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