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Ciocanel MV, Ding L, Mastromatteo L, Reichheld S, Cabral S, Mowry K, Sandstede B. Parameter Identifiability in PDE Models of Fluorescence Recovery After Photobleaching. Bull Math Biol 2024; 86:36. [PMID: 38430382 DOI: 10.1007/s11538-024-01266-4] [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: 07/27/2023] [Accepted: 02/02/2024] [Indexed: 03/03/2024]
Abstract
Identifying unique parameters for mathematical models describing biological data can be challenging and often impossible. Parameter identifiability for partial differential equations models in cell biology is especially difficult given that many established in vivo measurements of protein dynamics average out the spatial dimensions. Here, we are motivated by recent experiments on the binding dynamics of the RNA-binding protein PTBP3 in RNP granules of frog oocytes based on fluorescence recovery after photobleaching (FRAP) measurements. FRAP is a widely-used experimental technique for probing protein dynamics in living cells, and is often modeled using simple reaction-diffusion models of the protein dynamics. We show that current methods of structural and practical parameter identifiability provide limited insights into identifiability of kinetic parameters for these PDE models and spatially-averaged FRAP data. We thus propose a pipeline for assessing parameter identifiability and for learning parameter combinations based on re-parametrization and profile likelihoods analysis. We show that this method is able to recover parameter combinations for synthetic FRAP datasets and investigate its application to real experimental data.
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Affiliation(s)
| | - Lee Ding
- Division of Applied Mathematics, Brown University, Providence, RI, 02912, USA
- Department of Biostatistics, Harvard University, Boston, MA, 02115, USA
| | - Lucas Mastromatteo
- Division of Applied Mathematics, Brown University, Providence, RI, 02912, USA
- GlaxoSmithKline, Cambridge, MA, 02140, USA
| | - Sarah Reichheld
- Department of Neuroscience, Brown University, Providence, RI, 02912, USA
| | - Sarah Cabral
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, RI, 02912, USA
- Remix Therapeutics, Waltham, MA, 02139, USA
| | - Kimberly Mowry
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, RI, 02912, USA
| | - Björn Sandstede
- Division of Applied Mathematics, Brown University, Providence, RI, 02912, USA
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Divyanshi, Yang J. Germ plasm dynamics during oogenesis and early embryonic development in Xenopus and zebrafish. Mol Reprod Dev 2023. [PMID: 38126950 DOI: 10.1002/mrd.23718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 11/09/2023] [Accepted: 11/12/2023] [Indexed: 12/23/2023]
Abstract
Specification of the germline and its segregation from the soma mark one of the most crucial events in the lifetime of an organism. In different organisms, this specification can occur through either inheritance or inductive mechanisms. In species such as Xenopus and zebrafish, the specification of primordial germ cells relies on the inheritance of maternal germline determinants that are synthesized and sequestered in the germ plasm during oogenesis. In this review, we discuss the formation of the germ plasm, how germline determinants are recruited into the germ plasm during oogenesis, and the dynamics of the germ plasm during oogenesis and early embryonic development.
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Affiliation(s)
- Divyanshi
- Department of Cell and Developmental Biology, University of Illinois at Urbana-Champaign, Champaign, Illinois, USA
| | - Jing Yang
- Department of Cell and Developmental Biology, University of Illinois at Urbana-Champaign, Champaign, Illinois, USA
- Department of Comparative Biosciences, University of Illinois at Urbana-Champaign, Champaign, Illinois, USA
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3
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O’Connell LC, Johnson V, Hutton AK, Otis JP, Murthy AC, Liang MC, Wang SH, Fawzi NL, Mowry KL. Intrinsically disordered regions and RNA binding domains contribute to protein enrichment in biomolecular condensates in Xenopus oocytes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.10.566489. [PMID: 37986933 PMCID: PMC10659413 DOI: 10.1101/2023.11.10.566489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2023]
Abstract
Proteins containing both intrinsically disordered regions (IDRs) and RNA binding domains (RBDs) can phase separate in vitro, forming bodies similar to cellular biomolecular condensates. However, how IDR and RBD domains contribute to in vivo recruitment of proteins to biomolecular condensates remains poorly understood. Here, we analyzed the roles of IDRs and RBDs in L-bodies, biomolecular condensates present in Xenopus oocytes. We show that a cytoplasmic isoform of hnRNPAB, which contains two RBDs and an IDR, is highly enriched in L-bodies. While both of these domains contribute to hnRNPAB self-association and phase separation in vitro and mediate enrichment into L-bodies in oocytes, neither the RBDs nor the IDR replicate the localization of full-length hnRNPAB. Our results suggest a model where the additive effects of the IDR and RBDs regulate hnRNPAB partitioning into L-bodies. This model likely has widespread applications as proteins containing RBD and IDR domains are common biomolecular condensate residents.
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Affiliation(s)
- Liam C. O’Connell
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Victoria Johnson
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Anika K. Hutton
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Jessica P. Otis
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Anastasia C. Murthy
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Mark C. Liang
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Szu-Huan Wang
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Nicolas L. Fawzi
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
| | - Kimberly L. Mowry
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University Providence, RI 02912, USA
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Otis JP, Mowry KL. Hitting the mark: Localization of mRNA and biomolecular condensates in health and disease. WILEY INTERDISCIPLINARY REVIEWS. RNA 2023; 14:e1807. [PMID: 37393916 PMCID: PMC10758526 DOI: 10.1002/wrna.1807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 05/29/2023] [Accepted: 06/06/2023] [Indexed: 07/04/2023]
Abstract
Subcellular mRNA localization is critical to a multitude of biological processes such as development of cellular polarity, embryogenesis, tissue differentiation, protein complex formation, cell migration, and rapid responses to environmental stimuli and synaptic depolarization. Our understanding of the mechanisms of mRNA localization must now be revised to include formation and trafficking of biomolecular condensates, as several biomolecular condensates that transport and localize mRNA have recently been discovered. Disruptions in mRNA localization can have catastrophic effects on developmental processes and biomolecular condensate biology and have been shown to contribute to diverse diseases. A fundamental understanding of mRNA localization is essential to understanding how aberrations in this biology contribute the etiology of numerous cancers though support of cancer cell migration and biomolecular condensate dysregulation, as well as many neurodegenerative diseases, through misregulation of mRNA localization and biomolecular condensate biology. This article is categorized under: RNA Export and Localization > RNA Localization RNA in Disease and Development > RNA in Disease RNA in Disease and Development > RNA in Development.
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Affiliation(s)
- Jessica P. Otis
- Department of Molecular Biology, Cell Biology, and Biochemistry, Brown University, Providence, RI, United States, 02912
| | - Kimberly L. Mowry
- Department of Molecular Biology, Cell Biology, and Biochemistry, Brown University, Providence, RI, United States, 02912
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Thomas L, Putnam A, Folkmann A. Germ granules in development. Development 2023; 150:286764. [PMID: 36715566 PMCID: PMC10165536 DOI: 10.1242/dev.201037] [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] [Indexed: 01/31/2023]
Abstract
A hallmark of all germ cells is the presence of germ granules: assemblies of proteins and RNA that lack a delineating membrane and are proposed to form via condensation. Germ granules across organisms share several conserved components, including factors required for germ cell fate determination and maintenance, and are thought to be linked to germ cell development. The molecular functions of germ granules, however, remain incompletely understood. In this Development at a Glance article, we survey germ granules across organisms and developmental stages, and highlight emerging themes regarding granule regulation, dynamics and proposed functions.
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Affiliation(s)
- Laura Thomas
- HHMI and Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Andrea Putnam
- HHMI and Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Andrew Folkmann
- HHMI and Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
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Tom JA, Onuchic PL, Deniz AA. Short PolyA RNA Homopolymers Undergo Mg 2+-Mediated Kinetically Arrested Condensation. J Phys Chem B 2022; 126:9715-9725. [PMID: 36378781 PMCID: PMC9706566 DOI: 10.1021/acs.jpcb.2c05935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
RNA-RNA interactions have increasingly been recognized for their potential to shape the mesoscale properties of biomolecular condensates, influencing morphology, organization, and material state through networking interactions. While most studies have focused on networking via Watson-Crick base pairing interactions, previous work has suggested a potential for noncanonical RNA-RNA interactions to also give rise to condensation and alter overall material state. Here, we test the phase separation of short polyA RNA (polyrA) homopolymers. We discover and characterize the potential for short polyrA sequences to form RNA condensates at lower Mg2+ concentrations than previously observed, which appear as internally arrested droplets with slow polyrA diffusion despite continued fusion. Our work also reveals a negative cooperativity effect between the effects of Mg2+ and Na+ on polyrA condensation. Finally, we observe that polyrA sequences can act as promoters of phase separation in mixed sequences. These results demonstrate the potential for noncanonical interactions to act as networking stickers, leading to specific condensation properties inherent to polyrA composition and structure, with implications for the fundamental physical chemistry of the system and function of polyA RNA in biology.
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