Cargando…

A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex

Holm oak (Quercus ilex) is the most important and representative species of the Mediterranean forest and of the Spanish agrosilvo-pastoral “dehesa” ecosystem. Despite its environmental and economic interest, Holm oak is an orphan species whose biology is very little known, especially at the molecula...

Descripción completa

Detalles Bibliográficos
Autores principales: López-Hidalgo, Cristina, Guerrero-Sánchez, Victor M., Gómez-Gálvez, Isabel, Sánchez-Lucas, Rosa, Castillejo-Sánchez, María A., Maldonado-Alconada, Ana M., Valledor, Luis, Jorrín-Novo, Jesus V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6050436/
https://www.ncbi.nlm.nih.gov/pubmed/30050544
http://dx.doi.org/10.3389/fpls.2018.00935
_version_ 1783340335381872640
author López-Hidalgo, Cristina
Guerrero-Sánchez, Victor M.
Gómez-Gálvez, Isabel
Sánchez-Lucas, Rosa
Castillejo-Sánchez, María A.
Maldonado-Alconada, Ana M.
Valledor, Luis
Jorrín-Novo, Jesus V.
author_facet López-Hidalgo, Cristina
Guerrero-Sánchez, Victor M.
Gómez-Gálvez, Isabel
Sánchez-Lucas, Rosa
Castillejo-Sánchez, María A.
Maldonado-Alconada, Ana M.
Valledor, Luis
Jorrín-Novo, Jesus V.
author_sort López-Hidalgo, Cristina
collection PubMed
description Holm oak (Quercus ilex) is the most important and representative species of the Mediterranean forest and of the Spanish agrosilvo-pastoral “dehesa” ecosystem. Despite its environmental and economic interest, Holm oak is an orphan species whose biology is very little known, especially at the molecular level. In order to increase the knowledge on the chemical composition and metabolism of this tree species, the employment of a holistic and multi-omics approach, in the Systems Biology direction would be necessary. However, for orphan and recalcitrant plant species, specific analytical and bioinformatics tools have to be developed in order to obtain adequate quality and data-density before to coping with the study of its biology. By using a plant sample consisting of a pool generated by mixing equal amounts of homogenized tissue from acorn embryo, leaves, and roots, protocols for transcriptome (NGS-Illumina), proteome (shotgun LC-MS/MS), and metabolome (GC-MS) studies have been optimized. These analyses resulted in the identification of around 62629 transcripts, 2380 protein species, and 62 metabolites. Data are compared with those reported for model plant species, whose genome has been sequenced and is well annotated, including Arabidopsis, japonica rice, poplar, and eucalyptus. RNA and protein sequencing favored each other, increasing the number and confidence of the proteins identified and correcting erroneous RNA sequences. The integration of the large amount of data reported using bioinformatics tools allows the Holm oak metabolic network to be partially reconstructed: from the 127 metabolic pathways reported in KEGG pathway database, 123 metabolic pathways can be visualized when using the described methodology. They included: carbohydrate and energy metabolism, amino acid metabolism, lipid metabolism, nucleotide metabolism, and biosynthesis of secondary metabolites. The TCA cycle was the pathway most represented with 5 out of 10 metabolites, 6 out of 8 protein enzymes, and 8 out of 8 enzyme transcripts. On the other hand, gaps, missed pathways, included metabolism of terpenoids and polyketides and lipid metabolism. The multi-omics resource generated in this work will set the basis for ongoing and future studies, bringing the Holm oak closer to model species, to obtain a better understanding of the molecular mechanisms underlying phenotypes of interest (productive, tolerant to environmental cues, nutraceutical value) and to select elite genotypes to be used in restoration and reforestation programs, especially in a future climate change scenario.
format Online
Article
Text
id pubmed-6050436
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-60504362018-07-26 A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex López-Hidalgo, Cristina Guerrero-Sánchez, Victor M. Gómez-Gálvez, Isabel Sánchez-Lucas, Rosa Castillejo-Sánchez, María A. Maldonado-Alconada, Ana M. Valledor, Luis Jorrín-Novo, Jesus V. Front Plant Sci Plant Science Holm oak (Quercus ilex) is the most important and representative species of the Mediterranean forest and of the Spanish agrosilvo-pastoral “dehesa” ecosystem. Despite its environmental and economic interest, Holm oak is an orphan species whose biology is very little known, especially at the molecular level. In order to increase the knowledge on the chemical composition and metabolism of this tree species, the employment of a holistic and multi-omics approach, in the Systems Biology direction would be necessary. However, for orphan and recalcitrant plant species, specific analytical and bioinformatics tools have to be developed in order to obtain adequate quality and data-density before to coping with the study of its biology. By using a plant sample consisting of a pool generated by mixing equal amounts of homogenized tissue from acorn embryo, leaves, and roots, protocols for transcriptome (NGS-Illumina), proteome (shotgun LC-MS/MS), and metabolome (GC-MS) studies have been optimized. These analyses resulted in the identification of around 62629 transcripts, 2380 protein species, and 62 metabolites. Data are compared with those reported for model plant species, whose genome has been sequenced and is well annotated, including Arabidopsis, japonica rice, poplar, and eucalyptus. RNA and protein sequencing favored each other, increasing the number and confidence of the proteins identified and correcting erroneous RNA sequences. The integration of the large amount of data reported using bioinformatics tools allows the Holm oak metabolic network to be partially reconstructed: from the 127 metabolic pathways reported in KEGG pathway database, 123 metabolic pathways can be visualized when using the described methodology. They included: carbohydrate and energy metabolism, amino acid metabolism, lipid metabolism, nucleotide metabolism, and biosynthesis of secondary metabolites. The TCA cycle was the pathway most represented with 5 out of 10 metabolites, 6 out of 8 protein enzymes, and 8 out of 8 enzyme transcripts. On the other hand, gaps, missed pathways, included metabolism of terpenoids and polyketides and lipid metabolism. The multi-omics resource generated in this work will set the basis for ongoing and future studies, bringing the Holm oak closer to model species, to obtain a better understanding of the molecular mechanisms underlying phenotypes of interest (productive, tolerant to environmental cues, nutraceutical value) and to select elite genotypes to be used in restoration and reforestation programs, especially in a future climate change scenario. Frontiers Media S.A. 2018-07-11 /pmc/articles/PMC6050436/ /pubmed/30050544 http://dx.doi.org/10.3389/fpls.2018.00935 Text en Copyright © 2018 López-Hidalgo, Guerrero-Sánchez, Gómez-Gálvez, Sánchez-Lucas, Castillejo-Sánchez, Maldonado-Alconada, Valledor and Jorrín-Novo. 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
López-Hidalgo, Cristina
Guerrero-Sánchez, Victor M.
Gómez-Gálvez, Isabel
Sánchez-Lucas, Rosa
Castillejo-Sánchez, María A.
Maldonado-Alconada, Ana M.
Valledor, Luis
Jorrín-Novo, Jesus V.
A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex
title A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex
title_full A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex
title_fullStr A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex
title_full_unstemmed A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex
title_short A Multi-Omics Analysis Pipeline for the Metabolic Pathway Reconstruction in the Orphan Species Quercus ilex
title_sort multi-omics analysis pipeline for the metabolic pathway reconstruction in the orphan species quercus ilex
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6050436/
https://www.ncbi.nlm.nih.gov/pubmed/30050544
http://dx.doi.org/10.3389/fpls.2018.00935
work_keys_str_mv AT lopezhidalgocristina amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT guerrerosanchezvictorm amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT gomezgalvezisabel amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT sanchezlucasrosa amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT castillejosanchezmariaa amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT maldonadoalconadaanam amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT valledorluis amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT jorrinnovojesusv amultiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT lopezhidalgocristina multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT guerrerosanchezvictorm multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT gomezgalvezisabel multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT sanchezlucasrosa multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT castillejosanchezmariaa multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT maldonadoalconadaanam multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT valledorluis multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex
AT jorrinnovojesusv multiomicsanalysispipelineforthemetabolicpathwayreconstructionintheorphanspeciesquercusilex