A statistical model for determining zearalenone contamination in rice (Oryza sativa L.) at harvest and its prediction under different climate change scenarios in South Korea
Mycotoxin contamination of food grains is a food safety hazard, and zearalenone (ZEN) is one such mycotoxin affecting rice grains ( Oryza sativa L.). A statistical model for estimating the impacts of climate change on ZEN contamination of rice grains in South Korea was constructed. Observational dat...
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          | Published in | Applied biological chemistry Vol. 62; no. 1; pp. 1 - 9 | 
|---|---|
| Main Authors | , , , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        Singapore
          Springer Singapore
    
        01.12.2019
     Springer Nature B.V 한국응용생명화학회  | 
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| Online Access | Get full text | 
| ISSN | 2468-0834 2468-0842 2468-0842  | 
| DOI | 10.1186/s13765-019-0447-z | 
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| Abstract | Mycotoxin contamination of food grains is a food safety hazard, and zearalenone (ZEN) is one such mycotoxin affecting rice grains (
Oryza sativa
L.). A statistical model for estimating the impacts of climate change on ZEN contamination of rice grains in South Korea was constructed. Observational data on ZEN concentrations in rice grains at harvest and local weather information from 241 rice fields in South Korea were collected. To estimate the impact of weather variables on ZEN concentrations, multiple regression analyses were conducted along with variable selection procedure. The final model included the following variables: average temperature and humidity over the flowering period, daily (between days) change in temperature over the harvest period, degree of milling, and the climate region. On the basis of this regression model, maps showing ZEN contamination were produced for South Korea in the present day, the 2030s, and the 2050s, using the representative concentration pathway (RCP) emission scenarios RCP 2.6, 4.5, and 8.5. The predictive maps project that in the 2030s and 2050s, ZEN contamination in rice grains will increase nationwide, particularly more so on the western side of South Korea. Our research results might be helpful in developing effective control measures against ZEN contamination due to climate change. | 
    
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| AbstractList | Mycotoxin contamination of food grains is a food safety hazard, and zearalenone (ZEN) is one such mycotoxin affecting rice grains (Oryza sativa L.). A statistical model for estimating the impacts of climate change on ZEN contamination of rice grains in South Korea was constructed. Observational data on ZEN concentrations in rice grains at harvest and local weather information from 241 rice fields in South Korea were collected. To estimate the impact of weather variables on ZEN concentrations, multiple regression analyses were conducted along with variable selection procedure. The final model included the following variables: average temperature and humidity over the flowering period, daily (between days) change in temperature over the harvest period, degree of milling, and the climate region. On the basis of this regression model, maps showing ZEN contamination were produced for South Korea in the present day, the 2030s, and the 2050s, using the representative concentration pathway (RCP) emission scenarios RCP 2.6, 4.5, and 8.5. The predictive maps project that in the 2030s and 2050s, ZEN contamination in rice grains will increase nationwide, particularly more so on the western side of South Korea. Our research results might be helpful in developing effective control measures against ZEN contamination due to climate change. Mycotoxin contamination of food grains is a food safety hazard, and zearalenone (ZEN) is one such mycotoxin affecting rice grains (Oryza sativa L.). A statistical model for estimating the impacts of climate change on ZEN contamination of rice grains in South Korea was constructed. Observational data on ZEN concentrations in rice grains at harvest and local weather information from 241 rice fields in South Korea were collected. To estimate the impact of weather variables on ZEN concentrations, multiple regression analyses were conducted along with variable selection procedure. The final model included the following variables: average temperature and humidity over the flowering period, daily (between days) change in temperature over the harvest period, degree of milling, and the climate region. On the basis of this regression model, maps showing ZEN contamination were produced for South Korea in the present day, the 2030s, and the 2050s, using the representative concentration pathway (RCP) emission scenarios RCP 2.6, 4.5, and 8.5. The predictive maps project that in the 2030s and 2050s, ZEN contamination in rice grains will increase nationwide, particularly more so on the western side of South Korea. Our research results might be helpful in developing effective control measures against ZEN contamination due to climate change. KCI Citation Count: 0 Mycotoxin contamination of food grains is a food safety hazard, and zearalenone (ZEN) is one such mycotoxin affecting rice grains ( Oryza sativa L.). A statistical model for estimating the impacts of climate change on ZEN contamination of rice grains in South Korea was constructed. Observational data on ZEN concentrations in rice grains at harvest and local weather information from 241 rice fields in South Korea were collected. To estimate the impact of weather variables on ZEN concentrations, multiple regression analyses were conducted along with variable selection procedure. The final model included the following variables: average temperature and humidity over the flowering period, daily (between days) change in temperature over the harvest period, degree of milling, and the climate region. On the basis of this regression model, maps showing ZEN contamination were produced for South Korea in the present day, the 2030s, and the 2050s, using the representative concentration pathway (RCP) emission scenarios RCP 2.6, 4.5, and 8.5. The predictive maps project that in the 2030s and 2050s, ZEN contamination in rice grains will increase nationwide, particularly more so on the western side of South Korea. Our research results might be helpful in developing effective control measures against ZEN contamination due to climate change.  | 
    
| ArticleNumber | 38 | 
    
| Author | Kim, Jihyun Jang, Su Kyung Lee, Sang Yoo Chun, Hyang Sook Joo, Yongsung Park, Ki Hwan Ok, Hyun Ee  | 
    
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| CitedBy_id | crossref_primary_10_1016_j_toxrep_2024_101688 crossref_primary_10_1016_j_ijheh_2024_114405 crossref_primary_10_1007_s12550_023_00512_3 crossref_primary_10_3390_toxins13040276 crossref_primary_10_1111_ppa_13634 crossref_primary_10_1186_s13765_021_00602_9 crossref_primary_10_3389_fbioe_2023_1238917 crossref_primary_10_1016_j_eswa_2024_124251 crossref_primary_10_1080_10408398_2022_2059650 crossref_primary_10_1002_mlf2_12112  | 
    
| Cites_doi | 10.2903/j.efsa.2011.2197 10.3390/toxins1010001 10.1002/jsfa.2740250904 10.1081/TXR-120024097 10.1351/pac200274050835 10.4315/0362-028X.JFP-10-564 10.1128/CMR.16.3.497-516.2003 10.1016/j.foodcont.2013.09.020 10.1016/j.foodres.2011.05.038 10.1023/A:1020635214971 10.1080/19440049.2012.688877 10.1007/s11046-005-2150-3 10.1016/j.ijfoodmicro.2005.02.001 10.1094/PDIS.2002.86.6.611 10.1128/AEM.02287-08 10.1080/01140670709510199 10.1111/j.1365-3059.2010.02412.x 10.1016/j.ijfoodmicro.2007.08.006 10.1080/19440049.2011.576441 10.1016/j.foodres.2009.07.010  | 
    
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| Snippet | Mycotoxin contamination of food grains is a food safety hazard, and zearalenone (ZEN) is one such mycotoxin affecting rice grains (
Oryza sativa
L.). A... Mycotoxin contamination of food grains is a food safety hazard, and zearalenone (ZEN) is one such mycotoxin affecting rice grains (Oryza sativa L.). A...  | 
    
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| SubjectTerms | Applied Microbiology Biological Techniques Bioorganic Chemistry Chemistry Chemistry and Materials Science Climate change climatic zones Contamination Environmental impact Flowering Food Food contamination food grains Food safety Grain harvest date Harvesting humidity Mathematical models Meteorological data milling Mycotoxins observational studies Oryza Oryza sativa paddies prediction Predictions Regression analysis Regression models Rice Rice fields South Korea Statistical analysis Statistical models Statistical prediction temperature Weather Zearalenone 농학  | 
    
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| Title | A statistical model for determining zearalenone contamination in rice (Oryza sativa L.) at harvest and its prediction under different climate change scenarios in South Korea | 
    
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