Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)

Detalhes bibliográficos
Autor(a) principal: Soares, Sabrina Delgado
Data de Publicação: 2019
Tipo de documento: Tese
Idioma: por
Título da fonte: Repositório Institucional da UFG
Texto Completo: http://repositorio.bc.ufg.br/tede/handle/tede/13002
Resumo: Khaya grandifoliola C. DC. is a tropical species with high value wood in international markets. Despite the high interest for reforestation and timber production, virtually nothing is known about the genetic and genomic aspects of the species. With the development of next-generation sequencing platforms (NGS), the characterization of transcriptomes can be performed on a large scale and at affordable cost. In this context, the objective of the work was to discover K. grandifoliola genes by using RNA-Seq technique and to identify those differentially expressed between the leaf and the xylem K. grandifoliola tissues. Total RNA was extracted from leaf and xylem samples of four trees planted in the experimental area of the UFG. mRNA samples were sequenced on the Illumina HiSeq 2000 platform, in paired-end mode 2 × 100 bp. Sequencing resulted in a total of 857 million sequences which, after quality control, decreased to 808 million with an average size of 24 to 85 bp. Trinity program was used to reassemble the transcriptome, obtaining 116,289 transcripts for a total of 36,271 genes. Transcripts ranged from 524 to 12,031 bp with a mean of 1,366 bp and N50 of 1,657 bp. Analyses of gene expression identified 13,626 differentially expressed genes (DEGs) (FDR <0.05) between the two tissues. Of these, 5,438 had higher expression in leaves and 8,188 in xylem. A functional enrichment analysis of Gene Ontology categories among the DEGs was performed by the Blast2GO program. This analysis identified 26 GO terms enriched among the most active DEGs in xylem. Among genes up-regulated in leaves, 48 enriched terms were found. As expected, the categories identified as enriched between DGEs point to biological processes and cellular components specific of each tissue. For example, among the most active genes in leaf tissue, terms associated with thylakoids (GO:0009579), plastids (GO:0009536) and photosynthesis (GO:0015979) were identified. On the other hand, for the xylem, terms related to carbohydrate metabolism (GO:0005975), cell wall (GO:0071554) and cytoskeletal proteins (GO:0008092) were significantly enriched. To the best of our knowledge, this is the first report of large-scale gene sequences for K. grandifoliola. Differential expression analysis allowed us to identify which genes are most active in leaf and xylem. Analysis in iPath3 identified the metabolic routes activated in leaf and xylem tissues. A BlastX search against the orange proteome (Citrus sinensis) revealed the presence of 95 DEGs annotated for the enzymes of the limonoid, a secondary metabolite with medicinal properties.
id UFG-2_d601c286d6613074de394065ad70b508
oai_identifier_str oai:repositorio.bc.ufg.br:tede/13002
network_acronym_str UFG-2
network_name_str Repositório Institucional da UFG
repository_id_str
spelling Novaes, Evandrohttp://lattes.cnpq.br/0568272239145336Novaes, EvandroTelles, Mariana Pires de CamposSoares, Thannya NascimentoCoelho, Alexandre Siqueira GuedesVianello, Rosana Pereirahttp://lattes.cnpq.br/8118581166747557Soares, Sabrina Delgado2023-08-21T15:32:42Z2023-08-21T15:32:42Z2019-07-25SOARES , S. D. Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.). 2019. 50 f. Tese (Doutorado em Genética e Biologia Molecular) - Universidade Federal de Goiás, Goiânia, 2019.http://repositorio.bc.ufg.br/tede/handle/tede/13002Khaya grandifoliola C. DC. is a tropical species with high value wood in international markets. Despite the high interest for reforestation and timber production, virtually nothing is known about the genetic and genomic aspects of the species. With the development of next-generation sequencing platforms (NGS), the characterization of transcriptomes can be performed on a large scale and at affordable cost. In this context, the objective of the work was to discover K. grandifoliola genes by using RNA-Seq technique and to identify those differentially expressed between the leaf and the xylem K. grandifoliola tissues. Total RNA was extracted from leaf and xylem samples of four trees planted in the experimental area of the UFG. mRNA samples were sequenced on the Illumina HiSeq 2000 platform, in paired-end mode 2 × 100 bp. Sequencing resulted in a total of 857 million sequences which, after quality control, decreased to 808 million with an average size of 24 to 85 bp. Trinity program was used to reassemble the transcriptome, obtaining 116,289 transcripts for a total of 36,271 genes. Transcripts ranged from 524 to 12,031 bp with a mean of 1,366 bp and N50 of 1,657 bp. Analyses of gene expression identified 13,626 differentially expressed genes (DEGs) (FDR <0.05) between the two tissues. Of these, 5,438 had higher expression in leaves and 8,188 in xylem. A functional enrichment analysis of Gene Ontology categories among the DEGs was performed by the Blast2GO program. This analysis identified 26 GO terms enriched among the most active DEGs in xylem. Among genes up-regulated in leaves, 48 enriched terms were found. As expected, the categories identified as enriched between DGEs point to biological processes and cellular components specific of each tissue. For example, among the most active genes in leaf tissue, terms associated with thylakoids (GO:0009579), plastids (GO:0009536) and photosynthesis (GO:0015979) were identified. On the other hand, for the xylem, terms related to carbohydrate metabolism (GO:0005975), cell wall (GO:0071554) and cytoskeletal proteins (GO:0008092) were significantly enriched. To the best of our knowledge, this is the first report of large-scale gene sequences for K. grandifoliola. Differential expression analysis allowed us to identify which genes are most active in leaf and xylem. Analysis in iPath3 identified the metabolic routes activated in leaf and xylem tissues. A BlastX search against the orange proteome (Citrus sinensis) revealed the presence of 95 DEGs annotated for the enzymes of the limonoid, a secondary metabolite with medicinal properties.O Khaya grandifoliola C. DC. é uma espécie tropical com madeira de alto valor no comércio internacional. Apesar do interesse por reflorestadores e produtores de madeira, praticamente nada se sabe sobre os aspectos genéticos e genômicos da espécie. Com o desenvolvimento das plataformas de sequenciamento de nova geração (NGS), a caracterização de transcritomas pode ser realizada em larga escala e com custo acessível. Nesse contexto, o objetivo do trabalho foi o de identificar os genes de K. grandifoliola por meio da técnica de RNA-Seq e identificar aqueles diferencialmente expressos entre os tecidos da folha e do xilema K. grandifoliola. O RNA total foi extraído de amostras de folhas e xilemas de quatro árvores plantadas em área experimental da UFG. As amostras de mRNA foram sequenciadas em plataforma Illumina HiSeq 2000, no modo “paired-end” 2×100 pb. O sequenciamento resultou em um total de 857 milhões de sequências que, após controle de qualidade, diminuiu para 808 milhões com um tamanho médio de 24 a 85 pb. O programa Trinity foi utilizado para montagem de novo do transcritoma obtendo-se 116.289 transcritos para um total de 36.271 genes. Os transcritos variaram de 524 a 12.031 pb com média de 1.366 pb e N50 de 1.657 pb. A análise de expressão gênica, identificou a presença de 13.626 genes diferencialmente expressos (GDEs) (FDR <0,05) entre os dois tecidos. Desses, 5.438 foram mais ativados em folha e 8.188 em xilema. Uma análise de enriquecimento funcional de categorias do Gene Ontology entre os GDEs foi realizada pelo programa Blast2GO. Essa análise identificou 26 termos GO enriquecidos entre os GDEs mais ativos em xilema. Em folha foram encontrados 48 termos enriquecidos. Como esperado, as categorias identificadas como enriquecidas entre os GDE apontam, para processos biológicos e componente celular mais específicos de cada tecido. Por exemplo, entre os genes mais ativos no tecido foliar foram identificados termos associados a tilacoides (GO:0009579), plastídeos (GO:0009536) e fotossíntese (GO:0015979). Já para o xilema foram identificados termos relacionados ao metabolismo de carboidratos (GO: 0005975), parede celular (GO:0071554) e de proteínas do citoesqueleto (GO:0008092). Esse estudo apresenta, de forma inédita, as sequências dos genes do K. grandifoliola. A análise de expressão diferencial permitiu identificar quais genes são mais ativos em folha e xilema. Análises das vias metabólicas no iPath3 possibilitou identificar as rotas mais ativas em folhas e em xilema. Um Blast contra o proteoma de laranja (Citrus sinensis) revelou a presença de 95 GDEs anotados para as enzimas da via de biossíntese dos limonóides, um importante metabólito secundário com propriedades medicinais.Submitted by Marlene Santos (marlene.bc.ufg@gmail.com) on 2023-08-18T19:03:17Z No. of bitstreams: 2 Tese - Sabrina Delgado Soares - 2019.pdf: 2572891 bytes, checksum: 106486f87bfd4535240c210aaa00a944 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2023-08-21T15:32:42Z (GMT) No. of bitstreams: 2 Tese - Sabrina Delgado Soares - 2019.pdf: 2572891 bytes, checksum: 106486f87bfd4535240c210aaa00a944 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Made available in DSpace on 2023-08-21T15:32:42Z (GMT). No. of bitstreams: 2 Tese - Sabrina Delgado Soares - 2019.pdf: 2572891 bytes, checksum: 106486f87bfd4535240c210aaa00a944 (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5) Previous issue date: 2019-07-25Fundação de Amparo à Pesquisa do Estado de GoiásporUniversidade Federal de GoiásPrograma de Pós-graduação em Genética e Biologia Molecular (ICB)UFGBrasilInstituto de Ciências Biológicas - ICB (RMG)Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessMontagem de novoRNA-seqBioinformáticaMadeira nobreDe novo assemblyRNA-seqBioinformaticsHigh-value woodCIENCIAS BIOLOGICAS::GENETICAMontagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)Assembly and analysis of african mahogany transcritome (Khaya grandifoliola C. DC.)info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesis59500500500500231663reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.bc.ufg.br/tede/bitstreams/2e862b39-138f-4386-98d3-63d3cee6604d/download8a4605be74aa9ea9d79846c1fba20a33MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805http://repositorio.bc.ufg.br/tede/bitstreams/9b8c3080-13ab-4805-b2f0-477ed9a66ccc/download4460e5956bc1d1639be9ae6146a50347MD52ORIGINALTese - Sabrina Delgado Soares - 2019.pdfTese - Sabrina Delgado Soares - 2019.pdfapplication/pdf2572891http://repositorio.bc.ufg.br/tede/bitstreams/72deeb03-c085-463d-a07e-42b62128e709/download106486f87bfd4535240c210aaa00a944MD53tede/130022023-08-21 12:32:42.292http://creativecommons.org/licenses/by-nc-nd/4.0/Attribution-NonCommercial-NoDerivatives 4.0 Internationalopen.accessoai:repositorio.bc.ufg.br:tede/13002http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2023-08-21T15:32:42Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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
dc.title.pt_BR.fl_str_mv Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
dc.title.alternative.eng.fl_str_mv Assembly and analysis of african mahogany transcritome (Khaya grandifoliola C. DC.)
title Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
spellingShingle Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
Soares, Sabrina Delgado
Montagem de novo
RNA-seq
Bioinformática
Madeira nobre
De novo assembly
RNA-seq
Bioinformatics
High-value wood
CIENCIAS BIOLOGICAS::GENETICA
title_short Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
title_full Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
title_fullStr Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
title_full_unstemmed Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
title_sort Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.)
author Soares, Sabrina Delgado
author_facet Soares, Sabrina Delgado
author_role author
dc.contributor.advisor1.fl_str_mv Novaes, Evandro
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/0568272239145336
dc.contributor.referee1.fl_str_mv Novaes, Evandro
dc.contributor.referee2.fl_str_mv Telles, Mariana Pires de Campos
dc.contributor.referee3.fl_str_mv Soares, Thannya Nascimento
dc.contributor.referee4.fl_str_mv Coelho, Alexandre Siqueira Guedes
dc.contributor.referee5.fl_str_mv Vianello, Rosana Pereira
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/8118581166747557
dc.contributor.author.fl_str_mv Soares, Sabrina Delgado
contributor_str_mv Novaes, Evandro
Novaes, Evandro
Telles, Mariana Pires de Campos
Soares, Thannya Nascimento
Coelho, Alexandre Siqueira Guedes
Vianello, Rosana Pereira
dc.subject.por.fl_str_mv Montagem de novo
RNA-seq
Bioinformática
Madeira nobre
topic Montagem de novo
RNA-seq
Bioinformática
Madeira nobre
De novo assembly
RNA-seq
Bioinformatics
High-value wood
CIENCIAS BIOLOGICAS::GENETICA
dc.subject.eng.fl_str_mv De novo assembly
RNA-seq
Bioinformatics
High-value wood
dc.subject.cnpq.fl_str_mv CIENCIAS BIOLOGICAS::GENETICA
description Khaya grandifoliola C. DC. is a tropical species with high value wood in international markets. Despite the high interest for reforestation and timber production, virtually nothing is known about the genetic and genomic aspects of the species. With the development of next-generation sequencing platforms (NGS), the characterization of transcriptomes can be performed on a large scale and at affordable cost. In this context, the objective of the work was to discover K. grandifoliola genes by using RNA-Seq technique and to identify those differentially expressed between the leaf and the xylem K. grandifoliola tissues. Total RNA was extracted from leaf and xylem samples of four trees planted in the experimental area of the UFG. mRNA samples were sequenced on the Illumina HiSeq 2000 platform, in paired-end mode 2 × 100 bp. Sequencing resulted in a total of 857 million sequences which, after quality control, decreased to 808 million with an average size of 24 to 85 bp. Trinity program was used to reassemble the transcriptome, obtaining 116,289 transcripts for a total of 36,271 genes. Transcripts ranged from 524 to 12,031 bp with a mean of 1,366 bp and N50 of 1,657 bp. Analyses of gene expression identified 13,626 differentially expressed genes (DEGs) (FDR <0.05) between the two tissues. Of these, 5,438 had higher expression in leaves and 8,188 in xylem. A functional enrichment analysis of Gene Ontology categories among the DEGs was performed by the Blast2GO program. This analysis identified 26 GO terms enriched among the most active DEGs in xylem. Among genes up-regulated in leaves, 48 enriched terms were found. As expected, the categories identified as enriched between DGEs point to biological processes and cellular components specific of each tissue. For example, among the most active genes in leaf tissue, terms associated with thylakoids (GO:0009579), plastids (GO:0009536) and photosynthesis (GO:0015979) were identified. On the other hand, for the xylem, terms related to carbohydrate metabolism (GO:0005975), cell wall (GO:0071554) and cytoskeletal proteins (GO:0008092) were significantly enriched. To the best of our knowledge, this is the first report of large-scale gene sequences for K. grandifoliola. Differential expression analysis allowed us to identify which genes are most active in leaf and xylem. Analysis in iPath3 identified the metabolic routes activated in leaf and xylem tissues. A BlastX search against the orange proteome (Citrus sinensis) revealed the presence of 95 DEGs annotated for the enzymes of the limonoid, a secondary metabolite with medicinal properties.
publishDate 2019
dc.date.issued.fl_str_mv 2019-07-25
dc.date.accessioned.fl_str_mv 2023-08-21T15:32:42Z
dc.date.available.fl_str_mv 2023-08-21T15:32:42Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv SOARES , S. D. Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.). 2019. 50 f. Tese (Doutorado em Genética e Biologia Molecular) - Universidade Federal de Goiás, Goiânia, 2019.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tede/13002
identifier_str_mv SOARES , S. D. Montagem e análise do transcritoma do mogno africano (Khaya grandifoliola C. DC.). 2019. 50 f. Tese (Doutorado em Genética e Biologia Molecular) - Universidade Federal de Goiás, Goiânia, 2019.
url http://repositorio.bc.ufg.br/tede/handle/tede/13002
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv 59
dc.relation.confidence.fl_str_mv 500
500
500
500
dc.relation.department.fl_str_mv 23
dc.relation.cnpq.fl_str_mv 166
dc.relation.sponsorship.fl_str_mv 3
dc.rights.driver.fl_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Goiás
dc.publisher.program.fl_str_mv Programa de Pós-graduação em Genética e Biologia Molecular (ICB)
dc.publisher.initials.fl_str_mv UFG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Instituto de Ciências Biológicas - ICB (RMG)
publisher.none.fl_str_mv Universidade Federal de Goiás
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFG
instname:Universidade Federal de Goiás (UFG)
instacron:UFG
instname_str Universidade Federal de Goiás (UFG)
instacron_str UFG
institution UFG
reponame_str Repositório Institucional da UFG
collection Repositório Institucional da UFG
bitstream.url.fl_str_mv http://repositorio.bc.ufg.br/tede/bitstreams/2e862b39-138f-4386-98d3-63d3cee6604d/download
http://repositorio.bc.ufg.br/tede/bitstreams/9b8c3080-13ab-4805-b2f0-477ed9a66ccc/download
http://repositorio.bc.ufg.br/tede/bitstreams/72deeb03-c085-463d-a07e-42b62128e709/download
bitstream.checksum.fl_str_mv 8a4605be74aa9ea9d79846c1fba20a33
4460e5956bc1d1639be9ae6146a50347
106486f87bfd4535240c210aaa00a944
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
repository.name.fl_str_mv Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)
repository.mail.fl_str_mv tasesdissertacoes.bc@ufg.br
_version_ 1798044331662114816