AUTHOR=Li Jingjing , Han Shanrong , Xu Zongren , Deng Bin , Zheng Na , Su Yaqiong , Qiao Ziyao , Yang Yun , Zhang Hong , Liang Zongsuo , Liu Jing , Liu Shuai TITLE=Selection and validation of reference genes for quantitative real-time PCR during the developmental stages of seeds in Sophora davidii JOURNAL=Frontiers in Plant Science VOLUME=Volume 16 - 2025 YEAR=2025 URL=https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2025.1485586 DOI=10.3389/fpls.2025.1485586 ISSN=1664-462X ABSTRACT=IntroductionQuinolizidine alkaloids, such as matrine and sophocarpine, enriched in Sophora davidii seeds, demonstrate notable anticancer properties. However, the biosynthetic pathway of these alkaloids remains incompletely elucidated, and the expression patterns of key enzyme genes involved in this pathway require further investigation. Quantitative real-time PCR (qRT-PCR) serves as a highly sensitive method for gene expression analysis, yet selecting appropriate reference genes is crucial to ensure the accuracy and reliability of results.MethodsTen candidate reference genes (18S, ACT13, RL15B, RL74, RLA2, RL182, RL291, EF1-α, EF1G, and YLS8) were evaluated for their expression stability in Sophora davidii seeds collected at five distinct developmental stages post-flowering, characterized by significant morphological changes. Five computational tools—GeNorm, NormFinder, BestKeeper, ΔCt, and RefFinder—were employed to comprehensively analyze the stability of these genes.ResultsAmong the candidate genes, EF1G and RL291 exhibited the highest expression stability, whereas RL182 proved unsuitable as a reference gene. Validation experiments confirmed that normalization using stable reference genes (e.g., EF1G and RL291) yielded accurate quantification of target gene expression.DiscussionThis study identifies EF1G and RL291 as optimal reference genes for qRT-PCR analysis during Sophora davidii seed development, addressing a critical methodological gap in alkaloid biosynthesis research. These findings underscore the necessity of rigorous reference gene validation to ensure reliable gene expression data. The results advance our understanding of quinolizidine alkaloid biosynthesis and highlight the broader importance of reference gene selection in plant molecular studies.