Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP)
| Ano de defesa: | 2025 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| Tipo de documento: | Tese |
| Tipo de acesso: | Acesso aberto |
| Idioma: | por |
| Instituição de defesa: |
Universidade Tecnológica Federal do Paraná
Pato Branco Brasil Programa de Pós-Graduação em Agronomia UTFPR |
| Programa de Pós-Graduação: |
Não Informado pela instituição
|
| Departamento: |
Não Informado pela instituição
|
| País: |
Não Informado pela instituição
|
| Palavras-chave em Português: | |
| Link de acesso: | http://repositorio.utfpr.edu.br/jspui/handle/1/39442 |
Resumo: | One of the main goals in the genetic breeding of apple (Malus domestica Borkh) in Brazil is the selection of genotypes with a low chilling requirement. This necessity is crucial to expand the productive area into subtropical regions. Such genotypes must possess broad adaptation allowing them to produce regularly under the conditions of irregularity and high thermal amplitude typical of the dormancy period. To achieve this, the creation and maintenance of Active Germplasm Banks with ample genetic diversity are of great importance, enabling the selection of genotypes combining a low chilling requirement with high yield and quality. The objective of this study was to perform the estimation of genetic parameters using the REML/BLUP mixed model methodology based on phenotypic traits of apple trees from the breeding programme of the Instituto de Desenvolvimento Rural do Paraná, in the Palmas municipality, Paraná. Sixteen genotypes were assessed, 15 of which were previously selected as promising, with the ‘Eva’ cultivar serving as a comparison. The plants were trained under a central leader system, with four plants of each genotype, grafted onto Marubakaido/M-9 or M-7 rootstocks. The evaluated traits included: phenological stages of budding commencement, full bloom, and mature fruit; canopy volume; number of spurs and short shoots (brindilas); yield (kg plant-1); and post-harvest quality assessments (soluble solids, titratable acidity, and pulp firmness). Data from four harvests (2021/22 to 2024/25) were submitted to principal component analysis (PCA) and to the estimation of variance components, coefficients of variation, and broad-sense heritability via REML/BLUP. Most of the evaluated genotypes were early for the phenological stages of budding, flowering, and fruit ripening. Broad-sense heritability was of low magnitude for all assessed characteristics, with the exception of titratable acidity, which showed high magnitude. Accuracy presented adequate values for all assessed traits, with the exception of the number of spurs (brindilas) and total soluble solids. Upon evaluating the BLUEs (Best Linear Unbiased Estimates), the M-7 rootstock demonstrated the best adjusted means. The BLUPs (Best Linear Unbiased Predictions) indicated that the PR2.60 genotype, cultivated on the Marubakaido/M-9 rootstock, was the most notable performer for the firmness and Soluble Solids (SS) variables. The hierarchical clustering analysis demonstrated similarity between the 32 genotype/rootstock combinations, forming only two groups. In the PCA, the first two components accounted for 67% of the total variation, with pulp firmness being responsible for 44.2%. The selection of superior genotypes was calculated using two selection indices, with the Smith-Hazel index being the most suitable for use. The mixed models methodology (REML/BLUP) allowed for the indication of the best genotype and rootstock combinations for obtaining new cultivars that are more adapted and stable in the assessment environment. |
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Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP)Genetic parameters of apple trees estimated through mixed models (REML/BLUP)Maçã - CultivoMaça - Melhoramento GenéticoFenologia vegetalApples - PlantingApples - BreedingPlant phenologyCNPQ::CIENCIAS AGRARIAS::AGRONOMIAAgronomiaOne of the main goals in the genetic breeding of apple (Malus domestica Borkh) in Brazil is the selection of genotypes with a low chilling requirement. This necessity is crucial to expand the productive area into subtropical regions. Such genotypes must possess broad adaptation allowing them to produce regularly under the conditions of irregularity and high thermal amplitude typical of the dormancy period. To achieve this, the creation and maintenance of Active Germplasm Banks with ample genetic diversity are of great importance, enabling the selection of genotypes combining a low chilling requirement with high yield and quality. The objective of this study was to perform the estimation of genetic parameters using the REML/BLUP mixed model methodology based on phenotypic traits of apple trees from the breeding programme of the Instituto de Desenvolvimento Rural do Paraná, in the Palmas municipality, Paraná. Sixteen genotypes were assessed, 15 of which were previously selected as promising, with the ‘Eva’ cultivar serving as a comparison. The plants were trained under a central leader system, with four plants of each genotype, grafted onto Marubakaido/M-9 or M-7 rootstocks. The evaluated traits included: phenological stages of budding commencement, full bloom, and mature fruit; canopy volume; number of spurs and short shoots (brindilas); yield (kg plant-1); and post-harvest quality assessments (soluble solids, titratable acidity, and pulp firmness). Data from four harvests (2021/22 to 2024/25) were submitted to principal component analysis (PCA) and to the estimation of variance components, coefficients of variation, and broad-sense heritability via REML/BLUP. Most of the evaluated genotypes were early for the phenological stages of budding, flowering, and fruit ripening. Broad-sense heritability was of low magnitude for all assessed characteristics, with the exception of titratable acidity, which showed high magnitude. Accuracy presented adequate values for all assessed traits, with the exception of the number of spurs (brindilas) and total soluble solids. Upon evaluating the BLUEs (Best Linear Unbiased Estimates), the M-7 rootstock demonstrated the best adjusted means. The BLUPs (Best Linear Unbiased Predictions) indicated that the PR2.60 genotype, cultivated on the Marubakaido/M-9 rootstock, was the most notable performer for the firmness and Soluble Solids (SS) variables. The hierarchical clustering analysis demonstrated similarity between the 32 genotype/rootstock combinations, forming only two groups. In the PCA, the first two components accounted for 67% of the total variation, with pulp firmness being responsible for 44.2%. The selection of superior genotypes was calculated using two selection indices, with the Smith-Hazel index being the most suitable for use. The mixed models methodology (REML/BLUP) allowed for the indication of the best genotype and rootstock combinations for obtaining new cultivars that are more adapted and stable in the assessment environment.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)Um dos objetivos do melhoramento genético de macieira (Malus domestica Borkh) no Brasil é a seleção de genótipos de baixa exigência de frio. Esta necessidade é crucial para expandir a área produtiva para regiões subtropicais. Tais genótipos devem possuir ampla adaptação que lhes permita produzir regularmente sob as condições de irregularidade e grande amplitude térmica típicas do período de dormência. Para isso, reveste-se de grande importância a criação e manutenção de Bancos Ativos de Germoplasma com ampla diversidade genética, de forma a permitir a seleção de genótipos com baixa necessidade de frio e com alta produção e qualidade de maçãs. O objetivo deste trabalho foi efetuar a estimativa de parâmetros genéticos por meio da metodologia de modelos mistos REML/BLUP baseados em caracteres fenotípicos de macieiras do programa de melhoramento genético do Instituto de Desenvolvimento Rural do Paraná, no município de Palmas, Paraná. Foram avaliados 16 genótipos, sendo 15 já selecionados como promissores, e a cultivar Eva servindo de comparação. As plantas foram conduzidas em sistema líder central, com quatro plantas de cada genótipo, sobre porta-enxerto Marubakaido/M-9 ou M-7. Os caracteres avaliados foram: estádios fenológicos de início da brotação, pleno florescimento e frutos maduros; volume de copa; número de brindilas e esporões; produção (kg/planta-1); e avaliações de qualidade pós-colheita dos frutos (sólidos solúveis, acidez titulável e firmeza de polpa). Os dados de quatro safras (2021/22 à 2024/25) foram submetidos à análise de componentes principais e também às estimativas dos componentes de variância, coeficientes de variação, coeficiente herdabilidade de caracteres via REML/BLUP. A maior parte dos genótipos avaliados foram precoces para os estádios fenológicos de brotação, florescimento e maturação de frutos. A herdabilidade no sentido amplo foi de baixa magnitude para todas as características avaliadas, com exceção de acidez titulável com alta magnitude. A acurácia apresentou valores adequados para todas os caracteres avaliados, com exceção de número de brindilas e sólidos solúveis. Ao avaliar os BLUEs, o portaenxerto M-7 apresentou as melhores médias ajustadas. Os valores dos BLUPs indicam que, para as variáveis FIRMEZA e SS, o genótipo PR2.60, cultivado sobre o porta-enxerto Marubakaido/M-9, se destacou. A análise de agrupamento hierárquico demonstra a similaridade entre as 32 combinações genótipo/portaenxerto, onde foram formados apenas dois grupos. Na análise de componentes principais os dois primeiros componentes representaram 67% da variação total, sendo que a variável firmeza de polpa foi responsável por 44,2%. A seleção de genótipos superiores, foi calculada de acordo com dois índices de seleção e o índice mais adequado a ser utilizado foi o de Smith-Hazel. A metodologia dos modelos mistos (REML/BLUP) permitiu indicar as melhores combinações de genótipos e porta-enxertos para a obtenção de novas cultivares mais adaptada e estáveis ao ambiente de avaliação.Universidade Tecnológica Federal do ParanáPato BrancoBrasilPrograma de Pós-Graduação em AgronomiaUTFPRDanner, Moeses Andrigohttps://orcid.org/0000-0002-1159-6546https://lattes.cnpq.br/0430213942065076Citadin, Idemirhttps://orcid.org/0000-0001-9416-2761https://lattes.cnpq.br/4503540110400432Silva, Clandio Medeiros dahttp://lattes.cnpq.br/3038980800426665Nava, Gilmar Antôniohttps://orcid.org/0000-0002-6133-9476https://lattes.cnpq.br/2258824703108585Benin, Giovanihttps://lattes.cnpq.br/8634180310157308Danner, Moeses Andrigohttps://orcid.org/0000-0002-1159-6546https://lattes.cnpq.br/0430213942065076Bueno, Paulo Mauricio Centenarohttp://lattes.cnpq.br/4249227537596294Ribas, Alexandre Friedrich2026-02-25T11:59:05Z2026-02-25T11:59:05Z2025-12-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfRIBAS, Alexandre Friedrich. Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP). 2025. Tese (Doutorado em Agronomia) - Universidade Tecnológica Federal do Paraná, Pato Branco, 2025.http://repositorio.utfpr.edu.br/jspui/handle/1/39442porhttps://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessreponame:Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))instname:Universidade Tecnológica Federal do Paraná (UTFPR)instacron:UTFPR2026-02-26T06:22:08Zoai:repositorio.utfpr.edu.br:1/39442Repositório InstitucionalPUBhttp://repositorio.utfpr.edu.br:8080/oai/requestriut@utfpr.edu.br || sibi@utfpr.edu.bropendoar:2026-02-26T06:22:08Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) - Universidade Tecnológica Federal do Paraná (UTFPR)false |
| dc.title.none.fl_str_mv |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) Genetic parameters of apple trees estimated through mixed models (REML/BLUP) |
| title |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) |
| spellingShingle |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) Ribas, Alexandre Friedrich Maçã - Cultivo Maça - Melhoramento Genético Fenologia vegetal Apples - Planting Apples - Breeding Plant phenology CNPQ::CIENCIAS AGRARIAS::AGRONOMIA Agronomia |
| title_short |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) |
| title_full |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) |
| title_fullStr |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) |
| title_full_unstemmed |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) |
| title_sort |
Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP) |
| author |
Ribas, Alexandre Friedrich |
| author_facet |
Ribas, Alexandre Friedrich |
| author_role |
author |
| dc.contributor.none.fl_str_mv |
Danner, Moeses Andrigo https://orcid.org/0000-0002-1159-6546 https://lattes.cnpq.br/0430213942065076 Citadin, Idemir https://orcid.org/0000-0001-9416-2761 https://lattes.cnpq.br/4503540110400432 Silva, Clandio Medeiros da http://lattes.cnpq.br/3038980800426665 Nava, Gilmar Antônio https://orcid.org/0000-0002-6133-9476 https://lattes.cnpq.br/2258824703108585 Benin, Giovani https://lattes.cnpq.br/8634180310157308 Danner, Moeses Andrigo https://orcid.org/0000-0002-1159-6546 https://lattes.cnpq.br/0430213942065076 Bueno, Paulo Mauricio Centenaro http://lattes.cnpq.br/4249227537596294 |
| dc.contributor.author.fl_str_mv |
Ribas, Alexandre Friedrich |
| dc.subject.por.fl_str_mv |
Maçã - Cultivo Maça - Melhoramento Genético Fenologia vegetal Apples - Planting Apples - Breeding Plant phenology CNPQ::CIENCIAS AGRARIAS::AGRONOMIA Agronomia |
| topic |
Maçã - Cultivo Maça - Melhoramento Genético Fenologia vegetal Apples - Planting Apples - Breeding Plant phenology CNPQ::CIENCIAS AGRARIAS::AGRONOMIA Agronomia |
| description |
One of the main goals in the genetic breeding of apple (Malus domestica Borkh) in Brazil is the selection of genotypes with a low chilling requirement. This necessity is crucial to expand the productive area into subtropical regions. Such genotypes must possess broad adaptation allowing them to produce regularly under the conditions of irregularity and high thermal amplitude typical of the dormancy period. To achieve this, the creation and maintenance of Active Germplasm Banks with ample genetic diversity are of great importance, enabling the selection of genotypes combining a low chilling requirement with high yield and quality. The objective of this study was to perform the estimation of genetic parameters using the REML/BLUP mixed model methodology based on phenotypic traits of apple trees from the breeding programme of the Instituto de Desenvolvimento Rural do Paraná, in the Palmas municipality, Paraná. Sixteen genotypes were assessed, 15 of which were previously selected as promising, with the ‘Eva’ cultivar serving as a comparison. The plants were trained under a central leader system, with four plants of each genotype, grafted onto Marubakaido/M-9 or M-7 rootstocks. The evaluated traits included: phenological stages of budding commencement, full bloom, and mature fruit; canopy volume; number of spurs and short shoots (brindilas); yield (kg plant-1); and post-harvest quality assessments (soluble solids, titratable acidity, and pulp firmness). Data from four harvests (2021/22 to 2024/25) were submitted to principal component analysis (PCA) and to the estimation of variance components, coefficients of variation, and broad-sense heritability via REML/BLUP. Most of the evaluated genotypes were early for the phenological stages of budding, flowering, and fruit ripening. Broad-sense heritability was of low magnitude for all assessed characteristics, with the exception of titratable acidity, which showed high magnitude. Accuracy presented adequate values for all assessed traits, with the exception of the number of spurs (brindilas) and total soluble solids. Upon evaluating the BLUEs (Best Linear Unbiased Estimates), the M-7 rootstock demonstrated the best adjusted means. The BLUPs (Best Linear Unbiased Predictions) indicated that the PR2.60 genotype, cultivated on the Marubakaido/M-9 rootstock, was the most notable performer for the firmness and Soluble Solids (SS) variables. The hierarchical clustering analysis demonstrated similarity between the 32 genotype/rootstock combinations, forming only two groups. In the PCA, the first two components accounted for 67% of the total variation, with pulp firmness being responsible for 44.2%. The selection of superior genotypes was calculated using two selection indices, with the Smith-Hazel index being the most suitable for use. The mixed models methodology (REML/BLUP) allowed for the indication of the best genotype and rootstock combinations for obtaining new cultivars that are more adapted and stable in the assessment environment. |
| publishDate |
2025 |
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2025-12-15 2026-02-25T11:59:05Z 2026-02-25T11:59:05Z |
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info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/doctoralThesis |
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publishedVersion |
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RIBAS, Alexandre Friedrich. Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP). 2025. Tese (Doutorado em Agronomia) - Universidade Tecnológica Federal do Paraná, Pato Branco, 2025. http://repositorio.utfpr.edu.br/jspui/handle/1/39442 |
| identifier_str_mv |
RIBAS, Alexandre Friedrich. Parâmetros genéticos de macieiras estimados por meio de modelos mistos (REML/BLUP). 2025. Tese (Doutorado em Agronomia) - Universidade Tecnológica Federal do Paraná, Pato Branco, 2025. |
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por |
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por |
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Universidade Tecnológica Federal do Paraná Pato Branco Brasil Programa de Pós-Graduação em Agronomia UTFPR |
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Universidade Tecnológica Federal do Paraná Pato Branco Brasil Programa de Pós-Graduação em Agronomia UTFPR |
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