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Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection

Eucalyptus rust is caused by the biotrophic fungus, Austropuccinia psidii, which affects commercial plantations of Eucalyptus, a major raw material for the pulp and paper industry in Brazil. In this manuscript we aimed to uncover the molecular mechanisms involved in rust resistance and susceptibilit...

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Autores principales: Sekiya, Alline, Marques, Felipe Garbelini, Leite, Thiago Falda, Cataldi, Thais Regiani, de Moraes, Fabricio Edgar, Pinheiro, Ana Lúcia Mendes, Labate, Mônica Teresa Veneziano, Labate, Carlos Alberto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7817549/
https://www.ncbi.nlm.nih.gov/pubmed/33488655
http://dx.doi.org/10.3389/fpls.2020.604849
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author Sekiya, Alline
Marques, Felipe Garbelini
Leite, Thiago Falda
Cataldi, Thais Regiani
de Moraes, Fabricio Edgar
Pinheiro, Ana Lúcia Mendes
Labate, Mônica Teresa Veneziano
Labate, Carlos Alberto
author_facet Sekiya, Alline
Marques, Felipe Garbelini
Leite, Thiago Falda
Cataldi, Thais Regiani
de Moraes, Fabricio Edgar
Pinheiro, Ana Lúcia Mendes
Labate, Mônica Teresa Veneziano
Labate, Carlos Alberto
author_sort Sekiya, Alline
collection PubMed
description Eucalyptus rust is caused by the biotrophic fungus, Austropuccinia psidii, which affects commercial plantations of Eucalyptus, a major raw material for the pulp and paper industry in Brazil. In this manuscript we aimed to uncover the molecular mechanisms involved in rust resistance and susceptibility in Eucalyptus grandis. Epifluorescence microscopy was used to follow the fungus development inside the leaves of two contrasting half-sibling genotypes (rust-resistance and rust-susceptible), and also determine the comparative time-course of changes in metabolites and proteins in plants inoculated with rust. Within 24 h of complete fungal invasion, the analysis of 709 metabolomic features showed the suppression of many metabolites 6 h after inoculation (hai) in the rust-resistant genotype, with responses being induced after 12 hai. In contrast, the rust-susceptible genotype displayed more induced metabolites from 0 to 18 hai time-points, but a strong suppression occurred at 24 hai. Multivariate analyses of genotypes and time points were used to select 16 differential metabolites mostly classified as phenylpropanoid-related compounds. Applying the Weighted Gene Co-Expression Network Analysis (WGCNA), rust-resistant and rust-susceptible genotypes had, respectively, 871 and 852 proteins grouped into 5 and 6 modules, of which 5 and 4 of them were significantly correlated to the selected metabolites. Functional analyses revealed roles for photosynthesis and oxidative-dependent responses leading to temporal activity of metabolites and related enzymes after 12 hai in rust-resistance; while the initial over-accumulation of those molecules and suppression of supporting mechanisms at 12 hai caused a lack of progressive metabolite-enzyme responses after 12 hai in rust-susceptible genotype. This study provides some insights on how E. grandis plants are functionally modulated to integrate secondary metabolites and related enzymes from phenylpropanoid pathway and lead to temporal divergences of resistance and susceptibility responses to rust.
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spelling pubmed-78175492021-01-22 Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection Sekiya, Alline Marques, Felipe Garbelini Leite, Thiago Falda Cataldi, Thais Regiani de Moraes, Fabricio Edgar Pinheiro, Ana Lúcia Mendes Labate, Mônica Teresa Veneziano Labate, Carlos Alberto Front Plant Sci Plant Science Eucalyptus rust is caused by the biotrophic fungus, Austropuccinia psidii, which affects commercial plantations of Eucalyptus, a major raw material for the pulp and paper industry in Brazil. In this manuscript we aimed to uncover the molecular mechanisms involved in rust resistance and susceptibility in Eucalyptus grandis. Epifluorescence microscopy was used to follow the fungus development inside the leaves of two contrasting half-sibling genotypes (rust-resistance and rust-susceptible), and also determine the comparative time-course of changes in metabolites and proteins in plants inoculated with rust. Within 24 h of complete fungal invasion, the analysis of 709 metabolomic features showed the suppression of many metabolites 6 h after inoculation (hai) in the rust-resistant genotype, with responses being induced after 12 hai. In contrast, the rust-susceptible genotype displayed more induced metabolites from 0 to 18 hai time-points, but a strong suppression occurred at 24 hai. Multivariate analyses of genotypes and time points were used to select 16 differential metabolites mostly classified as phenylpropanoid-related compounds. Applying the Weighted Gene Co-Expression Network Analysis (WGCNA), rust-resistant and rust-susceptible genotypes had, respectively, 871 and 852 proteins grouped into 5 and 6 modules, of which 5 and 4 of them were significantly correlated to the selected metabolites. Functional analyses revealed roles for photosynthesis and oxidative-dependent responses leading to temporal activity of metabolites and related enzymes after 12 hai in rust-resistance; while the initial over-accumulation of those molecules and suppression of supporting mechanisms at 12 hai caused a lack of progressive metabolite-enzyme responses after 12 hai in rust-susceptible genotype. This study provides some insights on how E. grandis plants are functionally modulated to integrate secondary metabolites and related enzymes from phenylpropanoid pathway and lead to temporal divergences of resistance and susceptibility responses to rust. Frontiers Media S.A. 2021-01-07 /pmc/articles/PMC7817549/ /pubmed/33488655 http://dx.doi.org/10.3389/fpls.2020.604849 Text en Copyright © 2021 Sekiya, Marques, Leite, Cataldi, de Moraes, Pinheiro, Labate and Labate. http://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
Sekiya, Alline
Marques, Felipe Garbelini
Leite, Thiago Falda
Cataldi, Thais Regiani
de Moraes, Fabricio Edgar
Pinheiro, Ana Lúcia Mendes
Labate, Mônica Teresa Veneziano
Labate, Carlos Alberto
Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection
title Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection
title_full Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection
title_fullStr Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection
title_full_unstemmed Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection
title_short Network Analysis Combining Proteomics and Metabolomics Reveals New Insights Into Early Responses of Eucalyptus grandis During Rust Infection
title_sort network analysis combining proteomics and metabolomics reveals new insights into early responses of eucalyptus grandis during rust infection
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7817549/
https://www.ncbi.nlm.nih.gov/pubmed/33488655
http://dx.doi.org/10.3389/fpls.2020.604849
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