Changrui Zhu , Yingting Qin , Chengyu Liu , Zhiwei Hou , Jianmei He , Pei Wang , Die Hu , Xiling Wang
{"title":"利用GWAS分析桑树种质资源的表型多样性和遗传结构:关键候选基因及其分子育种潜力","authors":"Changrui Zhu , Yingting Qin , Chengyu Liu , Zhiwei Hou , Jianmei He , Pei Wang , Die Hu , Xiling Wang","doi":"10.1016/j.scienta.2025.114226","DOIUrl":null,"url":null,"abstract":"<div><div>Mulberry (<em>Morus</em> spp.) is an economically important tree species with significant value in sericulture, traditional medicine, and ecological restoration. Mulberry germplasm exhibits rich phenotypic diversity in traits such as branches, leaves, and buds. In this study, we analyzed 16 phenotypic traits across 179 mulberry accessions, including both cultivated and wild resources. Simplified genome sequencing was conducted to assess genetic structure and perform genome-wide association analysis (GWAS). The results revealed a high diversity index (<em>H</em> = 1.69) for branch color, while leaf weight exhibited a substantial coefficient of variation (35.39 %). Population genetic structure analysis of 216 accessions classified them into two major groups: cultivated mulberry (G2), represented by <em>\"Heyebai\"</em> (2n=28), and wild mulberry (G1), represented by <em>M. notabilis</em> (2n=14). GWAS using 32,120 valid markers identified 52 significant marker-trait associations (MTAs), with loci <em>pos18665657</em> (Chr8) and <em>pos7501771</em> (Chr10) strongly linked to leaf area and leaf weight, respectively. Selective sweep analysis further uncovered 102 candidate genes potentially underlying the divergence between wild and cultivated mulberry. Additionally, 20 candidate genes associated with leaf area and 10 associated with internode length were prioritized. These findings enhance our understanding of mulberry evolution and provide valuable insights for molecular breeding programs.</div></div>","PeriodicalId":21679,"journal":{"name":"Scientia Horticulturae","volume":"349 ","pages":"Article 114226"},"PeriodicalIF":3.9000,"publicationDate":"2025-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Unraveling phenotypic diversity and genetic structure of mulberry germplasm via GWAS: Key candidate genes and their molecular breeding potential\",\"authors\":\"Changrui Zhu , Yingting Qin , Chengyu Liu , Zhiwei Hou , Jianmei He , Pei Wang , Die Hu , Xiling Wang\",\"doi\":\"10.1016/j.scienta.2025.114226\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Mulberry (<em>Morus</em> spp.) is an economically important tree species with significant value in sericulture, traditional medicine, and ecological restoration. Mulberry germplasm exhibits rich phenotypic diversity in traits such as branches, leaves, and buds. In this study, we analyzed 16 phenotypic traits across 179 mulberry accessions, including both cultivated and wild resources. Simplified genome sequencing was conducted to assess genetic structure and perform genome-wide association analysis (GWAS). The results revealed a high diversity index (<em>H</em> = 1.69) for branch color, while leaf weight exhibited a substantial coefficient of variation (35.39 %). Population genetic structure analysis of 216 accessions classified them into two major groups: cultivated mulberry (G2), represented by <em>\\\"Heyebai\\\"</em> (2n=28), and wild mulberry (G1), represented by <em>M. notabilis</em> (2n=14). GWAS using 32,120 valid markers identified 52 significant marker-trait associations (MTAs), with loci <em>pos18665657</em> (Chr8) and <em>pos7501771</em> (Chr10) strongly linked to leaf area and leaf weight, respectively. Selective sweep analysis further uncovered 102 candidate genes potentially underlying the divergence between wild and cultivated mulberry. Additionally, 20 candidate genes associated with leaf area and 10 associated with internode length were prioritized. These findings enhance our understanding of mulberry evolution and provide valuable insights for molecular breeding programs.</div></div>\",\"PeriodicalId\":21679,\"journal\":{\"name\":\"Scientia Horticulturae\",\"volume\":\"349 \",\"pages\":\"Article 114226\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2025-06-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Scientia Horticulturae\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0304423825002754\",\"RegionNum\":2,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"HORTICULTURE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Scientia Horticulturae","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0304423825002754","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"HORTICULTURE","Score":null,"Total":0}
Unraveling phenotypic diversity and genetic structure of mulberry germplasm via GWAS: Key candidate genes and their molecular breeding potential
Mulberry (Morus spp.) is an economically important tree species with significant value in sericulture, traditional medicine, and ecological restoration. Mulberry germplasm exhibits rich phenotypic diversity in traits such as branches, leaves, and buds. In this study, we analyzed 16 phenotypic traits across 179 mulberry accessions, including both cultivated and wild resources. Simplified genome sequencing was conducted to assess genetic structure and perform genome-wide association analysis (GWAS). The results revealed a high diversity index (H = 1.69) for branch color, while leaf weight exhibited a substantial coefficient of variation (35.39 %). Population genetic structure analysis of 216 accessions classified them into two major groups: cultivated mulberry (G2), represented by "Heyebai" (2n=28), and wild mulberry (G1), represented by M. notabilis (2n=14). GWAS using 32,120 valid markers identified 52 significant marker-trait associations (MTAs), with loci pos18665657 (Chr8) and pos7501771 (Chr10) strongly linked to leaf area and leaf weight, respectively. Selective sweep analysis further uncovered 102 candidate genes potentially underlying the divergence between wild and cultivated mulberry. Additionally, 20 candidate genes associated with leaf area and 10 associated with internode length were prioritized. These findings enhance our understanding of mulberry evolution and provide valuable insights for molecular breeding programs.
期刊介绍:
Scientia Horticulturae is an international journal publishing research related to horticultural crops. Articles in the journal deal with open or protected production of vegetables, fruits, edible fungi and ornamentals under temperate, subtropical and tropical conditions. Papers in related areas (biochemistry, micropropagation, soil science, plant breeding, plant physiology, phytopathology, etc.) are considered, if they contain information of direct significance to horticulture. Papers on the technical aspects of horticulture (engineering, crop processing, storage, transport etc.) are accepted for publication only if they relate directly to the living product. In the case of plantation crops, those yielding a product that may be used fresh (e.g. tropical vegetables, citrus, bananas, and other fruits) will be considered, while those papers describing the processing of the product (e.g. rubber, tobacco, and quinine) will not. The scope of the journal includes all horticultural crops but does not include speciality crops such as, medicinal crops or forestry crops, such as bamboo. Basic molecular studies without any direct application in horticulture will not be considered for this journal.