganese oxides and hydroxides, in: Dixon J.B., Weed S.B. (Eds.), Minerals in soil environments, 2nd ed., Chap. 9, pp. 439–465.
Meers E., Unamuno V., Vandegehuchte M., Vanbroekhoven K., Geebelen W., Samson R., Vangronsveld J., Diels L., Ruttens A., Du Laing G., Tack F. (2005) Soil-solution speciation of Cd as affected by soil characteristics in unpolluted and polluted soils, Environ. Toxicol. Chem. 24, 499–509.
Mench M., Baize D., Sappin-Didier V., Sagot S., Sterckeman T., Courbe C., Gomez A. (2001) Trace elements contents in winter wheat grain depending on soil types (QUASAR programme — France), Proc. 6th ICOBTE, Guelph, p. 325.
Mitchell L.G., Grant C.A., Racz G.J. (2000) Effect of nitrogen application on concentration of cadmium and nutrient ions in soil solution and in durum wheat, Can. J. Soil Sci. 80, 107–115.
Norvell W.A., Wu J., Hopkins D.G., Welch R.M. (2000) Association of Cadmium in Durum Wheat Grain with Soil Chloride and Chelate-Extractable Soil Cadmium, Soil Sci. Soc. Am. J. 64, 2162–2168.
Oliver D.P., Schultz J.E., Tiller K.G., Merry R.H. (1993) The effect of crop rotations and tillage practices on cadmium concentration in wheat grain, Aust. J. Agr. Res. 44, 1221–1234.
Oliver D.P., Hannam R., Tiller K.G., Wilhelm N.S., Merry R.H., Cozens G.D. (1994) The effects of zinc fertilisation on cadmium concentration in wheat grain, J. Environ. Qual. 23, 705–711.
Oliver D.P., Wilhelm N.S., McFarlane J.D., the late Tiller K.G., Cozens G.D. (1997) Effect of soil and foliar applications of zinc on cadmium concentration in wheat grain, Aust. J. Exp. Agr. 37, 677–681.
Oliver D.P., Tiller K.G., Alston A.M., Naidu R., Cozens G.D. (1999) A comparison of three soil tests for assessing Cd accumulation in wheat grain, Aust. J. Soil Res. 37, 1123–1138.
Prüess A. (1997) Action values for mobile (NH4NO3-extractable) trace elements in soils based on the German national standard DIN 19730. Contaminated Soils, Paris (France) May 15–19, 1995, INRA Paris (Les colloques n∘ 85), pp. 415–423.
Rieuwerts J.S., Thornton I., Farago M.E., Ashmore M.R. (1998) Quantifying the influence of soil properties on the solubility of metals by predictive modelling of secondary data, Chem. Spec. Bioavailab. 10, 83–94.
Sappin-Didier V., Mench M., Baize D., Brayette S., Jadé C., Masson P. (2001) Relationship between indicators of Cd exposure and Cd in wheat grain, Proc. 6th ICOBTE, Guelph, p. 596.
Sauerbeck D.R., Styperek P. (1985) Evaluation of chemical methods for assessing the Cd and Zn availability from different soils and sources, in: Leschber R., Davis R., L’Hermite P. (Eds.), Chemical methods for assessing bioavailability of metals in sludges and soils. EUR 9538, Elsevier, London, pp. 49–67.
Sterckeman T., Baize D., Mench M., Proix N., Gomez A. (2001) Comparison of three chemical extraction methods for assessing the availability of Cd, Cu, Pb and Zn to winter wheat, Proc. 6th ICOBTE, Guelph, p. 645.
Symeonides C., McRae S.G. (1977) The assessment of plant-available cadmium in soils, J. Environ. Qual. 6, 72–77.
Tomassone R., Audrain S., Lesquoy-de Turckheim E., Millier C. (1992) La régression: nouveaux regards sur une ancienne méthode statistique, Masson, Paris, 2e éd.
Tremel-Schaub A., Feix I. (2005) Contamination des sols, Transferts des sols vers les plantes, EDP Sciences et ADEME Éditions.
Van Lune P., Zwart K.B. (1997) Cadmium uptake by crops from the subsoil, Plant Soil 189, 231–237.
Venables W.N., Ripley B.D. (1997) Modern Applied Statistics with S-Plus, 2nd ed., Springer-Verlag, New York.
Vinkel B. (2001) Analyse de la composition en éléments traces dans le grain de variétés de blé (programme Quasar INRA/ITCF), Mémoire DESS, Bordeaux 2.
Zasoski R.J., Burau R.G. (1988) Sorption and sorptive interaction of cadmium and zinc on hydrous manganese oxide, Soil Sci. Soc. Am. J. 52, 81–87.
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Baize, D., Bellanger, L. & Tomassone, R. Relationships between concentrations of trace metals in wheat grains and soil. Agron. Sustain. Dev. 29, 297–312 (2009). https://doi.org/10.1051/agro:2008057
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DOI: https://doi.org/10.1051/agro:2008057