Basic helix-loop-helix (bHLH) transcription factors play central regulatory roles in plant development and responses to environmental stress. However, the evolutionary dynamics of the bHLH gene family in Rosaceae fruit species remain largely unexplored. In particular, the expression profiles and functional roles of PybHLH genes during stone cell formation in pear fruit are not well understood. In this study, a total of 910 bHLH genes were identified across seven Rosaceae species-Asian pear, European pear, apple, peach, sweet cherry, Japanese apricot, and strawberry-with 198 genes detected in pear (Pyrus spp.). The PybHLH genes were classified into 13 major clusters (A-M) comprising 17 subfamilies. Inter-species collinearity analyses revealed strong macrosyntenic conservation among apple, Asian pear, and European pear. Whole-genome duplication (WGD) and dispersed duplication (DSD) were identified as the main drivers of bHLH gene family expansion. Transcriptome analysis across multiple tissues identified eight PybHLH genes with specific expression in fruit flesh. Integration of differential expression data during stone cell development with a co-expression network of lignin biosynthetic genes further narrowed down four PybHLH candidates associated with lignification. Among them, RT-qPCR and transient expression assays confirmed that PybHLH182 positively regulates stone cell lignification. This study presents the first comprehensive analysis of the bHLH gene family across seven Rosaceae species, clarifying the evolutionary trajectory of bHLHs and the tissue-specific expression patterns of PybHLHs. The Maloideae subfamily maintains gene family stability via WGD and DSD, whereas the genus Prunus drives gene divergence through frequent genomic rearrangements. Meanwhile, PybHLH182 was identified as a core regulator governing stone cell formation in pear fruits. These findings provide a theoretical basis for molecular breeding of Rosaceae fruit trees and elucidating the mechanisms underlying pear fruit quality formation.
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