A single-cell Arabidopsis root atlas reveals developmental trajectories in wild-type and cell identity mutants

被引:141
作者
Shahan, Rachel [1 ]
Hsu, Che-Wei [2 ,3 ]
Nolan, Trevor M. [1 ]
Cole, Benjamin J. [4 ]
Taylor, Isaiah W. [1 ]
Greenstreet, Laura [5 ]
Zhang, Stephen [5 ]
Afanassiev, Anton [5 ]
Vlot, Anna Hendrika Cornelia [3 ,6 ]
Schiebinger, Geoffrey [5 ]
Benfey, Philip N. [1 ,7 ]
Ohler, Uwe [2 ,3 ,6 ]
机构
[1] Duke Univ, Dept Biol, Durham, NC 27708 USA
[2] Humboldt Univ, Dept Biol, D-10117 Berlin, Germany
[3] Max Delbruck Ctr Mol Med, Berlin Inst Med Syst Biol, D-10115 Berlin, Germany
[4] US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USA
[5] Univ British Columbia, Dept Math, Vancouver, BC V6T 1Z2, Canada
[6] Humboldt Univ, Dept Comp Sci, D-10117 Berlin, Germany
[7] Duke Univ, Howard Hughes Med Inst, Durham, NC 27708 USA
基金
美国国家科学基金会; 美国国家卫生研究院; 加拿大自然科学与工程研究理事会;
关键词
DIFFERENTIAL EXPRESSION ANALYSIS; GENE-EXPRESSION; MAP; MERISTEM; ORGANIZATION; MAINTENANCE; ENDOCYCLE; EPIDERMIS; DIVISION;
D O I
10.1016/j.devcel.2022.01.008
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
In all multicellular organisms, transcriptional networks orchestrate organ development. The Arabidopsis root, with its simple structure and indeterminate growth, is an ideal model for investigating the spatiotemporal transcriptional signatures underlying developmental trajectories. To map gene expression dynamics across root cell types and developmental time, we built a comprehensive, organ-scale atlas at single-cell resolution. In addition to estimating developmental progressions in pseudotime, we employed the mathematical concept of optimal transport to infer developmental trajectories and identify their underlying regulators. To demonstrate the utility of the atlas to interpret new datasets, we profiled mutants for two key transcriptional regulators at single-cell resolution, shortroot and scarecrow. We report transcriptomic and in vivo evidence for tissue trans-differentiation underlying a mixed cell identity phenotype in scarecrow. Our results support the atlas as a rich community resource for unraveling the transcriptional programs that specify and maintain cell identity to regulate spatiotemporal organ development.
引用
收藏
页码:543 / +
页数:28
相关论文
共 109 条
  • [1] The PLETHORA genes mediate patterning of the Arabidopsis root stem cell niche
    Aida, M
    Beis, D
    Heidstra, R
    Willemsen, V
    Blilou, I
    Galinha, C
    Nussaume, L
    Noh, YS
    Amasino, R
    Scheres, B
    [J]. CELL, 2004, 119 (01) : 109 - +
  • [2] Orchestrating single-cell analysis with Bioconductor
    Amezquita, Robert A.
    Lun, Aaron T. L.
    Becht, Etienne
    Carey, Vince J.
    Carpp, Lindsay N.
    Geistlinger, Ludwig
    Marini, Federico
    Rue-Albrecht, Kevin
    Risso, Davide
    Soneson, Charlotte
    Waldron, Levi
    Pages, Herve
    Smith, Mike L.
    Huber, Wolfgang
    Morgan, Martin
    Gottardo, Raphael
    Hicks, Stephanie C.
    [J]. NATURE METHODS, 2020, 17 (02) : 137 - 145
  • [3] A map of cell type-specific auxin responses
    Bargmann, Bastiaan O. R.
    Vanneste, Steffen
    Krouk, Gabriel
    Nawy, Tal
    Efroni, Idan
    Shani, Eilon
    Choe, Goh
    Friml, Jiri
    Bergmann, Dominique C.
    Estelle, Mark
    Birnbaum, Kenneth D.
    [J]. MOLECULAR SYSTEMS BIOLOGY, 2013, 9
  • [4] Pericycle
    Beeckman, Tom
    De Smet, Ive
    [J]. CURRENT BIOLOGY, 2014, 24 (10) : R378 - R379
  • [5] BENFEY PN, 1993, DEVELOPMENT, V119, P57
  • [6] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [7] Generalizing RNA velocity to transient cell states through dynamical modeling
    Bergen, Volker
    Lange, Marius
    Peidli, Stefan
    Wolf, F. Alexander
    Theis, Fabian J.
    [J]. NATURE BIOTECHNOLOGY, 2020, 38 (12) : 1408 - 1414
  • [8] Positional information in root epidermis is defined during embryogenesis and acts in domains with strict boundaries
    Berger, F
    Haseloff, J
    Schiefelbein, J
    Dolan, L
    [J]. CURRENT BIOLOGY, 1998, 8 (08) : 421 - 430
  • [9] A Spatiotemporal DNA Endoploidy Map of the Arabidopsis Root Reveals Roles for the Endocycle in Root Development and Stress Adaptation
    Bhosale, Rahul
    Boudolf, Veronique
    Cuevas, Fabiola
    Lu, Ran
    Eekhout, Thomas
    Hu, Zhubing
    Van Isterdael, Gert
    Lambert, Georgina M.
    Xu, Fan
    Nowack, Moritz K.
    Smith, Richard S.
    Vercauteren, Ilse
    De Rycke, Riet
    Storme, Veronique
    Beeckman, Tom
    Larkin, John C.
    Kremer, Anna
    Hofte, Herman
    Galbraith, David W.
    Kumpf, Robert P.
    Maere, Steven
    De Veylder, Lieven
    [J]. PLANT CELL, 2018, 30 (10) : 2330 - 2351
  • [10] A gene expression map of the Arabidopsis root
    Birnbaum, K
    Shasha, DE
    Wang, JY
    Jung, JW
    Lambert, GM
    Galbraith, DW
    Benfey, PN
    [J]. SCIENCE, 2003, 302 (5652) : 1956 - 1960