Cargando…
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...
Autores principales: | , , , , , , , , |
---|---|
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 |
_version_ | 1785124226993225728 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10591464 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT riboninicolo ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT bianchifederica ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT mattarozzimonica ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT caldaramarina ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT gullimariolina ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT grazianosara ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT maestrielena ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT marmirolinelson ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments AT carerimaria ultrahighperformanceliquidchromatographyionmobilityhighresolutionmassspectrometrytoevaluatethemetabolomicresponseofdurumwheattosustainabletreatments |