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Volumn 80, Issue 1, 2015, Pages M116-M122

Feasibility of Detecting Aflatoxin B1 on Inoculated Maize Kernels Surface using Vis/NIR Hyperspectral Imaging

Author keywords

Aflatoxin B1 (AFB1); Factorial discriminant analysis (FDA); Hyperspectral imaging; Maize; Principal components analysis (PCA)

Indexed keywords

ZEA MAYS;

EID: 84923263134     PISSN: 00221147     EISSN: 17503841     Source Type: Journal    
DOI: 10.1111/1750-3841.12728     Document Type: Article
Times cited : (46)

References (43)
  • 1
    • 27644460078 scopus 로고    scopus 로고
    • Aflatoxin and fumonisin contamination of maize (maize, Zea mays) hybrids in Arkansas
    • Abbas HK, Cartwright RD, Xie W, Shier WT. 2006. Aflatoxin and fumonisin contamination of maize (maize, Zea mays) hybrids in Arkansas. Crop Prot 25:1-9.
    • (2006) Crop Prot , vol.25 , pp. 1-9
    • Abbas, H.K.1    Cartwright, R.D.2    Xie, W.3    Shier, W.T.4
  • 2
    • 27644589255 scopus 로고    scopus 로고
    • Rapid detection of kernel rots and mycotoxins in maize by near-infrared reflectance spectroscopy
    • Berardo N, Pisacane V, Battilani P, Scandolara A, Pietri A, Marocco A. 2005. Rapid detection of kernel rots and mycotoxins in maize by near-infrared reflectance spectroscopy. J Agric Food Chem 53(21):8128-34.
    • (2005) J Agric Food Chem , vol.53 , Issue.21 , pp. 8128-8134
    • Berardo, N.1    Pisacane, V.2    Battilani, P.3    Scandolara, A.4    Pietri, A.5    Marocco, A.6
  • 4
    • 34547879296 scopus 로고    scopus 로고
    • Selection of variables using factorial discriminant analysis for the state identification of an anaerobic UASB-UAF hybrid pilot plant, fed with winery effluents
    • Castellano M, Ruiz-Filippi G, Gonzá lez W, Roca E, Lema JM. 2007. Selection of variables using factorial discriminant analysis for the state identification of an anaerobic UASB-UAF hybrid pilot plant, fed with winery effluents. Water Sci Technol 56(2): 139-45.
    • (2007) Water Sci Technol , vol.56 , Issue.2 , pp. 139-145
    • Castellano, M.1    Ruiz-Filippi, G.2    Gonzá lez, W.3    Roca, E.4    Lema, J.M.5
  • 7
    • 24744441334 scopus 로고    scopus 로고
    • Wavelength selection for monochromatic and bichromatic sorting of fusarium-damaged wheat
    • Delwiche SR, Gaines CS. 2005. Wavelength selection for monochromatic and bichromatic sorting of fusarium-damaged wheat. Appl Eng Agric 21(4):681-8.
    • (2005) Appl Eng Agric , vol.21 , Issue.4 , pp. 681-688
    • Delwiche, S.R.1    Gaines, C.S.2
  • 9
    • 0032803680 scopus 로고    scopus 로고
    • Predicting scab, vomitoxin, and ergosterol in single wheat kernels using near-infrared spectroscopy
    • Dowell FE, Ram MS, Seitz LM. 1999. Predicting scab, vomitoxin, and ergosterol in single wheat kernels using near-infrared spectroscopy. Cereal Chem 76(4):573-76.
    • (1999) Cereal Chem , vol.76 , Issue.4 , pp. 573-576
    • Dowell, F.E.1    Ram, M.S.2    Seitz, L.M.3
  • 10
    • 0036121779 scopus 로고    scopus 로고
    • Reflectance and transmittance spectroscopy applied to detecting fumonisin in single corn kernels infected with Fusarium verticillioides
    • Dowell FE, Pearson TC, Maghirang EB, Xie F, Wicklow DT. 2002. Reflectance and transmittance spectroscopy applied to detecting fumonisin in single corn kernels infected with Fusarium verticillioides. Cereal Chem 79:222-6.
    • (2002) Cereal Chem , vol.79 , pp. 222-226
    • Dowell, F.E.1    Pearson, T.C.2    Maghirang, E.B.3    Xie, F.4    Wicklow, D.T.5
  • 11
    • 53949101075 scopus 로고    scopus 로고
    • Application of near infrared spectroscopy for rapid detection of AFB1 in maize and barley as analytical quality assessment
    • Fernández-Ibañez V, Soldado A, Martínez-Fernández A, de la Roza-Delgado B. 2009. Application of near infrared spectroscopy for rapid detection of AFB1 in maize and barley as analytical quality assessment. Food Chem 113:629-34.
    • (2009) Food Chem , vol.113 , pp. 629-634
    • Fernández-Ibañez, V.1    Soldado, A.2    Martínez-Fernández, A.3    de la Roza-Delgado, B.4
  • 12
    • 0034147574 scopus 로고    scopus 로고
    • Inheritance of kernel color in corn: explanations & investigations
    • Ford RH. 2000. Inheritance of kernel color in corn: explanations & investigations. AM Biol Teach 62(3):181-8.
    • (2000) AM Biol Teach , vol.62 , Issue.3 , pp. 181-188
    • Ford, R.H.1
  • 13
    • 84870318085 scopus 로고    scopus 로고
    • Aflatoxin B1-reduction of Aspergillus flavus by three medicinal plants (Lamiaceae)
    • Gorran A, Farzaneh M, Shivazad M, Rezaeian M, Ghassempour A. 2013. Aflatoxin B1-reduction of Aspergillus flavus by three medicinal plants (Lamiaceae). Food Control 31(1):218-23.
    • (2013) Food Control , vol.31 , Issue.1 , pp. 218-223
    • Gorran, A.1    Farzaneh, M.2    Shivazad, M.3    Rezaeian, M.4    Ghassempour, A.5
  • 14
    • 77951937433 scopus 로고    scopus 로고
    • Fluorescence spectroscopy coupled with factorial discriminant analysis technique to identify sheep milk from different feeding systems
    • Hammami M, Rouissi H, Salah N, Selmi H, Al-Otaibi M, Blecker C, Karoui R. 2010. Fluorescence spectroscopy coupled with factorial discriminant analysis technique to identify sheep milk from different feeding systems. Food Chem 122:1344-50.
    • (2010) Food Chem , vol.122 , pp. 1344-1350
    • Hammami, M.1    Rouissi, H.2    Salah, N.3    Selmi, H.4    Al-Otaibi, M.5    Blecker, C.6    Karoui, R.7
  • 15
    • 59749098466 scopus 로고    scopus 로고
    • Determination of aflatoxins in eggs, milk, meat and meat products using HPLC fluorescent and UV detectors
    • Herzallah SM. 2009. Determination of aflatoxins in eggs, milk, meat and meat products using HPLC fluorescent and UV detectors. Food Chem 114(3):1141-6.
    • (2009) Food Chem , vol.114 , Issue.3 , pp. 1141-1146
    • Herzallah, S.M.1
  • 16
    • 84876104953 scopus 로고    scopus 로고
    • Detection of expired vacuum-packed smoked salmon based on PLS-DA method using hyperspectral images
    • Ivorra E, Girón J, Sánchez AJ, Verdú S, Barat JM, Grau R. 2013. Detection of expired vacuum-packed smoked salmon based on PLS-DA method using hyperspectral images. J Food Eng 117: 342-9.
    • (2013) J Food Eng , vol.117 , pp. 342-349
    • Ivorra, E.1    Girón, J.2    Sánchez, A.J.3    Verdú, S.4    Barat, J.M.5    Grau, R.6
  • 17
    • 0036985643 scopus 로고    scopus 로고
    • Some traditional herbal medicines, some mycotoxins, naphthalene and styrene
    • Lyon, France: World Health Organization
    • Intl. Agency for Research on Cancer. 2002. Some traditional herbal medicines, some mycotoxins, naphthalene and styrene. IARC monographs on the evaluation of carcinogenic risks to humans (Vol. 82). Lyon, France: World Health Organization, p 1-556
    • (2002) IARC monographs on the evaluation of carcinogenic risks to humans , vol.82 , pp. 1-556
  • 18
    • 79952316289 scopus 로고    scopus 로고
    • Mid infrared and fluorescence spectroscopies coupled with factorial discriminant analysis technique to identify sheep milk from different feeding systems
    • Karoui R, Hammami M, Rouissi H, Blecker C. 2011. Mid infrared and fluorescence spectroscopies coupled with factorial discriminant analysis technique to identify sheep milk from different feeding systems. Food Chem 127: 743-8.
    • (2011) Food Chem , vol.127 , pp. 743-748
    • Karoui, R.1    Hammami, M.2    Rouissi, H.3    Blecker, C.4
  • 19
    • 84923258569 scopus 로고    scopus 로고
    • Factorial discriminant analysis
    • Edwin D, Monique NF, editor. . Hoboken, NJ: John Wiley & Sons, Inc.
    • Lauro NC, Verde R, Irpino A. 2007. Factorial discriminant analysis. In: Edwin D, Monique NF, editor. Symbolic data analysis and the SODAS software. Hoboken, NJ: John Wiley & Sons, Inc.
    • (2007) Symbolic data analysis and the SODAS software
    • Lauro, N.C.1    Verde, R.2    Irpino, A.3
  • 20
    • 84861191046 scopus 로고    scopus 로고
    • Classifying cultivars of rice (Oryza sativa L.) based on corrected canopy reflectance spectra data using the orthogonal projections to latent structures (O-PLS) method
    • Lin WS, Yang CM, Kuo BJ. 2012. Classifying cultivars of rice (Oryza sativa L.) based on corrected canopy reflectance spectra data using the orthogonal projections to latent structures (O-PLS) method. Chemometr Intell Lab 115:25-36.
    • (2012) Chemometr Intell Lab , vol.115 , pp. 25-36
    • Lin, W.S.1    Yang, C.M.2    Kuo, B.J.3
  • 21
    • 84923223204 scopus 로고    scopus 로고
    • Aflatoxins: Their Measure and Analysis
    • Irineo TP, editor. . Rijeka, Croatia: InTech
    • Manetta AC. 2011. Aflatoxins: Their Measure and Analysis, In: Irineo TP, editor. Aflatoxins-Detection, Measurement and Control. Rijeka, Croatia: InTech. p 93-94.
    • (2011) Aflatoxins-Detection, Measurement and Control , pp. 93-94
    • Manetta, A.C.1
  • 22
    • 84856354425 scopus 로고    scopus 로고
    • Influence of grain topography on near infrared hyperspectral images
    • Manley M, McGoverin CM, Engelbrecht P, Geladi P, 2012. Influence of grain topography on near infrared hyperspectral images. Talanta 89:223-30.
    • (2012) Talanta , vol.89 , pp. 223-230
    • Manley, M.1    McGoverin, C.M.2    Engelbrecht, P.3    Geladi, P.4
  • 23
    • 0023845479 scopus 로고
    • Chemical and biological properties of indole glucosinolates (glucobrassicins): a review
    • McDanell R, McLean AEM, Hanley AB, Heaney RK, Fenwick GR. 1988. Chemical and biological properties of indole glucosinolates (glucobrassicins): a review. Food Chem Toxicol 26(1):59-70.
    • (1988) Food Chem Toxicol , vol.26 , Issue.1 , pp. 59-70
    • McDanell, R.1    McLean, A.E.M.2    Hanley, A.B.3    Heaney, R.K.4    Fenwick, G.R.5
  • 24
    • 0035689843 scopus 로고    scopus 로고
    • Detecting aflatoxin in single corn kernels by transmittance and reflectance spectroscopy
    • Pearson TC, Wicklow DT, Maghirang EB, Xie F, Dowell FE. 2001. Detecting aflatoxin in single corn kernels by transmittance and reflectance spectroscopy. T Asae 44(5):1247-54.
    • (2001) T Asae , vol.44 , Issue.5 , pp. 1247-1254
    • Pearson, T.C.1    Wicklow, D.T.2    Maghirang, E.B.3    Xie, F.4    Dowell, F.E.5
  • 25
    • 72449196711 scopus 로고    scopus 로고
    • NIR absorbance characteristics of deoxynivalenol and of sound and Fusarium-damaged wheat kernels
    • Peiris KHS, Pumphrey MO, Dowell FE. 2009. NIR absorbance characteristics of deoxynivalenol and of sound and Fusarium-damaged wheat kernels. J Near Infrared Spec 17:213-21.
    • (2009) J Near Infrared Spec , vol.17 , pp. 213-221
    • Peiris, K.H.S.1    Pumphrey, M.O.2    Dowell, F.E.3
  • 28
    • 0037200929 scopus 로고    scopus 로고
    • Pattern analysis techniques to process fermentation curves: application to discrimination of enological alcoholic fermentations
    • Roger JM, Sablayrolles JM, Steyer JP, Bellon-Maurel V. 2002. Pattern analysis techniques to process fermentation curves: application to discrimination of enological alcoholic fermentations. Biotechnol Bioeng 79(7):804-15. DOI:10.1002/bit.10338
    • (2002) Biotechnol Bioeng , vol.79 , Issue.7 , pp. 804-815
    • Roger, J.M.1    Sablayrolles, J.M.2    Steyer, J.P.3    Bellon-Maurel, V.4
  • 29
    • 0025924402 scopus 로고
    • Inactivation of aflatoxin B1 in corn meal, copra meal and peanuts by chlorine gas treatment
    • Samarajeewa U, Sen AC, Fernando SY, Ahmed EM, Wei CI. 1991. Inactivation of aflatoxin B1 in corn meal, copra meal and peanuts by chlorine gas treatment. Food Chem Toxicol 29(1):41-7.
    • (1991) Food Chem Toxicol , vol.29 , Issue.1 , pp. 41-47
    • Samarajeewa, U.1    Sen, A.C.2    Fernando, S.Y.3    Ahmed, E.M.4    Wei, C.I.5
  • 30
    • 84875228412 scopus 로고    scopus 로고
    • Classification of oat and goat kernels using NIR hyperspectral imaging
    • Serranti S, Cesare D, Marini F, Bonifazi G. 2013. Classification of oat and goat kernels using NIR hyperspectral imaging. Talanta 103:276-84.
    • (2013) Talanta , vol.103 , pp. 276-284
    • Serranti, S.1    Cesare, D.2    Marini, F.3    Bonifazi, G.4
  • 31
    • 84881643123 scopus 로고    scopus 로고
    • Design of a multispectral imaging system for detecting mildew damage on wheat kernels
    • The Canadian Society for Engineering in Agricultural, Food, Environmental, and Biological Systems. Paper No. CSBE09-701
    • Shahin MA, Symons SJ. 2009. Design of a multispectral imaging system for detecting mildew damage on wheat kernels. The Canadian Society for Engineering in Agricultural, Food, Environmental, and Biological Systems. Paper No. CSBE09-701
    • (2009)
    • Shahin, M.A.1    Symons, S.J.2
  • 32
    • 78650516278 scopus 로고    scopus 로고
    • Detection of Fusarium damaged kernels in Canada Western Red Spring wheat using visible/near-infrared hyperspectral imaging and principal component analysis
    • Shahin MA, Symons SJ. 2011. Detection of Fusarium damaged kernels in Canada Western Red Spring wheat using visible/near-infrared hyperspectral imaging and principal component analysis. Comput Electron Agr 75:107-12.
    • (2011) Comput Electron Agr , vol.75 , pp. 107-112
    • Shahin, M.A.1    Symons, S.J.2
  • 33
    • 76749128396 scopus 로고    scopus 로고
    • Detection of midge-damaged wheat kernels using short-wave near-infrared hyperspectral and digital colour imaging
    • Singh CB, Jayas DS, Paliwal J, White NDG. 2010. Detection of midge-damaged wheat kernels using short-wave near-infrared hyperspectral and digital colour imaging. Bioproc Biosyst Eng 105:380-7.
    • (2010) Bioproc Biosyst Eng , vol.105 , pp. 380-387
    • Singh, C.B.1    Jayas, D.S.2    Paliwal, J.3    White, N.D.G.4
  • 34
    • 84856282742 scopus 로고    scopus 로고
    • Fungal damage detection in wheat using short-wave near-infrared hyperspectral and digital color imaging
    • Singh CB, Jayas DS, Paliwal J, White NDG. 2012. Fungal damage detection in wheat using short-wave near-infrared hyperspectral and digital color imaging. Int J Food Prop 15:11-24.
    • (2012) Int J Food Prop , vol.15 , pp. 11-24
    • Singh, C.B.1    Jayas, D.S.2    Paliwal, J.3    White, N.D.G.4
  • 35
    • 63449125275 scopus 로고    scopus 로고
    • A rapid FT-NIR method for estimation of AFB1 in red chili powder
    • Tripathi S, Mishra HN. 2009. A rapid FT-NIR method for estimation of AFB1 in red chili powder. Food Control 20:840-6.
    • (2009) Food Control , vol.20 , pp. 840-846
    • Tripathi, S.1    Mishra, H.N.2
  • 36
    • 84872871457 scopus 로고    scopus 로고
    • A rapid and non-invasive method for authenticating the origin of pistachio samples by NIR spectroscopy and chemometrics
    • Vitale R, Bevilacqua M, Bucci R, Magrì AD, Magrì AL, Marini F. 2013. A rapid and non-invasive method for authenticating the origin of pistachio samples by NIR spectroscopy and chemometrics. Chemometr Intell Lab 121:90-9.
    • (2013) Chemometr Intell Lab , vol.121 , pp. 90-99
    • Vitale, R.1    Bevilacqua, M.2    Bucci, R.3    Magrì, A.D.4    Magrì, A.L.5    Marini, F.6
  • 37
    • 2342650691 scopus 로고    scopus 로고
    • Classification of fungal-damaged soybean seeds using near-infrared spectroscopy
    • Wang D, Dowell FE, Ram MS, Schapaugh WT. 2004. Classification of fungal-damaged soybean seeds using near-infrared spectroscopy. Int J Food Prop 7(1):75-82.
    • (2004) Int J Food Prop , vol.7 , Issue.1 , pp. 75-82
    • Wang, D.1    Dowell, F.E.2    Ram, M.S.3    Schapaugh, W.T.4
  • 38
    • 84894248797 scopus 로고    scopus 로고
    • Identification of aflatoxin B1 on maize kernels surface using hyperspectral imaging
    • Wang W, Heitschmidt, GW, Ni, X, Windham, WR, Hawkins, S, Chu, X. 2014. Identification of aflatoxin B1 on maize kernels surface using hyperspectral imaging. Food Control 42:78-86.
    • (2014) Food Control , vol.42 , pp. 78-86
    • Wang, W.1    Heitschmidt, G.W.2    Ni, X.3    Windham, W.R.4    Hawkins, S.5    Chu, X.6
  • 39
    • 84857756151 scopus 로고    scopus 로고
    • Occurrence of fumonisins in food-an interdisciplinary approach to the problem
    • Waśkiewicz A, Beszterda M, Goliński P. 2012. Occurrence of fumonisins in food-an interdisciplinary approach to the problem. Food Control 26(2):491-9.
    • (2012) Food Control , vol.26 , Issue.2 , pp. 491-499
    • Waśkiewicz, A.1    Beszterda, M.2    Goliński, P.3
  • 41
    • 84859946496 scopus 로고    scopus 로고
    • Investigation of fungal development in maize kernels using NIR hyperspectral imaging and multivariate data analysis
    • Williams PJ, Geladi P, Britz TJ, Manley M. 2012. Investigation of fungal development in maize kernels using NIR hyperspectral imaging and multivariate data analysis. J Cereal Sci 55:272-8.
    • (2012) J Cereal Sci , vol.55 , pp. 272-278
    • Williams, P.J.1    Geladi, P.2    Britz, T.J.3    Manley, M.4
  • 42
    • 0034113346 scopus 로고    scopus 로고
    • Effects of volatile aldehydes from Aspergillus-resistant varieties of corn on Aspergillus parasiticus growth and aflatoxin biosynthesis
    • Wright MS, Greene-McDowelle DM, Zeringue Jr. HJ, Bhatnagar D, Cleveland TE. 2000. Effects of volatile aldehydes from Aspergillus-resistant varieties of corn on Aspergillus parasiticus growth and aflatoxin biosynthesis. Toxicon 38(9):1215-23.
    • (2000) Toxicon , vol.38 , Issue.9 , pp. 1215-1223
    • Wright, M.S.1    Greene-McDowelle, D.M.2    Zeringue Jr, H.J.3    Bhatnagar, D.4    Cleveland, T.E.5
  • 43
    • 77954959856 scopus 로고    scopus 로고
    • Detection of sprout damage in Canada Western Red Spring wheat with multiple wavebands using visible/near-infrared hyperspectral imaging
    • Xing J, Symons S, Shahin M, Hatcher D. 2010. Detection of sprout damage in Canada Western Red Spring wheat with multiple wavebands using visible/near-infrared hyperspectral imaging. Biosyst Eng 106:188-94.
    • (2010) Biosyst Eng , vol.106 , pp. 188-194
    • Xing, J.1    Symons, S.2    Shahin, M.3    Hatcher, D.4


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