Development of sampling approaches for the determination of the presence of genetically modified organisms at the field level

Analytical and Bioanalytical Chemistry

Volumn 396, Issue 6, 2010, Pages 2031-2041

  Šuštar Vozlič, Jelka ^a   Rostohar, Katja ^a   Blejec, Andrej ^b   Kozjak, Petra ^a   Čergan, Zoran ^a   Meglič, Vladimir ^a  

^a AGRICULTURAL INSTITUTE OF SLOVENIA   (Slovenia)

^b NATIONAL INSTITUTE OF BIOLOGY   (Slovenia)

Author keywords

Field; GMO; Labelling; Maize; Outcrossing rate; Sampling

Indexed keywords

EUROPEAN UNION; FIELD; FIELD EXPERIMENT; FIELD LEVEL; FITTING FUNCTIONS; GENETICALLY MODIFIED ORGANISMS; OUTCROSSING RATE; REGULATORY THRESHOLDS; SAMPLING METHOD; SAMPLING SCHEMES; SLOVENIA; SPATIAL RELATIONS; THRESHOLD LEVELS;

FORESTRY;

PARAMETER ESTIMATION;

ARTICLE; BIOSTATISTICS; DATA MINING; EPIDEMIOLOGY; EVALUATION; GENETICS; GROWTH, DEVELOPMENT AND AGING; HYBRIDIZATION; MAIZE; METHODOLOGY; SAMPLE SIZE; STATISTICS; TRANSGENIC PLANT;

BIOSTATISTICS; DATA MINING; HYBRIDIZATION, GENETIC; PLANTS, GENETICALLY MODIFIED; SAMPLE SIZE; SAMPLING STUDIES; ZEA MAYS;

ZEA MAYS;

EID: 77951294420     PISSN: 16182642     EISSN: 16182650     Source Type: Journal    
DOI: 10.1007/s00216-009-3406-4     Document Type: Article

References (55)

1. James C (2008) Global status of commercialized biotech/GM Crops: 2008. ISAAA Brief No. 39. ISAAA: Ithaca, NY. Accessed 20 July 2009
2. GMOinfo Deliberate releases and placing on the EU market of Genetically Modified Organisms. http://gmoinfo.jrc.ec.europa.eu/ Accessed 20 July 2009
3. Commission recommendation of 23 July 2003 on guidelines for the development of national strategies and best practices to ensure the co-existence of genetically modified crops with conventional and organic farming 2003/556/EC
4. Messean A, Angevin F, Gomez-Barbero M, Menrad K, Rodriguez-Cerezo E (2006) New case studies on the coexistence of GM and non-GM crops in European Agriculture. Technical report series EUR 22102 EN. European Commission, Directorat General Joint Research Centre
5. J Schiemann 2003 Co-existence of genetically modified crops with conventional and organic farming Environ Biosafety Res 2 213 217 10.1051/ebr:2003017
6. Sicard G (2003) Management of varietal purity in seed production in France: organization and cost. In: Boelt B (Ed) Proceedings, The 1st European Conference on the Co-existence of Genetically Modified Crops with Conventional and Organic crops, GMCC-03. Danish Institute of Agricultural Sciences: 57-59
7. Regulation (EC) No 1830/2003 of the European Parliament and of the Council of 22 September 2003 concerning the traceability and labelling of genetically modified organisms and the traceability of food and feed products produced from genetically modified organisms and amending Directive 2001/18/EC
8. Regulation (EC) No 1829/2003 of the European Parliament and of the Council of 22 September 2003 on genetically modified food and feed
9. GMO-compass. Information on genetically modified organisms. http://www.gmo-compass.org/eng/search/. Accessed 28 October 2009
10. Commission Recommendation of 4 October 2004 on technical guidance for sampling and detection of genetically modified organisms and material produced from genetically modified organisms as or in products in the context of Regulation (EC) No 1830/2003 (2004/787/EC). Official Journal of the European Union 24.11.2004
11. Regulation (EC) No 882/2004 of the European Parliament and of the Council of 29 April 2004 on official controls performed to ensure the verification of compliance with feed and food law, and animal health and animal welfare rules
12. M Miraglia KG Berdal C Brera P Corbisier A Holst-Jensen EJ Kok HJP Marvin H Schimmel J Rentsch JPPF van Rie J Zagon 2004 Detection and traceability of genetically modified organisms in the food production chain Food Che Toxicol 42 1157 1180 10.1016/j.fct.2004.02.018 1:CAS:528:DC%2BD2cXjs1ertLc%3D (Pubitemid 38581213)
13. C Paoletti A Heissenberger M Mazzara S Larcher E Grazioli P Corbisier N Hess G Berben PS Lubeck M De Loose G Moran C Henry B Carlo I Folch J Ovesna G Van den Eede 2006 Kernel lot distribution assessment (KeLDA): a study on the distribution of GMO in large soybean shipments Eur Food Res Technol 224 129 139 10.1007/s00217-006-0299-8 1:CAS:528:DC%2BD28XhtVyqtrjM (Pubitemid 44601260)
14. C Paoletti M Donatelli S Kay G Van den Eede 2003 Simulating kernel lot sampling: the effect of heterogeneity on the detection of GMO contaminations Seed Sci Technol 31 629 638
15. A Kobilinsky Y Bertheau 2005 Minimum cost acceptance sampling plans for grain control, with application to GMO detection Chemomet Intell Lab 75 189 200 10.1016/j.chemolab.2004.07.005 1:CAS:528:DC%2BD2MXmtFOksQ%3D%3D (Pubitemid 40164342)
16. K Remund DA Dixon DL Wright LR Holden 2001 Statistical considerations in seed purity testing for transgenic traits Seed Sci Res 11 101 119
17. JL Laffont KM Remund D Wright RD Simpson S Gregoire 2005 Testing for adventitious presence of transgenic material in conventional seed or grain lots using quantitative laboratory methods: statistical procedures and their implementation Seed Sci Res 15 197 204 10.1079/SSR2005210 (Pubitemid 41503764)
18. Donatelli M, Paoletti C, Kay S, Van den Eede G (2002) Simulating kernel lot sampling: estimating the effect of heterogeneity on the detection of GMO contaminations. Proc. 7th European Society for Agronomy Congress, 15-18 July, Cordoba, Spain:267-268
19. Bellocchi G, Confalonieri R, Acutis M, Genovese G. (2006) SISSI: a resampling-based software for sample size determination. Proc. 9th European Society for Agronomy Congress, 4-6 September, Warsaw, Poland, 741-742
20. R Macarthur AWA Murray TR Allnutt C Deppe HJ Hird GM Kerins J Blackburn J Brown R Stones S Hugo 2007 Model for tuning GMO detection in seed and grain Nat Biotechnol 25 169 170 10.1038/nbt0207-169 1:CAS:528:DC%2BD2sXhtlOrsr8%3D (Pubitemid 46227110)
21. OECD (2009) OECD Schemes for the Varietal Certification or the Control of Seed Moving in International Trade. OECD Seed Schemes 2009. Organisation for Economic Co-operation and Development. Paris 2009. http://www.oecd.org/dataoecd/ 30/11/41977674.pdf. Accessed 30 July 2009
22. DE Aylor NP Schultes EJ Shields 2003 An aerobiological framework for assessing cross-pollination in maize Agr Forest Meteorol 119 111 129 10.1016/S0168-1923(03)00159-X (Pubitemid 37436081)
23. Henry C, Morgan D, Weekes R (2003) Farm scale evaluations of GM crops: monitoring gene flow from GM crops to non-GM equivalent crops in the vicinity (contract reference EPG 1/5/38). Part I: Forage maize, Final Report, 2000/2003. September 2003 DEFRA, CSL
24. N Jarosz B Loubet L Huber 2004 Modelling airborne concentration and deposition rate of maize pollen Atmos Environ 38 5555 5566 10.1016/j.atmosenv. 2004.06.027 1:CAS:528:DC%2BD2cXnsVGjsLk%3D (Pubitemid 39273020)
25. B Ma K Subedi L Reid 2004 Extent of cross-fertilization in maize by pollen from neighbouring transgenic hybrids Crop Sci 44 1273 1282
26. Brookes G, Barfoot P, Mele E, Messeguer J, Benetrix F, Bloc D, Foueillassar X, Fabie A, Poeydomenge C (2004) Genetically modified maize: pollen movement and crop coexistence. http://www.pgeconomics.co.uk/pdf/ Maizepollennov2004final.pdf. Accessed 30 July 2009
27. Y Devos D Reheul A De Schrijver 2005 Review. The co-existence between transgenic and non-transgenic maize in the European Union: a focus on pollen flow and cross-fertilization Environ Biosafety Res 4 71 87 10.1051/ebr:2005013
28. J Messeguer G Penas J Ballester M Bas J Serra J Salvia M Palaudelmas E Mele 2006 Pollen-mediated gene flow in maize in real situations of coexistence Plant Biotechnol J 4 633 645 10.1111/j.1467-7652.2006.00207.x 1:CAS:528:DC%2BD28Xht1OltrbE (Pubitemid 44581505)
29. R Weekes T Allnutt C Boffey S Morgan M Bilton R Daniels C Henry 2007 A study of crop-to-crop gene flow using farm scale sites of fodder maize (Zea mays L.) in the UK Transgenic Res 16 203 211 10.1007/s11248-006-9036-0 1:CAS:528:DC%2BD2sXjt1Sqtrk%3D (Pubitemid 46440612)
30. Hüsken A, Ammann K, Messeguer J, Papa R, Robson P, Schiemann J, Squire G, Stamp P, Sweet J, Wilhelm R (2007) A major European synthesis of data on pollen and seed mediated gene flow in maize in the SIGMEA project. In: Stein AJ, Rodriguez-Cerezo E (Eds) Third International Conference on Coexistence between Genetically Modified (GM) and non-GM based Agricultural Supply Chains, Seville (Spain), 20th and 21st November 2007, Book of abstracts: 53-56
31. M Langhof B Hommel A Hüsken J Schiemann P Wehling R Wilhelm G Ruhl 2008 Coexistence in maize: do non-maize buffer zones reduce gene flow between maize fields Crop Sci 48 305 316 10.2135/cropsci2007.04.0189 1:CAS:528:DC%2BD1cXit12ht70%3D (Pubitemid 351213910)
32. O Sanvido F Widmer M Winzeler B Streit E Szerencsits F Bigler 2008 Definition and feasibility of isolation distances for transgenic maize cultivation Transgenic Res 17 317 335 10.1007/s11248-007-9103-1 1:CAS:528:DC%2BD1cXkvV2qs7g%3D (Pubitemid 351579728)
33. CCM Van De Wiel RMW Groeneveld O Dolstra EJ Kok IMJ Scholtens JTNM Thissen MJM Smulders LAP Lotz 2009 Pollen-mediated gene flow in maize tested for coexistence of GM and non-GM crops in the Netherlands: effect of isolation distances betwee fields NJAS 56-4 405 423
34. EK Klein C Lavigne X Foueillassar PH Gouyon C Laredo 2003 Corn pollen dispersal: quasi-mechanistic models and field experiments Ecol Monogr 73 131 150 10.1890/0012-9615(2003)073[0131:CPDQMM]2.0.CO;2
35. F Angevin EK Klein C Choimet A Gauffreteau C Lavigne A Messean JM Meynard 2008 Modelling impacts of cropping systems and climate on maize cross-pollination in agricultural landscapes: the MAPOD model Eur J Agron 28 471 484 10.1016/j.eja.2007.11.010
36. Y Devos M Demont K Dillen D Reheul M Kaiser O Sanvido 2009 Coexistence of genetically modified (GM) and non-GM crops in the European Union. A review Agron Sustain Dev 29 11 30 10.1051/agro:2008051
37. M Pla JL La Paz G Penas N Garcia M Palaudelmas T Esteve J Messeguer E Mele 2006 Assesment of real-time PCR based methods for quantification of pollen-mediated gene flow from GM to conventional maize in a field study Transgenic Res 15 219 228 10.1007/s11248-005-4945-x 1:CAS:528: DC%2BD28Xjt1ykuro%3D
38. Bénétrix F, Bloc D, Foueillassar X, Naïbo B (2003) A study to evaluate co-existence of GM and conventional maize on the same farm. 1st European Conference GMCC-03 on the Co-existence of Genetically Modified Crops with Conventional and Organic Crops, 13-14 November 2003, Helsingør, Denmark
39. Bénétrix F (2005) Managing the co-existence of conventional and genetically modified maize from field to silo-a French initiative. 2nd International Conference on Co-existence between GM and non GM based agricultural supply chains, GMCC-05, 14-15 November 2005, Montpellier, France
40. TR Allnutt M Dwyer J McMillan C Henry S Langrell 2008 Sampling and modelling for the quantification of adventitious genetically modified presence in maize J Agr Food Chem 56 9 3232 3237 10.1021/jf800048q 1:CAS:528: DC%2BD1cXkvVSkur8%3D (Pubitemid 351746051)
41. Bannert M (2006) Simulation of transgenic pollen dispersal by use of different grain colour maize. Dissertation no. 16508. Swiss Federal Institute of Technology of Zürich
42. Debeljak M, Ivanovska A, Kocev D, Džeroski S, Rostohar K (2007) Application of regression models and polynomial equations to predict out-crossing rate of maize. In: Vidmar G, Stare J (Eds) International Conference on Applied Statistics 2007, Ribno (Bled), Slovenia, September 23-26, 2007. Program and Abstracts. Ljubljana: Statistical Society of Slovenia 2007:43-45
43. A Ivanovska L Todorovski M Debeljak S Džeroski 2009 Modelling the outcrossing rate between genetically modified and conventional maize with equation discovery Ecol Model 220 1063 1072 10.1016/j.ecolmodel.2009.01.035 1:CAS:528:DC%2BD1MXjsFekurw%3D
44. Wang Y, Witten IH (1997) Induction of model trees for predicting continuous classes. In: Proceedings of the Poster Papers of the European Conference on Machine Learning. Faculty of Informatics and Statistics, University of Economics, Prague
45. Witten IH, Frank E (1999) Data mining: practical machine learning tools and techniques with java implementations. Morgan Kaufmann, San Francisco
46. R Development Core Team (2008) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0. http://www.R-project.org
47. Šuštar-Vozlič J, Debeljak M, Kozjak P, Rostohar K, Vrščaj B, Ivanovska A, Čergan Z, Meglič V (2008) Sampling for GMO analysis at the field level. In: van Den Eede G (ed) 1st Global Conference on GMO Analysis: Villa Erba, Como, Italy, 24-27 June 2008. [Book of abstracts]. [Ispra]: European Commission, Joint Research Centre, 2008: 35
48. Rostohar K, Blejec A, Meglič V, Šuštar-Vozlič J (2008) Application of the statistical program R for the development of sampling schemes for ensuring coexistence measures in maize fields. International Conference on Applied Statistics 2008, Ribno (Bled), Slovenia, September 2 - 24, 2008. Program and Abstracts. Ljubljana: Statistical Society of Slovenia, 2008:58-59
49. M Palaudelmas E Mele G Penas M Pla A Nadal J Serra J Salvia J Messeguer 2008 Sowing and flowering delays can be an efficient strategy to improve coexistence of genetically modified and conventional maize Crop Sci 48 2404 2413 10.2135/cropsci2007.10.0585
50. A Messéan GR Squire JN Perry F Angevin M Gómez-Barbero D Townend C Sausse B Breckling S Langrell S Džeroski JB Sweet 2009 Sustainable introduction of GM crops into European agriculture: a summary report of the FP6 SIGMEA research project Oléagineux, Corps Gras, Lipides 16 37 51
51. V Viaud H Monod C Lavigne F Angevin K Adamczyk 2008 Spatial sensitivity of maize gene-flow to landscape pattern: a simulation approach Landscape Ecol 23 1067 1079 10.1007/s10980-008-9264-1
52. WE Weber T Bringezu I Broer J Eder F Holz 2007 Co-existence between GM and non-GM maize crops-tested in 2004 at the field scale level (Erprobungsanbau 2004) J Agron Crop Sci 193 79 92 10.1111/j.1439-037X.2006.00245.x 1:CAS:528:DC%2BD2sXltFWisrk%3D (Pubitemid 46375983)
53. ME Halsey KM Remund CA Davis M Qualls PJ Eppard SA Berberich 2005 Isolation of maize from pollen-mediated gene flow by time and distance Crop Sci 45 2172 2185 10.2135/cropsci2003.0664 (Pubitemid 41567479)
54. FE Ahmed 2002 Detection of genetically modified organisms in foods Trends Biotechnol 20 215 223 10.1016/S0167-7799(01)01920-5 1:CAS:528: DC%2BD38Xis1egs7s%3D (Pubitemid 34270783)
55. M Bannert A Vogler P Stamp 2008 Short-distance cross-pollination of maize in a small-field landscape as monitored by grain color markers Europ J Agronomy 29 29 32 10.1016/j.eja.2008.02.002