Opportunities and challenges in the application of single-cell transcriptomics in plant tissue research.

IF 3.3 3区 生物学 Q1 PLANT SCIENCES Physiology and Molecular Biology of Plants Pub Date : 2025-02-01 Epub Date: 2025-02-22 DOI:10.1007/s12298-025-01558-6
Man Luo, Yunpeng Cao, Jiayi Hong
{"title":"Opportunities and challenges in the application of single-cell transcriptomics in plant tissue research.","authors":"Man Luo, Yunpeng Cao, Jiayi Hong","doi":"10.1007/s12298-025-01558-6","DOIUrl":null,"url":null,"abstract":"<p><p>Single-cell transcriptomics overcomes the limitations of conventional transcriptome methods by isolating and sequencing RNA from individual cells, thus capturing unique expression values for each cell. This technology allows unprecedented precision in observing the stochasticity and heterogeneity of gene expression within cells. However, single-cell RNA sequencing (scRNA-seq) experiments often fail to capture all cells and genes comprehensively, and single-modality data is insufficient to explain cell states and systemic changes. To address this, the integration of multi-source scRNA-seq and single-cell multi-modality data has emerged, enabling the construction of comprehensive cell atlases. These integration methods also facilitate the exploration of causal relationships and gene regulatory mechanisms across different modalities. This review summarizes the fundamental principles, applications, and value of these integration methods in revealing biological changes, and analyzes the advantages, disadvantages, and future directions of current approaches.</p>","PeriodicalId":20148,"journal":{"name":"Physiology and Molecular Biology of Plants","volume":"31 2","pages":"199-209"},"PeriodicalIF":3.3000,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11890805/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Physiology and Molecular Biology of Plants","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1007/s12298-025-01558-6","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/2/22 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"PLANT SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Single-cell transcriptomics overcomes the limitations of conventional transcriptome methods by isolating and sequencing RNA from individual cells, thus capturing unique expression values for each cell. This technology allows unprecedented precision in observing the stochasticity and heterogeneity of gene expression within cells. However, single-cell RNA sequencing (scRNA-seq) experiments often fail to capture all cells and genes comprehensively, and single-modality data is insufficient to explain cell states and systemic changes. To address this, the integration of multi-source scRNA-seq and single-cell multi-modality data has emerged, enabling the construction of comprehensive cell atlases. These integration methods also facilitate the exploration of causal relationships and gene regulatory mechanisms across different modalities. This review summarizes the fundamental principles, applications, and value of these integration methods in revealing biological changes, and analyzes the advantages, disadvantages, and future directions of current approaches.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
单细胞转录组学在植物组织研究中的应用机遇与挑战。
单细胞转录组学通过从单个细胞中分离和测序RNA来克服传统转录组方法的局限性,从而捕获每个细胞的独特表达值。这项技术允许前所未有的精确观察细胞内基因表达的随机性和异质性。然而,单细胞RNA测序(scRNA-seq)实验往往不能全面捕获所有细胞和基因,单模态数据不足以解释细胞状态和系统变化。为了解决这个问题,出现了多源scRNA-seq和单细胞多模态数据的集成,从而能够构建全面的细胞图谱。这些整合方法也有助于探索不同模式下的因果关系和基因调控机制。本文综述了这些综合方法的基本原理、应用及其在揭示生物变化中的价值,并分析了现有方法的优缺点及未来发展方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
7.10
自引率
0.00%
发文量
126
期刊介绍: Founded in 1995, Physiology and Molecular Biology of Plants (PMBP) is a peer reviewed monthly journal co-published by Springer Nature. It contains research and review articles, short communications, commentaries, book reviews etc., in all areas of functional plant biology including, but not limited to plant physiology, biochemistry, molecular genetics, molecular pathology, biophysics, cell and molecular biology, genetics, genomics and bioinformatics. Its integrated and interdisciplinary approach reflects the global growth trajectories in functional plant biology, attracting authors/editors/reviewers from over 98 countries.
期刊最新文献
CRISPR/Cas9-mediated editing of OsLsi1 and OsLsi2 genes reduce arsenic uptake and accumulation in Indica rice (Oryza sativa L.). Selenium and Chlorella vulgaris synergistically alleviate arsenic toxicity in rice (Oryza sativa L.). Overexpression of rapeseed BnaLhcb5.3 mediates cellular metabolism and antioxidant defense under chromium stress. Physiological and Metabolic Characterization of Spinacia oleracea Grown in Metal-Polluted Soil: A Focus on Rhizospheric Application of H2S. Constructed wetlands as sustainable solutions for textile effluent treatment: a review.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1