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1.
Biophys J ; 2024 Jun 19.
Artículo en Inglés | MEDLINE | ID: mdl-38901429

RESUMEN

This summary of recent contributions in the Biophysical Journal from 2020 to 2023 highlights new mechanistic insights into key biomechanical and biophysical aspects of neurodegeneration. Neurodegeneration encompasses complex diseases characterized by the progressive loss of neuronal function, often linked to protein accumulation and aggregation. Several factors, including mechanical properties and structural composition of brain tissue, formation of proteinaceous condensates within cells, and protein transport between cells, impact the loss of neural function.

2.
Phys Biol ; 20(6)2023 Sep 28.
Artículo en Inglés | MEDLINE | ID: mdl-37678266

RESUMEN

Cells communicate with each other to jointly regulate cellular processes during cellular differentiation and tissue morphogenesis. This multiscale coordination arises through the spatiotemporal activity of morphogens to pattern cell signaling and transcriptional factor activity. This coded information controls cell mechanics, proliferation, and differentiation to shape the growth and morphogenesis of organs. While many of the molecular components and physical interactions have been identified in key model developmental systems, there are still many unresolved questions related to the dynamics involved due to challenges in precisely perturbing and quantitatively measuring signaling dynamics. Recently, a broad range of synthetic optogenetic tools have been developed and employed to quantitatively define relationships between signal transduction and downstream cellular responses. These optogenetic tools can control intracellular activities at the single cell or whole tissue scale to direct subsequent biological processes. In this brief review, we highlight a selected set of studies that develop and implement optogenetic tools to unravel quantitative biophysical mechanisms for tissue growth and morphogenesis across a broad range of biological systems through the manipulation of morphogens, signal transduction cascades, and cell mechanics. More generally, we discuss how optogenetic tools have emerged as a powerful platform for probing and controlling multicellular development.


Asunto(s)
Fenómenos Biológicos , Optogenética , Morfogénesis/fisiología , Comunicación Celular , Transducción de Señal/fisiología
3.
PLoS Comput Biol ; 17(11): e1009543, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-34723960

RESUMEN

Information flow within and between cells depends significantly on calcium (Ca2+) signaling dynamics. However, the biophysical mechanisms that govern emergent patterns of Ca2+ signaling dynamics at the organ level remain elusive. Recent experimental studies in developing Drosophila wing imaginal discs demonstrate the emergence of four distinct patterns of Ca2+ activity: Ca2+ spikes, intercellular Ca2+ transients, tissue-level Ca2+ waves, and a global "fluttering" state. Here, we used a combination of computational modeling and experimental approaches to identify two different populations of cells within tissues that are connected by gap junction proteins. We term these two subpopulations "initiator cells," defined by elevated levels of Phospholipase C (PLC) activity, and "standby cells," which exhibit baseline activity. We found that the type and strength of hormonal stimulation and extent of gap junctional communication jointly determine the predominate class of Ca2+ signaling activity. Further, single-cell Ca2+ spikes are stimulated by insulin, while intercellular Ca2+ waves depend on Gαq activity. Our computational model successfully reproduces how the dynamics of Ca2+ transients varies during organ growth. Phenotypic analysis of perturbations to Gαq and insulin signaling support an integrated model of cytoplasmic Ca2+ as a dynamic reporter of overall tissue growth. Further, we show that perturbations to Ca2+ signaling tune the final size of organs. This work provides a platform to further study how organ size regulation emerges from the crosstalk between biochemical growth signals and heterogeneous cell signaling states.


Asunto(s)
Potenciales de Acción/fisiología , Señalización del Calcio , Calcio/metabolismo , Tamaño de los Órganos , Animales
4.
Biophys J ; 120(19): 4202-4213, 2021 10 05.
Artículo en Inglés | MEDLINE | ID: mdl-34461105

RESUMEN

Epithelial folding is a fundamental morphogenetic process that shapes planar epithelial sheets into complex three-dimensional structures. Multiple mechanisms can generate epithelial folds, including apical constriction, which acts locally at the cellular level, differential growth on the tissue scale, or buckling because of compression from neighboring tissues. Here, we investigate the formation of dorsally located epithelial folds at segment boundaries during the late stages of Drosophila embryogenesis. We found that the fold formation at the segment boundaries occurs through the juxtaposition of two key morphogenetic processes: local apical constriction and tissue-level compressive forces from posterior segments. Further, we found that epidermal spreading and fold formation are accompanied by spatiotemporal pulses of Hedgehog (Hh) signaling. A computational model that incorporates the local forces generated from the differential tensions of the apical, basal, and lateral sides of the cell and active forces generated within the whole tissue recapitulates the overall fold formation process in wild-type and Hh overexpression conditions. In sum, this work demonstrates how epithelial folding depends on multiple, separable physical mechanisms to generate the final morphology of the dorsal epidermis. This work illustrates the modularity of morphogenetic unit operations that occur during epithelial morphogenesis.


Asunto(s)
Proteínas de Drosophila , Drosophila , Animales , Drosophila melanogaster , Epidermis , Proteínas Hedgehog , Morfogénesis
5.
PLoS Comput Biol ; 16(8): e1008105, 2020 08.
Artículo en Inglés | MEDLINE | ID: mdl-32817654

RESUMEN

Epithelial sheets define organ architecture during development. Here, we employed an iterative multiscale computational modeling and quantitative experimental approach to decouple direct and indirect effects of actomyosin-generated forces, nuclear positioning, extracellular matrix, and cell-cell adhesion in shaping Drosophila wing imaginal discs. Basally generated actomyosin forces generate epithelial bending of the wing disc pouch. Surprisingly, acute pharmacological inhibition of ROCK-driven actomyosin contractility does not impact the maintenance of tissue height or curved shape. Computational simulations show that ECM tautness provides only a minor contribution to modulating tissue shape. Instead, passive ECM pre-strain serves to maintain the shape independent from actomyosin contractility. These results provide general insight into how the subcellular forces are generated and maintained within individual cells to induce tissue curvature. Thus, the results suggest an important design principle of separable contributions from ECM prestrain and actomyosin tension during epithelial organogenesis and homeostasis.


Asunto(s)
Actomiosina/metabolismo , Epitelio/anatomía & histología , Matriz Extracelular/metabolismo , Animales , Drosophila/anatomía & histología , Drosophila/embriología , Drosophila/metabolismo , Epitelio/metabolismo , Fosforilación , Alas de Animales/anatomía & histología , Alas de Animales/embriología , Alas de Animales/metabolismo
6.
Dev Dyn ; 249(3): 328-341, 2020 03.
Artículo en Inglés | MEDLINE | ID: mdl-31794137

RESUMEN

The development of an organism from an undifferentiated single cell into a spatially complex structure requires spatial patterning of cell fates across tissues. Positional information, proposed by Lewis Wolpert in 1969, has led to the characterization of many components involved in regulating morphogen signaling activity. However, how morphogen gradients are established, maintained, and interpreted by cells still is not fully understood. Quantitative and systems-based approaches are increasingly needed to define general biological design rules that govern positional information systems in developing organisms. This short review highlights a selective set of studies that have investigated the roles of physiological signaling in modulating and mediating morphogen-based pattern formation. Similarities between neural transmission and morphogen-based pattern formation mechanisms suggest underlying shared principles of active cell-based communication. Within larger tissues, neural networks provide directed information, via physiological signaling, that supplements positional information through diffusion. Further, mounting evidence demonstrates that physiological signaling plays a role in ensuring robustness of morphogen-based signaling. We conclude by highlighting several outstanding questions regarding the role of physiological signaling in morphogen-based pattern formation. Elucidating how physiological signaling impacts positional information is critical for understanding the close coupling of developmental and cellular processes in the context of development, disease, and regeneration.


Asunto(s)
Transmisión Sináptica/fisiología , Animales , Señalización del Calcio/genética , Señalización del Calcio/fisiología , Humanos , Transducción de Señal/genética , Transducción de Señal/fisiología , Transmisión Sináptica/genética
7.
Biophys J ; 116(4): 725-740, 2019 02 19.
Artículo en Inglés | MEDLINE | ID: mdl-30704858

RESUMEN

The robust specification of organ development depends on coordinated cell-cell communication. This process requires signal integration among multiple pathways, relying on second messengers such as calcium ions. Calcium signaling encodes a significant portion of the cellular state by regulating transcription factors, enzymes, and cytoskeletal proteins. However, the relationships between the inputs specifying cell and organ development, calcium signaling dynamics, and final organ morphology are poorly understood. Here, we have designed a quantitative image-analysis pipeline for decoding organ-level calcium signaling. With this pipeline, we extracted spatiotemporal features of calcium signaling dynamics during the development of the Drosophila larval wing disc, a genetic model for organogenesis. We identified specific classes of wing phenotypes that resulted from calcium signaling pathway perturbations, including defects in gross morphology, vein differentiation, and overall size. We found four qualitative classes of calcium signaling activity. These classes can be ordered based on agonist stimulation strength Gαq-mediated signaling. In vivo calcium signaling dynamics depend on both receptor tyrosine kinase/phospholipase C γ and G protein-coupled receptor/phospholipase C ß activities. We found that spatially patterned calcium dynamics correlate with known differential growth rates between anterior and posterior compartments. Integrated calcium signaling activity decreases with increasing tissue size, and it responds to morphogenetic perturbations that impact organ growth. Together, these findings define how calcium signaling dynamics integrate upstream inputs to mediate multiple response outputs in developing epithelial organs.


Asunto(s)
Señalización del Calcio , Drosophila melanogaster/anatomía & histología , Alas de Animales/citología , Alas de Animales/crecimiento & desarrollo , Animales , Drosophila melanogaster/crecimiento & desarrollo , Tamaño de los Órganos , Organogénesis , Fenotipo
8.
Phys Biol ; 15(5): 051001, 2018 05 16.
Artículo en Inglés | MEDLINE | ID: mdl-29611534

RESUMEN

Decoding how tissue properties emerge across multiple spatial and temporal scales from the integration of local signals is a grand challenge in quantitative biology. For example, the collective behavior of epithelial cells is critical for shaping developing embryos. Understanding how epithelial cells interpret a diverse range of local signals to coordinate tissue-level processes requires a systems-level understanding of development. Integration of multiple signaling pathways that specify cell signaling information requires second messengers such as calcium ions. Increasingly, specific roles have been uncovered for calcium signaling throughout development. Calcium signaling regulates many processes including division, migration, death, and differentiation. However, the pleiotropic and ubiquitous nature of calcium signaling implies that many additional functions remain to be discovered. Here we review a selection of recent studies to highlight important insights into how multiple signals are transduced by calcium transients in developing epithelial tissues. Quantitative imaging and computational modeling have provided important insights into how calcium signaling integration occurs. Reverse-engineering the conserved features of signal integration mediated by calcium signaling will enable novel approaches in regenerative medicine and synthetic control of morphogenesis.


Asunto(s)
Señalización del Calcio , Células Epiteliales/citología , Epitelio/crecimiento & desarrollo , Animales , Calcio/metabolismo , Movimiento Celular , Simulación por Computador , Desarrollo Embrionario , Células Epiteliales/metabolismo , Epitelio/embriología , Epitelio/metabolismo , Humanos , Modelos Biológicos , Morfogénesis
9.
PLoS Comput Biol ; 13(5): e1005533, 2017 05.
Artículo en Inglés | MEDLINE | ID: mdl-28531187

RESUMEN

Mitotic rounding during cell division is critical for preventing daughter cells from inheriting an abnormal number of chromosomes, a condition that occurs frequently in cancer cells. Cells must significantly expand their apical area and transition from a polygonal to circular apical shape to achieve robust mitotic rounding in epithelial tissues, which is where most cancers initiate. However, how cells mechanically regulate robust mitotic rounding within packed tissues is unknown. Here, we analyze mitotic rounding using a newly developed multi-scale subcellular element computational model that is calibrated using experimental data. Novel biologically relevant features of the model include separate representations of the sub-cellular components including the apical membrane and cytoplasm of the cell at the tissue scale level as well as detailed description of cell properties during mitotic rounding. Regression analysis of predictive model simulation results reveals the relative contributions of osmotic pressure, cell-cell adhesion and cortical stiffness to mitotic rounding. Mitotic area expansion is largely driven by regulation of cytoplasmic pressure. Surprisingly, mitotic shape roundness within physiological ranges is most sensitive to variation in cell-cell adhesivity and stiffness. An understanding of how perturbed mechanical properties impact mitotic rounding has important potential implications on, amongst others, how tumors progressively become more genetically unstable due to increased chromosomal aneuploidy and more aggressive.


Asunto(s)
Forma de la Célula/fisiología , Células Epiteliales/citología , Células Epiteliales/fisiología , Mitosis/fisiología , Animales , Línea Celular , Biología Computacional , Drosophila , Humanos , Modelos Biológicos
10.
Biophys J ; 113(2): 491-501, 2017 Jul 25.
Artículo en Inglés | MEDLINE | ID: mdl-28746859

RESUMEN

Mechanical forces are critical but poorly understood inputs for organogenesis and wound healing. Calcium ions (Ca2+) are critical second messengers in cells for integrating environmental and mechanical cues, but the regulation of Ca2+ signaling is poorly understood in developing epithelial tissues. Here we report a chip-based regulated environment for microorgans that enables systematic investigations of the crosstalk between an organ's mechanical stress environment and biochemical signaling under genetic and chemical perturbations. This method enabled us to define the essential conditions for generating organ-scale intercellular Ca2+ waves in Drosophila wing discs that are also observed in vivo during organ development. We discovered that mechanically induced intercellular Ca2+ waves require fly extract growth serum as a chemical stimulus. Using the chip-based regulated environment for microorgans, we demonstrate that not the initial application but instead the release of mechanical loading is sufficient, but not necessary, to initiate intercellular Ca2+ waves. The Ca2+ response depends on the prestress intercellular Ca2+ activity and not on the magnitude or duration of the mechanical stimulation applied. Mechanically induced intercellular Ca2+ waves rely on IP3R-mediated Ca2+-induced Ca2+ release and propagation through gap junctions. Thus, intercellular Ca2+ waves in developing epithelia may be a consequence of stress dissipation during organ growth.


Asunto(s)
Señalización del Calcio , Drosophila/crecimiento & desarrollo , Drosophila/metabolismo , Discos Imaginales/metabolismo , Estrés Fisiológico , Alas de Animales/crecimiento & desarrollo , Alas de Animales/metabolismo , Animales , Animales Modificados Genéticamente , Fenómenos Biomecánicos , Calcio/metabolismo , Cationes Bivalentes/metabolismo , Diseño Asistido por Computadora , Diseño de Equipo , Uniones Comunicantes/metabolismo , Discos Imaginales/crecimiento & desarrollo , Receptores de Inositol 1,4,5-Trifosfato/metabolismo , Espacio Intracelular/metabolismo , Dispositivos Laboratorio en un Chip , Proteínas Luminiscentes/genética , Proteínas Luminiscentes/metabolismo , Microscopía Confocal , Organogénesis , Presión , Técnicas de Cultivo de Tejidos , Imagen de Colorante Sensible al Voltaje
11.
Semin Cell Dev Biol ; 35: 73-81, 2014 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-25020200

RESUMEN

The question of how the physical dimensions of animal organs are specified has long fascinated both experimentalists and computational scientists working in the field of developmental biology. Research over the last few decades has identified many of the genes and signaling pathways involved in organizing the emergent multi-scale features of growth and homeostasis. However, an integrated model of organ growth regulation is still unrealized due to the numerous feedback control loops found within and between intercellular signaling pathways as well as a lack of understanding of the exact role of mechanotransduction. Here, we review several computational and experimental studies that have investigated the mechanical feedback hypothesis of organ growth control, which postulates that mechanical forces are important for regulating the termination of growth and hence the final physical dimensions of organs. In particular, we highlight selected computational studies that have focused on the regulation of growth of the Drosophila wing imaginal disc. In many ways, these computational and theoretical approaches continue to guide experimental inquiry. We demonstrate using several examples how future progress in dissecting the crosstalk between the genetic and biophysical mechanisms controlling organ growth might depend on the close coupling between computational and experimental approaches, as well as comparison of growth control mechanisms in other systems.


Asunto(s)
Retroalimentación Fisiológica/fisiología , Modelos Biológicos , Morfogénesis/fisiología , Transducción de Señal/fisiología , Animales , Biología Computacional/métodos , Drosophila melanogaster/crecimiento & desarrollo , Tamaño de los Órganos/fisiología , Alas de Animales/crecimiento & desarrollo
12.
Development ; 140(3): 667-74, 2013 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-23293298

RESUMEN

The Drosophila wing imaginal disc is a key model organ for molecular developmental genetics. Wing disc studies are generally restricted to end-point analyses of fixed tissues. Recently several studies have relied on limited data from discs cultured in uncharacterized conditions. Systematic efforts towards developing Drosophila organ culture techniques are becoming crucial for further progress. Here, we have designed a multi-tiered, high-throughput pipeline that employs design-of-experiment methods to design a culture medium for wing discs. The resulting formula sustains high levels of proliferation for more than 12 hours. This approach results in a statistical model of proliferation as a function of extrinsic growth supplements and identifies synergies that improve insulin-stimulated growth. A more dynamic view of organogenesis emerges from the optimized culture system that highlights important facets of growth: spatiotemporal clustering of cell divisions and cell junction rearrangements. The same approach could be used to improve culture conditions for other organ systems.


Asunto(s)
Técnicas de Cultivo de Célula/métodos , Medios de Cultivo/normas , Drosophila/citología , Discos Imaginales/citología , Animales , Técnicas de Cultivo de Célula/normas , División Celular , Línea Celular , Proliferación Celular , Medios de Cultivo/metabolismo , Drosophila/metabolismo , Ensayos Analíticos de Alto Rendimiento/métodos , Ensayos Analíticos de Alto Rendimiento/normas , Discos Imaginales/metabolismo , Insulina/metabolismo , Larva/citología , Larva/metabolismo , Técnicas de Cultivo de Órganos/métodos , Técnicas de Cultivo de Órganos/normas , Suero/metabolismo , Imagen de Lapso de Tiempo , Alas de Animales/citología , Alas de Animales/metabolismo
13.
PLoS Comput Biol ; 11(12): e1004679, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26713738

RESUMEN

Embryogenesis is an extraordinarily robust process, exhibiting the ability to control tissue size and repair patterning defects in the face of environmental and genetic perturbations. The size and shape of a developing tissue is a function of the number and size of its constituent cells as well as their geometric packing. How these cellular properties are coordinated at the tissue level to ensure developmental robustness remains a mystery; understanding this process requires studying multiple concurrent processes that make up morphogenesis, including the spatial patterning of cell fates and apoptosis, as well as cell intercalations. In this work, we develop a computational model that aims to understand aspects of the robust pattern repair mechanisms of the Drosophila embryonic epidermal tissues. Size control in this system has previously been shown to rely on the regulation of apoptosis rather than proliferation; however, to date little work has been done to understand the role of cellular mechanics in this process. We employ a vertex model of an embryonic segment to test hypotheses about the emergence of this size control. Comparing the model to previously published data across wild type and genetic perturbations, we show that passive mechanical forces suffice to explain the observed size control in the posterior (P) compartment of a segment. However, observed asymmetries in cell death frequencies across the segment are demonstrated to require patterning of cellular properties in the model. Finally, we show that distinct forms of mechanical regulation in the model may be distinguished by differences in cell shapes in the P compartment, as quantified through experimentally accessible summary statistics, as well as by the tissue recoil after laser ablation experiments.


Asunto(s)
Fenómenos Biomecánicos/fisiología , Proliferación Celular/fisiología , Forma de la Célula/fisiología , Desarrollo Embrionario/fisiología , Modelos Biológicos , Animales , Muerte Celular , Biología Computacional , Drosophila/citología , Drosophila/embriología
14.
Phys Biol ; 12(5): 056005, 2015 Sep 02.
Artículo en Inglés | MEDLINE | ID: mdl-26331891

RESUMEN

Differential mechanical force distributions are increasingly recognized to provide important feedback into the control of an organ's final size and shape. As a second messenger that integrates and relays mechanical information to the cell, calcium ions (Ca(2+)) are a prime candidate for providing important information on both the overall mechanical state of the tissue and resulting behavior at the individual-cell level during development. Still, how the spatiotemporal properties of Ca(2+) transients reflect the underlying mechanical characteristics of tissues is still poorly understood. Here we use an established model system of an epithelial tissue, the Drosophila wing imaginal disc, to investigate how tissue properties impact the propagation of Ca(2+) transients induced by laser ablation. The resulting intercellular Ca(2+) flash is found to be mediated by inositol 1,4,5-trisphosphate and depends on gap junction communication. Further, we find that intercellular Ca(2+) transients show spatially non-uniform characteristics across the proximal-distal axis of the larval wing imaginal disc, which exhibit a gradient in cell size and anisotropy. A computational model of Ca(2+) transients is employed to identify the principle factors explaining the spatiotemporal patterning dynamics of intercellular Ca(2+) flashes. The relative Ca(2+) flash anisotropy is principally explained by local cell shape anisotropy. Further, Ca(2+) velocities are relatively uniform throughout the wing disc, irrespective of cell size or anisotropy. This can be explained by the opposing effects of cell diameter and cell elongation on intercellular Ca(2+) propagation. Thus, intercellular Ca(2+) transients follow lines of mechanical tension at velocities that are largely independent of tissue heterogeneity and reflect the mechanical state of the underlying tissue.


Asunto(s)
Señalización del Calcio , Calcio/metabolismo , Drosophila/fisiología , Células Epiteliales/citología , Alas de Animales/citología , Cicatrización de Heridas , Animales , Fenómenos Biomecánicos , Comunicación Celular , Simulación por Computador , Drosophila/citología , Epitelio/fisiología , Uniones Comunicantes/metabolismo , Inositol 1,4,5-Trifosfato/metabolismo , Terapia por Láser , Fenómenos Mecánicos , Modelos Biológicos , Alas de Animales/fisiología
15.
Amino Acids ; 47(12): 2665-70, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26386564

RESUMEN

While several studies have implicated polyamines (PAs) in development, little research has been done in genetically tractable model systems like Drosophila. Here, we integrate transcriptional and metabolic data across Drosophila development, and are the first to show temporal, stage-specific regulation of PA accumulation in embryonic trachea and eye discs using immunohistochemistry. Understanding the regulation driving this accumulation can provide insight into PA metabolism and transport. Our findings suggest that Drosophila has great potential for investigating PAs in developmental biology.


Asunto(s)
Drosophila melanogaster/embriología , Poliaminas/química , Animales , Tipificación del Cuerpo , Biología Computacional , Perfilación de la Expresión Génica , Regulación del Desarrollo de la Expresión Génica , Proteínas Fluorescentes Verdes/metabolismo , Inmunohistoquímica , Células Fotorreceptoras de Invertebrados/fisiología , Espermidina/química , Espermina/química , Factores de Tiempo , Tráquea/embriología , Transcripción Genética
16.
Methods Mol Biol ; 2805: 153-160, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-39008180

RESUMEN

Microfluidic devices support developmental and mechanobiology studies by enabling the precise control of electrical, chemical, and mechanical stimuli at the microscale. Here, we describe the fabrication of customizable microfluidic devices and demonstrate their efficacy in applying mechanical loads to micro-organs and whole organisms, such as Drosophila embryos. The fabrication technique consists in the use of xurography to define channels and chambers using thin layers of thermoplastics and glass. The superposition of layers followed by thermal lamination produces robust and reproducible devices that are easily adapted for a variety of experiments. The integration of deformable layers and glass in these devices facilitates the imaging of cellular and molecular dynamics in biological specimens under mechanical loads. The method is highly adaptable for studies in mechanobiology.


Asunto(s)
Embrión no Mamífero , Dispositivos Laboratorio en un Chip , Animales , Drosophila/embriología , Fenómenos Biomecánicos , Estrés Mecánico , Drosophila melanogaster/embriología , Técnicas Analíticas Microfluídicas/instrumentación , Técnicas Analíticas Microfluídicas/métodos , Diseño de Equipo
17.
NPJ Syst Biol Appl ; 10(1): 49, 2024 May 07.
Artículo en Inglés | MEDLINE | ID: mdl-38714708

RESUMEN

Morphogenetic programs coordinate cell signaling and mechanical interactions to shape organs. In systems and synthetic biology, a key challenge is determining optimal cellular interactions for predicting organ shape, size, and function. Physics-based models defining the subcellular force distribution facilitate this, but it is challenging to calibrate parameters in these models from data. To solve this inverse problem, we created a Bayesian optimization framework to determine the optimal cellular force distribution such that the predicted organ shapes match the experimentally observed organ shapes. This integrative framework employs Gaussian Process Regression, a non-parametric kernel-based probabilistic machine learning modeling paradigm, to learn the mapping functions relating to the morphogenetic programs that maintain the final organ shape. We calibrated and tested the method on Drosophila wing imaginal discs to study mechanisms that regulate epithelial processes ranging from development to cancer. The parameter estimation framework successfully infers the underlying changes in core parameters needed to match simulation data with imaging data of wing discs perturbed with collagenase. The computational pipeline identifies distinct parameter sets mimicking wild-type shapes. It enables a global sensitivity analysis to support the regulation of actomyosin contractility and basal ECM stiffness to generate and maintain the curved shape of the wing imaginal disc. The optimization framework, combined with experimental imaging, identified that Piezo, a mechanosensitive ion channel, impacts fold formation by regulating the apical-basal balance of actomyosin contractility and elasticity of ECM. This workflow is extensible toward reverse-engineering morphogenesis across organ systems and for real-time control of complex multicellular systems.


Asunto(s)
Teorema de Bayes , Morfogénesis , Alas de Animales , Animales , Modelos Biológicos , Drosophila melanogaster , Discos Imaginales , Simulación por Computador , Drosophila
18.
Nat Commun ; 15(1): 2477, 2024 Mar 20.
Artículo en Inglés | MEDLINE | ID: mdl-38509115

RESUMEN

How a developing organ robustly coordinates the cellular mechanics and growth to reach a final size and shape remains poorly understood. Through iterations between experiments and model simulations that include a mechanistic description of interkinetic nuclear migration, we show that the local curvature, height, and nuclear positioning of cells in the Drosophila wing imaginal disc are defined by the concurrent patterning of actomyosin contractility, cell-ECM adhesion, ECM stiffness, and interfacial membrane tension. We show that increasing cell proliferation via different growth-promoting pathways results in two distinct phenotypes. Triggering proliferation through insulin signaling increases basal curvature, but an increase in growth through Dpp signaling and Myc causes tissue flattening. These distinct phenotypic outcomes arise from differences in how each growth pathway regulates the cellular cytoskeleton, including contractility and cell-ECM adhesion. The coupled regulation of proliferation and cytoskeletal regulators is a general strategy to meet the multiple context-dependent criteria defining tissue morphogenesis.


Asunto(s)
Proteínas de Drosophila , Drosophila , Animales , Drosophila/metabolismo , Proteínas de Drosophila/genética , Proteínas de Drosophila/metabolismo , Morfogénesis/fisiología , Citoesqueleto/metabolismo , Transducción de Señal/fisiología , Alas de Animales , Drosophila melanogaster/metabolismo
19.
Cell Rep ; 43(7): 114398, 2024 Jun 25.
Artículo en Inglés | MEDLINE | ID: mdl-38935502

RESUMEN

Mechanosensitive Piezo channels regulate cell division, cell extrusion, and cell death. However, systems-level functions of Piezo in regulating organogenesis remain poorly understood. Here, we demonstrate that Piezo controls epithelial cell topology to ensure precise organ growth by integrating live-imaging experiments with pharmacological and genetic perturbations and computational modeling. Notably, the knockout or knockdown of Piezo increases bilateral asymmetry in wing size. Piezo's multifaceted functions can be deconstructed as either autonomous or non-autonomous based on a comparison between tissue-compartment-level perturbations or between genetic perturbation populations at the whole-tissue level. A computational model that posits cell proliferation and apoptosis regulation through modulation of the cutoff tension required for Piezo channel activation explains key cell and tissue phenotypes arising from perturbations of Piezo expression levels. Our findings demonstrate that Piezo promotes robustness in regulating epithelial topology and is necessary for precise organ size control.

20.
bioRxiv ; 2024 Feb 07.
Artículo en Inglés | MEDLINE | ID: mdl-38370840

RESUMEN

Throughout development, complex networks of cell signaling pathways drive cellular decision-making across different tissues and contexts. The transforming growth factor ß (TGF-ß) pathways, including the BMP/Smad pathway, play crucial roles in these cellular responses. However, as the Smad pathway is used reiteratively throughout the life cycle of all animals, its systems-level behavior varies from one context to another, despite the pathway connectivity remaining nearly constant. For instance, some cellular systems require a rapid response, while others require high noise filtering. In this paper, we examine how the BMP- Smad pathway balances trade-offs among three such systems-level behaviors, or "Performance Objectives (POs)": response speed, noise amplification, and the sensitivity of pathway output to receptor input. Using a Smad pathway model fit to human cell data, we show that varying non-conserved parameters (NCPs) such as protein concentrations, the Smad pathway can be tuned to emphasize any of the three POs and that the concentration of nuclear phosphatase has the greatest effect on tuning the POs. However, due to competition among the POs, the pathway cannot simultaneously optimize all three, but at best must balance trade-offs among the POs. We applied the multi-objective optimization concept of the Pareto Front, a widely used concept in economics to identify optimal trade-offs among various requirements. We show that the BMP pathway efficiently balances competing POs across species and is largely Pareto optimal. Our findings reveal that varying the concentration of NCPs allows the Smad signaling pathway to generate a diverse range of POs. This insight identifies how signaling pathways can be optimally tuned for each context.

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