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Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments

[Image: see text] Sustainable agriculture aims at achieving a healthy food production while reducing the use of fertilizers and greenhouse gas emissions using biostimulants and soil amendments. Untargeted metabolomics by ultra-high performance liquid chromatography–ion mobility–high-resolution mass...

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Autores principales: Riboni, Nicolò, Bianchi, Federica, Mattarozzi, Monica, Caldara, Marina, Gullì, Mariolina, Graziano, Sara, Maestri, Elena, Marmiroli, Nelson, Careri, Maria
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10591464/
https://www.ncbi.nlm.nih.gov/pubmed/37796632
http://dx.doi.org/10.1021/acs.jafc.3c04532
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author Riboni, Nicolò
Bianchi, Federica
Mattarozzi, Monica
Caldara, Marina
Gullì, Mariolina
Graziano, Sara
Maestri, Elena
Marmiroli, Nelson
Careri, Maria
author_facet Riboni, Nicolò
Bianchi, Federica
Mattarozzi, Monica
Caldara, Marina
Gullì, Mariolina
Graziano, Sara
Maestri, Elena
Marmiroli, Nelson
Careri, Maria
author_sort Riboni, Nicolò
collection PubMed
description [Image: see text] Sustainable agriculture aims at achieving a healthy food production while reducing the use of fertilizers and greenhouse gas emissions using biostimulants and soil amendments. Untargeted metabolomics by ultra-high performance liquid chromatography–ion mobility–high-resolution mass spectrometry, operating in a high-definition MS(E) mode, was applied to investigate the metabolome of durum wheat in response to sustainable treatments, i.e., the addition of biochar, commercial plant growth promoting microbes, and their combination. Partial least squares-discriminant analysis provided a good discrimination among treatments with sensitivity, specificity, and a non-error rate close to 1. A total of 88 and 45 discriminant compounds having biological, nutritional, and technological implications were tentatively identified in samples grown in 2020 and 2021. The addition of biochar-biostimulants produced the highest up-regulation of lipids and flavonoids, with the glycolipid desaturation being the most impacted pathway, whereas carbohydrates were mostly down-regulated. The findings achieved suggest the safe use of the combined biochar-biostimulant treatment for sustainable wheat cultivation.
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spelling pubmed-105914642023-10-24 Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments Riboni, Nicolò Bianchi, Federica Mattarozzi, Monica Caldara, Marina Gullì, Mariolina Graziano, Sara Maestri, Elena Marmiroli, Nelson Careri, Maria J Agric Food Chem [Image: see text] Sustainable agriculture aims at achieving a healthy food production while reducing the use of fertilizers and greenhouse gas emissions using biostimulants and soil amendments. Untargeted metabolomics by ultra-high performance liquid chromatography–ion mobility–high-resolution mass spectrometry, operating in a high-definition MS(E) mode, was applied to investigate the metabolome of durum wheat in response to sustainable treatments, i.e., the addition of biochar, commercial plant growth promoting microbes, and their combination. Partial least squares-discriminant analysis provided a good discrimination among treatments with sensitivity, specificity, and a non-error rate close to 1. A total of 88 and 45 discriminant compounds having biological, nutritional, and technological implications were tentatively identified in samples grown in 2020 and 2021. The addition of biochar-biostimulants produced the highest up-regulation of lipids and flavonoids, with the glycolipid desaturation being the most impacted pathway, whereas carbohydrates were mostly down-regulated. The findings achieved suggest the safe use of the combined biochar-biostimulant treatment for sustainable wheat cultivation. American Chemical Society 2023-10-05 /pmc/articles/PMC10591464/ /pubmed/37796632 http://dx.doi.org/10.1021/acs.jafc.3c04532 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Riboni, Nicolò
Bianchi, Federica
Mattarozzi, Monica
Caldara, Marina
Gullì, Mariolina
Graziano, Sara
Maestri, Elena
Marmiroli, Nelson
Careri, Maria
Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments
title Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments
title_full Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments
title_fullStr Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments
title_full_unstemmed Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments
title_short Ultra-high Performance Liquid Chromatography–Ion Mobility–High-Resolution Mass Spectrometry to Evaluate the Metabolomic Response of Durum Wheat to Sustainable Treatments
title_sort ultra-high performance liquid chromatography–ion mobility–high-resolution mass spectrometry to evaluate the metabolomic response of durum wheat to sustainable treatments
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10591464/
https://www.ncbi.nlm.nih.gov/pubmed/37796632
http://dx.doi.org/10.1021/acs.jafc.3c04532
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