Acessibilidade / Reportar erro

Zinc availability for corn grown on an oxisol amended with flue dust

Disponibilidade de zinco para o milho em latossolo vermelho tratado com pó-de-aciaria

Abstracts

The costs related to the construction and maintenance of industrial landfills, and the environmental risks that they may represent, have increased the interest of several types of industries in studying the possibility of applying residues to agricultural soils. This study evaluates the efficiency of flue dust as a zinc source for corn, and the zinc availability for corn evaluated by four methods. A greenhouse experiment carried out at Campinas, SP, Brazil, evaluated the effect of two zinc sources (flue dust and zinc sulphate), at three rates (5, 50 and 150 mg dm-3), in one soil (Rhodic Hapludox) under two pH conditions (5.0 and 6.0). The treatments were arranged in a randomized factorial scheme design with three replications. Zinc availability indexes were determined by the pH 7.3 DTPA, Mehlich-1, and Mehlich-3 methods. The free Zn2+ activity in soil solution was calculated by the MINTEQ computer model. The extraction methods and the activity of the free ion Zn2+ were equally reliable to evaluate zinc availability in the soil amended with flue dust. More than 70% of the total Zn present in the saturation extract was in the free ion form, and the remainder was mainly complexed to SO4(2-) and OH-, independent of soil pH. Flue dust is a zinc supplier to plants. All tested methods were efficient in evaluating Zn availability for corn, independently of soil pH.

DTPA; heavy metals; industrial wastes; speciation; soil pH


Os custos com a construção e manutenção de aterros industriais e os riscos ambientais que podem representar têm aumentado o interesse de vários tipos de indústrias em estudar a viabilidade de aplicação de resíduos no solo agrícola. Este trabalho avalia a eficiência do pó de aciaria quanto ao suprimento de zinco para o milho e a disponibilidade desse metal comparada por quatro métodos de extração. O experimento foi conduzido em casa de vegetação em Campinas, SP, Brasil, avaliando o efeito de duas fontes de zinco (pó de aciaria e sulfato de zinco), em três doses (5, 50 e 150 mg dm-3) e um solo (Latossolo Vermelho) com dois valores de pH (5,0 e 6,0). Os tratamentos foram distribuídos em esquema fatorial com três repetições. A disponibilidade de zinco foi determinada por DTPA pH 7.3, Mehlich-1 e Mehlich-3 e a atividade do Zn2+ livre na solução do solo foi calculada pelo modelo MINTEQ. Nos dois valores de pH estudados, tanto a atividade do Zn2+ como os três métodos de extração foram igualmente eficientes em avaliar a disponibilidade de zinco para as plantas em solos tratados com pó de aciaria. Mais que 70% do Zn total presente no extrato de saturação estava como íon livre e o restante complexado com SO4(2-) e OH-, independente do pH do solo. O pó de aciaria é uma fonte de zinco para as plantas. Todos os métodos testados foram eficientes em estimar a disponibilidade de Zn para o milho, independente do pH

DTPA; metal pesado; resíduo industrial; especiação; pH do solo


SOILS AND PLANT NUTRITION

Zinc availability for corn grown on an oxisol amended with flue dust

Disponibilidade de zinco para o milho em latossolo vermelho tratado com pó-de-aciaria

Gláucia Cecília Gabrielli dos Santos; Ronaldo Severiano Berton; Otávio Antônio de Camargo* * Corresponding author < ocamargo@iac.sp.gov.br> ; Mônica Ferreira de Abreu

Instituto Agronômico - Centro de Solos e Recursos Ambientais, C.P. 28 - 13012-970 - Campinas - Brasil

ABSTRACT

The costs related to the construction and maintenance of industrial landfills, and the environmental risks that they may represent, have increased the interest of several types of industries in studying the possibility of applying residues to agricultural soils. This study evaluates the efficiency of flue dust as a zinc source for corn, and the zinc availability for corn evaluated by four methods. A greenhouse experiment carried out at Campinas, SP, Brazil, evaluated the effect of two zinc sources (flue dust and zinc sulphate), at three rates (5, 50 and 150 mg dm-3), in one soil (Rhodic Hapludox) under two pH conditions (5.0 and 6.0). The treatments were arranged in a randomized factorial scheme design with three replications. Zinc availability indexes were determined by the pH 7.3 DTPA, Mehlich-1, and Mehlich-3 methods. The free Zn2+ activity in soil solution was calculated by the MINTEQ computer model. The extraction methods and the activity of the free ion Zn2+ were equally reliable to evaluate zinc availability in the soil amended with flue dust. More than 70% of the total Zn present in the saturation extract was in the free ion form, and the remainder was mainly complexed to SO42- and OH-, independent of soil pH. Flue dust is a zinc supplier to plants. All tested methods were efficient in evaluating Zn availability for corn, independently of soil pH.

Key words: DTPA, heavy metals, industrial wastes, speciation, soil pH

RESUMO

Os custos com a construção e manutenção de aterros industriais e os riscos ambientais que podem representar têm aumentado o interesse de vários tipos de indústrias em estudar a viabilidade de aplicação de resíduos no solo agrícola. Este trabalho avalia a eficiência do pó de aciaria quanto ao suprimento de zinco para o milho e a disponibilidade desse metal comparada por quatro métodos de extração. O experimento foi conduzido em casa de vegetação em Campinas, SP, Brasil, avaliando o efeito de duas fontes de zinco (pó de aciaria e sulfato de zinco), em três doses (5, 50 e 150 mg dm-3) e um solo (Latossolo Vermelho) com dois valores de pH (5,0 e 6,0). Os tratamentos foram distribuídos em esquema fatorial com três repetições. A disponibilidade de zinco foi determinada por DTPA pH 7.3, Mehlich-1 e Mehlich-3 e a atividade do Zn2+ livre na solução do solo foi calculada pelo modelo MINTEQ. Nos dois valores de pH estudados, tanto a atividade do Zn2+ como os três métodos de extração foram igualmente eficientes em avaliar a disponibilidade de zinco para as plantas em solos tratados com pó de aciaria. Mais que 70% do Zn total presente no extrato de saturação estava como íon livre e o restante complexado com SO42- e OH-, independente do pH do solo. O pó de aciaria é uma fonte de zinco para as plantas. Todos os métodos testados foram eficientes em estimar a disponibilidade de Zn para o milho, independente do pH.

Palavras-chave: DTPA, metal pesado, resíduo industrial, especiação, pH do solo

INTRODUCTION

Iron smelters produce several residues that can cause environmental impacts depending on the form and location where they are disposed. Several studies show the potential use of iron smelter industry residues as correctives and fertilizers (Anderson & Parkpian, 1998, Silva, 1999). Among them the flue dust, containing about 12% of Zn originated from the steel production, represents a potential source of this nutrient to plants.

Retention of Zn by the soil is strongly influenced by pH, being greater at high pH (Alcântara & Camargo, 2001), influenced by the metal concentration in the soil (Basta & Tabatabai, 1992), by the CEC (Cunha et al., 1994), by the organic matter content (Lewis & Rule, 2001), and by the soil mineralogical characteristics (Ziper et al., 1988).

Metal availability can be evaluated through the use of appropriate extractants, but the extracted amounts ought to be correlated with the element quantity or concentration in the plant (Abreu et al., 2002). Several studies demonstrated that the DTPA and Mehlich-1 were adequate to evaluate Cd, Ni, Zn and Pb availability (Ribeiro-Filho et al., 2001). However, metal absorption and metal toxicity depend on the chemical species in solution so that plant response generally correlates better with the ion concentration or activity in solution (Parker et al., 1995). The ionic species concentration resulting from metal complexation with inorganic anions can be estimated through chemical balance models implemented in softwares such as MINTEQ and GEOCHEM, among others (Mattigod & Zachara, 1996) that use total dissolved contents as input data. Considering the potential of flue dust as source of zinc to plants and the contradictory results found in literature on the best chemical extraction method to be used to evaluate its availability, the objective of this work was to evaluate flue dust as a zinc source for corn, compared to a commercial Zn source like ZnSO4, and the use of three traditional extraction methods and a calculation model for free ionic activity, in predicting Zn availability for corn, in two soil pH environments.

MATERIAL AND METHODS

A greenhouse experiment was carried out from November 2000 to January 2001 in Campinas, SP, Brazil (22º54'20"S; 47º05'34"W; 674 m above sea level), in order to evaluate the effect of two zinc sources (flue dust and zinc sulphate) at three rates (5, 50 and 150 mg dm-3) and two soil pHs (5.0 and 6.0). Treatments were arranged as a randomized design in a factorial 2 × 3 × 3 scheme with three replications. The surface (0-20 cm) layer of the Rhodic Hapludox used in the experiment, presented: Zn (HNO3) = 15.8 mg kg-1; Zn (DTPA) = 0.8 mg dm-3; organic matter = 27 g dm-3; pH (in 0.01 mol L-1 CaCl2)= 4.3; CEC = 53.8 mmol dm-3; and clay content = 250 g kg-1. The soil to solution ratio for the pH determination was 1:2.

The very fine powdered flue dust used in the experiment was supplied by a steel plant from the São Paulo State and presented the following metal concentration as extracted by acqua regia (1HCl:1HNO3) in g kg-1 : Fe = 684; Zn = 122; Mn = 63; Pb = 24; Cr = 6.0; Al = 3.5; Cu = 2.3; Ni = 0.48 and Cd = 0.13, with pH (in 0,01 mol L-1 CaCl2) = 9.4, pH (H2O) = 9.6. Zn water solubility was determined according to the official method from the Analytical Chemistry International Association and yielded a value of 690 mg kg-1 (Kane, 1995). Zn solubility in ammonium neutral citrate, at the rate of 1:100, was 53.01 mg kg-1 (Brasil, 1983). Air-dried and sieved soil samples were sequentially treated with CaCO3 and MgO p.a. at the ratio 4:1 moles of Ca/Mg (296.24g Ca(OH)2 : 84.28g MgCO3), to raise the pH (in 0.01 mol L-1 CaCl2) to 5.0 and 6.0, according to a previously established incubation curve. After a 2-wk of equilibrium under moist conditions close to the water maximum retention capacity of the soil, 300 mg dm-3 of P were added as contaminant-free granulated triple superphosphate (sieved in a 2 mm screen); and 10 mL of a solution containing the equivalent of (in mg dm-3) 60 of N, 100 of K, 30 of S, 1 of Cu and 0.5 of B, as potassium nitrate, ammonium sulphate, copper sulphate and boric acid, respectively.

Seven days after treatment application, 1 L soil subsamples of each plastic pot were analyzed for macro and micronutrients, and potentially toxic elements. The three traditional extractants used were: (a) DTPA (Lindsay & Norvell, 1978), (b) Mehlich-1 (Mehlich, 1953) and (c) Mehlich-3 (Mehlich, 1984). The soil: solution ratios were 1:2 (DTPA) and 1:10 (Mehlich-1 and Mehlich-3). Water extracted anions and cations from a saturated soil paste (USDA, 1954) were determined by: ICP-OES (P, Ca, Mg, Cu, Fe, Mn, Zn, Cd, Cr, Ni, Pb); turbidimetry in the visible range (SO4-2), flame photometry (Na and K); ion selective electrode (Cl-) and distillation/titration: (NO3- and NH4+).

The corn cultivar, hybrid BR 201, was seeded at the rate of ten seeds per pot. Seedlings were thinned to five per pot after emergence. Thereafter and at five day intervals 20 mL per pot of a solution containing 100 mg N were added, totalizing 1.2 g N per pot at harvest time. The nitrogen sources were calcium nitrate and ammonium sulphate applied in alternated turns.

At the end of the experiment, the corn was harvested and the shoot washed, oven-dried at 70ºC until constant weight, weighed and ground using a Willey mill to pass 60-mesh silve and digested in nitric acid and hydrogen peroxide on a microwave oven according to Abreu (1997).

A simple linear regression analysis was performed between Zn content in the corn shoot and the soil Zn extracted by the three chemical extractants, and Zn2+ activity was calculated by the MINTEQ program (Allison et al., 1991).

RESULTS AND DISCUSSION

Zinc concentration in corn shoot varied from 14.4 to 522.8 mg kg-1 (Figure 1), surpassing the level of 95 mg kg-1, considered as toxic (Gupta & Gupta, 1998), for the higher rates of the two zinc sources. Similar results were obtained by Silva (1999) and Accioly (1996) for a soil of the Minas Gerais State, Brazil. Plant visual evaluation 40 days after emergence evidenced a yellowing of the younger leaves in treatments that received 150mg dm-3 of Zn, independently of pH and Zn source, suggesting Zn toxicity (Adriano et al., 1971).


For both zinc sources, the increase in the application rate is accompanied by an increase in corn shoot, regardless of pH, with a linear and significant correlation (Figure 1). However, the flue dust promoted lower zinc concentration in the shoot than zinc sulphate, in contrast with the results of Accioly (1996). With the application of 50 mg Zn dm-3 to the soil, 79 and 152 mg Zn kg-1 of dry matter were recovered from the flue dust and zinc sulphate treatments, respectively.

These results show that, although the flue dust is a zinc supplier to plants, its rate has to be higher than that recommended as zinc sulphate due to its lower solubility. This is be a problem for flue dust containing significant amounts of other heavy metals.

Soil Zn ranged from 0.8 to 94.4 mg dm-3 (DTPA), 2.3 to 109.3 mg dm-3 (Mehlich-1) and 3.5 to 118.6 mg dm-3 (Mehlich-3) (Figure 2). The Mehlich-1 and Mehlich-3 extractants exhibited larger extraction capacity than DTPA, regardless of soil pH (Figure 2), probably because the former extractants released part of adsorbed Zn to oxides, while pH 7.3 DTPA, an alkaline extractant, did not (Ribeiro-Filho et al., 1999).


It should be pointed out that even in the presence of visual symptoms of Zn toxicity in the plants, the Zn concentration in the soil was lower than the suggested value of 130 mg kg-1 considered as toxic by the Inter-Departmental Committee on Redevelopment of Contaminated Land (1987). However, it should be mentioned that this suggested toxic level was obtained with a 0.05 mol L-1 EDTA solution, while in this experiment other extractants were used for metal availability evaluation. The extractants were efficient in evaluating zinc availability for corn plants (Figure 3), in agreement with the results of Accioly (1996) and Amaral et al. (1996), in an experiment with flue dust, having lettuce and corn as test plants using a similar soil. The determination coefficients between DTPA, Mehlich-1, and Mehlich-3 soil extracted Zn and its concentration in corn shoot were smaller for flue dust than that for zinc sulphate.


Taking into account the extractant efficiency regarding soil pH (Figure 4), it was observed that the extractants were efficient in evaluating Zn availability irrespective of the zinc source. A decrease was also verified in its availability with pH increase for both Zn sources, probably due to the decreasing amount of free Zn2+ by complex reactions with SO42-, OH- and other ligands (Shuman, 1986) (Table 1).


Flue dust supplied less zinc to corn than zinc sulphate, probably because the former is less soluble. Approximately only 0.6% and 43% of total Zn obtained by the acqua regia extraction of flue dust was respectively soluble in water, and in ammonium neutral citrate. The water solubility is the determinant factor to determine the short-term agronomic efficiency. Several studies have demonstrated that metals added to soils as metal salts are more available than the metals in sewage sludge (Logan & Chaney, 1983) or as oxides (Abreu et al., 1996). Moreover, Zn availability can also be related to the differences in their constituents, once metal salts, like zinc sulphate, just add the anion bound to the metal while flue dust adds metal oxides.

The ionic speciation of the saturation extract of the zinc sulphate and flue dust-treatments is presented at Table 1. The Zn2+ free species activity increased with the zinc sulphate or flue dust addition rate at pH 5.0 and decreased only for the flue dust treatment at pH 6.0. The changing soil pH from 5.0 to 6.0 increased more the species ZnSO4º than ZnOH+ for both sources of zinc. This can be explained by the greater association of Zn with SO42-, as with the ZnSO4ºionic pair. The predominant zinc species in solution below pH 7.7 is Zn2+, although ZnOH+ is more prevalent above this pH and the ZnSO4ºionic pair is predominant in solution below pH 6.0 (Lindsay, 1979).

The Zn2+ activity also decreased considerably when pH changed from 5.0 to 6.0 with a 18 and 8% difference for higher flue dust and zinc sulphate rates, respectively (Table 1). If the free species (Zn2+) is the predominantly absorbed form (Machado & Pavan, 1987), this might partly explain the lower Zn absorption by corn (Figure 4).

In general, the estimated activity of Zn2+ in solution and the three extractants were efficient in evaluating soil Zn availability to corn, whether supplied as flue dust or zinc sulphate, for the two pH values (Table 2, Figure 3).

High correlation was observed between the three extraction methods and Zn2+ ionic activity in the saturation extract at pH 5.0 and 6.0, except for the flue dust treatment at soil pH 6.0, being similar or greater than the correlations obtained for the three studied extractants (Table 3, Figures 3 and 4). Since the activity of an element in the soil solution is just an intensity factor, these results indicate that the quantities, which are capacity factors, were very important for the Zn supply for corn, at the highest soil pH value.

CONCLUSIONS

The flue dust is an efficient source of zinc to corn. The DTPA, Mehlich-1, Mehlich-3 extraction methods and the estimated free zinc activity are equally reliable to evaluate zinc availability in an Oxisol amended with flue dust.

ACKNOWLEDGEMENTS

To FAPESP for financial support (proc. nº 00/01032-3) and to CNPq for a fellowship.

Received December 19, 2005

Accepted October 02, 2006

  • ABREU, C.A; RAIJ, B. van; TANAKA, R.T. Fontes de manganês para a soja na análise de solo. Brasileira de Ciência do Solo, v.20, p.91-97, 1996.
  • ABREU, C.A.; ABREU, M.F.; BERTON, R.S. Análise química de solos para metais pesados. In: ALVAREZ, V.H.; SCHAEFER, C.E.G.R.; BARROS, N.F.; MELLO, J.W. V.; COSTA, L.M. Tópicos em ciência do solo Viçosa: SBCS, 2002. v.2, p.645-692.
  • ABREU, M.F. Extração e determinação simultânea por emissão em plasma de nutrientes e elementos tóxicos em amostras de interesse agronômico. Campinas: UNICAMP/IQ, 1997. 135p. (Tese - Doutorado em Química).
  • ACCIOLY, A.M.A. Pó de forno de siderurgia como fonte de micronutrientes e seu efeito no solo e na planta. Lavras: UFLA, 1996. 70p. (Dissertação - Mestrado em Solos e Nutrição de Plantas).
  • ADRIANO, D.C.; PAULSEN, G.M.; MURPHY, L.S. Phosphorus-iron and phosphorus-zinc relationship in corn (Zea mays L.) seedlings as affected by mineral nutrition. Agronomy Journal, v.63, p.36-39, 1971.
  • ALCÂNTARA, M.A.K.; CAMARGO, O.A. Fator de retardamento e coeficiente de dispersão-difusão para crômio (III) em solos muito intemperizados, influenciados pelo pH, textura e matéria orgânica. Revista Brasileira de Ciência do Solo, v.25, p.209-216, 2001.
  • ALLISON, J.D.; BROWN, D.S.; NOVO-GRADAC, K.J. MINTEQA2/PRODEFA2 - A geochemical assessment model for environmental systems. Version 3.0 user's manual. Athens: Environmental Research Laboratory, 1991. 106p. (EPA, 600/3-91/021).
  • AMARAL, R.D.; BARROS, N.F.; COSTA, L.M.; FONTES, M.P.F. Efeito de um resíduo da indústria de zinco sobre a química de amostras de solo e plantas de milho. Revista Brasileira de Ciência do Solo, v.20, p.433-440, 1996.
  • ANDERSON, W.B.; PARKPIAN, P. Effect of soil applied iron by-product on micronutrient concentration in sorghum cultivars. Journal of Plant Nutrition, v.7, p.1333-1343, 1998.
  • BASTA, N.T.; TABATABAI, M.A. Effect of cropping systems on adsorption of metals by soils. II. Effect of pH. Soil Science, v.153, p.195-204, 1992.
  • BRASIL. Ministério da Agricultura. Análises de corretivos, fertilizantes e inoculantes. Métodos oficiais Brasília: Secretaria Nacional de Defesa Agropecuária, Laboratório Nacional de Referência Vegetal (LANARV), 1983. 104p.
  • CUNHA, R.C.A.; CAMARGO, O.A.; KINJO, T. Retenção de zinco em solos paulistas. Bragantia, v.53, p.291-301, 1994.
  • GUPTA, U.C.; GUPTA, S.C. Trace element toxicity relationship to crop production and livestock and human health: implications for management. Communications in Soil Science and Plant Analysis, v.29, p.1491-1522, 1998.
  • INTER-DEPARTMENTAL COMMITTEE ON THE REDEVELOPMENT OF CONTAMINATED LAND. Guidance on the assessment and redevelopment of contaminated land London: Department of the Environment, 1987.
  • KANE, P.F. Fertilizers. In: CUNNIFF, P. (Ed.). Official methods of analysis of the AOAC International Arlington: AOAC International, 1995. cap.2.
  • LEWIS, S.E.; RULE, J.H. Effects of organic matter and iron oxides on mobility of trace metals from flue dust contaminated soil. In: INTERNATIONAL CONFERENCE ON THE BIOGEOCHEMISTRY OF TRACE ELEMENTS, 6., Guelph, 2001. Proceedings Guelph: University of Guelph, 2001. 1 CD-Rom.
  • LINDSAY, W.L. Chemical equilibria in soils New York: Wiley-Interscience, 1979. 449p.
  • LINDSAY, W.L.; NORVELL, W. Development of DTPA soil for zinc, iron, manganese and copper. Soil Science Society of America Journal, v.42, p.421-428, 1978.
  • LOGAN, T.J.; CHANEY, R. Metals. In: PAGE, A.L.; GLEASON, T.L.; SMITH, J.E.; ISKANDAR, J.K.; SOMMERS, L.E. (Ed.). Utilization of municipal wastewater and sludge on land Riverside: University of California, 1983. p.235-326.
  • MACHADO, P.L.O.; PAVAN, M.A. A adsorção de zinco por alguns solos do Paraná. Revista Brasileira de Ciência do Solo, v.11, p.253-256, 1987.
  • MATTIGOD, S.V.; ZACHARA, J.M. Equilibrium modeling in soil chemistry. In: SPARKS, D.L. (Ed.). Methods of soil analysis chemical methods. Madison: SSSA, 1996. chap.40, p.1309-1358.
  • MEHLICH, A. Determination of Ca, Mg, K, Na e NH4. Raleigh: Soil Test Division, 1953.
  • MEHLICH, A. Mehlich 3 soil test extractant: a modification of Mehlich 2 extractant. Communications in Soil Science and Plant Analysis, v.15, p.1409-1416, 1984.
  • PARKER, D.R.; CHANEY, R.L.; NORWELL, W.A. Chemical equilibrium models: Applications to plant nutrition research. In: LOEPPERT, R.H. (Ed.). Chemical equilibrium and reactions models Madison: SSSA, 1995. chap.42, p.163-200.
  • RIBEIRO-FILHO, M.R.; CURI, N.; SIQUEIRA, J.O.; MOTTA, P.E.F. Metais pesados em solos de área de rejeitos de industria de processamento de zinco. Revista Brasileira de Ciência do Solo, v.23, p.453-464, 1999.
  • RIBEIRO-FILHO, M.R.; SIQUEIRA, J.O.; CURI, N.; SIMÃO, J.B.P. Fracionamento e biodisponibilidade de metais pesados em solo contaminado, incubado com materiais orgânicos e inorgânicos. Revista Brasileira de Ciência do Solo, v.25, p.495-507, 2001.
  • SHUMAN, L.M. Effect of ionic strength and anions on zinc adsorption by two soils. Soil Science Society of America Journal, v.50, p.1438-1442, 1986.
  • SILVA, S.A.M. Fracionamento e biodisponibilidade de metais para o feijoeiro em solos tratados com pó de forno de aciaria elétrica. Lavras: UFLA, 1999. 123p. (Dissertação Mestrado em Solos e Nutrição de Plantas).
  • UNITED STATES. Department of Agriculture. Salinity Laboratory Staff. Diagnosis and improvement of saline and alkali soils. Riverside: USDA, 1954. 160p. (Handbook, 60).
  • ZIPER, C.; KOMARNENI, S.; BAKER, D.E. Specific cadmium sorption in relation to the crystal chemistry of clay minerals. Soil Science Society of America Journal, v.52, p.49-53, 1988.
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  • Publication Dates

    • Publication in this collection
      22 Dec 2006
    • Date of issue
      Dec 2006

    History

    • Accepted
      02 Oct 2006
    • Received
      19 Dec 2005
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