Pragya Dhakal Poudel, Joanne-De Faveri, Bruce Topp, Mobashwer Alam
{"title":"全基因组关联研究揭示了澳洲坚果早期活力和早熟之间的部分遗传联系","authors":"Pragya Dhakal Poudel, Joanne-De Faveri, Bruce Topp, Mobashwer Alam","doi":"10.1093/hr/uhaf162","DOIUrl":null,"url":null,"abstract":"Early vigor (EV) and precocity are important traits for orchard establishment and profitability in macadamia. EV determines tree growth and adaptation, while precocity facilitates early yield, offering economic benefits. Although, a positive relationship between these traits has been observed in other tree crops, their association in macadamia remains unclear. This study aimed to identify genetic links between EV and precocity by assessing genetic variability, heritability and correlations in a five-year-old macadamia breeding population. The population comprised 904 progenies planted across six sites in Queensland, Australia. Genome-wide association studies (GWAS) were conducted on a subset of 220 accessions genotyped with 7,401 SNP markers. A linear mixed model incorporating a kinship matrix and principal components to account for population structure was used to perform association analysis in TASSEL. Phenotypic analyses in ASReml-R revealed that precocity had higher broad- (H2 = 0.25-0.84) and narrow-sense (h2 = 0.10-0.77) heritability compared to EV (H2 = 0-0.61, h2 = 0-0.49). EV and precocity showed positive phenotypic (0.25-0.42) and genetic (0.21-0.31) correlations. GWAS identified 11 significant markers (FDR <0.05), including two pleiotropic markers (Mint10079 and Mint4004) associated with both EV and precocity. Putative genes linked to these markers were involved in cell wall modelling, pathogen defence, abiotic stress tolerance, flowering, overall growth and development in other tree species. These significant markers, post-validation, hold substantial promise for utilization in marker-assisted selection (MAS). Integrating putative pleiotropic markers into MAS can enhance genetic gain by reducing the selection time for and enabling simultaneous selection for EV and precocity.","PeriodicalId":13179,"journal":{"name":"Horticulture Research","volume":"50 1","pages":""},"PeriodicalIF":8.7000,"publicationDate":"2025-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Genome-wide association studies revealed partial genetic links between early vigor and precocity in macadamia\",\"authors\":\"Pragya Dhakal Poudel, Joanne-De Faveri, Bruce Topp, Mobashwer Alam\",\"doi\":\"10.1093/hr/uhaf162\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Early vigor (EV) and precocity are important traits for orchard establishment and profitability in macadamia. EV determines tree growth and adaptation, while precocity facilitates early yield, offering economic benefits. Although, a positive relationship between these traits has been observed in other tree crops, their association in macadamia remains unclear. This study aimed to identify genetic links between EV and precocity by assessing genetic variability, heritability and correlations in a five-year-old macadamia breeding population. The population comprised 904 progenies planted across six sites in Queensland, Australia. Genome-wide association studies (GWAS) were conducted on a subset of 220 accessions genotyped with 7,401 SNP markers. A linear mixed model incorporating a kinship matrix and principal components to account for population structure was used to perform association analysis in TASSEL. Phenotypic analyses in ASReml-R revealed that precocity had higher broad- (H2 = 0.25-0.84) and narrow-sense (h2 = 0.10-0.77) heritability compared to EV (H2 = 0-0.61, h2 = 0-0.49). EV and precocity showed positive phenotypic (0.25-0.42) and genetic (0.21-0.31) correlations. GWAS identified 11 significant markers (FDR <0.05), including two pleiotropic markers (Mint10079 and Mint4004) associated with both EV and precocity. Putative genes linked to these markers were involved in cell wall modelling, pathogen defence, abiotic stress tolerance, flowering, overall growth and development in other tree species. These significant markers, post-validation, hold substantial promise for utilization in marker-assisted selection (MAS). Integrating putative pleiotropic markers into MAS can enhance genetic gain by reducing the selection time for and enabling simultaneous selection for EV and precocity.\",\"PeriodicalId\":13179,\"journal\":{\"name\":\"Horticulture Research\",\"volume\":\"50 1\",\"pages\":\"\"},\"PeriodicalIF\":8.7000,\"publicationDate\":\"2025-07-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Horticulture Research\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://doi.org/10.1093/hr/uhaf162\",\"RegionNum\":1,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"Agricultural and Biological Sciences\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Horticulture Research","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.1093/hr/uhaf162","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Agricultural and Biological Sciences","Score":null,"Total":0}
Genome-wide association studies revealed partial genetic links between early vigor and precocity in macadamia
Early vigor (EV) and precocity are important traits for orchard establishment and profitability in macadamia. EV determines tree growth and adaptation, while precocity facilitates early yield, offering economic benefits. Although, a positive relationship between these traits has been observed in other tree crops, their association in macadamia remains unclear. This study aimed to identify genetic links between EV and precocity by assessing genetic variability, heritability and correlations in a five-year-old macadamia breeding population. The population comprised 904 progenies planted across six sites in Queensland, Australia. Genome-wide association studies (GWAS) were conducted on a subset of 220 accessions genotyped with 7,401 SNP markers. A linear mixed model incorporating a kinship matrix and principal components to account for population structure was used to perform association analysis in TASSEL. Phenotypic analyses in ASReml-R revealed that precocity had higher broad- (H2 = 0.25-0.84) and narrow-sense (h2 = 0.10-0.77) heritability compared to EV (H2 = 0-0.61, h2 = 0-0.49). EV and precocity showed positive phenotypic (0.25-0.42) and genetic (0.21-0.31) correlations. GWAS identified 11 significant markers (FDR <0.05), including two pleiotropic markers (Mint10079 and Mint4004) associated with both EV and precocity. Putative genes linked to these markers were involved in cell wall modelling, pathogen defence, abiotic stress tolerance, flowering, overall growth and development in other tree species. These significant markers, post-validation, hold substantial promise for utilization in marker-assisted selection (MAS). Integrating putative pleiotropic markers into MAS can enhance genetic gain by reducing the selection time for and enabling simultaneous selection for EV and precocity.
期刊介绍:
Horticulture Research, an open access journal affiliated with Nanjing Agricultural University, has achieved the prestigious ranking of number one in the Horticulture category of the Journal Citation Reports ™ from Clarivate, 2022. As a leading publication in the field, the journal is dedicated to disseminating original research articles, comprehensive reviews, insightful perspectives, thought-provoking comments, and valuable correspondence articles and letters to the editor. Its scope encompasses all vital aspects of horticultural plants and disciplines, such as biotechnology, breeding, cellular and molecular biology, evolution, genetics, inter-species interactions, physiology, and the origination and domestication of crops.