Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.

Detalhes bibliográficos
Autor(a) principal: Noia, Luina Ribeiro
Data de Publicação: 2023
Tipo de documento: Tese
Idioma: por
Título da fonte: Repositório Institucional da Universidade Federal do Espírito Santo (riUfes)
Texto Completo: http://repositorio.ufes.br/handle/10/16831
Resumo: Cassava is a food security crop with wide genetic diversity available for research in plant breeding. In this work, the genetic diversity of a cassava population consisting of 87 genotypes cultivated by small producers in the State of Espírito Santo was evaluated using SNPs, quantitative and qualitative traits. The correlation between traits and markers and the minimum number of SNPs required for the analyzes was also verified. The genetic parameters observed (Ho) and expected (He) heterozygosity, polymorphic information content (PIC) and fixation index (Fi) were calculated with the SNPs, which means were 0.46; 0.35;0,28; and - 0.34, respectively. Heterozygosity and PIC values can be considered high given the biallelic nature of the markers and the values reported by other authors. Ho values greater than He and negative Fi indicate a high number of heterozygotes. The quantitative traits were evaluated using the mixed model methodology (REML/BLUP) and heritabilities of 0.79, 0.55, 0.62 and 0.63 were observed for Height of the Aerial Part (HPA), Number of Total Roots (NRT), Weight of Total Roots (PESORT) and Commercial Roots (PESORC), respectively. Fourteen qualitative traits were also evaluated, including morphological descriptors of roots and aerial part, cooking time and presence of disease, of which the most variable were central lobe shape, petiole color and external stem color. The genotypes with the highest PESORT had white flesh and cooking time between zero and 20 min. The dendrograms based on SNPs, quantitative and qualitative traits formed 17, 9 and 10 groups and showed different composition, with the exception of some genotypes that showed similarity in the clusters regarding quantitative and SNPs data. The correlation was significant between fifteen pairs of characters, highlighting the correlation between SNPs with NRT and PESORT. Sets with 4, 15 and 50 SNPs were selected by resampling techniques, and distance matrices computed with these sets presented correlation between 0.4 and 0.56 with NRT and PESORT. The sets with four SNPs allowed to differentiate the genotypes according to the NRT and PESORT values. The analysis of the minimum number of SNPs demonstrated that few SNPs are necessary to calculate of genetic parameters, and it is possible to recover the values with only 50 SNPs if a confidence interval of 95% is considered. To obtain dendrograms with the same groups formed with all SNPs, a greater number of markers is required, 3000 for the cassava population. This value can be calculated by resampling and distance matrix correlation techniques, considering a correlation value of 0.99. The analyzes characterized important tools for cassava breeding, among them, a population with sufficient molecular, morphological and productive diversity for the selection of genotypes with agronomic characteristics of interest; SNPs with correlation with the main productivity traits that can be studied for marker-assisted selection; and the minimum number of SNPs to evaluate genetic diversity in the population.
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spelling Ferreira, Adésiohttps://orcid.org/0000000270001725http://lattes.cnpq.br/5400370038397801Noia, Luina Ribeirohttps://orcid.org/0000-0001-7051-2747http://lattes.cnpq.br/2005599465147331Ferreira, Marcia Flores da Silvahttps://orcid.org/0000-0003-1541-6634http://lattes.cnpq.br/5719813884063445Posse, Sheila Cristina Prucolihttps://orcid.org/0000-0002-6735-4140http://lattes.cnpq.br/2212849771796098Bernardes, Carolina de Oliveirahttps://orcid.org/0000-0003-1815-7201http://lattes.cnpq.br/5703840846979260Azevedo, Camila FerreiraLopes, José Carloshttp://lattes.cnpq.br/11835241986547642024-05-30T01:41:37Z2024-05-30T01:41:37Z2023-03-23Cassava is a food security crop with wide genetic diversity available for research in plant breeding. In this work, the genetic diversity of a cassava population consisting of 87 genotypes cultivated by small producers in the State of Espírito Santo was evaluated using SNPs, quantitative and qualitative traits. The correlation between traits and markers and the minimum number of SNPs required for the analyzes was also verified. The genetic parameters observed (Ho) and expected (He) heterozygosity, polymorphic information content (PIC) and fixation index (Fi) were calculated with the SNPs, which means were 0.46; 0.35;0,28; and - 0.34, respectively. Heterozygosity and PIC values can be considered high given the biallelic nature of the markers and the values reported by other authors. Ho values greater than He and negative Fi indicate a high number of heterozygotes. The quantitative traits were evaluated using the mixed model methodology (REML/BLUP) and heritabilities of 0.79, 0.55, 0.62 and 0.63 were observed for Height of the Aerial Part (HPA), Number of Total Roots (NRT), Weight of Total Roots (PESORT) and Commercial Roots (PESORC), respectively. Fourteen qualitative traits were also evaluated, including morphological descriptors of roots and aerial part, cooking time and presence of disease, of which the most variable were central lobe shape, petiole color and external stem color. The genotypes with the highest PESORT had white flesh and cooking time between zero and 20 min. The dendrograms based on SNPs, quantitative and qualitative traits formed 17, 9 and 10 groups and showed different composition, with the exception of some genotypes that showed similarity in the clusters regarding quantitative and SNPs data. The correlation was significant between fifteen pairs of characters, highlighting the correlation between SNPs with NRT and PESORT. Sets with 4, 15 and 50 SNPs were selected by resampling techniques, and distance matrices computed with these sets presented correlation between 0.4 and 0.56 with NRT and PESORT. The sets with four SNPs allowed to differentiate the genotypes according to the NRT and PESORT values. The analysis of the minimum number of SNPs demonstrated that few SNPs are necessary to calculate of genetic parameters, and it is possible to recover the values with only 50 SNPs if a confidence interval of 95% is considered. To obtain dendrograms with the same groups formed with all SNPs, a greater number of markers is required, 3000 for the cassava population. This value can be calculated by resampling and distance matrix correlation techniques, considering a correlation value of 0.99. The analyzes characterized important tools for cassava breeding, among them, a population with sufficient molecular, morphological and productive diversity for the selection of genotypes with agronomic characteristics of interest; SNPs with correlation with the main productivity traits that can be studied for marker-assisted selection; and the minimum number of SNPs to evaluate genetic diversity in the population.A mandioca é uma cultura de segurança alimentar com ampla diversidade genética disponível para exploração no melhoramento da cultura. Neste trabalho, foi analisada a diversidade genética de uma população de mandioca constituída de 87 genótipos cultivados por pequenos produtores no estado do Espírito Santo usando caracteres quantitativos, qualitativos e SNPs. Também foi verificada a correlação entre os caracteres e marcadores e o número mínimo de SNPs necessário para as análises. Com os SNPs foram calculados os parâmetros genéticos heterozigosidade observada (Ho) e esperada (He), conteúdo de informação polimórfica (PIC) e índice de fixação (Fi), cujas médias foram de 0,46; 0,35; 0,28 e -0,34. Os valores de heterozigosidade e PIC são considerados altos diante da natureza bialélica dos marcadores e dos valores relatados na literatura. O valor de Ho maior que He e o Fi negativo indicam alto número de heterozigotos. Os caracteres quantitativos foram avaliados através da metodologia de modelos mistos (REML/BLUP) e as herdabilidades estimadas foram de 0,79; 0,55; 0,62 e 0,63 para Altura da Parte Aérea (HPA), Número de Raízes Totais (NRT), Peso de Raízes Totais (PESORT) e Comerciais (PESORC), respectivamente. Foram também avaliados 14 caracteres qualitativos, incluindo descritores morfológicos das raízes e parte aérea, tempo de cozimento e presença de doença, dos quais os mais variáveis foram a forma do lóbulo central, cor do pecíolo e cor externa do caule. Os genótipos com maiores PESORT apresentaram cor da polpa branca e cozimento entre zero e 20 min, sendo de grande interesse para o melhoramento da cultura. Os dendrogramas com base nos marcadores SNPs e caracteres quantitativos e qualitativos formaram 17; 9 e 10 grupos e apresentaram constituições diferentes, com exceção de alguns genótipos que mostraram similaridade nos agrupamentos por dados quantitativos e de SNPs. A correlação foi significativa entre quinze pares de caracteres, destacando-se a correlação entre os SNPs com NRT e PESORT. Foram então selecionados através de técnicas de reamostragem, conjuntos com 4; 15 e 50 SNPs cujas matrizes de distância tiveram correlação entre 0,4 e 0,56 com NRT e PESORT. Os conjuntos com quatro SNPs permitiram diferenciar os genótipos de acordo com os valores de NRT e PESORT. A análise de número mínimo de SNPs demonstrou que poucos SNPs são necessários para o cálculo de parâmetros genéticos, sendo possível recuperar os valores com apenas 50 SNPs se considerado um intervalo de confiança de 95%. Para a obtenção de dendrogramas com os mesmos grupos formados com todos os SNPs, é necessário um número maior de marcadores, de 3000 para a população de mandioca. Este valor pode ser calculado por técnicas de reamostragem e correlação de matrizes de distância, considerando-se um valor de correlação de 0,99. As análises caracterizaram ferramentas importantes para o melhoramento da mandioca, dentre elas, uma população com diversidade molecular, morfológica e produtiva suficiente para a seleção de genótipos com características agronômicas de interesse; SNPs com correlação com as principais características de produtividade que poderão ser estudados para seleção assistida por marcadores; e o número mínimo de SNPs para avaliação da diversidade genética na população.Texthttp://repositorio.ufes.br/handle/10/16831porUniversidade Federal do Espírito SantoDoutorado em AgronomiaPrograma de Pós-Graduação em AgronomiaUFESBRCentro de Ciências Agrárias e Engenhariassubject.br-rjbnAgronomiaMandiocaMelhoramento de plantasCaracteres quantitativosDescritores morfológicosDArTseqEstudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.title.alternativeinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da Universidade Federal do Espírito Santo (riUfes)instname:Universidade Federal do Espírito Santo (UFES)instacron:UFESORIGINALLuinaRibeiroNoia-2023-tese.pdfapplication/pdf6643942http://repositorio.ufes.br/bitstreams/11831b68-ba43-4d99-8cdd-0359deb7a415/download557a039010eb214ec5b9c9ec7e487b85MD5110/168312024-09-26 10:17:49.714oai:repositorio.ufes.br:10/16831http://repositorio.ufes.brRepositório InstitucionalPUBhttp://repositorio.ufes.br/oai/requestopendoar:21082024-10-15T17:57:12.360028Repositório Institucional da Universidade Federal do Espírito Santo (riUfes) - Universidade Federal do Espírito Santo (UFES)false
dc.title.none.fl_str_mv Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
dc.title.alternative.none.fl_str_mv title.alternative
title Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
spellingShingle Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
Noia, Luina Ribeiro
Agronomia
Mandioca
Melhoramento de plantas
Caracteres quantitativos
Descritores morfológicos
DArTseq
subject.br-rjbn
title_short Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
title_full Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
title_fullStr Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
title_full_unstemmed Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
title_sort Estudos agronômicos e genômicos de manihot esculenta crantz: diversidade, correlação entre caracteres e número mínimo de SNPs.
author Noia, Luina Ribeiro
author_facet Noia, Luina Ribeiro
author_role author
dc.contributor.authorID.none.fl_str_mv https://orcid.org/0000-0001-7051-2747
dc.contributor.authorLattes.none.fl_str_mv http://lattes.cnpq.br/2005599465147331
dc.contributor.advisor1.fl_str_mv Ferreira, Adésio
dc.contributor.advisor1ID.fl_str_mv https://orcid.org/0000000270001725
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/5400370038397801
dc.contributor.author.fl_str_mv Noia, Luina Ribeiro
dc.contributor.referee1.fl_str_mv Ferreira, Marcia Flores da Silva
dc.contributor.referee1ID.fl_str_mv https://orcid.org/0000-0003-1541-6634
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/5719813884063445
dc.contributor.referee2.fl_str_mv Posse, Sheila Cristina Prucoli
dc.contributor.referee2ID.fl_str_mv https://orcid.org/0000-0002-6735-4140
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/2212849771796098
dc.contributor.referee3.fl_str_mv Bernardes, Carolina de Oliveira
dc.contributor.referee3ID.fl_str_mv https://orcid.org/0000-0003-1815-7201
dc.contributor.referee3Lattes.fl_str_mv http://lattes.cnpq.br/5703840846979260
dc.contributor.referee4.fl_str_mv Azevedo, Camila Ferreira
dc.contributor.referee5.fl_str_mv Lopes, José Carlos
dc.contributor.referee5Lattes.fl_str_mv http://lattes.cnpq.br/1183524198654764
contributor_str_mv Ferreira, Adésio
Ferreira, Marcia Flores da Silva
Posse, Sheila Cristina Prucoli
Bernardes, Carolina de Oliveira
Azevedo, Camila Ferreira
Lopes, José Carlos
dc.subject.cnpq.fl_str_mv Agronomia
topic Agronomia
Mandioca
Melhoramento de plantas
Caracteres quantitativos
Descritores morfológicos
DArTseq
subject.br-rjbn
dc.subject.por.fl_str_mv Mandioca
Melhoramento de plantas
Caracteres quantitativos
Descritores morfológicos
DArTseq
dc.subject.br-rjbn.none.fl_str_mv subject.br-rjbn
description Cassava is a food security crop with wide genetic diversity available for research in plant breeding. In this work, the genetic diversity of a cassava population consisting of 87 genotypes cultivated by small producers in the State of Espírito Santo was evaluated using SNPs, quantitative and qualitative traits. The correlation between traits and markers and the minimum number of SNPs required for the analyzes was also verified. The genetic parameters observed (Ho) and expected (He) heterozygosity, polymorphic information content (PIC) and fixation index (Fi) were calculated with the SNPs, which means were 0.46; 0.35;0,28; and - 0.34, respectively. Heterozygosity and PIC values can be considered high given the biallelic nature of the markers and the values reported by other authors. Ho values greater than He and negative Fi indicate a high number of heterozygotes. The quantitative traits were evaluated using the mixed model methodology (REML/BLUP) and heritabilities of 0.79, 0.55, 0.62 and 0.63 were observed for Height of the Aerial Part (HPA), Number of Total Roots (NRT), Weight of Total Roots (PESORT) and Commercial Roots (PESORC), respectively. Fourteen qualitative traits were also evaluated, including morphological descriptors of roots and aerial part, cooking time and presence of disease, of which the most variable were central lobe shape, petiole color and external stem color. The genotypes with the highest PESORT had white flesh and cooking time between zero and 20 min. The dendrograms based on SNPs, quantitative and qualitative traits formed 17, 9 and 10 groups and showed different composition, with the exception of some genotypes that showed similarity in the clusters regarding quantitative and SNPs data. The correlation was significant between fifteen pairs of characters, highlighting the correlation between SNPs with NRT and PESORT. Sets with 4, 15 and 50 SNPs were selected by resampling techniques, and distance matrices computed with these sets presented correlation between 0.4 and 0.56 with NRT and PESORT. The sets with four SNPs allowed to differentiate the genotypes according to the NRT and PESORT values. The analysis of the minimum number of SNPs demonstrated that few SNPs are necessary to calculate of genetic parameters, and it is possible to recover the values with only 50 SNPs if a confidence interval of 95% is considered. To obtain dendrograms with the same groups formed with all SNPs, a greater number of markers is required, 3000 for the cassava population. This value can be calculated by resampling and distance matrix correlation techniques, considering a correlation value of 0.99. The analyzes characterized important tools for cassava breeding, among them, a population with sufficient molecular, morphological and productive diversity for the selection of genotypes with agronomic characteristics of interest; SNPs with correlation with the main productivity traits that can be studied for marker-assisted selection; and the minimum number of SNPs to evaluate genetic diversity in the population.
publishDate 2023
dc.date.issued.fl_str_mv 2023-03-23
dc.date.accessioned.fl_str_mv 2024-05-30T01:41:37Z
dc.date.available.fl_str_mv 2024-05-30T01:41:37Z
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dc.format.none.fl_str_mv Text
dc.publisher.none.fl_str_mv Universidade Federal do Espírito Santo
Doutorado em Agronomia
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Agronomia
dc.publisher.initials.fl_str_mv UFES
dc.publisher.country.fl_str_mv BR
dc.publisher.department.fl_str_mv Centro de Ciências Agrárias e Engenharias
publisher.none.fl_str_mv Universidade Federal do Espírito Santo
Doutorado em Agronomia
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