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    毛竹与拟南芥顶端分生组织的单细胞转录组比较分析

    Comparative analysis of single-cell transcriptomes in Phyllostachys edulis and Arabidopsis thaliana shoot apical meristem

    • 摘要:
      目的 探索跨物种单细胞整合方法在植物中的应用,揭示毛竹与拟南芥顶端分生组织(SAM)细胞类型在单细胞转录组水平上的保守性与差异性。
      方法 基于鉴定出的直系同源基因对,对毛竹和拟南芥的SAM单细胞转录组数据进行整合,并利用典型相关分析(CCA)进行批次矫正,以消除物种间的技术偏差。随后,使用一致流形逼近与投影(UMAP)方法对跨物种整合的细胞分布模式进行可视化分析,并通过斯皮尔曼相关性分析和跨物种保守标志基因鉴定,探究不同细胞类型的转录组相似性及其功能特征。
      结果 (1)共鉴定出23个细胞类群,在UMAP可视化空间中,大部分细胞按物种来源聚集在不同区域,但部分细胞类群在两个物种间出现明显重叠,表明这些细胞在转录组水平上具有较高相似性。(2)进一步分析发现,重叠区域主要由表皮细胞和维管组织细胞组成,表明这类组织在植物演化过程中较为保守;相关性分析结果进一步证实了这些保守细胞类型之间基因表达的相似性。而其他细胞类群则表现出较大的物种特异性,且为多种细胞类型的混合。(3)共鉴定出183个跨物种保守的标志基因,这些基因在两个物种中的特定细胞类型中均特异表达,功能分析揭示了其在植物发育和进化中的关键作用。
      结论 本研究揭示了毛竹与拟南芥保守细胞类型的核心功能特征,为植物进化机制提供了新的视角,并为非模式植物的功能基因发掘和研究奠定了数据基础。

       

      Abstract:
      Objective This study aimed to explore the application of cross-species single-cell integration methods in plants to uncover the transcriptional conservation and divergence of shoot apical meristem (SAM) cell types between Phyllostachys edulis (moso bamboo) and Arabidopsis thaliana.
      Method Based on identified orthologous gene pairs, we integrated single-cell transcriptomic data from the SAM of moso bamboo and arabidopsis, using canonical correlation analysis (CCA) for batch correction to eliminate species-specific technical biases. Uniform manifold approximation and projection (UMAP) was applied to visualize the distribution patterns of integrated cells. Furthermore, Spearman correlation analysis and identification of cross-species marker genes were performed to assess transcriptional similarity and functional characteristics of different cell types.
      Result (1) A total of 23 cell clusters were identified. In the UMAP space, most cells clustered separately based on their species origin, but some cell clusters showed significant overlap, suggesting high transcriptomic similarity. (2) Further analysis revealed that the overlapping region mainly consisted of epidermal and vascular tissue cells, indicating the evolutionary conservation of these tissues. Correlation analysis further supported the high similarity in gene expression patterns among conserved cell types, while other cell clusters exhibited greater species specificity and consisted of mixed cell types. (3) 183 cross-species conserved marker genes were identified. These genes were specifically expressed in corresponding cell types of both species. Functional analysis revealed their key roles in plant development and evolution.
      Conclusion This study revealed the core functional characteristics of conserved cell types between moso bamboo and arabidopsis, providing new perspectives on plant evolutionary mechanisms and laying a data foundation for functional gene discovery and research in non-model plants.

       

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