1
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Kiontke KC, Herrera RA, Mason DA, Woronik A, Vernooy S, Patel Y, Fitch DHA. Tissue-specific RNA-seq defines genes governing male tail tip morphogenesis in C. elegans. Development 2024; 151:dev202787. [PMID: 39253748 DOI: 10.1242/dev.202787] [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: 02/13/2024] [Accepted: 08/21/2024] [Indexed: 09/11/2024]
Abstract
Caenorhabditis elegans males undergo sex-specific tail tip morphogenesis (TTM) under the control of the DM-domain transcription factor DMD-3. To find genes regulated by DMD-3, we performed RNA-seq of laser-dissected tail tips. We identified 564 genes differentially expressed (DE) in wild-type males versus dmd-3(-) males and hermaphrodites. The transcription profile of dmd-3(-) tail tips is similar to that in hermaphrodites. For validation, we analyzed transcriptional reporters for 49 genes and found male-specific or male-biased expression for 26 genes. Only 11 DE genes overlapped with genes found in a previous RNAi screen for defective TTM. GO enrichment analysis of DE genes finds upregulation of genes within the unfolded protein response pathway and downregulation of genes involved in cuticle maintenance. Of the DE genes, 40 are transcription factors, indicating that the gene network downstream of DMD-3 is complex and potentially modular. We propose modules of genes that act together in TTM and are co-regulated by DMD-3, among them the chondroitin synthesis pathway and the hypertonic stress response.
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Affiliation(s)
- Karin C Kiontke
- Department of Biology, New York University, 100 Washington Square East, New York, NY 10003, USA
| | | | - D Adam Mason
- Biology Department, Siena College, 515 Loudon Road, Loudonville, NY 12211, USA
| | - Alyssa Woronik
- Sacred Heart University, 5151 Park Avenue, Fairfield, CT 06825, USA
| | - Stephanie Vernooy
- Biology Department, Siena College, 515 Loudon Road, Loudonville, NY 12211, USA
| | - Yash Patel
- Department of Biology, New York University, 100 Washington Square East, New York, NY 10003, USA
| | - David H A Fitch
- Department of Biology, New York University, 100 Washington Square East, New York, NY 10003, USA
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2
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Gigante ED, Piekarz KM, Gurgis A, Cohen L, Razy-Krajka F, Popsuj S, Johnson CJ, Ali HS, Mohana Sundaram S, Stolfi A. Specification and survival of post-metamorphic branchiomeric neurons in a non-vertebrate chordate. Development 2024; 151:dev202719. [PMID: 38895900 PMCID: PMC11273300 DOI: 10.1242/dev.202719] [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: 01/22/2024] [Accepted: 06/10/2024] [Indexed: 06/21/2024]
Abstract
Tunicates are the sister group to the vertebrates, yet most species have a life cycle split between swimming larva and sedentary adult phases. During metamorphosis, larval neurons are replaced by adult-specific ones. The regulatory mechanisms underlying this replacement remain largely unknown. Using tissue-specific CRISPR/Cas9-mediated mutagenesis in the tunicate Ciona, we show that orthologs of conserved hindbrain and branchiomeric neuron regulatory factors Pax2/5/8 and Phox2 are required to specify the 'neck', a cellular compartment set aside in the larva to give rise to cranial motor neuron-like neurons post-metamorphosis. Using bulk and single-cell RNA-sequencing analyses, we characterize the transcriptome of the neck downstream of Pax2/5/8. We present evidence that neck-derived adult ciliomotor neurons begin to differentiate in the larva and persist through metamorphosis, contrary to the assumption that the adult nervous system is formed after settlement and the death of larval neurons during metamorphosis. Finally, we show that FGF signaling during the larval phase alters the patterning of the neck and its derivatives. Suppression of FGF converts neck cells into larval neurons that fail to survive metamorphosis, whereas prolonged FGF signaling promotes an adult neural stem cell-like fate.
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Affiliation(s)
- Eduardo D. Gigante
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Katarzyna M. Piekarz
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Alexandra Gurgis
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
- Department of Biology, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Leslie Cohen
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Florian Razy-Krajka
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Sydney Popsuj
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Christopher J. Johnson
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Hussan S. Ali
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Shruthi Mohana Sundaram
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Alberto Stolfi
- School of Biological Sciences, College of Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
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3
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Tjärnberg A, Beheler-Amass M, Jackson CA, Christiaen LA, Gresham D, Bonneau R. Structure-primed embedding on the transcription factor manifold enables transparent model architectures for gene regulatory network and latent activity inference. Genome Biol 2024; 25:24. [PMID: 38238840 PMCID: PMC10797903 DOI: 10.1186/s13059-023-03134-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 11/30/2023] [Indexed: 01/22/2024] Open
Abstract
BACKGROUND Modeling of gene regulatory networks (GRNs) is limited due to a lack of direct measurements of genome-wide transcription factor activity (TFA) making it difficult to separate covariance and regulatory interactions. Inference of regulatory interactions and TFA requires aggregation of complementary evidence. Estimating TFA explicitly is problematic as it disconnects GRN inference and TFA estimation and is unable to account for, for example, contextual transcription factor-transcription factor interactions, and other higher order features. Deep-learning offers a potential solution, as it can model complex interactions and higher-order latent features, although does not provide interpretable models and latent features. RESULTS We propose a novel autoencoder-based framework, StrUcture Primed Inference of Regulation using latent Factor ACTivity (SupirFactor) for modeling, and a metric, explained relative variance (ERV), for interpretation of GRNs. We evaluate SupirFactor with ERV in a wide set of contexts. Compared to current state-of-the-art GRN inference methods, SupirFactor performs favorably. We evaluate latent feature activity as an estimate of TFA and biological function in S. cerevisiae as well as in peripheral blood mononuclear cells (PBMC). CONCLUSION Here we present a framework for structure-primed inference and interpretation of GRNs, SupirFactor, demonstrating interpretability using ERV in multiple biological and experimental settings. SupirFactor enables TFA estimation and pathway analysis using latent factor activity, demonstrated here on two large-scale single-cell datasets, modeling S. cerevisiae and PBMC. We find that the SupirFactor model facilitates biological analysis acquiring novel functional and regulatory insight.
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Affiliation(s)
- Andreas Tjärnberg
- Center for Developmental Genetics, New York University, New York, NY, 10003, USA.
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA.
- Department of Biology, NYU, New York, NY, 10008, USA.
- Mortimer B. Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, 10010, USA.
- Department of Neuro-Science, University of Wisconsin-Madison - Waisman Center, Madison, USA.
| | - Maggie Beheler-Amass
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA
- Department of Biology, NYU, New York, NY, 10008, USA
| | - Christopher A Jackson
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA
- Department of Biology, NYU, New York, NY, 10008, USA
| | - Lionel A Christiaen
- Center for Developmental Genetics, New York University, New York, NY, 10003, USA
- Department of Biology, NYU, New York, NY, 10008, USA
- Sars International Centre for Marine Molecular Biology, University of Bergen, Bergen, Norway
- Department of Heart Disease, Haukeland University Hospital, Bergen, Norway
| | - David Gresham
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA
- Department of Biology, NYU, New York, NY, 10008, USA
| | - Richard Bonneau
- Center For Genomics and Systems Biology, NYU, New York, NY, 10008, USA.
- Department of Biology, NYU, New York, NY, 10008, USA.
- Flatiron Institute, Center for Computational Biology, Simons Foundation, New York, NY, 10010, USA.
- Courant Institute of Mathematical Sciences, Computer Science Department, New York University, New York, NY, 10003, USA.
- Center For Data Science, NYU, New York, NY, 10008, USA.
- Prescient Design, a Genentech accelerator, New York, NY, 10010, USA.
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4
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Kiontke K, Herrera RA, Mason DA, Woronik A, Vernooy S, Patel Y, Fitch DHA. Tissue-specific RNA-seq defines genes governing male tail tip morphogenesis in C. elegans. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.12.575210. [PMID: 38260477 PMCID: PMC10802606 DOI: 10.1101/2024.01.12.575210] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Caenorhabditis elegans males undergo sex-specific tail tip morphogenesis (TTM) under the control of the transcription factor DMD-3. To find genes regulated by DMD-3, We performed RNA-seq of laser-dissected tail tips. We identified 564 genes differentially expressed (DE) in wild-type males vs. dmd-3(-) males and hermaphrodites. The transcription profile of dmd-3(-) tail tips is similar to that in hermaphrodites. For validation, we analyzed transcriptional reporters for 49 genes and found male-specific or male-biased expression for 26 genes. Only 11 DE genes overlapped with genes found in a previous RNAi screen for defective TTM. GO enrichment analysis of DE genes finds upregulation of genes within the UPR (unfolded protein response) pathway and downregulation of genes involved in cuticle maintenance. Of the DE genes, 40 are transcription factors, indicating that the gene network downstream of DMD-3 is complex and potentially modular. We propose modules of genes that act together in TTM and are coregulated by DMD-3, among them the chondroitin synthesis pathway and the hypertonic stress response.
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Affiliation(s)
- Karin Kiontke
- Department of Biology, New York University, 100 Washington Square E., New York, NY 10003
| | | | - D Adam Mason
- Biology Department, Siena College, 515 Loudon Road, Loudonville, NY 12211
| | - Alyssa Woronik
- Sacred Heart University, 5151 Park Avenue, Fairfield, CT 06825
| | - Stephanie Vernooy
- Biology Department, Siena College, 515 Loudon Road, Loudonville, NY 12211
| | - Yash Patel
- Department of Biology, New York University, 100 Washington Square E., New York, NY 10003
| | - David H A Fitch
- Department of Biology, New York University, 100 Washington Square E., New York, NY 10003
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5
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Pickett CJ, Gruner HN, Davidson B. Lhx3/4 initiates a cardiopharyngeal-specific transcriptional program in response to widespread FGF signaling. PLoS Biol 2024; 22:e3002169. [PMID: 38271304 PMCID: PMC10810493 DOI: 10.1371/journal.pbio.3002169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 12/21/2023] [Indexed: 01/27/2024] Open
Abstract
Individual signaling pathways, such as fibroblast growth factors (FGFs), can regulate a plethora of inductive events. According to current paradigms, signal-dependent transcription factors (TFs), such as FGF/MapK-activated Ets family factors, partner with lineage-determining factors to achieve regulatory specificity. However, many aspects of this model have not been rigorously investigated. One key question relates to whether lineage-determining factors dictate lineage-specific responses to inductive signals or facilitate these responses in collaboration with other inputs. We utilize the chordate model Ciona robusta to investigate mechanisms generating lineage-specific induction. Previous studies in C. robusta have shown that cardiopharyngeal progenitor cells are specified through the combined activity of FGF-activated Ets1/2.b and an inferred ATTA-binding transcriptional cofactor. Here, we show that the homeobox TF Lhx3/4 serves as the lineage-determining TF that dictates cardiopharyngeal-specific transcription in response to pleiotropic FGF signaling. Targeted knockdown of Lhx3/4 leads to loss of cardiopharyngeal gene expression. Strikingly, ectopic expression of Lhx3/4 in a neuroectodermal lineage subject to FGF-dependent specification leads to ectopic cardiopharyngeal gene expression in this lineage. Furthermore, ectopic Lhx3/4 expression disrupts neural plate morphogenesis, generating aberrant cell behaviors associated with execution of incompatible morphogenetic programs. Based on these findings, we propose that combinatorial regulation by signal-dependent and lineage-determinant factors represents a generalizable, previously uncategorized regulatory subcircuit we term "cofactor-dependent induction." Integration of this subcircuit into theoretical models will facilitate accurate predictions regarding the impact of gene regulatory network rewiring on evolutionary diversification and disease ontogeny.
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Affiliation(s)
- C. J. Pickett
- Department of Biology, Swarthmore College, Swarthmore, Pennsylvania, United States of America
| | - Hannah N. Gruner
- Department of Biology, Swarthmore College, Swarthmore, Pennsylvania, United States of America
| | - Bradley Davidson
- Department of Biology, Swarthmore College, Swarthmore, Pennsylvania, United States of America
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6
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Gigante ED, Piekarz KM, Gurgis A, Cohen L, Razy-Krajka F, Popsuj S, Ali HS, Sundaram SM, Stolfi A. Specification and survival of post-metamorphic branchiomeric neurons in the hindbrain of a non-vertebrate chordate. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.06.16.545305. [PMID: 37645866 PMCID: PMC10461979 DOI: 10.1101/2023.06.16.545305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
Tunicates are the sister group to the vertebrates, yet most species have a life cycle split between swimming larva and sedentary adult phases. During metamorphosis, larval neurons are largely replaced by adult-specific ones. Yet the regulatory mechanisms underlying this neural replacement remain largely unknown. Using tissue-specific CRISPR/Cas9-mediated mutagenesis in the tunicate Ciona, we show that orthologs of conserved hindbrain and branchiomeric neuron regulatory factors Pax2/5/8 and Phox2 are required to specify the "Neck", a compartment of cells set aside in the larva to give rise to cranial motor neuron-like neurons in the adult. Using bulk and single-cell RNAseq analyses, we also characterize the transcriptome of the Neck downstream of Pax2/5/8. Surprisingly, we find that Neck-derived adult ciliomotor neurons begin to differentiate in the larva, contrary to the long-held assumption that the adult nervous system is formed only after settlement and the death of larval neurons during metamorphosis. Finally, we show that manipulating FGF signaling during the larval phase alters the patterning of the Neck and its derivatives. Suppression of FGF converts Neck cells into larval neurons that fail to survive metamorphosis, while prolonged FGF signaling promotes an adult neural stem cell-like fate instead.
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Affiliation(s)
- Eduardo D Gigante
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
| | - Katarzyna M Piekarz
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
| | - Alexandra Gurgis
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
- Department of Biology, Case Western Reserve University, Cleveland, OH, 44106; USA
| | - Leslie Cohen
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
| | - Florian Razy-Krajka
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
| | - Sydney Popsuj
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
| | - Hussan S Ali
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
| | | | - Alberto Stolfi
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, 30332; USA
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Tjärnberg A, Beheler-Amass M, Jackson CA, Christiaen LA, Gresham D, Bonneau R. Structure primed embedding on the transcription factor manifold enables transparent model architectures for gene regulatory network and latent activity inference. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.02.526909. [PMID: 36778259 PMCID: PMC9915715 DOI: 10.1101/2023.02.02.526909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The modeling of gene regulatory networks (GRNs) is limited due to a lack of direct measurements of regulatory features in genome-wide screens. Most GRN inference methods are therefore forced to model relationships between regulatory genes and their targets with expression as a proxy for the upstream independent features, complicating validation and predictions produced by modeling frameworks. Separating covariance and regulatory influence requires aggregation of independent and complementary sets of evidence, such as transcription factor (TF) binding and target gene expression. However, the complete regulatory state of the system, e.g. TF activity (TFA) is unknown due to a lack of experimental feasibility, making regulatory relations difficult to infer. Some methods attempt to account for this by modeling TFA as a latent feature, but these models often use linear frameworks that are unable to account for non-linearities such as saturation, TF-TF interactions, and other higher order features. Deep learning frameworks may offer a solution, as they are capable of modeling complex interactions and capturing higher-order latent features. However, these methods often discard central concepts in biological systems modeling, such as sparsity and latent feature interpretability, in favor of increased model complexity. We propose a novel deep learning autoencoder-based framework, StrUcture Primed Inference of Regulation using latent Factor ACTivity (SupirFactor), that scales to single cell genomic data and maintains interpretability to perform GRN inference and estimate TFA as a latent feature. We demonstrate that SupirFactor outperforms current leading GRN inference methods, predicts biologically relevant TFA and elucidates functional regulatory pathways through aggregation of TFs.
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Affiliation(s)
- Andreas Tjärnberg
- Center for Developmental Genetics, New York University, New York 10003 NY, USA
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
- Mortimer B. Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, 10010, USA
| | - Maggie Beheler-Amass
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
| | - Christopher A Jackson
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
| | - Lionel A Christiaen
- Center for Developmental Genetics, New York University, New York 10003 NY, USA
- Department of Biology, NYU, New York, NY 10008, USA
- Sars International Centre for Marine Molecular Biology, University of Bergen, Bergen, Norway
- Department of Heart Disease, Haukeland University Hospital, Bergen, Norway
| | - David Gresham
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
| | - Richard Bonneau
- Center For Genomics and Systems Biology, NYU, New York, NY 10008, USA
- Department of Biology, NYU, New York, NY 10008, USA
- Flatiron Institute, Center for Computational Biology, Simons Foundation, New York, NY 10010, USA
- Courant Institute of Mathematical Sciences, Computer Science Department, New York University, New York, NY 10003, USA
- Center For Data Science, NYU, New York, NY 10008, USA
- Prescient Design, a Genentech accelerator, New York, NY, 10010, USA
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8
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Khalil K, Eon A, Janody F. Cell Architecture-Dependent Constraints: Critical Safeguards to Carcinogenesis. Int J Mol Sci 2022; 23:8622. [PMID: 35955754 PMCID: PMC9369145 DOI: 10.3390/ijms23158622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 07/29/2022] [Accepted: 07/30/2022] [Indexed: 02/04/2023] Open
Abstract
Animal cells display great diversity in their shape. These morphological characteristics result from crosstalk between the plasma membrane and the force-generating capacities of the cytoskeleton macromolecules. Changes in cell shape are not merely byproducts of cell fate determinants, they also actively drive cell fate decisions, including proliferation and differentiation. Global and local changes in cell shape alter the transcriptional program by a multitude of mechanisms, including the regulation of physical links between the plasma membrane and the nuclear envelope and the mechanical modulation of cation channels and signalling molecules. It is therefore not surprising that anomalies in cell shape contribute to several diseases, including cancer. In this review, we discuss the possibility that the constraints imposed by cell shape determine the behaviour of normal and pro-tumour cells by organizing the whole interconnected regulatory network. In turn, cell behaviour might stabilize cells into discrete shapes. However, to progress towards a fully transformed phenotype and to acquire plasticity properties, pro-tumour cells might need to escape these cell shape restrictions. Thus, robust controls of the cell shape machinery may represent a critical safeguard against carcinogenesis.
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Affiliation(s)
- Komal Khalil
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Rua Alfredo Allen, 208, 4200-135 Porto, Portugal; (K.K.); (A.E.)
- IPATIMUP—Instituto de Patologia e Imunologia Molecular da Universidade do Porto, Rua Dr. Roberto Frias s/n, 4200-465 Porto, Portugal
- Master Programme in Oncology, School of Medicine & Biomedical Sciences, University of Porto (ICBAS-UP), Rua Jorge Viterbo Ferreira 228, 4050-513 Porto, Portugal
| | - Alice Eon
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Rua Alfredo Allen, 208, 4200-135 Porto, Portugal; (K.K.); (A.E.)
- IPATIMUP—Instituto de Patologia e Imunologia Molecular da Universidade do Porto, Rua Dr. Roberto Frias s/n, 4200-465 Porto, Portugal
- Magistère Européen de Génétique, Université Paris Cité, 5 Rue Thomas Mann, 75013 Paris, France
| | - Florence Janody
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Rua Alfredo Allen, 208, 4200-135 Porto, Portugal; (K.K.); (A.E.)
- IPATIMUP—Instituto de Patologia e Imunologia Molecular da Universidade do Porto, Rua Dr. Roberto Frias s/n, 4200-465 Porto, Portugal
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9
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Bernadskaya YY, Yue H, Copos C, Christiaen L, Mogilner A. Supracellular organization confers directionality and mechanical potency to migrating pairs of cardiopharyngeal progenitor cells. eLife 2021; 10:e70977. [PMID: 34842140 PMCID: PMC8700272 DOI: 10.7554/elife.70977] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 11/26/2021] [Indexed: 12/26/2022] Open
Abstract
Physiological and pathological morphogenetic events involve a wide array of collective movements, suggesting that multicellular arrangements confer biochemical and biomechanical properties contributing to tissue-scale organization. The Ciona cardiopharyngeal progenitors provide the simplest model of collective cell migration, with cohesive bilateral cell pairs polarized along the leader-trailer migration path while moving between the ventral epidermis and trunk endoderm. We use the Cellular Potts Model to computationally probe the distributions of forces consistent with shapes and collective polarity of migrating cell pairs. Combining computational modeling, confocal microscopy, and molecular perturbations, we identify cardiopharyngeal progenitors as the simplest cell collective maintaining supracellular polarity with differential distributions of protrusive forces, cell-matrix adhesion, and myosin-based retraction forces along the leader-trailer axis. 4D simulations and experimental observations suggest that cell-cell communication helps establish a hierarchy to align collective polarity with the direction of migration, as observed with three or more cells in silico and in vivo. Our approach reveals emerging properties of the migrating collective: cell pairs are more persistent, migrating longer distances, and presumably with higher accuracy. Simulations suggest that cell pairs can overcome mechanical resistance of the trunk endoderm more effectively when they are polarized collectively. We propose that polarized supracellular organization of cardiopharyngeal progenitors confers emergent physical properties that determine mechanical interactions with their environment during morphogenesis.
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Affiliation(s)
- Yelena Y Bernadskaya
- Center for Developmental Genetics, Department of Biology, New York UniversityNew YorkUnited States
| | - Haicen Yue
- Courant Institute of Mathematical Sciences and Department of Biology, New York UniversityNew YorkUnited States
| | - Calina Copos
- Mathematics and Computational Medicine, University of North Carolina at Chapel HillChapel HillUnited States
| | - Lionel Christiaen
- Center for Developmental Genetics, Department of Biology, New York UniversityNew YorkUnited States
- Sars International Centre for Marine Molecular BiologyBergenNorway
- Department of Heart Disease, Haukeland University HospitalBergenNorway
| | - Alex Mogilner
- Courant Institute of Mathematical Sciences and Department of Biology, New York UniversityNew YorkUnited States
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10
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Kim K, Gibboney S, Razy-Krajka F, Lowe EK, Wang W, Stolfi A. Regulation of Neurogenesis by FGF Signaling and Neurogenin in the Invertebrate Chordate Ciona. Front Cell Dev Biol 2020; 8:477. [PMID: 32656209 PMCID: PMC7324659 DOI: 10.3389/fcell.2020.00477] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 05/21/2020] [Indexed: 12/22/2022] Open
Abstract
Neurogenesis is a complex sequence of cellular processes and behaviors driven by the coordinated expression of conserved effectors. The bipolar tail neurons (BTNs) of Ciona develop according to a highly dynamic, yet highly stereotyped developmental program and thus could serve as an accessible model system for neurogenesis, including underlying cell behaviors like neuronal delamination, migration, and polarized axon outgrowth. Here we investigate both the upstream events that shape BTN neurogenesis through spatiotemporal regulation of the conserved proneural factor Neurog, spatiotemporal, and the gene expression profile of differentiating BTNs downstream of Neurog activity. We show that, although early FGF signaling is required for Neurog expression and BTN specification, Fgf8/17/18 is expressed in tail tip cells at later stages and suppresses sustained Neurog expression in the anterior BTN (aBTN) lineage, such that only one cell (the one furthest from the source of Fgf8/17/18) maintains Neurog expression and becomes a neuron. Curiously, Fgf8/17/18 might not affect neurogenesis of the posterior BTNs (pBTNs), which are in direct contact with the Fgf8/17/18-expressing cells. Finally, to profile gene expression associated with BTN neurogenesis we performed RNAseq of isolated BTN lineage cells in which BTN neurogenesis was enhanced or suppressed by perturbing Neurog function. This allowed us to identify several candidate genes that might play conserved roles in neurogenesis and neuronal migration in other animals, including mammals.
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Affiliation(s)
- Kwantae Kim
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, United States
| | - Susanne Gibboney
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, United States
| | - Florian Razy-Krajka
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, United States
| | - Elijah K. Lowe
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, United States
| | - Wei Wang
- Department of Biology, New York University, New York, NY, United States
| | - Alberto Stolfi
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, United States
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11
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Bludau I, Aebersold R. Proteomic and interactomic insights into the molecular basis of cell functional diversity. Nat Rev Mol Cell Biol 2020; 21:327-340. [PMID: 32235894 DOI: 10.1038/s41580-020-0231-2] [Citation(s) in RCA: 134] [Impact Index Per Article: 33.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/26/2020] [Indexed: 02/06/2023]
Abstract
The ability of living systems to adapt to changing conditions originates from their capacity to change their molecular constitution. This is achieved by multiple mechanisms that modulate the quantitative composition and the diversity of the molecular inventory. Molecular diversification is particularly pronounced on the proteome level, at which multiple proteoforms derived from the same gene can in turn combinatorially form different protein complexes, thus expanding the repertoire of functional modules in the cell. The study of molecular and modular diversity and their involvement in responses to changing conditions has only recently become possible through the development of new 'omics'-based screening technologies. This Review explores our current knowledge of the mechanisms regulating functional diversification along the axis of gene expression, with a focus on the proteome and interactome. We explore the interdependence between different molecular levels and how this contributes to functional diversity. Finally, we highlight several recent techniques for studying molecular diversity, with specific focus on mass spectrometry-based analysis of the proteome and its organization into functional modules, and examine future directions for this rapidly growing field.
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Affiliation(s)
- Isabell Bludau
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.,Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland. .,Faculty of Science, University of Zurich, Zurich, Switzerland.
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12
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From cell shape to cell fate via the cytoskeleton - Insights from the epidermis. Exp Cell Res 2019; 378:232-237. [PMID: 30872138 DOI: 10.1016/j.yexcr.2019.03.016] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Revised: 03/02/2019] [Accepted: 03/08/2019] [Indexed: 12/31/2022]
Abstract
Animal cells exhibit a wide range of shapes that reflect their diverse functions. Cell shape is determined by a balance between internal and external forces and therefore involves the cytoskeleton and its associated adhesion structures. Cell shape dynamics during development and homeostasis are tightly regulated and closely coordinated with cell fate determination. Defects in cell shape are a hallmark of many pathological conditions including cancer and skin diseases. This review highlights the links between cell shape and cell fate in the epidermis, which have been studied for over 40 years both in vitro and in vivo. Briefly discussing seminal experiments showing the strong coupling between keratinocyte cell shape and their fate we primarily focus on recent studies uncovering novel cellular and molecular mechanisms linking epidermal cell shape with cell growth, differentiation, asymmetric division, and delamination.
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Prünster MM, Ricci L, Brown FD, Tiozzo S. Modular co-option of cardiopharyngeal genes during non-embryonic myogenesis. EvoDevo 2019; 10:3. [PMID: 30867897 PMCID: PMC6399929 DOI: 10.1186/s13227-019-0116-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2018] [Accepted: 02/15/2019] [Indexed: 01/03/2023] Open
Abstract
Background In chordates, cardiac and body muscles arise from different embryonic origins. In addition, myogenesis can be triggered in adult organisms, during asexual development or regeneration. In non-vertebrate chordates like ascidians, muscles originate from embryonic precursors regulated by a conserved set of genes that orchestrate cell behavior and dynamics during development. In colonial ascidians, besides embryogenesis and metamorphosis, an adult can propagate asexually via blastogenesis, skipping embryo and larval stages, and form anew the adult body, including the complete body musculature. Results To investigate the cellular origin and mechanisms that trigger non-embryonic myogenesis, we followed the expression of ascidian myogenic genes during Botryllus schlosseri blastogenesis and reconstructed the dynamics of muscle precursors. Based on the expression dynamics of Tbx1/10, Ebf, Mrf, Myh3 for body wall and of FoxF, Tbx1/10, Nk4, Myh2 for heart development, we show that the embryonic factors regulating myogenesis are only partially co-opted in blastogenesis, and that markers for muscle precursors are expressed in two separate domains: the dorsal tube and the ventral mesenchyma. Conclusions Regardless of the developmental pathway, non-embryonic myogenesis shares a similar molecular and anatomical setup as embryonic myogenesis, but implements a co-option and loss of molecular modules. We then propose that the cellular precursors contributing to heart and body muscles may have different origins and may be coordinated by different developmental pathways. Electronic supplementary material The online version of this article (10.1186/s13227-019-0116-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Maria Mandela Prünster
- 1Laboratoire de Biologie du Développement de Villefranche-sur-mer (LBDV), CNRS, Sorbonne Université, 06230 Villefranche sur Mer, France
| | - Lorenzo Ricci
- 1Laboratoire de Biologie du Développement de Villefranche-sur-mer (LBDV), CNRS, Sorbonne Université, 06230 Villefranche sur Mer, France.,2Department of Organismic and Evolutionary Biology, Harvard University, 52 Oxford Street, Cambridge, MA 02138 USA
| | - Federico D Brown
- 3Departamento de Zoologia, Instituto Biociências, Universidade de São Paulo, São Paulo, SP CEP 05508-090 Brazil.,4Centro de Biologia Marinha (CEBIMar), Universidade de São Paulo, São Sebastião, SP CEP 11612-109 Brazil
| | - Stefano Tiozzo
- 1Laboratoire de Biologie du Développement de Villefranche-sur-mer (LBDV), CNRS, Sorbonne Université, 06230 Villefranche sur Mer, France
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Bernadskaya YY, Brahmbhatt S, Gline SE, Wang W, Christiaen L. Discoidin-domain receptor coordinates cell-matrix adhesion and collective polarity in migratory cardiopharyngeal progenitors. Nat Commun 2019; 10:57. [PMID: 30610187 PMCID: PMC6320373 DOI: 10.1038/s41467-018-07976-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2017] [Accepted: 12/09/2018] [Indexed: 12/22/2022] Open
Abstract
Integrated analyses of regulated effector genes, cellular processes, and extrinsic signals are required to understand how transcriptional networks coordinate fate specification and cell behavior during embryogenesis. Ciona cardiopharyngeal progenitors, the trunk ventral cells (TVCs), polarize as leader and trailer cells that migrate between the ventral epidermis and trunk endoderm. We show that the TVC-specific collagen-binding Discoidin-domain receptor (Ddr) cooperates with Integrin-β1 to promote cell-matrix adhesion. We find that endodermal cells secrete a collagen, Col9-a1, that is deposited in the basal epidermal matrix and promotes Ddr activation at the ventral membrane of migrating TVCs. A functional antagonism between Ddr/Intβ1-mediated cell-matrix adhesion and Vegfr signaling appears to modulate the position of cardiopharyngeal progenitors between the endoderm and epidermis. We show that Ddr promotes leader-trailer-polarized BMP-Smad signaling independently of its role in cell-matrix adhesion. We propose that dual functions of Ddr integrate transcriptional inputs to coordinate subcellular processes underlying collective polarity and migration.
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Affiliation(s)
- Yelena Y Bernadskaya
- Center for Developmental Genetics, Department of Biology, New York University, New York, 10003, NY, USA
| | - Saahil Brahmbhatt
- Center for Developmental Genetics, Department of Biology, New York University, New York, 10003, NY, USA
| | - Stephanie E Gline
- Center for Developmental Genetics, Department of Biology, New York University, New York, 10003, NY, USA
| | - Wei Wang
- Center for Developmental Genetics, Department of Biology, New York University, New York, 10003, NY, USA
| | - Lionel Christiaen
- Center for Developmental Genetics, Department of Biology, New York University, New York, 10003, NY, USA.
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Evidence of Extracellular Vesicles Biogenesis and Release in Mouse Embryonic Stem Cells. Stem Cell Rev Rep 2018; 14:262-276. [PMID: 29032399 DOI: 10.1007/s12015-017-9776-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Extracellular vesicles (EVs) released by mouse embryonic stem cells (mESCs) are considered a source of bioactive molecules that modulate their microenvironment by acting on intercellular communication. Either intracellular endosomal machinery or their derived EVs have been considered a relevant system of signal circuits processing. Herein, we show that these features are found in mESCs. Ultrastructural analysis revealed structures and organelles of the endosomal system such as coated pits and endocytosis-related vesicles, prominent rough endoplasmic reticulum and Golgi apparatus, and multivesicular bodies (MVBs) containing either few or many intraluminal vesicles (ILVs) that could be released as exosomes to extracellular milieu. Besides, budding vesicles shed from the plasma membrane to the extracellular space is suggestive of microvesicle biogenesis in mESCs. mESCs and mouse blastocyst express specific markers of the Endosomal Sorting Complex Required for Transport (ESCRT) system. Ultrastructural analysis and Nanoparticle Tracking Analysis (NTA) of isolated EVs revealed a heterogeneous population of exosomes and microvesicles released by mESCs. These vesicles contain Wnt10b and the Notch ligand Delta-like 4 (DLL4) and also the co-chaperone stress inducible protein 1 (STI1) and its partner Hsp90. Wnt10b and Dll4 colocalize with EVs biogenesis markers in mESCs. Overall, the present study supports the function of the mESCs endocytic network and their EVs as players in stem cell biology.
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Abstract
The prenatal period is increasingly considered as a crucial target for the primary prevention of neurodevelopmental and psychiatric disorders. Understanding their pathophysiological mechanisms remains a great challenge. Our review reveals new insights from prenatal brain development research, involving (epi)genetic research, neuroscience, recent imaging techniques, physical modeling, and computational simulation studies. Studies examining the effect of prenatal exposure to maternal distress on offspring brain development, using brain imaging techniques, reveal effects at birth and up into adulthood. Structural and functional changes are observed in several brain regions including the prefrontal, parietal, and temporal lobes, as well as the cerebellum, hippocampus, and amygdala. Furthermore, alterations are seen in functional connectivity of amygdalar-thalamus networks and in intrinsic brain networks, including default mode and attentional networks. The observed changes underlie offspring behavioral, cognitive, emotional development, and susceptibility to neurodevelopmental and psychiatric disorders. It is concluded that used brain measures have not yet been validated with regard to sensitivity, specificity, accuracy, or robustness in predicting neurodevelopmental and psychiatric disorders. Therefore, more prospective long-term longitudinal follow-up studies starting early in pregnancy should be carried out, in order to examine brain developmental measures as mediators in mediating the link between prenatal stress and offspring behavioral, cognitive, and emotional problems and susceptibility for disorders.
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Cui G, Suo S, Wang R, Qian Y, Han JDJ, Peng G, Tam PPL, Jing N. Mouse gastrulation: Attributes of transcription factor regulatory network for epiblast patterning. Dev Growth Differ 2018; 60:463-472. [DOI: 10.1111/dgd.12568] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2018] [Revised: 08/23/2018] [Accepted: 08/23/2018] [Indexed: 01/13/2023]
Affiliation(s)
- Guizhong Cui
- State Key Laboratory of Cell Biology; CAS Center for Excellence in Molecular Cell Science; Shanghai Institute of Biochemistry and Cell Biology; Chinese Academy of Sciences; University of Chinese Academy of Sciences; Shanghai China
| | - Shengbao Suo
- Key Laboratory of Computational Biology; CAS Center for Excellence in Molecular Cell Science; Collaborative Innovation Center for Genetics and Developmental Biology; Chinese Academy of Sciences-Max Planck Partner Institute for Computational Biology; Shanghai Institutes for Biological Sciences; Chinese Academy of Sciences; Shanghai China
| | - Ran Wang
- State Key Laboratory of Cell Biology; CAS Center for Excellence in Molecular Cell Science; Shanghai Institute of Biochemistry and Cell Biology; Chinese Academy of Sciences; University of Chinese Academy of Sciences; Shanghai China
| | - Yun Qian
- State Key Laboratory of Cell Biology; CAS Center for Excellence in Molecular Cell Science; Shanghai Institute of Biochemistry and Cell Biology; Chinese Academy of Sciences; University of Chinese Academy of Sciences; Shanghai China
| | - Jing-Dong J. Han
- Key Laboratory of Computational Biology; CAS Center for Excellence in Molecular Cell Science; Collaborative Innovation Center for Genetics and Developmental Biology; Chinese Academy of Sciences-Max Planck Partner Institute for Computational Biology; Shanghai Institutes for Biological Sciences; Chinese Academy of Sciences; Shanghai China
| | - Guangdun Peng
- State Key Laboratory of Cell Biology; CAS Center for Excellence in Molecular Cell Science; Shanghai Institute of Biochemistry and Cell Biology; Chinese Academy of Sciences; University of Chinese Academy of Sciences; Shanghai China
| | - Patrick P. L. Tam
- Embryology Unit; Children's Medical Research Institute; University of Sydney; Sydney New South Wales Australia
- School of Medical Sciences; Faculty of Medicine and Health; University of Sydney; Sydney New South Wales Australia
| | - Naihe Jing
- State Key Laboratory of Cell Biology; CAS Center for Excellence in Molecular Cell Science; Shanghai Institute of Biochemistry and Cell Biology; Chinese Academy of Sciences; University of Chinese Academy of Sciences; Shanghai China
- School of Life Science and Technology; ShanghaiTech University; Shanghai China
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From pattern to process: studies at the interface of gene regulatory networks, morphogenesis, and evolution. Curr Opin Genet Dev 2018; 51:103-110. [PMID: 30278289 DOI: 10.1016/j.gde.2018.08.004] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 08/17/2018] [Accepted: 08/25/2018] [Indexed: 12/12/2022]
Abstract
The development of anatomical structures is complex, beginning with patterning of gene expression by multiple gene regulatory networks (GRNs). These networks ultimately regulate the activity of effector molecules, which in turn alter cellular behavior during development. Together these processes biomechanically produce the three-dimensional shape that the anatomical structure adopts over time. However, the interfaces between these processes are often overlooked and also include counter-intuitive feedback mechanisms. In this review, we examine each step in this extraordinarily complex process and explore how evolutionary developmental biology model systems, such as butterfly scales, vertebrate teeth, and the Drosophila dorsal appendage offer a complementary approach to expose the multifactorial integration of genetics and morphogenesis from an alternative perspective.
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Peng G, Tam PPL, Jing N. Lineage specification of early embryos and embryonic stem cells at the dawn of enabling technologies. Natl Sci Rev 2017. [DOI: 10.1093/nsr/nwx093] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Abstract
Establishment of progenitor cell populations and lineage diversity during embryogenesis and the differentiation of pluripotent stem cells is a fascinating and intricate biological process. Conceptually, an understanding of this developmental process provides a framework to integrate stem-cell pluripotency, cell competence and differentiating potential with the activity of extrinsic and intrinsic molecular determinants. The recent advent of enabling technologies of high-resolution transcriptome analysis at the cellular, population and spatial levels proffers the capability of gaining deeper insights into the attributes of the gene regulatory network and molecular signaling in lineage specification and differentiation. In this review, we provide a snapshot of the emerging enabling genomic technologies that contribute to the study of development and stem-cell biology.
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Affiliation(s)
- Guangdun Peng
- State Key Laboratory of Cell Biology, CAS Center for Excellence in Molecular Cell Science, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Shanghai 200031, China
| | - Patrick P. L. Tam
- Embryology Unit, Children's Medical Research Institute, School of Medical Sciences, Sydney Medical School, University of Sydney, NSW 2145, Australia
| | - Naihe Jing
- State Key Laboratory of Cell Biology, CAS Center for Excellence in Molecular Cell Science, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Shanghai 200031, China
- School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
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Sidhaye J, Norden C. Concerted action of neuroepithelial basal shrinkage and active epithelial migration ensures efficient optic cup morphogenesis. eLife 2017; 6:22689. [PMID: 28372636 PMCID: PMC5380436 DOI: 10.7554/elife.22689] [Citation(s) in RCA: 75] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2016] [Accepted: 03/14/2017] [Indexed: 12/27/2022] Open
Abstract
Organ formation is a multi-scale event that involves changes at the intracellular, cellular and tissue level. Organogenesis often starts with the formation of characteristically shaped organ precursors. However, the cellular mechanisms driving organ precursor formation are often not clear. Here, using zebrafish, we investigate the epithelial rearrangements responsible for the development of the hemispherical retinal neuroepithelium (RNE), a part of the optic cup. We show that in addition to basal shrinkage of RNE cells, active migration of connected epithelial cells into the RNE is a crucial player in its formation. This cellular movement is driven by progressive cell-matrix contacts and actively translocates prospective RNE cells to their correct location before they adopt neuroepithelial fate. Failure of this migration during neuroepithelium formation leads to ectopic determination of RNE cells and consequently impairs optic cup formation. Overall, this study illustrates how spatiotemporal coordination between morphogenic movements and fate determination critically influences organogenesis.
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Affiliation(s)
- Jaydeep Sidhaye
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany.,Dresden International Graduate School for Biomedicine and Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Caren Norden
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
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