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Fluorescence spectroscopy and multispectral imaging for fingerprinting of aflatoxin‑B1 contaminated (Zea mays L.) seeds: a preliminary study

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2022
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Authors
Bartolić, Dragana
Mutavdžić, Dragosav
Carstensen, Jens Michael
Stanković, Slavica
Nikolić, Milica
Krstović, Saša
Radotić, Ksenija
Article (Published version)
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Abstract
Cereal seeds safety may be compromised by the presence of toxic contaminants, such as aflatoxins. Besides being carcinogenic, they have other adverse health effects on humans and animals. In this preliminary study, we used two non-invasive optical techniques, optical fiber fluorescence spectroscopy and multispectral imaging (MSI), for discrimination of maize seeds naturally contaminated with aflatoxin B1 ( AFB1) from the uncontaminated seeds. The AFB1- contaminated seeds exhibited a red shift of the emission maximum position compared to the control samples. Using linear discrimination analysis to analyse fluorescence data, classification accuracy of 100% was obtained to discriminate uncontaminated and AFB1- contaminated seeds. The MSI analysis combined with a normalized canonical discriminant analysis, provided spectral and spatial patterns of the analysed seeds. The AFB1- contaminated seeds showed a 7.9 to 9.6-fold increase in the seed reflectance in the VIS region, and... 10.4 and 12.2-fold increase in the NIR spectral region, compared with the uncontaminated seeds. Thus the MSI method classified successfully contaminated from uncontaminated seeds with high accuracy. The results may have an impact on development of spectroscopic non-invasive methods for detection of AFs presence in seeds, providing valuable information for the assessment of seed adulteration in the field of food forensics and food safety.

Keywords:
Aflatoxin B1 / Animals / Food Contamination / Seeds / Spectrometry / Fluorescence / Zea mays / chemistry / maize / plant seed
Source:
Scientific Reports, 2022, 12, 4849-
Publisher:
  • Nature Research
Funding / projects:
  • Ministry of Education, Science and Technological Development, Republic of Serbia, Grant no. 200053 (University of Belgrade, Institute for Multidisciplinary Research) (RS-200053)
  • Ministry of Education, Science and Technological Development, Republic of Serbia, Grant no. 200117 (University of Novi Sad, Faculty of Agriculture) (RS-200117)
  • Ministry of Education, Science and Technological Development, Republic of Serbia, Grant no. 200040 (Maize Research Institute 'Zemun Polje', Belgrade-Zemun) (RS-200040)
  • EU Horizon 2020 Research grant no. 861915

DOI: 10.1038/s41598-022-08352-4

ISSN: 20452322

[ Google Scholar ]
URI
http://rimsi.imsi.bg.ac.rs/handle/123456789/1563
Collections
  • Radovi istraživača / Researchers’ publications
Institution/Community
Institut za multidisciplinarna istraživanja
TY  - JOUR
AU  - Bartolić, Dragana
AU  - Mutavdžić, Dragosav
AU  - Carstensen, Jens Michael
AU  - Stanković, Slavica
AU  - Nikolić, Milica
AU  - Krstović, Saša
AU  - Radotić, Ksenija
PY  - 2022
UR  - http://rimsi.imsi.bg.ac.rs/handle/123456789/1563
AB  - Cereal seeds safety may be compromised by the presence of toxic contaminants, such as aflatoxins.
Besides being carcinogenic, they have other adverse health effects on humans and animals. In
this preliminary study, we used two non-invasive optical techniques, optical fiber fluorescence
spectroscopy and multispectral imaging (MSI), for discrimination of maize seeds naturally
contaminated with aflatoxin B1
(
AFB1) from the uncontaminated seeds. The AFB1-
contaminated
seeds exhibited a red shift of the emission maximum position compared to the control samples.
Using linear discrimination analysis to analyse fluorescence data, classification accuracy of 100%
was obtained to discriminate uncontaminated and AFB1-
contaminated seeds. The MSI analysis
combined with a normalized canonical discriminant analysis, provided spectral and spatial patterns
of the analysed seeds. The AFB1-
contaminated seeds showed a 7.9 to 9.6-fold increase in the seed
reflectance in the VIS region, and 10.4 and 12.2-fold increase in the NIR spectral region, compared
with the uncontaminated seeds. Thus the MSI method classified successfully contaminated from
uncontaminated seeds with high accuracy. The results may have an impact on development of
spectroscopic non-invasive methods for detection of AFs presence in seeds, providing valuable
information for the assessment of seed adulteration in the field of food forensics and food safety.
PB  - Nature Research
T2  - Scientific Reports
T1  - Fluorescence spectroscopy and multispectral imaging for fingerprinting of aflatoxin‑B1 contaminated (Zea mays L.) seeds: a preliminary study
SP  - 4849
VL  - 12
DO  - 10.1038/s41598-022-08352-4
ER  - 
@article{
author = "Bartolić, Dragana and Mutavdžić, Dragosav and Carstensen, Jens Michael and Stanković, Slavica and Nikolić, Milica and Krstović, Saša and Radotić, Ksenija",
year = "2022",
abstract = "Cereal seeds safety may be compromised by the presence of toxic contaminants, such as aflatoxins.
Besides being carcinogenic, they have other adverse health effects on humans and animals. In
this preliminary study, we used two non-invasive optical techniques, optical fiber fluorescence
spectroscopy and multispectral imaging (MSI), for discrimination of maize seeds naturally
contaminated with aflatoxin B1
(
AFB1) from the uncontaminated seeds. The AFB1-
contaminated
seeds exhibited a red shift of the emission maximum position compared to the control samples.
Using linear discrimination analysis to analyse fluorescence data, classification accuracy of 100%
was obtained to discriminate uncontaminated and AFB1-
contaminated seeds. The MSI analysis
combined with a normalized canonical discriminant analysis, provided spectral and spatial patterns
of the analysed seeds. The AFB1-
contaminated seeds showed a 7.9 to 9.6-fold increase in the seed
reflectance in the VIS region, and 10.4 and 12.2-fold increase in the NIR spectral region, compared
with the uncontaminated seeds. Thus the MSI method classified successfully contaminated from
uncontaminated seeds with high accuracy. The results may have an impact on development of
spectroscopic non-invasive methods for detection of AFs presence in seeds, providing valuable
information for the assessment of seed adulteration in the field of food forensics and food safety.",
publisher = "Nature Research",
journal = "Scientific Reports",
title = "Fluorescence spectroscopy and multispectral imaging for fingerprinting of aflatoxin‑B1 contaminated (Zea mays L.) seeds: a preliminary study",
pages = "4849",
volume = "12",
doi = "10.1038/s41598-022-08352-4"
}
Bartolić, D., Mutavdžić, D., Carstensen, J. M., Stanković, S., Nikolić, M., Krstović, S.,& Radotić, K.. (2022). Fluorescence spectroscopy and multispectral imaging for fingerprinting of aflatoxin‑B1 contaminated (Zea mays L.) seeds: a preliminary study. in Scientific Reports
Nature Research., 12, 4849.
https://doi.org/10.1038/s41598-022-08352-4
Bartolić D, Mutavdžić D, Carstensen JM, Stanković S, Nikolić M, Krstović S, Radotić K. Fluorescence spectroscopy and multispectral imaging for fingerprinting of aflatoxin‑B1 contaminated (Zea mays L.) seeds: a preliminary study. in Scientific Reports. 2022;12:4849.
doi:10.1038/s41598-022-08352-4 .
Bartolić, Dragana, Mutavdžić, Dragosav, Carstensen, Jens Michael, Stanković, Slavica, Nikolić, Milica, Krstović, Saša, Radotić, Ksenija, "Fluorescence spectroscopy and multispectral imaging for fingerprinting of aflatoxin‑B1 contaminated (Zea mays L.) seeds: a preliminary study" in Scientific Reports, 12 (2022):4849,
https://doi.org/10.1038/s41598-022-08352-4 . .

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