ArticleBMC genomics2020
Association and linkage mapping to unravel genetic architecture of phenological traits and lateral bearing in Persian walnut (Juglans regia L.).
Article in BMC genomics, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 88 citations in OpenAlex.
- In Situ GWAS in Two Range-Edge Populations of European Beech (Fagus sylvatica L.) Identify Genetic Factors of Adaptation to Climate Change.Molecular ecology · 2026Article
- Identification of candidate loci for leafing date in Iranian walnut germplasm collection using GBS-GWAS approach and validation by SNaPshot.BMC plant biology · 2026Article
- Differential methylation analysis of floral buds between two morphs unravels the contributions of key genes to flowering time in heterodichogamousHorticulture research · 2026Article
- Genome-wide association studies revealed partial genetic links between early vigour and precocity in macadamia.Horticulture research · 2025Article
- Genomic prediction in Persian walnut: Optimization levers according to genetic architecture of complex traits.The plant genome · 2025Article
- Genome-wide association study dissects the genetic architecture of progesterone content in Persian walnut leaves (Juglans regia L.).BMC genomics · 2025Article
- Complete mitochondrial genome assembly of Juglans regia unveiled its molecular characteristics, genome evolution, and phylogenetic implications.BMC genomics · 2024Article
- Distinct ancient structural polymorphisms control heterodichogamy in walnuts and hickories.bioRxiv : the preprint server for biology · 2024Article
- Molecular Characterization of Local Walnut (International journal of molecular sciences · 2023Article
- Genome-wide characterization and development of SSR markers for genetic diversity analysis in northwestern Himalayas Walnut (3 Biotech · 2023Article
- Genome-wide association analysis of 101 accessions dissects the genetic basis of shell thickness for genetic improvement in Persian walnut (Juglans regia L.).BMC plant biology · 2022Article
- Population-genomic analyses reveal bottlenecks and asymmetric introgression from Persian into iron walnut during domestication.Genome biology · 2022Article
- Taming the massive genome of Scots pine with PiSy50k, a new genotyping array for conifer research.The Plant journal : for cell and molecular biology · 2022Article
- Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut.Horticulture research · 2022Article
- Genotyping Platforms for Genome-Wide Association Studies: Options and Practical Considerations.Methods in molecular biology (Clifton, N.J.) · 2022Article
- WalnutFrontiers in plant science · 2022Article
- A genome variation map provides insights into the genetics of walnut adaptation and agronomic traits.Genome biology · 2021Article
- Transcriptome and proteome analysis of walnut (Juglans regia L.) fruit in response to infection by Colletotrichum gloeosporioides.BMC plant biology · 2021Article
- Diversity of Chemical Structures and Biosynthesis of Polyphenols in Nut-Bearing Species.Frontiers in plant science · 2021Review
- Major QTL with pleiotropic effects controlling time of leaf budburst and flowering-related traits in walnut (Juglans regia L.).Scientific reports · 2020Article
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Authors and funding
8 authors at 3 institutions in 2 countries.
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Abstract
backgroundUnravelling the genetic architecture of agronomic traits in walnut such as budbreak date and bearing habit, is crucial for climate change adaptation and yield improvement. A Genome-Wide Association Study (GWAS) using multi-locus models was conducted in a panel of 170 walnut accessions genotyped using the Axiom™ J. regia 700 K SNP array, with phenological data from 2018, 2019 and legacy data. These accessions come from the INRAE walnut germplasm collection which is the result of important prospecting work performed in many countries around the world. In parallel, an F
resultsUsing GWAS, we found strong associations of SNPs located at the beginning of chromosome 1 with both budbreak and female flowering dates. These findings were supported by QTLs detected in the same genomic region. Highly significant associated SNPs were also detected using GWAS for heterodichogamy and lateral bearing habit, both on chromosome 11. We developed a Kompetitive Allele Specific PCR (KASP) marker for budbreak date in walnut, and validated it using plant material from the Walnut Improvement Program of the University of California, Davis, demonstrating its effectiveness for marker-assisted selection in Persian walnut. We found several candidate genes involved in flowering events in walnut, including a gene related to heterodichogamy encoding a sugar catabolism enzyme and a cell division related gene linked to female flowering date.
conclusionsThis study enhances knowledge of the genetic architecture of important agronomic traits related to male and female flowering processes and lateral bearing in walnut. The new marker available for budbreak date, one of the most important traits for good fruiting, will facilitate the selection and development of new walnut cultivars suitable for specific climates.
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