{"title":"Genomic insights into genome-wide heterozygosity and its impact on walnut adaptive evolution and improvement.","authors":"Mengjiao Chen, Xiaobo Song, Shuang Wu, Anjie Yu, Xin Wei, Jie Qiu, Dong Pei","doi":"10.1007/s11032-025-01572-2","DOIUrl":null,"url":null,"abstract":"<p><p>Walnut (<i>Juglans regia</i> L.), an important woody oil plant, is cultivated globally and has a prominent position in the world's major nuts. Heterozygosity enriches plant genetic diversity by providing a wider array of gene combinations, significantly enhancing their adaptability to the environment and consequently improving their survival ability. In this study, we found that the heterozygosity rate was significantly correlated with 21 traits. Heterogeneity rate showed the strongest positive correlation with yield and nutrition, while it showed the most significant negative correlation with tree height and precocity. Among these, 13 traits showed positive correlations, the remaining 8 traits exhibited negative correlations. We conducted an in-depth study on the characteristics of walnut whole-genome heterozygosity. By using the GWAS based on the heterozygosity rate, we successfully identified 11 significant loci and 4 candidate genes. In the analysis of local heterozygosity rate by GWAS, it was found that 63.8% exhibited trans-acting and 36.2% exhibited cis-acting. In addition, with the help of genomic residual heterozygotes, we enriched functional genes from 44 Pfam families related to growth regulation and development. Finally, it is worth mentioning that during the process of walnut improvement, we observed an increase in the heterozygosity rate of genes related to the flowering time. It is speculated that a higher level of whole-genome heterozygosity can enhance the environmental adaptability of plants and improve their growth performance. The results of this study may provide assistance for optimizing the breeding strategies of walnuts.</p><p><strong>Supplementary information: </strong>The online version contains supplementary material available at 10.1007/s11032-025-01572-2.</p>","PeriodicalId":18769,"journal":{"name":"Molecular Breeding","volume":"45 6","pages":"50"},"PeriodicalIF":3.0000,"publicationDate":"2025-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12106288/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular Breeding","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.1007/s11032-025-01572-2","RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/6/1 0:00:00","PubModel":"eCollection","JCR":"Q1","JCRName":"AGRONOMY","Score":null,"Total":0}
引用次数: 0
Abstract
Walnut (Juglans regia L.), an important woody oil plant, is cultivated globally and has a prominent position in the world's major nuts. Heterozygosity enriches plant genetic diversity by providing a wider array of gene combinations, significantly enhancing their adaptability to the environment and consequently improving their survival ability. In this study, we found that the heterozygosity rate was significantly correlated with 21 traits. Heterogeneity rate showed the strongest positive correlation with yield and nutrition, while it showed the most significant negative correlation with tree height and precocity. Among these, 13 traits showed positive correlations, the remaining 8 traits exhibited negative correlations. We conducted an in-depth study on the characteristics of walnut whole-genome heterozygosity. By using the GWAS based on the heterozygosity rate, we successfully identified 11 significant loci and 4 candidate genes. In the analysis of local heterozygosity rate by GWAS, it was found that 63.8% exhibited trans-acting and 36.2% exhibited cis-acting. In addition, with the help of genomic residual heterozygotes, we enriched functional genes from 44 Pfam families related to growth regulation and development. Finally, it is worth mentioning that during the process of walnut improvement, we observed an increase in the heterozygosity rate of genes related to the flowering time. It is speculated that a higher level of whole-genome heterozygosity can enhance the environmental adaptability of plants and improve their growth performance. The results of this study may provide assistance for optimizing the breeding strategies of walnuts.
Supplementary information: The online version contains supplementary material available at 10.1007/s11032-025-01572-2.
期刊介绍：
Molecular Breeding is an international journal publishing papers on applications of plant molecular biology, i.e., research most likely leading to practical applications. The practical applications might relate to the Developing as well as the industrialised World and have demonstrable benefits for the seed industry, farmers, processing industry, the environment and the consumer.
All papers published should contribute to the understanding and progress of modern plant breeding, encompassing the scientific disciplines of molecular biology, biochemistry, genetics, physiology, pathology, plant breeding, and ecology among others.
Molecular Breeding welcomes the following categories of papers: full papers, short communications, papers describing novel methods and review papers. All submission will be subject to peer review ensuring the highest possible scientific quality standards.
Molecular Breeding core areas:
Molecular Breeding will consider manuscripts describing contemporary methods of molecular genetics and genomic analysis, structural and functional genomics in crops, proteomics and metabolic profiling, abiotic stress and field evaluation of transgenic crops containing particular traits. Manuscripts on marker assisted breeding are also of major interest, in particular novel approaches and new results of marker assisted breeding, QTL cloning, integration of conventional and marker assisted breeding, and QTL studies in crop plants.
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