Machine learning-guided leaf margin classification and discovery that BcPHB promoter selection rewires a BcPHB-BcLMI1 module to shape leaf margins in Brassica campestris.

IF 10 Q1 HORTICULTURE
Jingwen Chen, Airong Li, Tianqi Wu, Zhenyu Huang, Xiyao Li, Shan Xu, Yujie Wu, Yuan Tian, Weiwei Chen, Xinhua Quan, Xiangtan Yao, Sue Lin, Xuping Feng, Li Huang
{"title":"Machine learning-guided leaf margin classification and discovery that BcPHB promoter selection rewires a BcPHB-BcLMI1 module to shape leaf margins in Brassica campestris.","authors":"Jingwen Chen, Airong Li, Tianqi Wu, Zhenyu Huang, Xiyao Li, Shan Xu, Yujie Wu, Yuan Tian, Weiwei Chen, Xinhua Quan, Xiangtan Yao, Sue Lin, Xuping Feng, Li Huang","doi":"10.1186/s43897-026-00251-w","DOIUrl":null,"url":null,"abstract":"<p><p>The morphological diversification of leaf margins reflects the evolutionary reshaping of conserved developmental programs. However, fully deciphering the underlying molecular basis remains challenging due to difficulties in phenotype quantification and the incomplete characterization of complex regulatory networks. In this study, we established a computer-vision framework to decode leaf lobe trait and identified the HD-ZIP III factor PHABULOSA (BcPHB), combining genome-wide association studies (GWAS) and selective sweep analysis in Brassica campestris. We found that promoter variation defines two major haplotypes, BcPHB<sup>HapI</sup> and BcPHB<sup>HapII</sup>, driving divergent expression levels associated with entire and lobed leaves. Functionally, BcPHB knockdown lines (BcPHB<sup>ami</sup>) exhibited lobed margins, whereas complementation of lobed accessions with the BcPHB<sup>HapI</sup> promoter partially restored the entire-leaf phenotype. Similarly, overexpression of LATE MERISTEM IDENTITY 1 (BcLMI1), a conserved regulator of leaf lobation, phenocopied the BcPHB<sup>ami</sup> lines. Mechanistically, BcPHB and BcLMI1 form a reciprocal negative feedback loop that stabilizes margin patterning. Furthermore, domestication-driven selection of BcPHB<sup>HapI</sup> facilitated the transition from ancestral lobed leaves to cultivated entire forms. This study reveals a pivotal developmental module and illustrates how regulatory evolution drives morphological diversification in crops.</p>","PeriodicalId":29970,"journal":{"name":"Molecular Horticulture","volume":"6 1","pages":""},"PeriodicalIF":10.0000,"publicationDate":"2026-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13660319/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular Horticulture","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1186/s43897-026-00251-w","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"HORTICULTURE","Score":null,"Total":0}
引用次数: 0

Abstract

The morphological diversification of leaf margins reflects the evolutionary reshaping of conserved developmental programs. However, fully deciphering the underlying molecular basis remains challenging due to difficulties in phenotype quantification and the incomplete characterization of complex regulatory networks. In this study, we established a computer-vision framework to decode leaf lobe trait and identified the HD-ZIP III factor PHABULOSA (BcPHB), combining genome-wide association studies (GWAS) and selective sweep analysis in Brassica campestris. We found that promoter variation defines two major haplotypes, BcPHBHapI and BcPHBHapII, driving divergent expression levels associated with entire and lobed leaves. Functionally, BcPHB knockdown lines (BcPHBami) exhibited lobed margins, whereas complementation of lobed accessions with the BcPHBHapI promoter partially restored the entire-leaf phenotype. Similarly, overexpression of LATE MERISTEM IDENTITY 1 (BcLMI1), a conserved regulator of leaf lobation, phenocopied the BcPHBami lines. Mechanistically, BcPHB and BcLMI1 form a reciprocal negative feedback loop that stabilizes margin patterning. Furthermore, domestication-driven selection of BcPHBHapI facilitated the transition from ancestral lobed leaves to cultivated entire forms. This study reveals a pivotal developmental module and illustrates how regulatory evolution drives morphological diversification in crops.

机器学习引导的叶缘分类和发现BcPHB启动子选择重新连接BcPHB- bclmi1模块来塑造油菜叶缘。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Molecular Horticulture
Molecular Horticulture horticultural research-
CiteScore
8.00
自引率
0.00%
发文量
24
审稿时长
12 weeks
期刊介绍: Aims Molecular Horticulture aims to publish research and review articles that significantly advance our knowledge in understanding how the horticultural crops or their parts operate mechanistically. Articles should have profound impacts not only in terms of high citation number or the like, but more importantly on the direction of the horticultural research field. Scope Molecular Horticulture publishes original Research Articles, Letters, and Reviews on novel discoveries on the following, but not limited to, aspects of horticultural plants (including medicinal plants): ▪ Developmental and evolutionary biology ▪ Physiology, biochemistry and cell biology ▪ Plant-microbe and plant-environment interactions ▪ Genetics and epigenetics ▪ Molecular breeding and biotechnology ▪ Secondary metabolism and synthetic biology ▪ Multi-omics dealing with data sets of genome, transcriptome, proteome, metabolome, epigenome and/or microbiome. The journal also welcomes research articles using model plants that reveal mechanisms and/or principles readily applicable to horticultural plants, translational research articles involving application of basic knowledge (including those of model plants) to the horticultural crops, novel Methods and Resources of broad interest. In addition, the journal publishes Editorial, News and View, and Commentary and Perspective on current, significant events and topics in global horticultural fields with international interests.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书