单细胞技术在水产动物中的研究:进展、应用与未来展望

Single-Cell technologies in aquatic organisms: advances, applications, and future perspectives

  • 摘要: 单细胞测序技术通过揭示传统整体分析所掩盖的细胞异质性,已成为解析水产生物复杂生命过程的重要工具。本文系统综述了单细胞 RNA 测序、单细胞核 RNA 测序及单细胞多组学技术在水产生物研究中的关键进展,总结了细胞分离、微流控捕获、文库构建及生物信息学分析等方法的发展,并概括了其在骨骼发育、免疫应答、环境适应、生殖调控和特化细胞类型研究中的代表性应用。尽管单细胞技术在水产养殖研究中展现出巨大潜力,但仍面临数据稀疏、非模式物种基因组资源不足及分子分辨率有限等挑战。未来,通过整合单细胞多组学、空间转录组学和人工智能分析,有望构建鱼类细胞图谱并推动精准育种研究,为水产养殖的可持续发展提供关键支撑。

     

    Abstract: Single-cell sequencing technologies have become powerful tools for dissecting complex biological processes in aquatic organisms by revealing cellular heterogeneity that is obscured in bulk analyses. This review systematically summarizes recent advances in single-cell RNA sequencing, single-nucleus RNA sequencing, and single-cell multi-omics applied to aquatic research, highlighting methodological developments in cell isolation, microfluidic capture, library construction, and bioinformatic analysis. We further outline representative biological applications of these approaches in studies of skeletal development, immune responses, environmental adaptation, reproductive regulation, and specialized cell types. Despite their considerable promise for aquaculture research, single-cell technologies remain challenged by data sparsity, limited genomic resources for non-model species, and incomplete molecular resolution. Looking ahead, the integration of single-cell multi-omics with spatial transcriptomics and artificial intelligence–driven analytical frameworks is expected to enable the construction of fish-specific cell atlases and accelerate precision breeding, thereby supporting the sustainable development of aquaculture.

     

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