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Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids
INTRODUCTION: With dwindling global freshwater supplies and increasing water stress, agriculture is coming under increasing pressure to reduce water use. Plant breeding requires high analytical capabilities. For this reason, near-infrared spectroscopy (NIRS) has been used to develop prediction equat...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10043421/ https://www.ncbi.nlm.nih.gov/pubmed/36998698 http://dx.doi.org/10.3389/fpls.2023.1142462 |
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author | Main, Oscar Jacquemot, Marie-Pierre Griveau, Yves Guillaume, Sophie Demonceaux, Claire Lopez-Marnet, Paul-Louis Rey, Sébastien Fargier, Sébastien Sartre, Pascal Montagnier, Christophe Uijttewaal, Anthony Mangel, Nathalie Meunier, Florence Reymond, Matthieu Méchin, Valérie Coursol, Sylvie |
author_facet | Main, Oscar Jacquemot, Marie-Pierre Griveau, Yves Guillaume, Sophie Demonceaux, Claire Lopez-Marnet, Paul-Louis Rey, Sébastien Fargier, Sébastien Sartre, Pascal Montagnier, Christophe Uijttewaal, Anthony Mangel, Nathalie Meunier, Florence Reymond, Matthieu Méchin, Valérie Coursol, Sylvie |
author_sort | Main, Oscar |
collection | PubMed |
description | INTRODUCTION: With dwindling global freshwater supplies and increasing water stress, agriculture is coming under increasing pressure to reduce water use. Plant breeding requires high analytical capabilities. For this reason, near-infrared spectroscopy (NIRS) has been used to develop prediction equations for whole-plant samples, particularly for predicting dry matter digestibility, which has a major impact on the energy value of forage maize hybrids and is required for inclusion in the official French catalogue. Although the historical NIRS equations have long been used routinely in seed company breeding programmes, they do not predict all variables with the same accuracy. In addition, little is known about how accurate their predictions are under different water stress-environments. METHODS: Here, we examined the effects of water stress and stress intensity on agronomic, biochemical, and NIRS predictive values in a set of 13 modern S0-S1 forage maize hybrids under four different environmental conditions resulting from the combination of a northern and southern location and two monitored water stress levels in the south. RESULTS: First, we compared the reliability of NIRS predictions for basic forage quality traits obtained using the historical NIRS predictive equations and the new equations we recently developed. We found that NIRS predicted values were affected to varying degrees by environmental conditions. We also showed that forage yield gradually decreased as a function of water stress, whereas both dry matter and cell wall digestibilities increased regardless of the intensity of water stress, with variability among the tested varieties decreasing under the most stressed conditions. DISCUSSION: By combining forage yield and dry matter digestibility, we were able to quantify digestible yield and identify varieties with different strategies for coping with water stress, raising the exciting possibility that important potential selection targets still exist. Finally, from a farmer’s perspective, we were able to show that late silage harvest has no effect on dry matter digestibility and that moderate water stress does not necessarily result in a loss of digestible yield. |
format | Online Article Text |
id | pubmed-10043421 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100434212023-03-29 Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids Main, Oscar Jacquemot, Marie-Pierre Griveau, Yves Guillaume, Sophie Demonceaux, Claire Lopez-Marnet, Paul-Louis Rey, Sébastien Fargier, Sébastien Sartre, Pascal Montagnier, Christophe Uijttewaal, Anthony Mangel, Nathalie Meunier, Florence Reymond, Matthieu Méchin, Valérie Coursol, Sylvie Front Plant Sci Plant Science INTRODUCTION: With dwindling global freshwater supplies and increasing water stress, agriculture is coming under increasing pressure to reduce water use. Plant breeding requires high analytical capabilities. For this reason, near-infrared spectroscopy (NIRS) has been used to develop prediction equations for whole-plant samples, particularly for predicting dry matter digestibility, which has a major impact on the energy value of forage maize hybrids and is required for inclusion in the official French catalogue. Although the historical NIRS equations have long been used routinely in seed company breeding programmes, they do not predict all variables with the same accuracy. In addition, little is known about how accurate their predictions are under different water stress-environments. METHODS: Here, we examined the effects of water stress and stress intensity on agronomic, biochemical, and NIRS predictive values in a set of 13 modern S0-S1 forage maize hybrids under four different environmental conditions resulting from the combination of a northern and southern location and two monitored water stress levels in the south. RESULTS: First, we compared the reliability of NIRS predictions for basic forage quality traits obtained using the historical NIRS predictive equations and the new equations we recently developed. We found that NIRS predicted values were affected to varying degrees by environmental conditions. We also showed that forage yield gradually decreased as a function of water stress, whereas both dry matter and cell wall digestibilities increased regardless of the intensity of water stress, with variability among the tested varieties decreasing under the most stressed conditions. DISCUSSION: By combining forage yield and dry matter digestibility, we were able to quantify digestible yield and identify varieties with different strategies for coping with water stress, raising the exciting possibility that important potential selection targets still exist. Finally, from a farmer’s perspective, we were able to show that late silage harvest has no effect on dry matter digestibility and that moderate water stress does not necessarily result in a loss of digestible yield. Frontiers Media S.A. 2023-03-14 /pmc/articles/PMC10043421/ /pubmed/36998698 http://dx.doi.org/10.3389/fpls.2023.1142462 Text en Copyright © 2023 Main, Jacquemot, Griveau, Guillaume, Demonceaux, Lopez-Marnet, Rey, Fargier, Sartre, Montagnier, Uijttewaal, Mangel, Meunier, Reymond, Méchin and Coursol https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Main, Oscar Jacquemot, Marie-Pierre Griveau, Yves Guillaume, Sophie Demonceaux, Claire Lopez-Marnet, Paul-Louis Rey, Sébastien Fargier, Sébastien Sartre, Pascal Montagnier, Christophe Uijttewaal, Anthony Mangel, Nathalie Meunier, Florence Reymond, Matthieu Méchin, Valérie Coursol, Sylvie Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids |
title | Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids |
title_full | Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids |
title_fullStr | Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids |
title_full_unstemmed | Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids |
title_short | Precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids |
title_sort | precise control of water stress in the field reveals different response thresholds for forage yield and digestibility of maize hybrids |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10043421/ https://www.ncbi.nlm.nih.gov/pubmed/36998698 http://dx.doi.org/10.3389/fpls.2023.1142462 |
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