An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)

Abstract Background Drought is the most disastrous abiotic stress that severely affects agricultural productivity worldwide. Understanding the biological basis of drought-regulated traits, requires identification and an in-depth characterization of genetic determinants using model organisms and high...

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Main Authors: Adugna Abdi Woldesemayat, Peter Van Heusden, Bongani K. Ndimba, Alan Christoffels
Format: Article
Language:English
Published: BMC 2017-12-01
Series:BMC Genetics
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12863-017-0584-5
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spelling doaj-92799fdf46e94ae790c841b12b3e0d612020-11-25T03:12:12ZengBMCBMC Genetics1471-21562017-12-0118112410.1186/s12863-017-0584-5An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)Adugna Abdi Woldesemayat0Peter Van Heusden1Bongani K. Ndimba2Alan Christoffels3South African Medical Research Council Bioinformatics Unit, South African National Bioinformatics Institute, University of the Western CapeSouth African Medical Research Council Bioinformatics Unit, South African National Bioinformatics Institute, University of the Western CapeDepartment of Biotechnology, University of the Western CapeSouth African Medical Research Council Bioinformatics Unit, South African National Bioinformatics Institute, University of the Western CapeAbstract Background Drought is the most disastrous abiotic stress that severely affects agricultural productivity worldwide. Understanding the biological basis of drought-regulated traits, requires identification and an in-depth characterization of genetic determinants using model organisms and high-throughput technologies. However, studies on drought tolerance have generally been limited to traditional candidate gene approach that targets only a single gene in a pathway that is related to a trait. In this study, we used sorghum, one of the model crops that is well adapted to arid regions, to mine genes and define determinants for drought tolerance using drought expression libraries and RNA-seq data. Results We provide an integrated and comparative in silico candidate gene identification, characterization and annotation approach, with an emphasis on genes playing a prominent role in conferring drought tolerance in sorghum. A total of 470 non-redundant functionally annotated drought responsive genes (DRGs) were identified using experimental data from drought responses by employing pairwise sequence similarity searches, pathway and interpro-domain analysis, expression profiling and orthology relation. Comparison of the genomic locations between these genes and sorghum quantitative trait loci (QTLs) showed that 40% of these genes were co-localized with QTLs known for drought tolerance. The genome reannotation conducted using the Program to Assemble Spliced Alignment (PASA), resulted in 9.6% of existing single gene models being updated. In addition, 210 putative novel genes were identified using AUGUSTUS and PASA based analysis on expression dataset. Among these, 50% were single exonic, 69.5% represented drought responsive and 5.7% were complete gene structure models. Analysis of biochemical metabolism revealed 14 metabolic pathways that are related to drought tolerance and also had a strong biological network, among categories of genes involved. Identification of these pathways, signifies the interplay of biochemical reactions that make up the metabolic network, constituting fundamental interface for sorghum defence mechanism against drought stress. Conclusions This study suggests untapped natural variability in sorghum that could be used for developing drought tolerance. The data presented here, may be regarded as an initial reference point in functional and comparative genomics in the Gramineae family.http://link.springer.com/article/10.1186/s12863-017-0584-5Candidate gene identificationDrought toleranceFunctional genomicsIntegrated in silico approachGenome annotationSorghum bicolor (L.) Moench
collection DOAJ
language English
format Article
sources DOAJ
author Adugna Abdi Woldesemayat
Peter Van Heusden
Bongani K. Ndimba
Alan Christoffels
spellingShingle Adugna Abdi Woldesemayat
Peter Van Heusden
Bongani K. Ndimba
Alan Christoffels
An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)
BMC Genetics
Candidate gene identification
Drought tolerance
Functional genomics
Integrated in silico approach
Genome annotation
Sorghum bicolor (L.) Moench
author_facet Adugna Abdi Woldesemayat
Peter Van Heusden
Bongani K. Ndimba
Alan Christoffels
author_sort Adugna Abdi Woldesemayat
title An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)
title_short An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)
title_full An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)
title_fullStr An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)
title_full_unstemmed An integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (Sorghum bicolor (L.) Moench)
title_sort integrated and comparative approach towards identification, characterization and functional annotation of candidate genes for drought tolerance in sorghum (sorghum bicolor (l.) moench)
publisher BMC
series BMC Genetics
issn 1471-2156
publishDate 2017-12-01
description Abstract Background Drought is the most disastrous abiotic stress that severely affects agricultural productivity worldwide. Understanding the biological basis of drought-regulated traits, requires identification and an in-depth characterization of genetic determinants using model organisms and high-throughput technologies. However, studies on drought tolerance have generally been limited to traditional candidate gene approach that targets only a single gene in a pathway that is related to a trait. In this study, we used sorghum, one of the model crops that is well adapted to arid regions, to mine genes and define determinants for drought tolerance using drought expression libraries and RNA-seq data. Results We provide an integrated and comparative in silico candidate gene identification, characterization and annotation approach, with an emphasis on genes playing a prominent role in conferring drought tolerance in sorghum. A total of 470 non-redundant functionally annotated drought responsive genes (DRGs) were identified using experimental data from drought responses by employing pairwise sequence similarity searches, pathway and interpro-domain analysis, expression profiling and orthology relation. Comparison of the genomic locations between these genes and sorghum quantitative trait loci (QTLs) showed that 40% of these genes were co-localized with QTLs known for drought tolerance. The genome reannotation conducted using the Program to Assemble Spliced Alignment (PASA), resulted in 9.6% of existing single gene models being updated. In addition, 210 putative novel genes were identified using AUGUSTUS and PASA based analysis on expression dataset. Among these, 50% were single exonic, 69.5% represented drought responsive and 5.7% were complete gene structure models. Analysis of biochemical metabolism revealed 14 metabolic pathways that are related to drought tolerance and also had a strong biological network, among categories of genes involved. Identification of these pathways, signifies the interplay of biochemical reactions that make up the metabolic network, constituting fundamental interface for sorghum defence mechanism against drought stress. Conclusions This study suggests untapped natural variability in sorghum that could be used for developing drought tolerance. The data presented here, may be regarded as an initial reference point in functional and comparative genomics in the Gramineae family.
topic Candidate gene identification
Drought tolerance
Functional genomics
Integrated in silico approach
Genome annotation
Sorghum bicolor (L.) Moench
url http://link.springer.com/article/10.1186/s12863-017-0584-5
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