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Ke Y, Pujol V, Staut J, Pollaris L, Seurinck R, Eekhout T, Grones C, Saura-Sanchez M, Van Bel M, Vuylsteke M, Ariani A, Liseron-Monfils C, Vandepoele K, Saeys Y, De Rybel B. A single-cell and spatial wheat root atlas with cross-species annotations delineates conserved tissue-specific marker genes and regulators. Cell Rep 2025; 44:115240. [PMID: 39893633 PMCID: PMC11860762 DOI: 10.1016/j.celrep.2025.115240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 10/26/2024] [Accepted: 01/07/2025] [Indexed: 02/04/2025] Open
Abstract
Despite the broad use of single-cell/nucleus RNA sequencing in plant research, accurate cluster annotation in less-studied plant species remains a major challenge due to the lack of validated marker genes. Here, we generated a single-cell RNA sequencing atlas of soil-grown wheat roots and annotated cluster identities by transferring annotations from publicly available datasets in wheat, rice, maize, and Arabidopsis. The predictions from our orthology-based annotation approach were next validated using untargeted spatial transcriptomics. These results allowed us to predict evolutionarily conserved tissue-specific markers and generate cell type-specific gene regulatory networks for root tissues of wheat and the other species used in our analysis. In summary, we generated a single-cell and spatial transcriptomics resource for wheat root apical meristems, including numerous known and uncharacterized cell type-specific marker genes and developmental regulators. These data and analyses will facilitate future cell type annotation in non-model plant species.
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Affiliation(s)
- Yuji Ke
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Vincent Pujol
- Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium; VIB Center for Inflammation Research, Ghent, BE, Belgium
| | - Jasper Staut
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Lotte Pollaris
- Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium; VIB Center for Inflammation Research, Ghent, BE, Belgium
| | - Ruth Seurinck
- Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium; VIB Center for Inflammation Research, Ghent, BE, Belgium
| | - Thomas Eekhout
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium; VIB Single Cell Core, VIB, Ghent/Leuven, Belgium
| | - Carolin Grones
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Maite Saura-Sanchez
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Michiel Van Bel
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium
| | | | - Andrea Ariani
- BASF Belgium Coordination Center CommV, Innovation Center Gent, Technologiepark-Zwijnaarde 101, 9052 Ghent, Belgium
| | - Christophe Liseron-Monfils
- BASF Belgium Coordination Center CommV, Innovation Center Gent, Technologiepark-Zwijnaarde 101, 9052 Ghent, Belgium
| | - Klaas Vandepoele
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium.
| | - Yvan Saeys
- Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium; VIB Center for Inflammation Research, Ghent, BE, Belgium.
| | - Bert De Rybel
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium; VIB Center for Plant Systems Biology, Ghent, Belgium.
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