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Oh SW, Kim EH, Lee SY, Baek DY, Lee SG, Kang HJ, Chung YS, Park SK, Ryu TH. Compositional equivalence assessment of insect-resistant genetically modified rice using multiple statistical analyses. GM CROPS & FOOD 2021; 12:303-314. [PMID: 33648419 PMCID: PMC7928020 DOI: 10.1080/21645698.2021.1893624] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/30/2022]
Abstract
The safety of transgenic Bt rice containing bacteria-derived mCry1Ac gene from Bacillus thuringiensis (Bt) was assessed by conducting field trials at two locations for two consecutive years in South Korea, using the near-isogenic line comparator rice cultivar ('Ilmi', non-Bt rice) and four commercial cultivars as references. Compositional analyses included measurement of proximates, minerals, amino acids, fatty acids, vitamins, and antinutrients. Significant differences between Bt rice and non-Bt rice were detected; however, all differences were within the reference range. The statistical analyses, including analysis of % variability, analysis of similarities (ANOISM), similarity percentage (SIMPER) analysis, and permutational multivariate analysis of variance (PERMANOVA) were performed to study factors contributing to compositional variability. The multivariate analyses revealed that environmental factors more influenced rice components' variability than by genetic factors. This approach was shown to be a powerful method to provide meaningful evaluations between Bt rice and its comparators. In this study, Bt rice was proved to be compositionally equivalent to conventional rice varieties through multiple statistical methods.
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Affiliation(s)
- Seon-Woo Oh
- R&D Coordination Division, Rural Development Administration, Jeollabuk-do, Republic of Korea
| | - Eun-Ha Kim
- National Institute of Agricultural Sciences, Rural Development Administration, Jeollabuk-do, Republic of Korea
| | - So-Young Lee
- National Institute of Agricultural Sciences, Rural Development Administration, Jeollabuk-do, Republic of Korea
| | - Da-Young Baek
- National Institute of Agricultural Sciences, Rural Development Administration, Jeollabuk-do, Republic of Korea
| | - Sang-Gu Lee
- National Institute of Agricultural Sciences, Rural Development Administration, Jeollabuk-do, Republic of Korea
| | - Hyeon-Jung Kang
- National Institute of Agricultural Sciences, Rural Development Administration, Jeollabuk-do, Republic of Korea
| | - Young-Soo Chung
- Department of Molecular Genetic Engineering, Dong-A University, Busan, Republic of Korea
| | - Soon-Ki Park
- School of Applied Biosciences, Kyungpook National University, Daegu, Republic of Korea
| | - Tae-Hun Ryu
- National Institute of Agricultural Sciences, Rural Development Administration, Jeollabuk-do, Republic of Korea
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Zavala-López M, Flint-García S, García-Lara S. Compositional Variation in Trans-Ferulic, p-coumaric, and Diferulic Acids Levels Among Kernels of Modern and Traditional Maize ( Zea mays L.) Hybrids. Front Nutr 2020; 7:600747. [PMID: 33415122 PMCID: PMC7783196 DOI: 10.3389/fnut.2020.600747] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 11/24/2020] [Indexed: 11/13/2022] Open
Abstract
Maize is one of the most heterogenous cereals worldwide in terms of yield, physical characteristics, and biochemical composition due to its natural diversity. Nowadays the use of maize hybrids is extensive, while the use of landraces is mostly local. Both have become an important genetic resource useful to identify or generate varieties with desirable characteristics to overcome challenges of agronomic performance, nutritional quality, and functionality. In terms of functionality, one of the most studied families of compounds are phenolic acids. These compounds have been associated with the improvement of human health because of their antioxidant capacity. To evaluate the diversity of phenolic compounds in maize, two collections, the Nested Association Mapping (NAM) founders and 24 landraces, were crossed with B73. Phenolic compounds were extracted and quantified by HPLC-PDA. Soluble and cell wall phenolic acids were identified and significant differences between and within the NAM and Landrace collections were assessed. Soluble p-coumaric acid quantification of B73 × NAM hybrids presented high variation as the range went from 14.45 to 132.34 μg/ g dw. In the case of B73 × Landrace hybrids, wide variation was also found, ranging 25.77-120.80 μg/g dw. For trans-ferulic acid, significant variation was found in both hybrid groups: B73 × NAM presented an average of 157.44 μg/g dw (61.02-411.13 μg/g dw) whereas the B73 × Landrace hybrids average was 138.02 μg/g dw (49.32-476.28 μg/g dw). In cell wall p-coumaric acid, a range from 30.93 to 83.69 μg/g dw and 45.06 to 94.98 μg/g dw was found for landrace and NAM hybrids, respectively. For cell wall trans-ferulic acid, a range from 1,641.47 to 2,737.38 μg/g dw and 826.07 to 2,536.40 μg/g dw was observed for landrace and NAM hybrids, respectively. Significant differences between hybrid groups were found in p-coumaric acid, for both soluble and cell wall-bounded. Therefore, maize hybrids produced by conventional techniques using both modern and traditional varieties showed a high diversity in terms of phenolic compounds, denoting the role of these compounds in the maize ability to endure different environment conditions. This study provides a platform of comparison through the unveiling of maize phenolic compounds for future breeding efforts.
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Affiliation(s)
| | - Sherry Flint-García
- Agricultural Research Service, U.S. Department of Agriculture, Columbia, MO, United States
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Bedair M, Glenn KC. Evaluation of the use of untargeted metabolomics in the safety assessment of genetically modified crops. Metabolomics 2020; 16:111. [PMID: 33037482 PMCID: PMC7547035 DOI: 10.1007/s11306-020-01733-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 09/29/2020] [Indexed: 01/22/2023]
Abstract
BACKGROUND The safety assessment of foods and feeds from genetically modified (GM) crops includes the comparison of key characteristics, such as crop composition, agronomic phenotype and observations from animal feeding studies compared to conventional counterpart varieties that have a history of safe consumption, often including a near isogenic variety. The comparative compositional analysis of GM crops has been based on targeted, validated, quantitative analytical methods for the key food and feed nutrients and antinutrients for each crop, as identified by Organization of Economic Co-operation and Development (OCED). As technologies for untargeted metabolomic methods have evolved, proposals have emerged for their use to complement or replace targeted compositional analytical methods in regulatory risk assessments of GM crops to increase the number of analyzed metabolites. AIM OF REVIEW The technical opportunities, challenges and strategies of including untargeted metabolomics analysis in the comparative safety assessment of GM crops are reviewed. The results from metabolomics studies of GM and conventional crops published over the last eight years provide context to enable the discussion of whether metabolomics can materially improve the risk assessment of food and feed from GM crops beyond that possible by the Codex-defined practices used worldwide for more than 25 years. KEY SCIENTIFIC CONCEPTS OF REVIEW Published studies to date show that environmental and genetic factors affect plant metabolomics profiles. In contrast, the plant biotechnology process used to make GM crops has little, if any consequence, unless the inserted GM trait is intended to alter food or feed composition. The nutritional value and safety of food and feed from GM crops is well informed by the quantitative, validated compositional methods for list of key analytes defined by crop-specific OECD consensus documents. Untargeted metabolic profiling has yet to provide data that better informs the safety assessment of GM crops than the already rigorous Codex-defined quantitative comparative assessment. Furthermore, technical challenges limit the implementation of untargeted metabolomics for regulatory purposes: no single extraction method or analytical technique captures the complete plant metabolome; a large percentage of metabolites features are unknown, requiring additional research to understand if differences for such unknowns affect food/feed safety; and standardized methods are needed to provide reproducible data over time and laboratories.
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Kim MS, Baek SA, Park SY, Baek SH, Lee SM, Ha SH, Lee YT, Choi J, Im KH, Kim JK. Comparison of the grain composition in resveratrol-enriched and glufosinate-tolerant rice ( Oryza sativa ) to conventional rice using univariate and multivariate analysis. J Food Compost Anal 2016. [DOI: 10.1016/j.jfca.2016.08.005] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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Harrigan GG, Venkatesh TV, Leibman M, Blankenship J, Perez T, Halls S, Chassy AW, Fiehn O, Xu Y, Goodacre R. Evaluation of metabolomics profiles of grain from maize hybrids derived from near-isogenic GM positive and negative segregant inbreds demonstrates that observed differences cannot be attributed unequivocally to the GM trait. Metabolomics 2016; 12:82. [PMID: 27453709 PMCID: PMC4940444 DOI: 10.1007/s11306-016-1017-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Accepted: 02/22/2016] [Indexed: 11/30/2022]
Abstract
INTRODUCTION Past studies on plant metabolomes have highlighted the influence of growing environments and varietal differences in variation of levels of metabolites yet there remains continued interest in evaluating the effect of genetic modification (GM). OBJECTIVES Here we test the hypothesis that metabolomics differences in grain from maize hybrids derived from a series of GM (NK603, herbicide tolerance) inbreds and corresponding negative segregants can arise from residual genetic variation associated with backcrossing and that the effect of insertion of the GM trait is negligible. METHODS Four NK603-positive and negative segregant inbred males were crossed with two different females (testers). The resultant hybrids, as well as conventional comparator hybrids, were then grown at three replicated field sites in Illinois, Minnesota, and Nebraska during the 2013 season. Metabolomics data acquisition using gas chromatography-time of flight-mass spectrometry (GC-TOF-MS) allowed the measurement of 367 unique metabolite features in harvested grain, of which 153 were identified with small molecule standards. Multivariate analyses of these data included multi-block principal component analysis and ANOVA-simultaneous component analysis. Univariate analyses of all 153 identified metabolites was conducted based on significance testing (α = 0.05), effect size evaluation (assessing magnitudes of differences), and variance component analysis. RESULTS Results demonstrated that the largest effects on metabolomic variation were associated with different growing locations and the female tester. They further demonstrated that differences observed between GM and non-GM comparators, even in stringent tests utilizing near-isogenic positive and negative segregants, can simply reflect minor genomic differences associated with conventional back-crossing practices. CONCLUSION The effect of GM on metabolomics variation was determined to be negligible and supports that there is no scientific rationale for prioritizing GM as a source of variation.
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Affiliation(s)
| | | | - Mark Leibman
- Regulatory Affairs, Monsanto Company, St. Louis, MO USA
| | | | - Timothy Perez
- Statistics Technology Center, Monsanto Company, St. Louis, MO USA
| | - Steven Halls
- Chemistry Technology, Monsanto Company, St. Louis, MO USA
| | - Alexander W. Chassy
- Genome Center - Metabolomics, University of California at Davis, Davis, CA USA
| | - Oliver Fiehn
- Genome Center - Metabolomics, University of California at Davis, Davis, CA USA
- Biochemistry Department, King Abdulaziz University, Jeddah, 21589 Saudi Arabia
| | - Yun Xu
- School of Chemistry, Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street, Manchester, M1 7ND UK
| | - Royston Goodacre
- School of Chemistry, Manchester Institute of Biotechnology, University of Manchester, 131 Princess Street, Manchester, M1 7ND UK
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Gregorová Z, Kováčik J, Klejdus B, Maglovski M, Kuna R, Hauptvogel P, Matušíková I. Drought-Induced Responses of Physiology, Metabolites, and PR Proteins in Triticum aestivum. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2015; 63:8125-33. [PMID: 26330002 DOI: 10.1021/acs.jafc.5b02951] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
The impact of severe drought stress (13% soil moisture) on the physiological responses, metabolic profile, and pathogenesis-related (PR) proteins in wheat above- and below-ground biomass after 20 days of treatment was studied. Drought depleted growth, assimilation pigments, and majority of free amino acids in the shoots (but proline increased considerably, +160%). On the contrary, root growth parameters were elevated, and free amino acids did not decrease, indicating investment of metabolites into the growth of roots under water deficiency. Mineral nutrients were only slightly influenced. Profiling of pathogenesis-related (PR) proteins revealed that chitinases (EC 3.2.1.14) and glucanases (EC 3.2.1.39) were activated in wheat by drought. Individual isoforms and their activity were rather stimulated under drought, especially in shoots. The expression of selected genes is in agreement with enzymatic data and suggests an organ (tissue) specific- and opposing behavior of these two types of defense components in drought-stressed wheat. Metabolic analyses at the level of phenolics showed an increase in the free and bound fraction of phenolic acids almost exclusively in the shoots and flavonoid isoorientin increased considerably: protective action against oxidative stress and dehydration of the leaves seems to be the main reason for this finding. The role of PR proteins and phenolics in drought-stressed tissue is discussed.
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Affiliation(s)
- Zuzana Gregorová
- Faculty of Natural Sciences, Department of Botany and Genetics, Constantine the Philosopher University , Nábrežie mládeže 91, 949 74 Nitra, Slovak Republic
| | | | | | - Marína Maglovski
- Institute of Plant Genetics and Biotechnology, Slovak Academy of Sciences , Akademická 2, P.O. Box 39A, 950 07 Nitra, Slovak Republic
| | - Roman Kuna
- Faculty of Natural Sciences, Department of Botany and Genetics, Constantine the Philosopher University , Nábrežie mládeže 91, 949 74 Nitra, Slovak Republic
| | - Pavol Hauptvogel
- National Agricultural and Food Centre - Research Institute of Plant Production, Bratislavská cesta 122, 921 68 Piešt'any, Slovak Republic
| | - Ildikó Matušíková
- Institute of Plant Genetics and Biotechnology, Slovak Academy of Sciences , Akademická 2, P.O. Box 39A, 950 07 Nitra, Slovak Republic
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