Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)

Detalhes bibliográficos
Autor(a) principal: Santos, Camilla Alves
Data de Publicação: 2016
Tipo de documento: Tese
Idioma: por
Título da fonte: Repositório Institucional da UFSCAR
Texto Completo: https://repositorio.ufscar.br/handle/ufscar/8590
Resumo: The present work had as general objective to perform the genomic annotation of Expressed Sequences (ESTs) of Litopenaeus vannamei shrimp, available in the database of Project ShEST and to evaluate the polymorphism of mined SSR and SNP tags. These markers were located in the main chain of protein genes with function related to performance traits and were validated in SPF (Specific Pathogen Free) shrimp families submitted to selection for rapid growth and survival. In addition to the EST-SSR and EST-SNP loci, obtained by Sanger sequencing, Next Generation Sequencing (NGS) analyzes were included in the initial proposal of work with the objective of expanding the set of SNPs available and verifying the differential gene expression. The new assembly of ESTs was performed and produced a set of 2.984 unigenes with protein products for 41% of them, with 1.983 SSRs and 3.472 SNPs being identified. Among the loci with gene product identified, 231 were enzymes with 127 unique EC numbers inserted in 94 KEGG metabolic pathways. Loci validation showed that the loci of the 60S ribosomal (SSR-EST) and crustacyanin (SNP-EST) proteins were polymorphic in the animals sampled from Genearch. Statistical analyzes were conducted to verify the existence of a possible association between the genotypes and the analyzed weight phenotypes, although no association was observed. In addition, cross-species amplification tests were performed on seven species of marine and two freshwater prawns, demonstrating successful transferability for these species. The RNAseq approach was included in the present work with the purpose of increasing the number of SNPs detected in candidate genes with performance-related function and identifying differentially expressed (DE) genes in animals under experimental conditions. A second transcriptome was assembled from the muscle and hepatopancreas tissues of L. vannamei individuals (i) evaluated for rapid growth and survival and (ii) exposed to the White Spot Syndrome Virus (WSSV). A total of 63.105 transcripts were generated, with an average size of 2.511 bp and N50 of 3.464 bp. More than 15.500 SNPs were identified (frequency > 50%). Functional annotation was also performed on the bases of SwissProt, Gene Ontology (GO) and KEGG. Differential gene expression analyzes were performed on the animal samples evaluated for growth and response to WSSV infection. The data generated showed differences in the expression profile between the genes of (i) high and low growth animals, (ii) the hepatopancreas and muscle and (iii) the uninfected (healthy) and infected (ill) animals by WSSV, considering the effect of the tissue. Two-hundred and seven DE genes were identified for growth, 5.816 for hepatopancreas and muscle and 1.017 for ill and healthy animals.
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spelling Santos, Camilla AlvesFreitas, Patrícia Domingues dehttp://lattes.cnpq.br/5647631868534064Andrade, Sónia Cristina da Silvahttp://lattes.cnpq.br/4637731335717375http://lattes.cnpq.br/6905869491807202b4fc88ef-0b30-4ba1-8ff8-4ac11112bcff2017-03-20T20:29:21Z2017-03-20T20:29:21Z2016-11-28SANTOS, Camilla Alves. Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda). 2016. Tese (Doutorado em Genética Evolutiva e Biologia Molecular) – Universidade Federal de São Carlos, São Carlos, 2016. Disponível em: https://repositorio.ufscar.br/handle/ufscar/8590.https://repositorio.ufscar.br/handle/ufscar/8590The present work had as general objective to perform the genomic annotation of Expressed Sequences (ESTs) of Litopenaeus vannamei shrimp, available in the database of Project ShEST and to evaluate the polymorphism of mined SSR and SNP tags. These markers were located in the main chain of protein genes with function related to performance traits and were validated in SPF (Specific Pathogen Free) shrimp families submitted to selection for rapid growth and survival. In addition to the EST-SSR and EST-SNP loci, obtained by Sanger sequencing, Next Generation Sequencing (NGS) analyzes were included in the initial proposal of work with the objective of expanding the set of SNPs available and verifying the differential gene expression. The new assembly of ESTs was performed and produced a set of 2.984 unigenes with protein products for 41% of them, with 1.983 SSRs and 3.472 SNPs being identified. Among the loci with gene product identified, 231 were enzymes with 127 unique EC numbers inserted in 94 KEGG metabolic pathways. Loci validation showed that the loci of the 60S ribosomal (SSR-EST) and crustacyanin (SNP-EST) proteins were polymorphic in the animals sampled from Genearch. Statistical analyzes were conducted to verify the existence of a possible association between the genotypes and the analyzed weight phenotypes, although no association was observed. In addition, cross-species amplification tests were performed on seven species of marine and two freshwater prawns, demonstrating successful transferability for these species. The RNAseq approach was included in the present work with the purpose of increasing the number of SNPs detected in candidate genes with performance-related function and identifying differentially expressed (DE) genes in animals under experimental conditions. A second transcriptome was assembled from the muscle and hepatopancreas tissues of L. vannamei individuals (i) evaluated for rapid growth and survival and (ii) exposed to the White Spot Syndrome Virus (WSSV). A total of 63.105 transcripts were generated, with an average size of 2.511 bp and N50 of 3.464 bp. More than 15.500 SNPs were identified (frequency > 50%). Functional annotation was also performed on the bases of SwissProt, Gene Ontology (GO) and KEGG. Differential gene expression analyzes were performed on the animal samples evaluated for growth and response to WSSV infection. The data generated showed differences in the expression profile between the genes of (i) high and low growth animals, (ii) the hepatopancreas and muscle and (iii) the uninfected (healthy) and infected (ill) animals by WSSV, considering the effect of the tissue. Two-hundred and seven DE genes were identified for growth, 5.816 for hepatopancreas and muscle and 1.017 for ill and healthy animals.O presente trabalho teve como objetivo geral realizar a anotação genômica de sequências expressas (ESTs) de Litopenaeus vannamei, disponíveis no banco de dados do Projeto ShEST e avaliar o polimorfismo de marcas SSR e SNP mineradas. Esses marcadores estavam localizados na cadeia principal de genes de proteínas com função relacionada a traços de desempenho e foram validados em famílias de camarões SPF (Specific Pathogen Free) submetidas à seleção para rápido crescimento e sobrevivência. Adicionalmente aos locos SSR-EST e SNP-EST, obtidos por sequenciamento Sanger, análises de Sequenciamento de Próxima Geração (NGS) foram incluídas na proposta inicial de trabalho com o objetivo de ampliar o conjunto de SNPs disponíveis e verificar a expressão gênica diferencial. A montagem de novo das ESTs foi realizada e produziu um conjunto de 2.984 unigenes com produtos proteicos para 41% destes, sendo identificados 1.983 SSRs e 3.472 SNPs. Dentre os locos com produto gênico identificado, 231 eram enzimas com 127 EC numbers únicos inseridos em 94 vias metabólicas do KEGG. A validação dos locos SSR-EST e SNP-EST mostrou que os locos das proteínas 60S ribossomal (SSR-EST) e crustacianina (SNP-EST) apresentaram-se polimórficos nos animais amostrados da Genearch. Análises estatísticas foram conduzidas para verificação da existência de uma possível associação entre os genótipos e os fenótipos de peso analisados, embora não tenha sido observada associação. Além disso, testes de amplificação heteróloga foram realizados em sete espécies de camarões marinhos e duas de água doce, demonstrando sucesso na transferabilidade para estas espécies. A abordagem de RNA-seq foi incluída no presente trabalho com o propósito de ampliar o número de SNPs detectados em genes candidatos com função relacionada a traços de desempenho e identificar genes diferentemente expressos (DE) em animais sob condições experimentais. Foi realizada a montagem de novo de um segundo transcriptoma, dos tecidos músculo e hepatopâncreas de indivíduos de L. vannamei (i) avaliados para rápido crescimento e sobrevivência e (ii) expostos ao vírus da Síndrome da Mancha Branca ou White Spot Syndrome Virus (WSSV). Foram gerados 63.105 transcritos, com tamanho médio de 2.511 pb e N50 de 3.464 pb. Foram identificados mais de 15.500 SNPs (frequência > 50%). Também foi realizada a anotação funcional nas bases do SwissProt, Gene Ontology (GO) e KEGG. Análises de expressão diferencial gênica foram realizadas nas amostras dos animais avaliados para crescimento e resposta a infecção pelo WSSV. Os dados gerados demonstraram diferenças no perfil de expressão entre os genes (i) de animais de alto e baixo crescimento, (ii) do hepatopâncreas e músculo e (iii) dos animais não-infectados (saudáveis) e infectados (doentes) pelo WSSV, considerando-se o efeito do tecido. Foram identificados 207 genes DE para crescimento, 5.816 para a comparação entre os tecidos e 1.017 para os animais doentes e saudáveis.Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)FAPESP: 2012/13069- 6FAPESP: 2012/17322-8porUniversidade Federal de São CarlosCâmpus São CarlosPrograma de Pós-Graduação em Genética Evolutiva e Biologia Molecular - PPGGEvUFSCarGenéticaExpressão diferencialPolimorfismosTranscriptomasPolymorphismsTranscriptomesDifferentially expressed (DE) genesCIENCIAS BIOLOGICAS::GENETICAIdentificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisOnline600600f938916f-974f-4342-9896-52fcd2d03263info:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFSCARinstname:Universidade Federal de São Carlos (UFSCAR)instacron:UFSCARLICENSElicense.txtlicense.txttext/plain; charset=utf-81957https://repositorio.ufscar.br/bitstream/ufscar/8590/2/license.txtae0398b6f8b235e40ad82cba6c50031dMD52ORIGINALTeseCAS.pdfTeseCAS.pdfapplication/pdf4204868https://repositorio.ufscar.br/bitstream/ufscar/8590/3/TeseCAS.pdfa44c1a1a6fb4e41fcb10f677e4370087MD53TEXTTeseCAS.pdf.txtTeseCAS.pdf.txtExtracted texttext/plain357197https://repositorio.ufscar.br/bitstream/ufscar/8590/4/TeseCAS.pdf.txt736d36caf6b8b850d6ac0eccabaff082MD54THUMBNAILTeseCAS.pdf.jpgTeseCAS.pdf.jpgIM Thumbnailimage/jpeg7074https://repositorio.ufscar.br/bitstream/ufscar/8590/5/TeseCAS.pdf.jpga80b153a36ea23f622f99f0225dda0b8MD55ufscar/85902023-09-18 18:31:26.408oai:repositorio.ufscar.br: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Repositório InstitucionalPUBhttps://repositorio.ufscar.br/oai/requestopendoar:43222023-09-18T18:31:26Repositório Institucional da UFSCAR - Universidade Federal de São Carlos (UFSCAR)false
dc.title.por.fl_str_mv Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
title Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
spellingShingle Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
Santos, Camilla Alves
Genética
Expressão diferencial
Polimorfismos
Transcriptomas
Polymorphisms
Transcriptomes
Differentially expressed (DE) genes
CIENCIAS BIOLOGICAS::GENETICA
title_short Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
title_full Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
title_fullStr Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
title_full_unstemmed Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
title_sort Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda)
author Santos, Camilla Alves
author_facet Santos, Camilla Alves
author_role author
dc.contributor.authorlattes.por.fl_str_mv http://lattes.cnpq.br/6905869491807202
dc.contributor.author.fl_str_mv Santos, Camilla Alves
dc.contributor.advisor1.fl_str_mv Freitas, Patrícia Domingues de
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/5647631868534064
dc.contributor.advisor-co1.fl_str_mv Andrade, Sónia Cristina da Silva
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/4637731335717375
dc.contributor.authorID.fl_str_mv b4fc88ef-0b30-4ba1-8ff8-4ac11112bcff
contributor_str_mv Freitas, Patrícia Domingues de
Andrade, Sónia Cristina da Silva
dc.subject.por.fl_str_mv Genética
Expressão diferencial
Polimorfismos
Transcriptomas
topic Genética
Expressão diferencial
Polimorfismos
Transcriptomas
Polymorphisms
Transcriptomes
Differentially expressed (DE) genes
CIENCIAS BIOLOGICAS::GENETICA
dc.subject.eng.fl_str_mv Polymorphisms
Transcriptomes
Differentially expressed (DE) genes
dc.subject.cnpq.fl_str_mv CIENCIAS BIOLOGICAS::GENETICA
description The present work had as general objective to perform the genomic annotation of Expressed Sequences (ESTs) of Litopenaeus vannamei shrimp, available in the database of Project ShEST and to evaluate the polymorphism of mined SSR and SNP tags. These markers were located in the main chain of protein genes with function related to performance traits and were validated in SPF (Specific Pathogen Free) shrimp families submitted to selection for rapid growth and survival. In addition to the EST-SSR and EST-SNP loci, obtained by Sanger sequencing, Next Generation Sequencing (NGS) analyzes were included in the initial proposal of work with the objective of expanding the set of SNPs available and verifying the differential gene expression. The new assembly of ESTs was performed and produced a set of 2.984 unigenes with protein products for 41% of them, with 1.983 SSRs and 3.472 SNPs being identified. Among the loci with gene product identified, 231 were enzymes with 127 unique EC numbers inserted in 94 KEGG metabolic pathways. Loci validation showed that the loci of the 60S ribosomal (SSR-EST) and crustacyanin (SNP-EST) proteins were polymorphic in the animals sampled from Genearch. Statistical analyzes were conducted to verify the existence of a possible association between the genotypes and the analyzed weight phenotypes, although no association was observed. In addition, cross-species amplification tests were performed on seven species of marine and two freshwater prawns, demonstrating successful transferability for these species. The RNAseq approach was included in the present work with the purpose of increasing the number of SNPs detected in candidate genes with performance-related function and identifying differentially expressed (DE) genes in animals under experimental conditions. A second transcriptome was assembled from the muscle and hepatopancreas tissues of L. vannamei individuals (i) evaluated for rapid growth and survival and (ii) exposed to the White Spot Syndrome Virus (WSSV). A total of 63.105 transcripts were generated, with an average size of 2.511 bp and N50 of 3.464 bp. More than 15.500 SNPs were identified (frequency > 50%). Functional annotation was also performed on the bases of SwissProt, Gene Ontology (GO) and KEGG. Differential gene expression analyzes were performed on the animal samples evaluated for growth and response to WSSV infection. The data generated showed differences in the expression profile between the genes of (i) high and low growth animals, (ii) the hepatopancreas and muscle and (iii) the uninfected (healthy) and infected (ill) animals by WSSV, considering the effect of the tissue. Two-hundred and seven DE genes were identified for growth, 5.816 for hepatopancreas and muscle and 1.017 for ill and healthy animals.
publishDate 2016
dc.date.issued.fl_str_mv 2016-11-28
dc.date.accessioned.fl_str_mv 2017-03-20T20:29:21Z
dc.date.available.fl_str_mv 2017-03-20T20:29:21Z
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 SANTOS, Camilla Alves. Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda). 2016. Tese (Doutorado em Genética Evolutiva e Biologia Molecular) – Universidade Federal de São Carlos, São Carlos, 2016. Disponível em: https://repositorio.ufscar.br/handle/ufscar/8590.
dc.identifier.uri.fl_str_mv https://repositorio.ufscar.br/handle/ufscar/8590
identifier_str_mv SANTOS, Camilla Alves. Identificação de genes candidatos relacionados a traços de desempenho em transcriptomas do camarão marinho Litopenaeus vannamei (Penaeidae, Decapoda). 2016. Tese (Doutorado em Genética Evolutiva e Biologia Molecular) – Universidade Federal de São Carlos, São Carlos, 2016. Disponível em: https://repositorio.ufscar.br/handle/ufscar/8590.
url https://repositorio.ufscar.br/handle/ufscar/8590
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dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
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dc.publisher.none.fl_str_mv Universidade Federal de São Carlos
Câmpus São Carlos
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Genética Evolutiva e Biologia Molecular - PPGGEv
dc.publisher.initials.fl_str_mv UFSCar
publisher.none.fl_str_mv Universidade Federal de São Carlos
Câmpus São Carlos
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institution UFSCAR
reponame_str Repositório Institucional da UFSCAR
collection Repositório Institucional da UFSCAR
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