Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration Conditions

Nitrogen (N), applied in the form of a nitrogenous fertilizer, is one of the main inputs for agricultural production. Food production is closely associated with the application of N. However, the application of nitrogenous fertilizers to agricultural fields is associated with heavy production of nit...

Full description

Bibliographic Details
Main Authors: Arshid Hussain Ganie, Renu Pandey, M. Nagaraj Kumar, Viswanathan Chinnusamy, Muhammad Iqbal, Altaf Ahmad
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Plants
Subjects:
Online Access:https://www.mdpi.com/2223-7747/9/11/1459
id doaj-83155f06e2f5469f9b3bb5686f96a840
record_format Article
spelling doaj-83155f06e2f5469f9b3bb5686f96a8402020-11-25T03:41:09ZengMDPI AGPlants2223-77472020-10-0191459145910.3390/plants9111459Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration ConditionsArshid Hussain Ganie0Renu Pandey1M. Nagaraj Kumar2Viswanathan Chinnusamy3Muhammad Iqbal4Altaf Ahmad5Department of Botany, Jamia Hamdard, New Delhi 110062, IndiaDivision of Plant Physiology, Indian Agricultural Research Institute, New Delhi 110012, IndiaDivision of Plant Physiology, Indian Agricultural Research Institute, New Delhi 110012, IndiaDivision of Plant Physiology, Indian Agricultural Research Institute, New Delhi 110012, IndiaDepartment of Botany, Jamia Hamdard, New Delhi 110062, IndiaDepartment of Botany, Faculty of Life Sciences, Aligarh Muslim University, Aligarh 202002, IndiaNitrogen (N), applied in the form of a nitrogenous fertilizer, is one of the main inputs for agricultural production. Food production is closely associated with the application of N. However, the application of nitrogenous fertilizers to agricultural fields is associated with heavy production of nitrous oxide because agricultural crops can only utilize 30–40% of applied N, leaving behind unused 60–70% N in the environment. The global warming effect of this greenhouse gas is approximately 300 times more than of carbon dioxide. Under the present scenario of climate change, it is critical to maintain the natural balance between food production and environmental sustainability by targeting traits responsible for improving nitrogen-use-efficiency (NUE). Understanding of the molecular mechanisms behind the metabolic alterations due to nitrogen status needs to be addressed. Additionally, mineral nutrient deficiencies and their associated metabolic networks have not yet been studied well. Given this, the alterations in core metabolic pathways of low-N tolerant (LNT) and low-N sensitive (LNS) genotypes of maize under N-deficiency and their efficiency of recovering the changes upon resupplying N were investigated by us, using the GC–MS and LC–MS based metabolomic approach. Significant genotype-specific changes were noted in response to low-N. The N limitation affected the whole plant metabolism, most significantly the precursors of primary metabolic pathways. These precursors may act as important targets for improving the NUE. Limited availability of N reduced the levels of N-containing metabolites, organic acids and amino acids, but soluble sugars increased. Major variations were encountered in LNS, as compared to LNT. This study has revealed potential metabolic targets in response to the N status, which are indeed the prospective targets for crop improvement.https://www.mdpi.com/2223-7747/9/11/1459maizeGC–MSLC–MSmetabolomicsnitrogen deficiencynitrogen-use-efficiency
collection DOAJ
language English
format Article
sources DOAJ
author Arshid Hussain Ganie
Renu Pandey
M. Nagaraj Kumar
Viswanathan Chinnusamy
Muhammad Iqbal
Altaf Ahmad
spellingShingle Arshid Hussain Ganie
Renu Pandey
M. Nagaraj Kumar
Viswanathan Chinnusamy
Muhammad Iqbal
Altaf Ahmad
Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration Conditions
Plants
maize
GC–MS
LC–MS
metabolomics
nitrogen deficiency
nitrogen-use-efficiency
author_facet Arshid Hussain Ganie
Renu Pandey
M. Nagaraj Kumar
Viswanathan Chinnusamy
Muhammad Iqbal
Altaf Ahmad
author_sort Arshid Hussain Ganie
title Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration Conditions
title_short Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration Conditions
title_full Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration Conditions
title_fullStr Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration Conditions
title_full_unstemmed Metabolite Profiling and Network Analysis Reveal Coordinated Changes in Low-N Tolerant and Low-N Sensitive Maize Genotypes under Nitrogen Deficiency and Restoration Conditions
title_sort metabolite profiling and network analysis reveal coordinated changes in low-n tolerant and low-n sensitive maize genotypes under nitrogen deficiency and restoration conditions
publisher MDPI AG
series Plants
issn 2223-7747
publishDate 2020-10-01
description Nitrogen (N), applied in the form of a nitrogenous fertilizer, is one of the main inputs for agricultural production. Food production is closely associated with the application of N. However, the application of nitrogenous fertilizers to agricultural fields is associated with heavy production of nitrous oxide because agricultural crops can only utilize 30–40% of applied N, leaving behind unused 60–70% N in the environment. The global warming effect of this greenhouse gas is approximately 300 times more than of carbon dioxide. Under the present scenario of climate change, it is critical to maintain the natural balance between food production and environmental sustainability by targeting traits responsible for improving nitrogen-use-efficiency (NUE). Understanding of the molecular mechanisms behind the metabolic alterations due to nitrogen status needs to be addressed. Additionally, mineral nutrient deficiencies and their associated metabolic networks have not yet been studied well. Given this, the alterations in core metabolic pathways of low-N tolerant (LNT) and low-N sensitive (LNS) genotypes of maize under N-deficiency and their efficiency of recovering the changes upon resupplying N were investigated by us, using the GC–MS and LC–MS based metabolomic approach. Significant genotype-specific changes were noted in response to low-N. The N limitation affected the whole plant metabolism, most significantly the precursors of primary metabolic pathways. These precursors may act as important targets for improving the NUE. Limited availability of N reduced the levels of N-containing metabolites, organic acids and amino acids, but soluble sugars increased. Major variations were encountered in LNS, as compared to LNT. This study has revealed potential metabolic targets in response to the N status, which are indeed the prospective targets for crop improvement.
topic maize
GC–MS
LC–MS
metabolomics
nitrogen deficiency
nitrogen-use-efficiency
url https://www.mdpi.com/2223-7747/9/11/1459
work_keys_str_mv AT arshidhussainganie metaboliteprofilingandnetworkanalysisrevealcoordinatedchangesinlowntolerantandlownsensitivemaizegenotypesundernitrogendeficiencyandrestorationconditions
AT renupandey metaboliteprofilingandnetworkanalysisrevealcoordinatedchangesinlowntolerantandlownsensitivemaizegenotypesundernitrogendeficiencyandrestorationconditions
AT mnagarajkumar metaboliteprofilingandnetworkanalysisrevealcoordinatedchangesinlowntolerantandlownsensitivemaizegenotypesundernitrogendeficiencyandrestorationconditions
AT viswanathanchinnusamy metaboliteprofilingandnetworkanalysisrevealcoordinatedchangesinlowntolerantandlownsensitivemaizegenotypesundernitrogendeficiencyandrestorationconditions
AT muhammadiqbal metaboliteprofilingandnetworkanalysisrevealcoordinatedchangesinlowntolerantandlownsensitivemaizegenotypesundernitrogendeficiencyandrestorationconditions
AT altafahmad metaboliteprofilingandnetworkanalysisrevealcoordinatedchangesinlowntolerantandlownsensitivemaizegenotypesundernitrogendeficiencyandrestorationconditions
_version_ 1724531392369393664