Plant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelines

Abstract The development of genetically modified crops (GM) includes the discovery of candidate genes through bioinformatics analysis using genomics data, gene expression, and others. Proteins of unknown function (PUFs) are interesting targets for GM crops breeding pipelines for the novelty associat...

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Main Authors: Marcos José Andrade Viana, Adhemar Zerlotini, Mauricio de Alvarenga Mudadu
Format: Article
Language:English
Published: BMC 2021-02-01
Series:BMC Bioinformatics
Subjects:
Online Access:https://doi.org/10.1186/s12859-020-03792-z
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spelling doaj-a4628b478e804e9dbca01cbba4a086e92021-02-07T12:52:26ZengBMCBMC Bioinformatics1471-21052021-02-0122111410.1186/s12859-020-03792-zPlant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelinesMarcos José Andrade Viana0Adhemar Zerlotini1Mauricio de Alvarenga Mudadu2Graduate Program in Bioinformatics, Institute of Biological Sciences, Universidade Federal de Minas GeraisEmbrapa Informática AgropecuáriaEmbrapa Informática AgropecuáriaAbstract The development of genetically modified crops (GM) includes the discovery of candidate genes through bioinformatics analysis using genomics data, gene expression, and others. Proteins of unknown function (PUFs) are interesting targets for GM crops breeding pipelines for the novelty associated with such targets and also to avoid copyright protection. One method of inferring the putative function of PUFs is by relating them to factors of interest such as abiotic stresses using orthology and co-expression networks, in a guilt-by-association manner. In this regard, we have downloaded, analyzed, and processed genomics data of 53 angiosperms, totaling 1,862,010 genes and 2,332,974 RNA. Diamond and InterproScan were used to discover 72,266 PUFs for all organisms. RNA-seq datasets related to abiotic stresses were downloaded from NCBI/GEO. The RNA-seq data was used as input to the LSTrAP software to construct co-expression networks. LSTrAP also created clusters of transcripts with correlated expression, whose members are more probably related to the molecular mechanisms associated with abiotic stresses in the plants. Orthologous groups were created (OrhtoMCL) using all 2,332,974 proteins in order to associate PUFs to abiotic stress-related clusters of co-expression and therefore infer their function in a guilt-by-association manner. A freely available web resource named “Plant Co-expression Annotation Resource” ( https://www.machado.cnptia.embrapa.br/plantannot ), Plantannot, was created to provide indexed queries to search for PUF putatively associated with abiotic stresses. The web interface also allows browsing, querying, and retrieving of public genomics data from 53 plants. We hope Plantannot to be useful for researchers trying to obtain novel GM crops resistant to climate change hazards.https://doi.org/10.1186/s12859-020-03792-zProteins of unknown functionAnnotationAbiotic stressDatabase
collection DOAJ
language English
format Article
sources DOAJ
author Marcos José Andrade Viana
Adhemar Zerlotini
Mauricio de Alvarenga Mudadu
spellingShingle Marcos José Andrade Viana
Adhemar Zerlotini
Mauricio de Alvarenga Mudadu
Plant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelines
BMC Bioinformatics
Proteins of unknown function
Annotation
Abiotic stress
Database
author_facet Marcos José Andrade Viana
Adhemar Zerlotini
Mauricio de Alvarenga Mudadu
author_sort Marcos José Andrade Viana
title Plant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelines
title_short Plant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelines
title_full Plant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelines
title_fullStr Plant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelines
title_full_unstemmed Plant Co-expression Annotation Resource: a web server for identifying targets for genetically modified crop breeding pipelines
title_sort plant co-expression annotation resource: a web server for identifying targets for genetically modified crop breeding pipelines
publisher BMC
series BMC Bioinformatics
issn 1471-2105
publishDate 2021-02-01
description Abstract The development of genetically modified crops (GM) includes the discovery of candidate genes through bioinformatics analysis using genomics data, gene expression, and others. Proteins of unknown function (PUFs) are interesting targets for GM crops breeding pipelines for the novelty associated with such targets and also to avoid copyright protection. One method of inferring the putative function of PUFs is by relating them to factors of interest such as abiotic stresses using orthology and co-expression networks, in a guilt-by-association manner. In this regard, we have downloaded, analyzed, and processed genomics data of 53 angiosperms, totaling 1,862,010 genes and 2,332,974 RNA. Diamond and InterproScan were used to discover 72,266 PUFs for all organisms. RNA-seq datasets related to abiotic stresses were downloaded from NCBI/GEO. The RNA-seq data was used as input to the LSTrAP software to construct co-expression networks. LSTrAP also created clusters of transcripts with correlated expression, whose members are more probably related to the molecular mechanisms associated with abiotic stresses in the plants. Orthologous groups were created (OrhtoMCL) using all 2,332,974 proteins in order to associate PUFs to abiotic stress-related clusters of co-expression and therefore infer their function in a guilt-by-association manner. A freely available web resource named “Plant Co-expression Annotation Resource” ( https://www.machado.cnptia.embrapa.br/plantannot ), Plantannot, was created to provide indexed queries to search for PUF putatively associated with abiotic stresses. The web interface also allows browsing, querying, and retrieving of public genomics data from 53 plants. We hope Plantannot to be useful for researchers trying to obtain novel GM crops resistant to climate change hazards.
topic Proteins of unknown function
Annotation
Abiotic stress
Database
url https://doi.org/10.1186/s12859-020-03792-z
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