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Guan G, Li Z, Ma Y, Ye P, Cao J, Wong MK, Ho VWS, Chan LY, Yan H, Tang C, Zhao Z. Cell lineage-resolved embryonic morphological map reveals signaling associated with cell fate and size asymmetry. Nat Commun 2025; 16:3700. [PMID: 40251161 PMCID: PMC12008310 DOI: 10.1038/s41467-025-58878-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Accepted: 04/04/2025] [Indexed: 04/20/2025] Open
Abstract
How cells change shape is crucial for the development of tissues, organs and embryos. However, studying these shape changes in detail is challenging. Here we present a comprehensive real-time cellular map that covers over 95% of the cells formed during Caenorhabditis elegans embryogenesis, featuring nearly 400,000 3D cell regions. This map includes information on each cell's identity, lineage, fate, shape, volume, surface area, contact area, and gene expression profiles, all accessible through our user-friendly software and website. Our map allows for detailed analysis of key developmental processes, including dorsal intercalation, intestinal formation, and muscle assembly. We show how Notch and Wnt signaling pathways, along with mechanical forces from cell interactions, regulate cell fate decisions and size asymmetries. Our findings suggest that repeated Notch signaling drives size disparities in the large excretory cell, which functions like a kidney. This work sets the stage for in-depth studies of the mechanisms controlling cell fate differentiation and morphogenesis.
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Affiliation(s)
- Guoye Guan
- Center for Quantitative Biology, Peking University, Beijing, China
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Zelin Li
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong SAR, China
- Centre for Intelligent Multidimensional Data Analysis, Hong Kong Science Park, Hong Kong SAR, China
| | - Yiming Ma
- Department of Biology, Hong Kong Baptist University, Hong Kong SAR, China
| | - Pohao Ye
- Department of Biology, Hong Kong Baptist University, Hong Kong SAR, China
| | - Jianfeng Cao
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong SAR, China
- Centre for Intelligent Multidimensional Data Analysis, Hong Kong Science Park, Hong Kong SAR, China
- School of Biomedical Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China
| | - Ming-Kin Wong
- Department of Biology, Hong Kong Baptist University, Hong Kong SAR, China
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Vincy Wing Sze Ho
- Department of Biology, Hong Kong Baptist University, Hong Kong SAR, China
- Department of Surgery, Chinese University of Hong Kong, Hong Kong SAR, China
| | - Lu-Yan Chan
- Department of Biology, Hong Kong Baptist University, Hong Kong SAR, China
- Department of Surgery, Chinese University of Hong Kong, Hong Kong SAR, China
| | - Hong Yan
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong SAR, China.
- Centre for Intelligent Multidimensional Data Analysis, Hong Kong Science Park, Hong Kong SAR, China.
| | - Chao Tang
- Center for Quantitative Biology, Peking University, Beijing, China.
- Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, China.
- School of Physics, Peking University, Beijing, China.
| | - Zhongying Zhao
- Department of Biology, Hong Kong Baptist University, Hong Kong SAR, China.
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Broitman-Maduro G, Maduro MF. Evolutionary Change in Gut Specification in Caenorhabditis Centers on the GATA Factor ELT-3 in an Example of Developmental System Drift. J Dev Biol 2023; 11:32. [PMID: 37489333 PMCID: PMC10366740 DOI: 10.3390/jdb11030032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 07/04/2023] [Accepted: 07/06/2023] [Indexed: 07/26/2023] Open
Abstract
Cells in a developing animal embryo become specified by the activation of cell-type-specific gene regulatory networks. The network that specifies the gut in the nematode Caenorhabditis elegans has been the subject of study for more than two decades. In this network, the maternal factors SKN-1/Nrf and POP-1/TCF activate a zygotic GATA factor cascade consisting of the regulators MED-1,2 → END-1,3 → ELT-2,7, leading to the specification of the gut in early embryos. Paradoxically, the MED, END, and ELT-7 regulators are present only in species closely related to C. elegans, raising the question of how the gut can be specified without them. Recent work found that ELT-3, a GATA factor without an endodermal role in C. elegans, acts in a simpler ELT-3 → ELT-2 network to specify gut in more distant species. The simpler ELT-3 → ELT-2 network may thus represent an ancestral pathway. In this review, we describe the elucidation of the gut specification network in C. elegans and related species and propose a model by which the more complex network might have formed. Because the evolution of this network occurred without a change in phenotype, it is an example of the phenomenon of Developmental System Drift.
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Affiliation(s)
- Gina Broitman-Maduro
- Department of Molecular, Cell, and Systems Biology, University of California-Riverside, Riverside, CA 92521, USA
| | - Morris F Maduro
- Department of Molecular, Cell, and Systems Biology, University of California-Riverside, Riverside, CA 92521, USA
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Abstract
As multi-cellular organisms evolved from small clusters of cells to complex metazoans, biological tubes became essential for life. Tubes are typically thought of as mainly playing a role in transport, with the hollow space (lumen) acting as a conduit to distribute nutrients and waste, or for gas exchange. However, biological tubes also provide a platform for physiological, mechanical, and structural functions. Indeed, tubulogenesis is often a critical aspect of morphogenesis and organogenesis. C. elegans is made up of tubes that provide structural support and protection (the epidermis), perform the mechanical and enzymatic processes of digestion (the buccal cavity, pharynx, intestine, and rectum), transport fluids for osmoregulation (the excretory system), and execute the functions necessary for reproduction (the germline, spermatheca, uterus and vulva). Here we review our current understanding of the genetic regulation, molecular processes, and physical forces involved in tubulogenesis and morphogenesis of the epidermal, digestive and excretory systems in C. elegans.
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Affiliation(s)
- Daniel D Shaye
- Department of Physiology and Biophysics, University of Illinois at Chicago-College of Medicine, Chicago, IL, United States.
| | - Martha C Soto
- Department of Pathology and Laboratory Medicine, Rutgers-Robert Wood Johnson Medical School, Piscataway, NJ, United States.
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Cao J, Wong MK, Zhao Z, Yan H. 3DMMS: robust 3D Membrane Morphological Segmentation of C. elegans embryo. BMC Bioinformatics 2019; 20:176. [PMID: 30961566 PMCID: PMC6454620 DOI: 10.1186/s12859-019-2720-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2018] [Accepted: 03/12/2019] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Understanding the cellular architecture is a fundamental problem in various biological studies. C. elegans is widely used as a model organism in these studies because of its unique fate determinations. In recent years, researchers have worked extensively on C. elegans to excavate the regulations of genes and proteins on cell mobility and communication. Although various algorithms have been proposed to analyze nucleus, cell shape features are not yet well recorded. This paper proposes a method to systematically analyze three-dimensional morphological cellular features. RESULTS Three-dimensional Membrane Morphological Segmentation (3DMMS) makes use of several novel techniques, such as statistical intensity normalization, and region filters, to pre-process the cell images. We then segment membrane stacks based on watershed algorithms. 3DMMS achieves high robustness and precision over different time points (development stages). It is compared with two state-of-the-art algorithms, RACE and BCOMS. Quantitative analysis shows 3DMMS performs best with the average Dice ratio of 97.7% at six time points. In addition, 3DMMS also provides time series of internal and external shape features of C. elegans. CONCLUSION We have developed the 3DMMS based technique for embryonic shape reconstruction at the single-cell level. With cells accurately segmented, 3DMMS makes it possible to study cellular shapes and bridge morphological features and biological expression in embryo research.
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Affiliation(s)
- Jianfeng Cao
- Department of Electronic Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Ming-Kin Wong
- Department of Biology, Hong Kong Baptist University, Kowloon Tong, Hong Kong
| | - Zhongying Zhao
- Department of Biology, Hong Kong Baptist University, Kowloon Tong, Hong Kong
| | - Hong Yan
- Department of Electronic Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong
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