ArticleNature plants2026
Imputation integrates single-cell and spatial gene expression data to resolve transcriptional networks in barley shoot meristem development.
Article in Nature plants, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed.
- Integrating cross-omics research through FAIR Digital Objects with DataPLANT.Journal of integrative bioinformatics · 2026Article
- Advances in single-cell and spatial multi-omics for plant development and stress responses.Plant diversity · 2026Review
- Mitochondrial gene orf224 triggers retrograde signaling and reprogramming of anther cell fate in Brassica napus Polima CMS.The New phytologist · 2026Article
- Chromosome-level Streptochaeta genome elucidates the ancestral karyotype and allopolyploid origin of grasses.Nature communications · 2026Article
- Sample Preparation for Imaging-Based Spatial Transcriptomics in Rigid Plant Tissues (Roots, Shoots).Bio-protocol · 2026Article
- Single-cell insights into plant growth, adaptation, and evolution.Journal of integrative plant biology · 2026Review
- Single-nucleus transcriptomics resolves multiple fate dynamics between inflorescence meristem and primary stem.Science advances · 2026Article
- The developing leaf of the wild grass Brachypodium distachyon at single-cell resolution.The Plant cell · 2026Article
- Nanopore direct RNA sequencing and the epitranscriptome: Advances in mapping native RNA landscapes.iMeta · 2026Review
- Pan-genome analysis reveals hidden diversity and selection signatures of auxin response factors (ARFs) associated with breeding in barley.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026Article
- Spatial transcriptomics reveals expression gradients in developing wheat inflorescences at cellular resolution.The Plant cell · 2026Article
- Imputation integrates single-cell and spatial gene expression data to resolve transcriptional networks in barley shoot meristem development.Nature plants · 2026Article
- Spatial and single-cell expression analyses reveal complex expression domains in early wheat spike development.Genome biology · 2025Article
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12 authors.
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Abstract
Grass inflorescences are composite structures, featuring complex sets of meristems as stem cell niches that are initiated in a repetitive manner. Meristems differ in identity and longevity, generate branches or split to form flower meristems that finally produce seeds. Within meristems, distinct cell types are determined by positional information and the regional activity of gene regulatory networks. Understanding these local microenvironments requires precise spatio-temporal information on gene expression profiles, which current technology cannot achieve.Here we investigate transcriptional changes during barley development, from the specification of meristem and organ founder cells to the initiation of distinct floral organs, on the basis of an imputation approach integrating deep single-cell RNA sequencing with spatial gene expression data. The expression profiles of more than 40,000 genes can now be analysed at cellular resolution in multiple barley tissues using the new web-based graphical interface BARVISTA, which enables precise virtual microdissection to analyse any sub-ensemble of cells. Our study pinpoints previously inaccessible key transcriptional events in founder cells during primordia initiation and specification, characterizes complex branching mutant phenotypes by barcoding gene expression profiles, and defines spatio-temporal trajectories during flower development. We thus uncover the genetic basis of complex developmental processes, providing novel opportunities for precisely targeted manipulation of barley traits.
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