Exploring single cells in space and time during tissue development, homeostasis and regeneration
Abstract
ABSTRACT Complex 3D tissues arise during development following tightly organized events in space and time. In particular, gene regulatory networks and local interactions between single cells lead to emergent properties at the tissue and organism levels. To understand the design principles of tissue organization, we need to characterize individual cells at given times, but we also need to consider the collective behavior of multiple cells across different spatial and temporal scales. In recent years, powerful single cell methods have been developed to characterize cells in tissues and to address the challenging questions of how different tissues are formed throughout development, maintained in homeostasis, and repaired after injury and disease. These approaches have led to a massive increase in data pertaining to both mRNA and protein abundances in single cells. As we review here, these new technologies, in combination with in toto live imaging, now allow us to bridge spatial and temporal information quantitatively at the single cell level and generate a mechanistic understanding of tissue development.
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Cell type-specific gene expression changes associated with different cell states may be seen during circadian cycles, variable metabolic states, development, aging, or under behavioral, pharmacological or diseased conditions.
“Cell type-specific gene expression changes associated with different cell states may be seen during circadian cycles, variable metabolic states, development, aging, or under behavioral, pharmacological or diseased conditions (Fig. 4) (Mayr et al., 2019; Morris, 2019).”
From What is a cell type and how to define it? (2022) · cites this paper as Mayr et al., 2019
Cites
Trapnell, C., Cacchiarelli, D., Grimsby, J., Pokharel, P., Li, S., Morse, M., Lennon, N. J., Livak, K. J., Mikkelsen, T. S., & Rinn, J. L. (2014) · Nature Biotechnology · doi:10.1038/nbt.2859 · Cited by 7,314 · see citing works
Highly parallel genome-wide expression profiling of individual cells using nanoliter droplets.
Macosko, E. Z., Basu, A., Satija, R., Nemesh, J., Shekhar, K., Goldman, M., Tirosh, I., Bialas, A. R., Kamitaki, N., Martersteck, E. M., et al. (2015) · Cell · doi:10.1016/j.cell.2015.05.002 · Cited by 7,110 · see citing works
Spatial reconstruction of single-cell gene expression data
Satija, R., Farrell, J. A., Gennert, D., Schier, A. F., & Regev, A. (2015) · Nature Biotechnology · doi:10.1038/nbt.3192 · Cited by 7,055 · see citing works
Role of YAP/TAZ in mechanotransduction
Dupont, S., Morsut, L., Aragona, M., Enzo, E., Giulitti, S., Cordenonsi, M., Zanconato, F., Le Digabel, J., Forcato, M., Bicciato, S., et al. (2011) · Nature · doi:10.1038/nature10137 · Cited by 5,979 · see citing works
Reversed graph embedding resolves complex single-cell trajectories
Qiu, X., Mao, Q., Tang, Y., Wang, L., Chawla, R., Pliner, H. A., & Trapnell, C. (2017) · Nature Methods · doi:10.1038/nmeth.4402 · Cited by 5,070 · see citing works
Visualization and analysis of gene expression in tissue sections by spatial transcriptomics
Ståhl, P. L., Salmén, F., Vickovic, S., Lundmark, A., Navarro, J. F., Magnusson, J., Giacomello, S., Asp, M., Westholm, J. O., Huss, M., et al. (2016) · Science · doi:10.1126/science.aaf2403 · Cited by 3,834 · see citing works
Droplet barcoding for single-cell transcriptomics applied to embryonic stem cells
Klein, A. M., Mazutis, L., Akartuna, I., Tallapragada, N., Veres, A., Li, V., Peshkin, L., Weitz, D. A., & Kirschner, M. W. (2015) · Cell · doi:10.1016/j.cell.2015.04.044 · Cited by 3,356 · see citing works
On the Dependency of Cellular Protein Levels on mRNA Abundance
Liu, Y., Beyer, A., & Aebersold, R. (2016) · Cell · doi:10.1016/j.cell.2016.03.014 · Cited by 3,221 · see citing works
Spatially resolved, highly multiplexed RNA profiling in single cells
Chen, K. H., Boettiger, A. N., Moffitt, J. R., Wang, S., & Zhuang, X. (2015) · Science · doi:10.1126/science.aaa6090 · Cited by 2,969 · see citing works
Quantum-dot-tagged microbeads for multiplexed optical coding of biomolecules
Han, M., Gao, X., Su, J. Z., & Nie, S. (2001) · Nature Biotechnology · doi:10.1038/90228 · Cited by 2,632 · see citing works
Paneth cells constitute the niche for Lgr5 stem cells in intestinal crypts
Sato, T., van Es, J. H., Snippert, H. J., Stange, D. E., Vries, R. G., van den Born, M., Barker, N., Shroyer, N. F., van de Wetering, M., & Clevers, H. (2011) · Nature · doi:10.1038/nature09637 · Cited by 2,510 · see citing works
Slide-seq: A scalable technology for measuring genome-wide expression at high spatial resolution
Rodriques, S. G., Stickels, R. R., Goeva, A., Martin, C. A., Murray, E., Vanderburg, C. R., Welch, J., Chen, L. M., Chen, F., & Macosko, E. Z. (2019) · Science · doi:10.1126/science.aaw1219 · Cited by 2,424 · see citing works
Optical Sectioning Deep Inside Live Embryos by Selective Plane Illumination Microscopy
Huisken, J., Swoger, J., Bene, F. D., Wittbrodt, J., & Stelzer, E. H. K. (2004) · Science · doi:10.1126/science.1100035 · Cited by 2,370 · see citing works
Smart-seq2 for sensitive full-length transcriptome profiling in single cells
Picelli, S., Björklund, Å. K., Faridani, O. R., Sagasser, S., Winberg, G., & Sandberg, R. (2013) · Nature Methods · doi:10.1038/nmeth.2639 · Cited by 2,358 · see citing works
Imaging individual mRNA molecules using multiple singly labeled probes
Raj, A., van den Bogaard, P., Rifkin, S. A., van Oudenaarden, A., & Tyagi, S. (2008) · Nature Methods · doi:10.1038/nmeth.1253 · Cited by 2,028 · see citing works
Highly multiplexed imaging of tumor tissues with subcellular resolution by mass cytometry
Giesen, C., Wang, H. A. O., Schapiro, D., Zivanovic, N., Jacobs, A., Hattendorf, B., Schüffler, P. J., Grolimund, D., Buhmann, J. M., Brandt, S., et al. (2014) · Nature Methods · doi:10.1038/nmeth.2869 · Cited by 1,951 · see citing works
Single-cell RNA sequencing to explore immune cell heterogeneity
Papalexi, E., & Satija, R. (2018) · Nature Reviews Immunology · doi:10.1038/nri.2017.76 · Cited by 1,806 · see citing works
Massively parallel single-cell RNA-seq for marker-free decomposition of tissues into cell types
Jaitin, D. A., Kenigsberg, E., Keren-Shaul, H., Elefant, N., Paul, F., Zaretsky, I., Mildner, A., Cohen, N., Jung, S., Tanay, A., et al. (2014) · Science · doi:10.1126/science.1247651 · Cited by 1,795 · see citing works
Transcriptome-scale super-resolved imaging in tissues by RNA seqFISH
Eng, C.-H. L., Lawson, M., Zhu, Q., Dries, R., Koulena, N., Takei, Y., Yun, J., Cronin, C., Karp, C., Yuan, G.-C., et al. (2019) · Nature · doi:10.1038/s41586-019-1049-y · Cited by 1,754 · see citing works
Wolf, F. A., Hamey, F. K., Plass, M., Solana, J., Dahlin, J. S., Göttgens, B., Rajewsky, N., Simon, L., & Theis, F. J. (2019) · Genome Biology · doi:10.1186/s13059-019-1663-x · Cited by 1,698 · see citing works
Three-dimensional intact-tissue sequencing of single-cell transcriptional states
Wang, X., Allen, W. E., Wright, M. A., Sylwestrak, E. L., Samusik, N., Vesuna, S., Evans, K., Liu, C., Ramakrishnan, C., Liu, J., et al. (2018) · Science · doi:10.1126/science.aat5691 · Cited by 1,620 · see citing works
Full-length mRNA-Seq from single-cell levels of RNA and individual circulating tumor cells
Ramsköld, D., Luo, S., Wang, Y.-C., Li, R., Deng, Q., Faridani, O. R., Daniels, G. A., Khrebtukova, I., Loring, J. F., Laurent, L. C., et al. (2012) · Nature Biotechnology · doi:10.1038/nbt.2282 · Cited by 1,609 · see citing works
Deep profiling of mouse splenic architecture with CODEX multiplexed imaging
Goltsev, Y., Samusik, N., Kennedy-Darling, J., Bhate, S., Hale, M., Vazquez, G., Black, S., & Nolan, G. P. (2018) · Cell · doi:10.1016/j.cell.2018.07.010 · Cited by 1,501 · see citing works
Mechanobiology of YAP and TAZ in physiology and disease
Panciera, T., Azzolin, L., Cordenonsi, M., & Piccolo, S. (2017) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm.2017.87 · Cited by 1,461 · see citing works
Designer matrices for intestinal stem cell and organoid culture
Gjorevski, N., Sachs, N., Manfrin, A., Giger, S., Bragina, M. E., Ordóñez-Morán, P., Clevers, H., & Lutolf, M. P. (2016) · Nature · doi:10.1038/nature20168 · Cited by 1,426 · see citing works
Single-cell profiling of the developing mouse brain and spinal cord with split-pool barcoding
Rosenberg, A. B., Roco, C. M., Muscat, R. A., Kuchina, A., Sample, P., Yao, Z., Graybuck, L. T., Peeler, D. J., Mukherjee, S., Chen, W., et al. (2018) · Science · doi:10.1126/science.aam8999 · Cited by 1,422 · see citing works
Diffusion pseudotime robustly reconstructs lineage branching
Haghverdi, L., Büttner, M., Wolf, F. A., Buettner, F., & Theis, F. J. (2016) · Nature Methods · doi:10.1038/nmeth.3971 · Cited by 1,385 · see citing works
CEL-seq: single-cell RNA-seq by multiplexed linear amplification
Hashimshony, T., Wagner, F., Sher, N., & Yanai, I. (2012) · Cell Reports · doi:10.1016/j.celrep.2012.08.003 · Cited by 1,231 · see citing works
The intestinal crypt, a prototype stem cell compartment
Clevers, H. (2013) · Cell · doi:10.1016/j.cell.2013.07.004 · Cited by 1,223 · see citing works
Cellular Heterogeneity: Do Differences Make a Difference?
Altschuler, S. J., & Wu, L. F. (2010) · Cell · doi:10.1016/j.cell.2010.04.033 · Cited by 1,214 · see citing works
Mass Cytometry: Single Cells, Many Features
Spitzer, M. H., & Nolan, G. P. (2016) · Cell · doi:10.1016/j.cell.2016.04.019 · Cited by 1,199 · see citing works
A reserve stem cell population in small intestine renders Lgr5-positive cells dispensable
Tian, H., Biehs, B., Warming, S., Leong, K. G., Rangell, L. K., Klein, O. D., & de Sauvage, F. J. (2011) · Nature · doi:10.1038/nature10408 · Cited by 1,194 · see citing works
Quantitative single-cell RNA-seq with unique molecular identifiers
Islam, S., Zeisel, A., Joost, S., La Manno, G., Zajac, P., Kasper, M., Lönnerberg, P., & Linnarsson, S. (2014) · Nature Methods · doi:10.1038/nmeth.2772 · Cited by 1,183 · see citing works
Keren, L., Bosse, M., Marquez, D., Angoshtari, R., Jain, S., Varma, S., Yang, S.-R., Kurian, A., Van Valen, D., West, R., et al. (2018) · Cell · doi:10.1016/j.cell.2018.08.039 · Cited by 1,183 · see citing works
Computational and analytical challenges in single-cell transcriptomics
Stegle, O., Teichmann, S. A., & Marioni, J. C. (2015) · Nature Reviews Genetics · doi:10.1038/nrg3833 · Cited by 1,170 · see citing works
Growing Self-Organizing Mini-Guts from a Single Intestinal Stem Cell: Mechanism and Applications
Sato, T., & Clevers, H. (2013) · Science · doi:10.1126/science.1234852 · Cited by 1,170 · see citing works
CEL-seq2: sensitive highly-multiplexed single-cell RNA-Seq
Hashimshony, T., Senderovich, N., Avital, G., Klochendler, A., de Leeuw, Y., Anavy, L., Gennert, D., Li, S., Livak, K. J., Rozenblatt-Rosen, O., et al. (2016) · Genome Biology · doi:10.1186/s13059-016-0938-8 · Cited by 1,125 · see citing works
Applying systems-level spectral imaging and analysis to reveal the organelle interactome
Valm, A. M., Cohen, S., Legant, W. R., Melunis, J., Hershberg, U., Wait, E., Cohen, A. R., Davidson, M. W., Betzig, E., & Lippincott-Schwartz, J. (2017) · Nature · doi:10.1038/nature22369 · Cited by 1,113 · see citing works
Multiplexed ion beam imaging of human breast tumors
Angelo, M., Bendall, S. C., Finck, R., Hale, M. B., Hitzman, C., Borowsky, A. D., Levenson, R. M., Lowe, J. B., Liu, S. D., Zhao, S., et al. (2014) · Nature Medicine · doi:10.1038/nm.3488 · Cited by 1,108 · see citing works
Single-cell spatial reconstruction reveals global division of labour in the mammalian liver
Halpern, K. B., Shenhav, R., Matcovitch-Natan, O., Tóth, B., Lemze, D., Golan, M., Massasa, E. E., Baydatch, S., Landen, S., Moor, A. E., et al. (2017) · Nature · doi:10.1038/nature21065 · Cited by 1,059 · see citing works
Yap1 acts downstream of α-catenin to control epidermal proliferation
Schlegelmilch, K., Mohseni, M., Kirak, O., Pruszak, J., Rodriguez, J. R., Zhou, D., Kreger, B. T., Vasioukhin, V., Avruch, J., Brummelkamp, T. R., et al. (2011) · Cell · doi:10.1016/j.cell.2011.02.031 · Cited by 1,036 · see citing works
Non-genetic origins of cell-to-cell variability in TRAIL-induced apoptosis
Spencer, S. L., Gaudet, S., Albeck, J. G., Burke, J. M., & Sorger, P. K. (2009) · Nature · doi:10.1038/nature08012 · Cited by 1,023 · see citing works
Single-cell in situ RNA profiling by sequential hybridization
Lubeck, E., Coskun, A. F., Zhiyentayev, T., Ahmad, M., & Cai, L. (2014) · Nature Methods · doi:10.1038/nmeth.2892 · Cited by 985 · see citing works
Highly Multiplexed Subcellular RNA Sequencing in Situ
Lee, J. H., Daugharthy, E. R., Scheiman, J., Kalhor, R., Yang, J. L., Ferrante, T. C., Terry, R., Jeanty, S. S. F., Li, C., Amamoto, R., et al. (2014) · Science · doi:10.1126/science.1250212 · Cited by 973 · see citing works
In situ sequencing for RNA analysis in preserved tissue and cells
Ke, R., Mignardi, M., Pacureanu, A., Svedlund, J., Botling, J., Wählby, C., & Nilsson, M. (2013) · Nature Methods · doi:10.1038/nmeth.2563 · Cited by 934 · see citing works
Bendall, S. C., Davis, K. L., Amir, E.-A. D., Tadmor, M. D., Simonds, E. F., Chen, T. J., Shenfeld, D. K., Nolan, G. P., & Pe’er, D. (2014) · Cell · doi:10.1016/j.cell.2014.04.005 · Cited by 906 · see citing works
Hippo pathway effector Yap promotes cardiac regeneration
Xin, M., Kim, Y., Sutherland, L. B., Murakami, M., Qi, X., McAnally, J., Porrello, E. R., Mahmoud, A. I., Tan, W., Shelton, J. M., et al. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1313192110 · Cited by 895 · see citing works
Single-cell mapping of gene expression landscapes and lineage in the zebrafish embryo
Wagner, D. E., Weinreb, C., Collins, Z. M., Briggs, J. A., Megason, S. G., & Klein, A. M. (2018) · Science · doi:10.1126/science.aar4362 · Cited by 849 · see citing works
Characterization of cell fate probabilities in single-cell data with Palantir
Setty, M., Kiseliovas, V., Levine, J., Gayoso, A., Mazutis, L., & Pe’er, D. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0068-4 · Cited by 833 · cited 1× · see citing works
“Nonetheless, powerful computational inference frameworks have emerged that support the move from descriptive studies of cellular states to models of dynamic events (Bendall et al., 2014; Chen et al., 2016b; Guo et al., 2017; Haghverdi et al., 2016; Herring et al., 2018; Qiu et al., 2017; Setty et al., 2019; Setty et a…”
BackgroundReproducibility crisis: Blame it on the antibodies
Baker, M. (2015) · Nature · doi:10.1038/521274a · Cited by 830 · see citing works
Scaling single-cell genomics from phenomenology to mechanism
Tanay, A., & Regev, A. (2017) · Nature · doi:10.1038/nature21350 · Cited by 792 · see citing works
From cells to organs: building polarized tissue
Bryant, D. M., & Mostov, K. E. (2008) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm2523 · Cited by 788 · see citing works
Single-Cell RNA-Seq with Waterfall Reveals Molecular Cascades underlying Adult Neurogenesis
Shin, J., Berg, D. A., Zhu, Y., Shin, J. Y., Song, J., Bonaguidi, M. A., Enikolopov, G., Nauen, D. W., Christian, K. M., Ming, G.-L., et al. (2015) · Cell Stem Cell · doi:10.1016/j.stem.2015.07.013 · Cited by 784 · see citing works
Dll1+ secretory progenitor cells revert to stem cells upon crypt damage
van Es, J. H., Sato, T., van de Wetering, M., Lyubimova, A., Nee, A. N. Y., Gregorieff, A., Sasaki, N., Zeinstra, L. M., van den Born, M., Korving, J., et al. (2012) · Nature Cell Biology · doi:10.1038/ncb2581 · Cited by 781 · see citing works
Intestinal label-retaining cells are secretory precursors expressing Lgr5
Buczacki, S. J. A., Zecchini, H. I., Nicholson, A. M., Russell, R., Vermeulen, L., Kemp, R., & Winton, D. J. (2013) · Nature · doi:10.1038/nature11965 · Cited by 761 · see citing works
Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue
Gerdes, M. J., Sevinsky, C. J., Sood, A., Adak, S., Bello, M. O., Bordwell, A., Can, A. B., Corwin, A. D., Dinn, S. R., Filkins, R. J., et al. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1300136110 · Cited by 733 · see citing works
YAP/TAZ-Dependent Reprogramming of Colonic Epithelium Links ECM Remodeling to Tissue Regeneration
Yui, S., Azzolin, L., Maimets, M., Pedersen, M. T., Fordham, R. P., Hansen, S. L., Larsen, H. L., Guiu, J., Alves, M. R. P., Rundsten, C. F., et al. (2017) · Cell stem cell · doi:10.1016/j.stem.2017.11.001 · Cited by 678 · see citing works
Shah, S., Lubeck, E., Zhou, W., & Cai, L. (2016) · Neuron · doi:10.1016/j.neuron.2016.10.001 · Cited by 671 · see citing works
Dedifferentiation of committed epithelial cells into stem cells in vivo
Tata, P. R., Mou, H., Pardo–Saganta, A., Zhao, R., Prabhu, M., Law, B. M., Vinarsky, V., Cho, J. L., Breton, S., Sahay, A., et al. (2013) · Nature · doi:10.1038/nature12777 · Cited by 657 · see citing works
Spatial organization of the somatosensory cortex revealed by osmFISH
Codeluppi, S., Borm, L. E., Zeisel, A., Manno, G. L., van Lunteren, J. A., Svensson, C. I., & Linnarsson, S. (2018) · Nature Methods · doi:10.1038/s41592-018-0175-z · Cited by 649 · see citing works
Yap-dependent reprogramming of Lgr5+ stem cells drives intestinal regeneration and cancer
Gregorieff, A., Liu, Y., Inanlou, M. R., Khomchuk, Y., & Wrana, J. L. (2015) · Nature · doi:10.1038/nature15382 · Cited by 647 · see citing works
Next-Generation in Situ Hybridization Chain Reaction: Higher Gain, Lower Cost, Greater Durability
Choi, H. M. T., Beck, V. A., & Pierce, N. A. (2014) · ACS Nano · doi:10.1021/nn405717p · Cited by 634 · see citing works
Revealing the vectors of cellular identity with single-cell genomics
Wagner, A., Regev, A., & Yosef, N. (2016) · Nature Biotechnology · doi:10.1038/nbt.3711 · Cited by 632 · see citing works
Lin, J.-R., Izar, B., Wang, S., Yapp, C., Mei, S.-L., Shah, P., Santagata, S., & Sorger, P. (2018) · eLife · doi:10.7554/elife.31657 · Cited by 631 · see citing works
Simultaneous single-cell profiling of lineages and cell types in the vertebrate brain
Raj, B., Wagner, D. E., McKenna, A., Pandey, S., Klein, A. M., Shendure, J., Gagnon, J. A., & Schier, A. F. (2018) · Nature Biotechnology · doi:10.1038/nbt.4103 · Cited by 622 · see citing works
Multilineage communication regulates human liver bud development from pluripotency
Camp, J. G., Sekine, K., Gerber, T., Loeffler-Wirth, H., Binder, H., Gac, M., Kanton, S., Kageyama, J., Damm, G., Seehofer, D., et al. (2017) · Nature · doi:10.1038/nature22796 · Cited by 621 · see citing works
The Cell-Cycle State of Stem Cells Determines Cell Fate Propensity
Pauklin, S., & Vallier, L. (2013) · Cell · doi:10.1016/j.cell.2013.08.031 · Cited by 611 · see citing works
Building epithelial architecture: insights from three-dimensional culture models
O'Brien, L. E., Zegers, M. M. P., & Mostov, K. E. (2002) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm859 · Cited by 596 · see citing works
Clonal analysis of lineage fate in native haematopoiesis
Rodriguez-Fraticelli, A. E., Wolock, S. L., Weinreb, C. S., Panero, R., Patel, S. H., Jankovic, M., Sun, J., Calogero, R. A., Klein, A. M., & Camargo, F. D. (2018) · Nature · doi:10.1038/nature25168 · Cited by 596 · see citing works
Tetteh, P. W., Basak, O., Farin, H. F., Wiebrands, K., Kretzschmar, K., Begthel, H., van den Born, M., Korving, J., de Sauvage, F., van Es, J. H., et al. (2016) · Cell stem cell · doi:10.1016/j.stem.2016.01.001 · Cited by 575 · see citing works
Zepp, J. A., Zacharias, W. J., Frank, D. B., Cavanaugh, C. A., Zhou, S., Morley, M. P., & Morrisey, E. E. (2017) · Cell · doi:10.1016/j.cell.2017.07.034 · Cited by 567 · see citing works
Observing the cell in its native state: Imaging subcellular dynamics in multicellular organisms
Liu, T., Upadhyayula, S., Milkie, D. E., Singh, V. P., Wang, K., Swinburne, I. A., Mosaliganti, K. R., Collins, Z. M., Hiscock, T. W., Shea, J., et al. (2018) · Science · doi:10.1126/science.aaq1392 · Cited by 567 · see citing works
Lange, C. M., Huttner, W. Β., & Calegari, F. (2009) · Cell stem cell · doi:10.1016/j.stem.2009.05.026 · Cited by 565 · see citing works
Highly multiplexed imaging of single cells using a high-throughput cyclic immunofluorescence method
Lin, J., Fallahi‐Sichani, M., & Sorger, P. K. (2015) · Nature Communications · doi:10.1038/ncomms9390 · Cited by 562 · see citing works
Self-organization and symmetry breaking in intestinal organoid development
Serra, D., Mayr, U., Boni, A., Lukonin, I., Rempfler, M., Challet Meylan, L., Stadler, M. B., Strnad, P., Papasaikas, P., Vischi, D., et al. (2019) · Nature · doi:10.1038/s41586-019-1146-y · Cited by 561 · see citing works
Self-citationWishbone identifies bifurcating developmental trajectories from single-cell data
Setty, M., Tadmor, M. D., Reich-Zeliger, S., Angel, O., Salame, T. M., Kathail, P., Choi, K., Bendall, S., Friedman, N., & Pe'er, D. (2016) · Nature Biotechnology · doi:10.1038/nbt.3569 · Cited by 558 · see citing works
Moffitt, J. R., Hao, J., Wang, G., Chen, K. H., Babcock, H. P., & Zhuang, X. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1612826113 · Cited by 557 · see citing works
Simultaneous lineage tracing and cell-type identification using CRISPR–Cas9-induced genetic scars
Spanjaard, B., Hu, B., Mitic, N., Olivares-Chauvet, P., Janjuha, S., Ninov, N., & Junker, J. P. (2018) · Nature Biotechnology · doi:10.1038/nbt.4124 · Cited by 531 · see citing works
Lee, J. H., Daugharthy, E. R., Scheiman, J., Kalhor, R., Ferrante, T. C., Terry, R., Turczyk, B. M., Yang, J. L., Lee, H. S., Aach, J., et al. (2015) · Nature Protocols · doi:10.1038/nprot.2014.191 · Cited by 529 · see citing works
Interplay between metabolic identities in the intestinal crypt supports stem cell function
Rodríguez-Colman, M. J., Schewe, M., Meerlo, M., Stigter, E., Gerrits, J., Pras-Raves, M., Sacchetti, A., Hornsveld, M., Oost, K. C., Snippert, H. J., et al. (2017) · Nature · doi:10.1038/nature21673 · Cited by 522 · see citing works
In toto imaging and reconstruction of post-implantation mouse development at the single-cell level
McDole, K., Guignard, L., Amat, F., Berger, A., Malandain, G., Royer, L. A., Turaga, S. C., Branson, K., & Keller, P. J. (2018) · Cell · doi:10.1016/j.cell.2018.09.031 · Cited by 522 · see citing works
Multiplexed protein maps link subcellular organization to cellular states
Gut, G., Herrmann, M. D., & Pelkmans, L. (2018) · Science · doi:10.1126/science.aar7042 · Cited by 510 · see citing works
Stange, D. E., Koo, B., Huch, M., Sibbel, G., Başak, O., Lyubimova, A., Kujala, P., Bartfeld, S., Köster, J., Geahlen, J. H., et al. (2013) · Cell · doi:10.1016/j.cell.2013.09.008 · Cited by 509 · see citing works
Spatially resolved transcriptomics and beyond
Crosetto, N., Bienko, M., & van Oudenaarden, A. (2015) · Nature Reviews Genetics · doi:10.1038/nrg3832 · Cited by 509 · see citing works
Label-free prediction of three-dimensional fluorescence images from transmitted-light microscopy
Ounkomol, C., Seshamani, S., Maleckar, M. M., Collman, F., & Johnson, G. R. (2018) · Nature Methods · doi:10.1038/s41592-018-0111-2 · Cited by 495 · see citing works
Gene‐specific correlation of RNA and protein levels in human cells and tissues
Edfors, F., Danielsson, F., Hallström, B. M., Käll, L., Lundberg, E., Pontén, F., Forsström, B., & Uhlén, M. (2016) · Molecular Systems Biology · doi:10.15252/msb.20167144 · Cited by 493 · see citing works
Highly multiplexed <i>in situ</i> protein imaging with signal amplification by Immuno-SABER
Saka, S. K., Wang, Y., Kishi, J. Y., Zhu, A., Zeng, Y., Xie, W., Kirli, K., Yapp, C., Cicconet, M., Beliveau, B. J., et al. (2018) · doi:10.1101/507566 · Cited by 485 · see citing works
Robust cellular reprogramming occurs spontaneously during liver regeneration
Yanger, K., Zong, Y., Maggs, L. R., Shapira, S. N., Maddipati, R., Aiello, N. M., Thung, S. N., Wells, R. G., Greenbaum, L. E., & Stanger, B. Z. (2013) · Genes & Development · doi:10.1101/gad.207803.112 · Cited by 484 · see citing works
Intestinal crypt homeostasis revealed at single-stem-cell level by in vivo live imaging
Ritsma, L., Ellenbroek, S. I. J., Zomer, A., Snippert, H. J. G., de Sauvage, F. J., Simons, B. D., Clevers, H. C., & van Rheenen, J. (2014) · Nature · doi:10.1038/nature12972 · Cited by 481 · see citing works
Analyzing proteome topology and function by automated multidimensional fluorescence microscopy
SCHUBERT, W. J., Bonnekoh, B., Pommer, A. J., Philipsen, L., Böckelmann, R., Malykh, Y. N., Gollnick, H. P. M., Friedenberger, M., Bode, M., & Dress, A. (2006) · Nature Biotechnology · doi:10.1038/nbt1250 · Cited by 481 · see citing works
Moor, A. E., Harnik, Y., Ben-Moshe, S., Massasa, E. E., Rozenberg, M., Eilam, R., Bahar Halpern, K., & Itzkovitz, S. (2018) · Cell · doi:10.1016/j.cell.2018.08.063 · Cited by 480 · see citing works
Cytosystems dynamics in self-organization of tissue architecture
Sasai, Y. (2013) · Nature · doi:10.1038/nature11859 · Cited by 475 · see citing works
Single-cell systems biology by super-resolution imaging and combinatorial labeling
Lubeck, E., & Cai, L. (2012) · Nature Methods · doi:10.1038/nmeth.2069 · Cited by 462 · see citing works
Whole-organism clone tracing using single-cell sequencing
Alemany, A., Florescu, M., Baron, C. S., Peterson-Maduro, J., & van Oudenaarden, A. (2018) · Nature · doi:10.1038/nature25969 · Cited by 447 · see citing works
Synthetic recording and in situ readout of lineage information in single cells
Frieda, K. L., Linton, J. M., Hormoz, S., Choi, J., Chow, K.-H. K., Singer, Z. S., Budde, M. W., Elowitz, M. B., & Cai, L. (2017) · Nature · doi:10.1038/nature20777 · Cited by 440 · see citing works
SABER amplifies FISH: enhanced multiplexed imaging of RNA and DNA in cells and tissues
Kishi, J. Y., Lapan, S. W., Beliveau, B. J., West, E. R., Zhu, A., Sasaki, H. M., Saka, S. K., Wang, Y., Cepko, C. L., & Yin, P. (2019) · Nature Methods · doi:10.1038/s41592-019-0404-0 · Cited by 440 · see citing works
Dll1- and Dll4-Mediated Notch Signaling Are Required for Homeostasis of Intestinal Stem Cells
Pellegrinet, L., Rodilla, V., Liu, Z., Chen, S., Koch, U., Espinosa, L., Kaestner, K. H., Kopan, R., Lewis, J. H., & Radtke, F. (2011) · Gastroenterology · doi:10.1053/j.gastro.2011.01.005 · Cited by 426 · see citing works
Nanoscale imaging of RNA with expansion microscopy
Chen, F., Wassie, A. T., Coté, A., Sinha, A., Alon, S., Asano, S. M., Daugharthy, E. R., Chang, J., Marblestone, A. H., Church, G. M., et al. (2016) · Nature Methods · doi:10.1038/nmeth.3899 · Cited by 411 · see citing works
Kumar, M. P., Du, J., Lagoudas, G., Yang, J., Sawyer, A. J., Drummond, D. C., Lauffenburger, D. A., & Raue, A. (2018) · Cell Reports · doi:10.1016/j.celrep.2018.10.047 · Cited by 410 · see citing works
The hope and the hype of organoid research
Huch, M., Knoblich, J. A., Lutolf, M. P., & Martinez-Arias, A. (2017) · Development · doi:10.1242/dev.150201 · Cited by 409 · see citing works
Population context determines cell-to-cell variability in endocytosis and virus infection
Snijder, B., Sacher, R., Rämö, P., Damm, E.-M., Liberali, P., & Pelkmans, L. (2009) · Nature · doi:10.1038/nature08282 · Cited by 401 · see citing works
Self-citationHigh-throughput spatial mapping of single-cell RNA-seq data to tissue of origin
Achim, K., Pettit, J.-B., Saraiva, L. R., Gavriouchkina, D., Larsson, T., Arendt, D., & Marioni, J. C. (2015) · Nature Biotechnology · doi:10.1038/nbt.3209 · Cited by 395 · see citing works
The promise of spatial transcriptomics for neuroscience in the era of molecular cell typing
Lein, E., Borm, L. E., & Linnarsson, S. (2017) · Science · doi:10.1126/science.aan6827 · Cited by 383 · see citing works
The emergent landscape of the mouse gut endoderm at single-cell resolution
Nowotschin, S., Setty, M., Kuo, Y.-Y., Liu, V., Garg, V., Sharma, R., Simon, C. S., Saiz, N., Gardner, R., Boutet, S. C., et al. (2019) · Nature · doi:10.1038/s41586-019-1127-1 · Cited by 383 · see citing works
Single-cell mapping of lineage and identity in direct reprogramming
Biddy, B. A., Kong, W., Kamimoto, K., Guo, C., Waye, S. E., Sun, T., & Morris, S. A. (2018) · Nature · doi:10.1038/s41586-018-0744-4 · Cited by 381 · see citing works
Transit-Amplifying Cells Orchestrate Stem Cell Activity and Tissue Regeneration
Hsu, Y., Li, L., & Fuchs, E. V. (2014) · Cell · doi:10.1016/j.cell.2014.02.057 · Cited by 379 · see citing works
Circadian Expression of Clock Genes in Human Oral Mucosa and Skin
Bjarnason, G. A., Jordan, R. C., Wood, P. A., Li, Q., Lincoln, D. W., Sothern, R. B., Hrushesky, W. J. M., & Ben‐David, Y. (2001) · American Journal Of Pathology · doi:10.1016/s0002-9440(10)64135-1 · Cited by 379 · see citing works
Single-Cell Transcriptomics Meets Lineage Tracing
Kester, L., & van Oudenaarden, A. (2018) · Cell Stem Cell · doi:10.1016/j.stem.2018.04.014 · Cited by 375 · see citing works
The Drosophila embryo at single-cell transcriptome resolution
Karaiskos, N., Wahle, P., Alles, J., Boltengagen, A., Ayoub, S., Kipar, C., Kocks, C., Rajewsky, N., & Zinzen, R. P. (2017) · Science · doi:10.1126/science.aan3235 · Cited by 371 · see citing works
Calegari, F., & Huttner, W. Β. (2003) · Journal of Cell Science · doi:10.1242/jcs.00825 · Cited by 367 · see citing works
Lan, H. Y., Mu, W., Nikolic‐Paterson, D. J., et al. (1995) · Journal of Histochemistry & Cytochemistry · doi:10.1177/43.1.7822770 · Cited by 364 · see citing works
Intestinal Enteroendocrine Lineage Cells Possess Homeostatic and Injury-Inducible Stem Cell Activity
Yan, K. S., Gevaert, O., Zheng, G. X. Y., Anchang, B., Probert, C. S., Larkin, K. A., Davies, P. S., Cheng, Z., Kaddis, J. S., Han, A. S., et al. (2017) · Cell stem cell · doi:10.1016/j.stem.2017.06.014 · Cited by 353 · see citing works
Origins of regulated cell-to-cell variability
Snijder, B., & Pelkmans, L. (2011) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm3044 · Cited by 346 · see citing works
Identification of Enteroendocrine Regulators by Real-Time Single-Cell Differentiation Mapping
Gehart, H., van Es, J. H., Hamer, K., Beumer, J., Kretzschmar, K., Dekkers, J. F., Rios, A., & Clevers, H. (2019) · Cell · doi:10.1016/j.cell.2018.12.029 · Cited by 346 · see citing works
Fundamental limits on dynamic inference from single-cell snapshots
Weinreb, C., Wolock, S., Tusi, B. K., Socolovsky, M., & Klein, A. M. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1714723115 · Cited by 341 · see citing works
Spatial transcriptomic analysis of cryosectioned tissue samples with Geo-seq
Chen, J., Suo, S., Tam, P. P., Han, J.-D. J., Peng, G., & Jing, N. (2017) · Nature Protocols · doi:10.1038/nprot.2017.003 · Cited by 339 · see citing works
Laser capture microscopy coupled with Smart-seq2 for precise spatial transcriptomic profiling
Nichterwitz, S., Chen, G., Benitez, J. A., Yilmaz, M., Storvall, H., Cao, M., Sandberg, R., Deng, Q., & Hedlund, E. (2016) · Nature Communications · doi:10.1038/ncomms12139 · Cited by 331 · see citing works
Control of Transcript Variability in Single Mammalian Cells
Battich, N., Stoeger, T., & Pelkmans, L. (2015) · Cell · doi:10.1016/j.cell.2015.11.018 · Cited by 324 · see citing works
The Epidermis Comprises Autonomous Compartments Maintained by Distinct Stem Cell Populations
Page, M. E., Lombard, P., Ng, F., Göttgens, B., & Jensen, K. B. (2013) · Cell Stem Cell · doi:10.1016/j.stem.2013.07.010 · Cited by 320 · see citing works
Michalopoulos, G. K., Barua, L., & Bowen, W. C. (2005) · Hepatology · doi:10.1002/hep.20600 · Cited by 319 · see citing works
Dynamics and Spatial Genomics of the Nascent Transcriptome by Intron seqFISH
Shah, S., Takei, Y., Zhou, W., Lubeck, E., Yun, J., Eng, C.-H. L., Koulena, N., Cronin, C. J., Karp, C., Liaw, E. J., et al. (2018) · Cell · doi:10.1016/j.cell.2018.05.035 · Cited by 316 · see citing works
From morphogen to morphogenesis and back
Gilmour, D. T., Rembold, M., & Leptin, M. (2017) · Nature · doi:10.1038/nature21348 · Cited by 311 · see citing works
Moffitt, J. R., Hao, J., Bambah-Mukku, D., Lu, T., Dulac, C., & Zhuang, X. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1617699113 · Cited by 308 · see citing works
Integrin signalling regulates YAP/TAZ to control skin homeostasis
Elbediwy, A., Vincent‐Mistiaen, Z. I., Spencer‐Dene, B., Stone, R. K., Boeing, S., Wculek, S. K., Cordero, J., Tan, E. H., Ridgway, R., Brunton, V. G., et al. (2016) · Development · doi:10.1242/dev.133728 · Cited by 307 · see citing works
Hippo Signaling in the Liver Regulates Organ Size, Cell Fate, and Carcinogenesis
Patel, S. H., Camargo, F. D., & Yimlamai, D. (2016) · Gastroenterology · doi:10.1053/j.gastro.2016.10.047 · Cited by 296 · see citing works
Miroshnikova, Y. A., Le, H. Q., Schneider, D., Thalheim, T., Rübsam, M., Bremicker, N., Polleux, J., Kamprad, N., Tarantola, M., Wang, I., et al. (2017) · Nature Cell Biology · doi:10.1038/s41556-017-0005-z · Cited by 296 · see citing works
Schulz, D., Zanotelli, V. R., Fischer, J. R., Schapiro, D., Engler, S., Lun, X., Jackson, H. W., & Bodenmiller, B. (2017) · Cell Systems · doi:10.1016/j.cels.2017.12.001 · Cited by 279 · see citing works
A short G1 phase is an intrinsic determinant of naïve embryonic stem cell pluripotency
Coronado, D., Godet, M., Bourillot, P.-Y., Tapponnier, Y., Bernat, A., Petit, M., Afanassieff, M., Markossian, S., Malashicheva, A., Iacone, R., et al. (2012) · Stem Cell Research · doi:10.1016/j.scr.2012.10.004 · Cited by 273 · see citing works
Rethinking Differentiation: Stem Cells, Regeneration, and Plasticity
Alvarado, A. S., & Yamanaka, S. (2014) · Cell · doi:10.1016/j.cell.2014.02.041 · Cited by 272 · see citing works
Image-based transcriptomics in thousands of single human cells at single-molecule resolution
Battich, N., Stoeger, T., & Pelkmans, L. (2013) · Nature Methods · doi:10.1038/nmeth.2657 · Cited by 269 · see citing works
Epithelial mechanobiology, skin wound healing, and the stem cell niche
Evans, N. D., Oreffo, R. O. C., Healy, E., Thurner, P. J., & Man, Y. H. (2013) · Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials · doi:10.1016/j.jmbbm.2013.04.023 · Cited by 261 · see citing works
Multi-target spectrally resolved fluorescence lifetime imaging microscopy
Niehörster, T., Löschberger, A., Gregor, I., et al. (2016) · Nature Methods · doi:10.1038/nmeth.3740 · Cited by 259 · see citing works
Multiplexed imaging of high-density libraries of RNAs with MERFISH and expansion microscopy
Wang, G., Moffitt, J. R., & Zhuang, X. (2018) · Scientific Reports · doi:10.1038/s41598-018-22297-7 · Cited by 259 · see citing works
Panciera, T., Azzolin, L., Fujimura, A., Biagio, D. D., Frasson, C., Bresolin, S., Soligo, S., Basso, G., Bicciato, S., Rosato, A., et al. (2016) · Cell stem cell · doi:10.1016/j.stem.2016.08.009 · Cited by 255 · see citing works
Stem cell dynamics in homeostasis and cancer of the intestine
Vermeulen, L., & Snippert, H. J. G. (2014) · Nature reviews. Cancer · doi:10.1038/nrc3744 · Cited by 250 · see citing works
Zhu, Q., Shah, S., Dries, R., Cai, L., & Yuan, G. (2018) · Nature Biotechnology · doi:10.1038/nbt.4260 · Cited by 248 · see citing works
Spatial reconstruction of immune niches by combining photoactivatable reporters and scRNA-seq
Medaglia, C., Giladi, A., Stoler‐Barak, L., Giovanni, M. D., Salame, T., Biram, A., David, E., Li, H., Iannacone, M., Shulman, Z., et al. (2017) · Science · doi:10.1126/science.aao4277 · Cited by 237 · see citing works
Concepts and limitations for learning developmental trajectories from single cell genomics
Tritschler, S., Büttner, M., Fischer, D. S., Lange, M., Bergen, V., Lickert, H., & Theis, F. J. (2019) · Development · doi:10.1242/dev.170506 · Cited by 233 · see citing works
Continuous genetic recording with self-targeting CRISPR-Cas in human cells
Perli, S. D., Cui, C. H., & Lu, T. K. (2016) · Science · doi:10.1126/science.aag0511 · Cited by 231 · see citing works
Multiplexed Epitope-Based Tissue Imaging for Discovery and Healthcare Applications
Bodenmiller, B. (2016) · Cell Systems · doi:10.1016/j.cels.2016.03.008 · Cited by 230 · see citing works
Defining Adult Stem Cells by Function, not by Phenotype
Clevers, H. C., & Watt, F. M. (2018) · Annual Review of Biochemistry · doi:10.1146/annurev-biochem-062917-012341 · Cited by 226 · see citing works
Morikawa, Y., Zhang, M., Heallen, T. R., Leach, J. P., Tao, G., Xiao, Y., Bai, Y., Li, W., Willerson, J. T., & Martin, J. F. (2015) · Science Signaling · doi:10.1126/scisignal.2005781 · Cited by 221 · see citing works
Zhao, R., Fallon, T. R., Saladi, S. V., Pardo–Saganta, A., Villoria, J., Mou, H., Vinarský, V., Gonzalez-Celeiro, M., Nunna, N., Hariri, L. P., et al. (2014) · Developmental Cell · doi:10.1016/j.devcel.2014.06.004 · Cited by 219 · see citing works
Tóth, Z., & Mezey, É. (2007) · Journal of Histochemistry & Cytochemistry · doi:10.1369/jhc.6a7134.2007 · Cited by 218 · see citing works
Guide to light-sheet microscopy for adventurous biologists
Reynaud, E. G., Peychl, J., Huisken, J., & Tomančák, P. (2014) · Nature Methods · doi:10.1038/nmeth.3222 · Cited by 212 · see citing works
Shah, S., Lubeck, E., Schwarzkopf, M., He, T.-F., Greenbaum, A., Sohn, C. H., Lignell, A., Choi, H. M. T., Gradinaru, V., Pierce, N. A., et al. (2016) · Development · doi:10.1242/dev.138560 · Cited by 210 · see citing works
Tsurui, H., Nishimura, H., Hattori, S., Hirose, S., Okumura, K., & Shirai, T. (2000) · Journal of Histochemistry & Cytochemistry · doi:10.1177/002215540004800509 · Cited by 208 · see citing works
Inverted light-sheet microscope for imaging mouse pre-implantation development
Strnad, P., Günther, S., Reichmann, J., et al. (2015) · Nature Methods · doi:10.1038/nmeth.3690 · Cited by 207 · see citing works
Homeostatic Epidermal Stem Cell Self-Renewal Is Driven by Local Differentiation
Mesa, K. R., Kawaguchi, K., Cockburn, K., Gonzalez, D. G., Boucher, J. D., Xin, T., Klein, A. M., & Greco, V. (2018) · Cell stem cell · doi:10.1016/j.stem.2018.09.005 · Cited by 199 · see citing works
Signaling in the stem cell niche: regulating cell fate, function and plasticity
Chacón‐Martínez, C. A., Koester, J., & Wickström, S. A. (2018) · Development · doi:10.1242/dev.165399 · Cited by 193 · see citing works
Human airway organoid engineering as a step toward lung regeneration and disease modeling
Tan, Q., Choi, K. M., Sicard, D., & Tschumperlin, D. J. (2017) · Biomaterials · doi:10.1016/j.biomaterials.2016.10.046 · Cited by 191 · see citing works
Designing Synthetic Regulatory Networks Capable of Self-Organizing Cell Polarization
Chau, A. H., Walter, J. M., Gerardin, J., Tang, C., & Lim, W. A. (2012) · Cell · doi:10.1016/j.cell.2012.08.040 · Cited by 188 · see citing works
Cdks and cyclins link G1length and differentiation of embryonic, neural and hematopoietic stem cells
Lange, C. M., & Calegari, F. (2010) · Cell Cycle · doi:10.4161/cc.9.10.11598 · Cited by 180 · see citing works
SLICE: determining cell differentiation and lineage based on single cell entropy
Guo, M., Bao, E. L., Wagner, M., Whitsett, J. A., & Xu, Y. (2016) · Nucleic Acids Research · doi:10.1093/nar/gkw1278 · Cited by 178 · see citing works
Herring, C. A., Banerjee, A., McKinley, E. T., Simmons, A. J., Ping, J., Roland, J. T., Franklin, J. L., Liu, Q., Gerdes, M. J., Coffey, R. J., et al. (2017) · Cell Systems · doi:10.1016/j.cels.2017.10.012 · Cited by 178 · see citing works
Stem Cell Heterogeneity and Plasticity in Epithelia
Donati, G., & Watt, F. M. (2015) · Cell stem cell · doi:10.1016/j.stem.2015.04.014 · Cited by 169 · see citing works
Single‐cell analysis of population context advances RNAi screening at multiple levels
Snijder, B., Sacher, R., Rämö, P., Liberali, P., Mench, K., Wolfrum, N., Burleigh, L. M., Scott, C. C., Verheije, M. H., Mercer, J., et al. (2012) · Molecular Systems Biology · doi:10.1038/msb.2012.9 · Cited by 169 · see citing works
Self-citationUsing Cell-to-Cell Variability—A New Era in Molecular Biology
Pelkmans, L. (2012) · Science · doi:10.1126/science.1222161 · Cited by 168 · see citing works
Single-Cell Genomics: A Stepping Stone for Future Immunology Discoveries
Giladi, A., & Amit, I. (2018) · Cell · doi:10.1016/j.cell.2017.11.011 · Cited by 168 · see citing works
Circadian regulation of cell cycle and apoptosis proteins in mouse bone marrow and tumor
Granda, T. G., Liu, X., Smaaland, R., Cermakian, N., Filipski, E., Sassone‐Corsi, P., & Lévi, F. (2004) · The FASEB Journal · doi:10.1096/fj.04-2665fje · Cited by 161 · see citing works
Hyperspectral phasor analysis enables multiplexed 5D in vivo imaging
Cutrale, F., Trivedi, V., Trinh, L. A., Chiu, C., Choi, J. M., Artiga, M. S., & Fraser, S. E. (2017) · Nature Methods · doi:10.1038/nmeth.4134 · Cited by 158 · see citing works
Spatial transcriptomics: paving the way for tissue-level systems biology
Moor, A. E., & Itzkovitz, S. (2017) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2017.02.004 · Cited by 158 · see citing works
Bouchard-Cannon, P., Mendoza-Viveros, L., Yuen, A., Kærn, M., & Cheng, H. M. (2013) · Cell Reports · doi:10.1016/j.celrep.2013.10.037 · Cited by 154 · see citing works
The evolving concept of cell identity in the single cell era
Morris, S. A. (2019) · Development · doi:10.1242/dev.169748 · Cited by 154 · see citing works
Plasticity within stem cell hierarchies in mammalian epithelia
Tetteh, P. W., Farin, H. F., & Clevers, H. C. (2014) · Trends in Cell Biology · doi:10.1016/j.tcb.2014.09.003 · Cited by 151 · see citing works
Rapid Sequential in Situ Multiplexing with DNA Exchange Imaging in Neuronal Cells and Tissues
Wang, Y., Woehrstein, J. B., Donoghue, N. D., Dai, M., Avendaño, M. S., Schackmann, R. C. J., Zoeller, J. J., Wang, S. S. H., Tillberg, P. W., Park, D., et al. (2017) · Nano Letters · doi:10.1021/acs.nanolett.7b02716 · Cited by 151 · see citing works
Prospective Identification of a Multilineage Progenitor in Murine Stomach Epithelium
Qiao, X. T., Ziel, J. W., McKimpson, W. M., Madison, B., Todisco, A., Merchant, J. L., Samuelson, L. C., & Gumucio, D. L. (2007) · Gastroenterology · doi:10.1053/j.gastro.2007.09.031 · Cited by 146 · see citing works
Clevers, H. C. (2015) · Science · doi:10.1126/science.aad7016 · Cited by 144 · see citing works
Pirici, D. N., Mogoantă, L., Kumar‐Singh, S., Pirici, I., Mărgăritescu, C., Simionescu, C., & Stănescu, R. (2009) · Journal of Histochemistry & Cytochemistry · doi:10.1369/jhc.2009.953240 · Cited by 143 · see citing works
Haneman, B., & Harris, H. (1999) · Health and History · doi:10.2307/40111365 · Cited by 128 · see citing works
A Single-Cell Roadmap of Lineage Bifurcation in Human ESC Models of Embryonic Brain Development
Yao, Z., Mich, J. K., Ku, S., Menon, V., Krostag, A.-R., Martinez, R. A., Furchtgott, L., Mulholland, H., Bort, S. J., Fuqua, M. A., et al. (2016) · Cell stem cell · doi:10.1016/j.stem.2016.09.011 · Cited by 127 · see citing works
Liver regeneration: Alternative epithelial pathways
Michalopoulos, G. K. (2009) · The International Journal of Biochemistry & Cell Biology · doi:10.1016/j.biocel.2009.09.014 · Cited by 126 · see citing works
Hydrogel-Tissue Chemistry: Principles and Applications
Gradinaru, V., Treweek, J. B., Overton, K., & Deisseroth, K. A. (2018) · Annual Review of Biophysics · doi:10.1146/annurev-biophys-070317-032905 · Cited by 126 · see citing works
Sero, J., Sailem, H., Ardy, R. C., Almuttaqi, H., Zhang, T., & Bakal, C. (2015) · Molecular Systems Biology · doi:10.15252/msb.20145644 · Cited by 123 · see citing works
Network plasticity of pluripotency transcription factors in embryonic stem cells
Filipczyk, A. A., Marr, C., Hastreiter, S., Feigelman, J. S., Schwarzfischer, M., Hoppe, P. S., Loeffler, D., Kokkaliaris, K. D., Endele, M., Schauberger, B., et al. (2015) · Nature Cell Biology · doi:10.1038/ncb3237 · Cited by 121 · see citing works
Schmidt, F., Gasparoni, N., Gasparoni, G., Gianmoena, K., Cadenas, C., Polansky, J. K., Ebert, P., Nordström, K. J. V., Barann, M., Sinha, A. N., et al. (2016) · Nucleic Acids Research · doi:10.1093/nar/gkw1061 · Cited by 118 · see citing works
Vogetseder, A., Palan, T., Bacic, D., Kaissling, B., & Hir, M. L. (2006) · American Journal of Physiology-Cell Physiology · doi:10.1152/ajpcell.00301.2006 · Cited by 107 · see citing works
Cell-intrinsic adaptation of lipid composition to local crowding drives social behaviour
Fréchin, M., Stoeger, T., Daetwyler, S., et al. (2015) · Nature · doi:10.1038/nature14429 · Cited by 106 · see citing works
Profiling the transcriptome with RNA SPOTs
Eng, C.-H. L., Shah, S., Thomassie, J., & Cai, L. (2017) · Nature Methods · doi:10.1038/nmeth.4500 · Cited by 105 · see citing works
Lorenzo, C., Frongia, C., Jorand, R., Fehrenbach, J., Weiss, P. O., Maandhui, A., Gay, G., Ducommun, B., & Lobjois, V. (2011) · Cell Division · doi:10.1186/1747-1028-6-22 · Cited by 104 · see citing works
From single cells to tissue self‐organization
dos Santos, A. X. D. S., & Liberali, P. (2018) · FEBS Journal · doi:10.1111/febs.14694 · Cited by 102 · see citing works
Self-citationTrajectories of cell-cycle progression from fixed cell populations
Gut, G., Tadmor, M. D., Pe’er, D., Pelkmans, L., & Liberali, P. (2015) · Nature Methods · doi:10.1038/nmeth.3545 · Cited by 100 · see citing works
Self-citationChen, J., Ding, L., Viana, M. P., Lee, H., Sluezwski, M. F., Morris, B., Hendershott, M. C., Yang, R., Mueller, I. A., & Rafelski, S. M. (2018) · doi:10.1101/491035 · Cited by 99 · see citing works
Inferring Cell-State Transition Dynamics from Lineage Trees and Endpoint Single-Cell Measurements
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Schwann, T., Smith, H., & Schleiden, M. J. (1847) · Sydenham Society eBooks · doi:10.5962/bhl.title.17276 · Cited by 72 · see citing works
Chen, J., Schlitzer, A., Chakarov, S., Ginhoux, F., & Poidinger, M. (2016) · Nature Communications · doi:10.1038/ncomms11988 · Cited by 72 · see citing works
Costa, A., Candeo, A., Fieramonti, L., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0075646 · Cited by 69 · see citing works
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Schulz, D., Zanotelli, V. R., Fischer, J. R., Schapiro, D., Engler, S., Lun, X., Jackson, H. W., & Bodenmiller, B. (2018) · Cell Systems · doi:10.1016/j.cels.2018.04.004 · Cited by 48 · see citing works
Dickmeis, T., & Foulkes, N. S. (2011) · Molecular and Cellular Endocrinology · doi:10.1016/j.mce.2010.09.001 · Cited by 47 · see citing works
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- Authors
- Mayr, U., Serra, D., & Liberali, P.
- Affiliations
- University of Basel (CH)
- Corresponding author
- Liberali, Prisca
- Venue
- Development
- Publisher
- The Company of Biologists
- Published
- 2019-06-15
- Volume
- 146
- Issue
- 12
- ISSN
- 0950-1991 (ISSN-L)
- 1477-9129
- OpenAlex
- W2955686125
- Cited by
- 63
- References
- 202
- Citations by year
- 2026: 4 · 2025: 5 · 2024: 5 · 2023: 3 · 2022: 8 · 2021: 19 · 2020: 13 · 2019: 6
- FWCI
- 1.01
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Development (publishedVersion)
- PubMed (publishedVersion)
- HighWire Press Open Archive (submittedVersion)
- Funders
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (POOP3_157531)
- European Research Council (758617)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Single-cell and spatial transcriptomics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Developmental Biology and Gene Regulation
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Keywords
- single-cell analysis, histogenesis, tissue homeostasis, tissue regeneration, gene regulatory networks, cell-cell interactions, spatiotemporal gene expression, single-cell transcriptomics, single-cell proteomics
- MeSH terms
- Animals, Homeostasis, Humans, Regeneration, RNA, Messenger, Developmental Biology, In Situ Hybridization, Fluorescence, Gene Expression Regulation, Developmental, Cell Lineage, Proteome, RNA, Small Cytoplasmic, Mice, Gene Regulatory Networks, Single-Cell Analysis
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