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RESEARCH ARTICLE

Modelling climatic risks of aflatoxin contamination in maize

Y. S. Chauhan A B , G. C. Wright A and N. C. Rachaputi A
+ Author Affiliations
- Author Affiliations

A Queensland Department of Primary Industries and Fisheries, Delivery, Plant Science, PO Box 23, Kingaroy, Qld 4610, Australia.

B Corresponding author. Email: yash.chauhan@dpi.qld.gov.au

Australian Journal of Experimental Agriculture 48(3) 358-366 https://doi.org/10.1071/EA06101
Submitted: 15 March 2006  Accepted: 29 June 2007   Published: 4 February 2008

Abstract

Aflatoxins are highly carcinogenic mycotoxins produced by two fungi, Aspergillus flavus and A. parasiticus, under specific moisture and temperature conditions before harvest and/or during storage of a wide range of crops including maize. Modelling of interactions between host plant and environment during the season can enable quantification of preharvest aflatoxin risk and its potential management. A model was developed to quantify climatic risks of aflatoxin contamination in maize using principles previously used for peanuts. The model outputs an aflatoxin risk index in response to seasonal temperature and soil moisture during the maize grain filling period using the APSIM’s maize module. The model performed well in simulating climatic risk of aflatoxin contamination in maize as indicated by a significant R2 (P ≤ 0.01) between aflatoxin risk index and the measured aflatoxin B1 in crop samples, which was 0.69 for a range of rainfed Australian locations and 0.62 when irrigated locations were also included in the analysis. The model was further applied to determine probabilities of exceeding a given aflatoxin risk in four non-irrigated maize growing locations of Queensland using 106 years of historical climatic data. Locations with both dry and hot climates had a much higher probability of higher aflatoxin risk compared with locations having either dry or hot conditions alone. Scenario analysis suggested that under non-irrigated conditions the risk of aflatoxin contamination could be minimised by adjusting sowing time or selecting an appropriate hybrid to better match the grain filling period to coincide with lower temperature and water stress conditions.

Additional keywords: Zea mays L.


Acknowledgements

The authors are thankful to Barry Blaney and Lisa Bricknell for providing data for validating the model. We thank the Grains Research and Development Corporation for funding support to conduct this study.


References


Abbas HK (Ed.) (2005) ‘Aflatoxin and food safety.’ (CRC Taylor & Francis: Boca Raton, FL)

Abbas HK, Weaver MA, Zablotowicz RM, Horn BW, Shier WT (2005) Relationships between aflatoxin production and sclerotia formation among isolates of Aspergilus section Flavi from the Mississippi Delta. European Journal of Plant Pathology 112, 283–287.
Crossref | GoogleScholarGoogle Scholar | [Verified 12 December 2007]

Blaney BJ, O’Keeffe K, Bricknell LK (2008) Managing mycotoxins in maize: case studies. Australian Journal of Experimental Agriculture 48, 351–357.
CAS |
open url image1

Bruns HA, Abbas HK (2005a) Responses of short-season corn hybrids to a humid subtropical environment. Agronomy Journal 97, 446–451.
Crossref |
open url image1

Bruns HA, Abbas HK (2005b) Ultra-high plant populations and nitrogen fertility effects on corn in the Mississippi Valley. Agronomy Journal 97, 1136–1140.
Crossref | GoogleScholarGoogle Scholar | open url image1

Cole RJ, Hill RA, Blankenship PD, Sanders TH, Garren KH (1982) Influence of irrigation and drought stress on invasion by Aspergillus flavus of corn kernels and peanut pods. Developments in Industrial Microbiology 23, 229–236. open url image1

Dowd P (2002) Validation of a mycotoxin predicting computer program for U.S. midwest grown maize in commerical fields [Abstract]. ‘Proceedings of the aflatoxin and fungal genomics workshop’. Mycopathologia 157, 463. open url image1

Dowd PF, Johnson ET, Williams WP (2005) Strategies for insect management targeted toward mycotoxin management. In ‘Aflatoxin and food safety’. (Ed. HK Abbas) pp. 517–541. (CRC Taylor & Francis: Boca Raton, FL)

Keating BA, Carberry PS, Hammer GL, Probert ME, Robertson MJ , et al. (2003) An overview of APSIM, a model designed for farming systems simulation. European Journal of Agronomy 18, 267–288.
Crossref | GoogleScholarGoogle Scholar | open url image1

Marín S, Sanchis V, Sáenz R, Ramos AJ, Vinas I, Magan N (1998) Ecological determinants for germination and growth of some Aspergillus and Penicillium spp. from maize grain. Journal of Applied Microbiology 84, 25–36.
Crossref | GoogleScholarGoogle Scholar | PubMed | open url image1

Moreno OJ, Kang MS (1999) Aflatoxins in maize: the problem and genetic solutions. Plant Breeding 118, 1–16.
Crossref | GoogleScholarGoogle Scholar | CAS | open url image1

Munkvold GP (2003) Cultural and genetic approaches to managing mycotoxin in maize. Annual Review of Phytopathology 41, 99–116.
Crossref | GoogleScholarGoogle Scholar | CAS | PubMed | open url image1

NACMA (2003) ‘Agricultural commodity standards manual. A project of the National Agricultural Commodities Marketing Association.’ (NACMA: Wilberforce, NSW)

Pitt RE (1993) A descriptive model of mold growth and aflatoxin formation as affected by environmental conditions. Journal of Food Protection 56, 139–146.
CAS |
open url image1

Rachaputi NC, Wright G, Krosch S, Tatnell J (2004) On-farm monitoring and management of aflatoxin contamination in Australian peanuts. In ‘New directions for a diverse planet. Proceedings of the 4th international crop science congress, 21 September–1 October 2004, Brisbane, Australia’. (CD-ROM) Available at www.cropscience.org.au [Verified 12 December 2007]

Robens J, Cardwell KF (2005) The costs of mycotoxin management in the United States. In ‘Aflatoxin and food safety’. (Ed. HK Abbas) pp. 1–12. (CRC Taylor & Francis: Boca Raton, FL)

Webley DJ, Jackson KL (1998) Mycotoxin in cereals: a comparison between North America, Europe and Australia. In ‘Stored grain in Australia. Proceedings of the Australian postharvest technical conference, Canberra, 25–27 June 2003’. (Eds EJ Wright, MC Webb, E Highley) pp. 63–66. (CSIRO Stored Grain Research Laboratory: Canberra)

Widstorm NW, McMillian WW, Beaver RW, Wilson DM (1990) Weather-associated changes in aflatoxin contamination of preharvest maize. Journal of Production Agriculture 3, 196–199. open url image1

Wilhelm EP, Mullen RE, Keeling PL, Singletary GW (1999) Heat stress during grain filling in maize: effect on kernel growth and metabolism. Crop Science 39, 1733–1741.
CAS |
open url image1

Windham GL, Williams WP, Davis FM (1999) Effects of Southwestern corn borer on Aspergillus flavus kernel infection and aflatoxin production in maize hybrids. Plant Disease 83, 535–540.
Crossref | GoogleScholarGoogle Scholar | open url image1

Wright GC, Hansen RB (1997) Climatic effects on aflatoxin incidence and management in peanuts. In ‘Proceedings of the 2nd Australian peanut conference, Gold Coast, Queensland, 1997’. (Eds B Fleming, A Cruickshank, S Cruickshank) pp. 62–65. (Queensland Department of Primary Industries: Brisbane)

Wright GC, Rachaputi NC, Krosch S, Broome A (2003) Reducing aflatoxin in the Australian peanut crop using integrated harvesting management system [Abstract]. In ‘Proceedings of the American Peanut Research and Education Society conference, 8–11 July 2003, Clear Water Beach, Florida, USA’. (Ed JR Sholar) p. 66. (USAID Peanut CRSP: Perkins, OK)

Wright GC, Rachaputi NC, Chauhan YS, Robson A (2005) Increasing productivity and quality of peanuts using novel crop modeling and remote sensing technologies. In ‘Prospects and emerging opportunities for peanut quality and utilisation technology. International peanut conference, Kasetsart University, Bangkok, Thailand, 9–12 January 2005’. pp. 14–17. (Kasetsart University: Bangkok)