ArticleBMC biology2022
Chromatin accessibility illuminates single-cell regulatory dynamics of rice root tips.
Article in BMC biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed.
- Advances in single-cell and spatial multi-omics for plant development and stress responses.Plant diversity · 2026Review
- Single-Cell and Spatial Omics Technologies in Rice Abiotic Stress Biology: A Methodological Review.International journal of molecular sciences · 2026Review
- Single-cell insights into plant growth, adaptation, and evolution.Journal of integrative plant biology · 2026Review
- Single-Cell CRISPR: An Efficient Strategy for Decoding Plant Cis-Regulatory Complexity.Plant biotechnology journal · 2026Review
- Integrative transcriptional regulatory networks governing cereal root responses to heavy metals and drought.Plant cell reports · 2026Review
- Single-cell chromatin accessibility and cis-regulatory element analyses in plants using the scPlantReg platform.Nature plants · 2026Article
- Research on Bamboo Shoot Bud Development: A Leap from Tissue Heterogeneity to Single-Cell Spatial Atlas.Plants (Basel, Switzerland) · 2026Review
- Review
- Organ-level gene-regulatory networks inferred from transcriptomic data reveal context-specific regulation and highlight novel regulators of ripening and ABA-mediated responses in tomato.Plant communications · 2025Article
- A single-cell rice atlas integrates multi-species data to reveal cis-regulatory evolution.Nature plants · 2025Article
- A single-cell multi-omics atlas of rice.Nature · 2025Article
- Single-cell omics in plant biology: mechanistic insights and applications for crop improvement.Advanced biotechnology · 2025Review
- Reactivation of the tRNASer/tRNATyr gene cluster in Arabidopsis thaliana root tips.The Plant cell · 2025Article
- Single-cell transcriptomes reveal spatiotemporal heat stress response in maize roots.Nature communications · 2025Article
- From chromatin to crop: epigenetic innovations in bioenergy systems.Frontiers in plant science · 2025Review
- Using Callus as an Ex Vivo System for Chromatin Analysis.Methods in molecular biology (Clifton, N.J.) · 2025Review
- From Species to Varieties: How Modern Sequencing Technologies Are Shaping Medicinal Plant Identification.Genes · 2024Review
- Mind the gap: Epigenetic regulation of chromatin accessibility in plants.Plant physiology · 2024Review
- Application of Single-Cell Assay for Transposase-Accessible Chromatin with High Throughput Sequencing in Plant Science: Advances, Technical Challenges, and Prospects.International journal of molecular sciences · 2024Review
- Single-Cell Transcriptome Atlas and Regulatory Dynamics in Developing Cotton Anthers.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
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14 authors.
Funding
Abstract
backgroundRoot development and function have central roles in plant adaptation to the environment. The modification of root traits has additionally been a major driver of crop performance since the green revolution; however, the molecular underpinnings and the regulatory programmes defining root development and response to environmental stress remain largely unknown. Single-cell reconstruction of gene regulatory programmes provides an important tool to understand the cellular phenotypic variation in complex tissues and their response to endogenous and environmental stimuli. While single-cell transcriptomes of several plant organs have been elucidated, the underlying chromatin landscapes associated with cell type-specific gene expression remain largely unexplored.
resultsTo comprehensively delineate chromatin accessibility during root development of an important crop, we applied single-cell ATAC-seq (scATAC-seq) to 46,758 cells from rice root tips under normal and heat stress conditions. Our data revealed cell type-specific accessibility variance across most of the major cell types and allowed us to identify sets of transcription factors which associate with accessible chromatin regions (ACRs). Using root hair differentiation as a model, we demonstrate that chromatin and gene expression dynamics during cell type differentiation correlate in pseudotime analyses. In addition to developmental trajectories, we describe chromatin responses to heat and identify cell type-specific accessibility changes to this key environmental stimulus.
conclusionsWe report chromatin landscapes during rice root development at single-cell resolution. Our work provides a framework for the integrative analysis of regulatory dynamics in this important crop organ at single-cell resolution.
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