Genome-wide association study and selection for field resistance to cassava root rot disease and productive traits
Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous hi...
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Published in: | PloS one Vol. 17; no. 6; p. e0270020 |
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Abstract | Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous history of high disease incidence. It also aimed to identify possible genomic regions associated with field resistance based on genome-wide association studies. A total of 148 genotypes from Embrapa Mandioca and Fruticultura were evaluated over two years, including improved materials and curated germplasms. Analysis of phenotypic data was conducted, as well as a genomic association analysis, based on the general linear model, mixed linear model, and fixed and random model circulating probability unification. The observed high disease index (ω) was directly correlated with genotype survival, affecting plant height, shoot yield, and fresh root yield. The genotypes were grouped into five clusters, which were classified according to level of root rot resistance (i.e., extremely susceptible, susceptible, moderately susceptible, moderately resistant, and resistant). The 10 genotypes with the best performance in the field were selected as potential progenitors for the development of segregating progenies. Estimates of genomic kinship between these genotypes ranged from -0.183 to 0.671. The genotypes BGM-1171 and BGM-1190 showed the lowest degree of kinship with the other selected sources of resistance. The genotypes BGM-0209, BGM-0398, and BGM-0659 showed negative kinship values with most elite varieties, while BGM-0659 presented negative kinship with all landraces. A genome-wide association analysis detected five significant single nucleotide polymorphisms related to defense mechanisms against biotic and abiotic stresses, with putative association with fresh root yield in soil infested with root rot pathogens. These findings can be utilized to develop molecular selection for root rot resistance in cassava. |
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AbstractList | Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous history of high disease incidence. It also aimed to identify possible genomic regions associated with field resistance based on genome-wide association studies. A total of 148 genotypes from Embrapa Mandioca and Fruticultura were evaluated over two years, including improved materials and curated germplasms. Analysis of phenotypic data was conducted, as well as a genomic association analysis, based on the general linear model, mixed linear model, and fixed and random model circulating probability unification. The observed high disease index (ω) was directly correlated with genotype survival, affecting plant height, shoot yield, and fresh root yield. The genotypes were grouped into five clusters, which were classified according to level of root rot resistance (i.e., extremely susceptible, susceptible, moderately susceptible, moderately resistant, and resistant). The 10 genotypes with the best performance in the field were selected as potential progenitors for the development of segregating progenies. Estimates of genomic kinship between these genotypes ranged from -0.183 to 0.671. The genotypes BGM-1171 and BGM-1190 showed the lowest degree of kinship with the other selected sources of resistance. The genotypes BGM-0209, BGM-0398, and BGM-0659 showed negative kinship values with most elite varieties, while BGM-0659 presented negative kinship with all landraces. A genome-wide association analysis detected five significant single nucleotide polymorphisms related to defense mechanisms against biotic and abiotic stresses, with putative association with fresh root yield in soil infested with root rot pathogens. These findings can be utilized to develop molecular selection for root rot resistance in cassava. Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are the main commercial product. This study aimed to evaluate cassava genotypes for resistance to root rot disease in a field with a previous history of high disease incidence. It also aimed to identify possible genomic regions associated with field resistance based on genome-wide association studies. A total of 148 genotypes from Embrapa Mandioca and Fruticultura were evaluated over two years, including improved materials and curated germplasms. Analysis of phenotypic data was conducted, as well as a genomic association analysis, based on the general linear model, mixed linear model, and fixed and random model circulating probability unification. The observed high disease index ([omega]) was directly correlated with genotype survival, affecting plant height, shoot yield, and fresh root yield. The genotypes were grouped into five clusters, which were classified according to level of root rot resistance (i.e., extremely susceptible, susceptible, moderately susceptible, moderately resistant, and resistant). The 10 genotypes with the best performance in the field were selected as potential progenitors for the development of segregating progenies. Estimates of genomic kinship between these genotypes ranged from -0.183 to 0.671. The genotypes BGM-1171 and BGM-1190 showed the lowest degree of kinship with the other selected sources of resistance. The genotypes BGM-0209, BGM-0398, and BGM-0659 showed negative kinship values with most elite varieties, while BGM-0659 presented negative kinship with all landraces. A genome-wide association analysis detected five significant single nucleotide polymorphisms related to defense mechanisms against biotic and abiotic stresses, with putative association with fresh root yield in soil infested with root rot pathogens. These findings can be utilized to develop molecular selection for root rot resistance in cassava. |
Audience | Academic |
Author | Passos, Adriana Rodrigues de Oliveira, Saulo Alves Santos de Carvalho, Hélio Wilson Lemos de Oliveira, Eder Jorge Hohenfeld, Camila Santiago |
AuthorAffiliation | Jeju National University, REPUBLIC OF KOREA 2 Embrapa Tabuleiros Costeiros, Jardins, Aracaju, Sergipe, Brazil 1 Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil 3 Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil |
AuthorAffiliation_xml | – name: 1 Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil – name: 2 Embrapa Tabuleiros Costeiros, Jardins, Aracaju, Sergipe, Brazil – name: Jeju National University, REPUBLIC OF KOREA – name: 3 Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil |
Author_xml | – sequence: 1 givenname: Camila Santiago surname: Hohenfeld fullname: Hohenfeld, Camila Santiago organization: Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil – sequence: 2 givenname: Adriana Rodrigues surname: Passos fullname: Passos, Adriana Rodrigues organization: Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil – sequence: 3 givenname: Hélio Wilson Lemos surname: de Carvalho fullname: de Carvalho, Hélio Wilson Lemos organization: Embrapa Tabuleiros Costeiros, Jardins, Aracaju, Sergipe, Brazil – sequence: 4 givenname: Saulo Alves Santos orcidid: 0000-0002-2992-1570 surname: de Oliveira fullname: de Oliveira, Saulo Alves Santos organization: Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil – sequence: 5 givenname: Eder Jorge orcidid: 0000-0001-8992-7459 surname: de Oliveira fullname: de Oliveira, Eder Jorge organization: Embrapa Mandioca e Fruticultura, Cruz das Almas, Bahia, Brazil |
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CitedBy_id | crossref_primary_10_3390_plants13091187 crossref_primary_10_1016_j_cropro_2024_106811 crossref_primary_10_1002_tpg2_20469 crossref_primary_10_1016_j_postharvbio_2023_112649 crossref_primary_10_3390_agronomy14030591 crossref_primary_10_1038_s41598_024_60847_4 crossref_primary_10_1111_mpp_13402 |
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Snippet | Cassava root rot disease is caused by a complex of soil-borne pathogens and has high economic impacts because it directly affects the tuberous roots, which are... |
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SubjectTerms | Agricultural research Association analysis Biology and Life Sciences Cassava Coastal plains Control Crop diseases Disease resistance Diseases and pests Economic impact Fungal diseases of plants Genetic aspects Genome-wide association studies Genomes Genomic analysis Genotype Genotypes Nucleotides Pathogens Plant immunology Potassium Root rot Single-nucleotide polymorphism Soils |
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Title | Genome-wide association study and selection for field resistance to cassava root rot disease and productive traits |
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