RESUMEN
The development of high-resolution microscopes has made it possible to investigate cellular processes in 3D and over time. However, observing fast cellular dynamics remains challenging because of photobleaching and phototoxicity. Here we report the implementation of two content-aware frame interpolation (CAFI) deep learning networks, Zooming SlowMo and Depth-Aware Video Frame Interpolation, that are highly suited for accurately predicting images in between image pairs, therefore improving the temporal resolution of image series post-acquisition. We show that CAFI is capable of understanding the motion context of biological structures and can perform better than standard interpolation methods. We benchmark CAFI's performance on 12 different datasets, obtained from four different microscopy modalities, and demonstrate its capabilities for single-particle tracking and nuclear segmentation. CAFI potentially allows for reduced light exposure and phototoxicity on the sample for improved long-term live-cell imaging. The models and the training and testing data are available via the ZeroCostDL4Mic platform.
Asunto(s)
Aprendizaje Profundo , Microscopía , Imagen Individual de Molécula , Movimiento (Física)RESUMEN
Adhesion between animal cells and the underlying extracellular matrix is challenged during wounding, cell division, and a variety of pathological processes. How cells recover adhesion in the immediate aftermath of detachment from the extracellular matrix remains incompletely understood, due in part to technical limitations. Here, we used acute chemical and mechanical perturbations to examine how epithelial cells respond to partial delamination events. In both cases, we found that cells extended lamellipodia to establish readhesion within seconds of detachment. These lamellipodia were guided by sparse membrane tethers whose tips remained attached to their original points of adhesion, yielding lamellipodia that appear to be qualitatively distinct from those observed during cell migration. In vivo measurements in the context of a zebrafish wound assay showed a similar behavior, in which membrane tethers guided rapidly extending lamellipodia. In the case of mechanical wounding events, cells selectively extended tether-guided lamellipodia in the direction opposite of the pulling force, resulting in the rapid reestablishment of contact with the substrate. We suggest that membrane tether-guided lamellipodial respreading may represent a general mechanism to reestablish tissue integrity in the face of acute disruption.
Asunto(s)
Seudópodos , Pez Cebra , Animales , Movimiento Celular , Células Epiteliales , Cicatrización de HeridasRESUMEN
Tissues are shaped and patterned by mechanical and chemical processes. A key mechanical process is the positioning of the mitotic spindle, which determines the size and location of the daughter cells within the tissue. Recent force and position-fluctuation measurements indicate that pushing forces, mediated by the polymerization of astral microtubules against- the cell cortex, maintain the mitotic spindle at the cell center in Caenorhabditis elegans embryos. The magnitude of the centering forces suggests that the physical limit on the accuracy and precision of this centering mechanism is determined by the number of pushing microtubules rather than by thermally driven fluctuations. In cells that divide asymmetrically, anti-centering, pulling forces generated by cortically located dyneins, in conjunction with microtubule depolymerization, oppose the pushing forces to drive spindle displacements away from the center. Thus, a balance of centering pushing forces and anti-centering pulling forces localize the mitotic spindles within dividing C. elegans cells.
Asunto(s)
Caenorhabditis elegans/metabolismo , División Celular , Microtúbulos/metabolismo , Huso Acromático/metabolismo , Animales , Caenorhabditis elegans/fisiología , Proteínas de Caenorhabditis elegans/metabolismo , Dineínas/metabolismo , Embrión no Mamífero/metabolismo , Embrión no Mamífero/fisiologíaRESUMEN
Precise positioning of the mitotic spindle is important for specifying the plane of cell division, which in turn determines how the cytoplasmic contents of the mother cell are partitioned into the daughter cells, and how the daughters are positioned within the tissue. During metaphase in the early Caenorhabditis elegans embryo, the spindle is aligned and centered on the anterior-posterior axis by a microtubule-dependent machinery that exerts restoring forces when the spindle is displaced from the center. To investigate the accuracy and stability of centering, we tracked the position and orientation of the mitotic spindle during the first cell division with high temporal and spatial resolution. We found that the precision is remarkably high: the cell-to-cell variation in the transverse position of the center of the spindle during metaphase, as measured by the standard deviation, was only 1.5% of the length of the short axis of the cell. Spindle position is also very stable: the standard deviation of the fluctuations in transverse spindle position during metaphase was only 0.5% of the short axis of the cell. Assuming that stability is limited by fluctuations in the number of independent motor elements such as microtubules or dyneins underlying the centering machinery, we infer that the number is â¼1000, consistent with the several thousand of astral microtubules in these cells. Astral microtubules grow out from the two spindle poles, make contact with the cell cortex, and then shrink back shortly thereafter. The high stability of centering can be accounted for quantitatively if, while making contact with the cortex, the astral microtubules buckle as they exert compressive, pushing forces. We thus propose that the large number of microtubules in the asters provides a highly precise mechanism for positioning the spindle during metaphase while assembly is completed before the onset of anaphase.
Asunto(s)
Caenorhabditis elegans/embriología , Embrión no Mamífero/citología , Huso Acromático/metabolismo , Animales , Microtúbulos/metabolismoRESUMEN
The formation of a hollow lumen in a formerly solid mass of cells is a key developmental process whose dysregulation leads to diseases of the kidney and other organs. Hydrostatic pressure has been proposed to drive lumen expansion, a view that is supported by experiments in the mouse blastocyst. However, lumens formed in other tissues adopt irregular shapes with cell apical faces that are bowed inward, suggesting that pressure may not be the dominant contributor to lumen shape in all cases. Here we use live-cell imaging to study the physical mechanism of lumen formation in Madin-Darby Canine Kidney cell spheroids, a canonical cell-culture model for lumenogenesis. We find that in this system, lumen shape reflects basic geometrical considerations tied to the establishment of apico-basal polarity. A physical model incorporating both cell geometry and intraluminal pressure can account for our observations as well as cases in which pressure plays a dominant role.
Asunto(s)
Algoritmos , Citoesqueleto/metabolismo , Células Epiteliales/metabolismo , Epitelio/metabolismo , Modelos Teóricos , Esferoides Celulares/metabolismo , Animales , Membrana Celular/efectos de los fármacos , Membrana Celular/metabolismo , Citoesqueleto/efectos de los fármacos , Desamino Arginina Vasopresina/farmacología , Perros , Células Epiteliales/citología , Células Epiteliales/efectos de los fármacos , Matriz Extracelular/efectos de los fármacos , Matriz Extracelular/metabolismo , Células de Riñón Canino Madin Darby , Microscopía Confocal/métodos , Nocodazol/farmacología , Ouabaína/farmacología , Esferoides Celulares/citología , Esferoides Celulares/efectos de los fármacos , Moduladores de Tubulina/farmacologíaRESUMEN
Mitochondria control eukaryotic cell fate by producing the energy needed to support life and the signals required to execute programed cell death. The biochemical milieu is known to affect mitochondrial function and contribute to the dysfunctional mitochondrial phenotypes implicated in cancer and the morbidities of aging. However, the physical characteristics of the extracellular matrix are also altered in cancerous and aging tissues. Here, we demonstrate that cells sense the physical properties of the extracellular matrix and activate a mitochondrial stress response that adaptively tunes mitochondrial function via solute carrier family 9 member A1-dependent ion exchange and heat shock factor 1-dependent transcription. Overall, our data indicate that adhesion-mediated mechanosignaling may play an unappreciated role in the altered mitochondrial functions observed in aging and cancer.
Asunto(s)
Adhesión Celular/fisiología , Mecanotransducción Celular/fisiología , Dinámicas Mitocondriales/fisiología , Adulto , Animales , Animales Modificados Genéticamente , Caenorhabditis elegans , Respiración de la Célula , Células Cultivadas , Matriz Extracelular/metabolismo , Femenino , Células HEK293 , Humanos , Hiperglucemia/metabolismo , Hiperglucemia/patología , Hiperglucemia/fisiopatología , Integrinas/fisiología , Intercambio Iónico , Ratones , Microscopía Confocal , Persona de Mediana Edad , Mitocondrias/metabolismo , Mitocondrias/fisiología , Estrés Oxidativo/fisiología , Especies Reactivas de Oxígeno/metabolismo , Transducción de Señal/fisiología , Intercambiador 1 de Sodio-Hidrógeno/fisiología , Imagen de Lapso de TiempoRESUMEN
The position and orientation of the mitotic spindle is precisely regulated to ensure the accurate partition of the cytoplasm between daughter cells and the correct localization of the daughters within growing tissue. Using magnetic tweezers to perturb the position of the spindle in intact cells, we discovered a force-generating machinery that maintains the spindle at the cell center during metaphase and anaphase in one- and two-cell Caenorhabditis elegans embryos. The forces increase with the number of microtubules and are larger in smaller cells. The machinery is rigid enough to suppress thermal fluctuations to ensure precise localization of the mitotic spindle, yet compliant enough to allow molecular force generators to fine-tune the position of the mitotic spindle to facilitate asymmetric division.
Asunto(s)
Caenorhabditis elegans/citología , Mitosis/fisiología , Huso Acromático/metabolismo , Anafase/genética , Anafase/fisiología , Animales , Proteínas de Caenorhabditis elegans/genética , Centrosoma/metabolismo , Elasticidad , Embrión no Mamífero/citología , Cinesinas/genética , Metafase/genética , Metafase/fisiología , Mitosis/genética , Interferencia de ARN , Huso Acromático/genética , ViscosidadRESUMEN
In Klebsiella pneumoniae the transmembrane ß-barrel forming outer membrane protein KpOmpA mediates adhesion to a wide range of immune effector cells, thereby promoting respiratory tract and urinary infections. As major transmembrane protein OmpA stabilizes Gram-negative bacteria by anchoring their outer membrane to the peptidoglycan layer. Adhesion, osmotic pressure, hydrodynamic flow, and structural deformation apply mechanical stress to the bacterium. This stress can generate tensile load to the peptidoglycan-binding domain (PGBD) of KpOmpA. To investigate how KpOmpA reacts to mechanical stress, we applied a tensile load to the PGBD and observed a detailed unfolding pathway of the transmembrane ß-barrel. Each step of the unfolding pathway extended the polypeptide connecting the bacterial outer membrane to the peptidoglycan layer and absorbed mechanical energy. After relieving the tensile load, KpOmpA reversibly refolded back into the membrane. These results suggest that bacteria may reversibly unfold transmembrane proteins in response to mechanical stress.
Asunto(s)
Proteínas de la Membrana Bacteriana Externa/química , Modelos Moleculares , Conformación Proteica , Pliegue de Proteína , Estrés Mecánico , Adhesión Celular , Hidrodinámica , Presión Osmótica , Peptidoglicano/química , Unión ProteicaRESUMEN
Se evaluó el efecto del sexo y la edad de un grupo de personas en la capacidad de detectar cambios faciales ligeros en pares de fotografías. Las fotografías estuvieron expuestas ante la persona durante 1,5 s. Se utilizaron dos tratamientos; uno sin entrenamiento y otro con entrenamiento, donde se presentaba a la persona justo antes de la prueba una pareja de fotografías como ejemplo de los cambios que podrían esperarse. Los hombres y mujeres presentaron diferencias significativas en los resultados de la prueba; siendo las mujeres las que obtuvieron mayor número de aciertos indicando una mayor percepción visual detallada de los rostros. Igualmente, se encontró efecto de la edad sobre la percepción, registrándose un mayor número de aciertos entre los 21 y 30 años; antes de este rango, los valores son menores posiblemente debido a que la capacidad perceptual está en proceso de desarrollo; mientras que después, los valores disminuyen por el patrón normal de envejecimiento. Se encontró un mayor número de aciertos para el tratamiento con entrenamiento, sugiriendo que este método (demostración y ejemplo) es eficaz en facilitar la capacidad de percepción de diferencias faciales.
The sex and age effect on the capacity to detect slight facial changes in a pair of photographs was evaluated in a group of people. Each pair of photographs was displayed during 1.5 s. Two treatments were used; with and without training. Theformer consisted of a pair of photographs that were exhibited to the person before the test like an example of the changes that could be expected to see in the trial. Men and women showed meaningful differences in the test results; women obtained higher scores indicating an upper detailed visual perception of human faces. Furthermore, age effect over perception was found, where the greater number of correct choices was presented between 21 and 30 years old; before this age range no diffrences were found, because of the perceptual capacity is developing; on the other hand, upon that age range the results are lower because of the normal aging pattern. Greater scores were found on trained people, suggesting that the training treatment is an effective method for enhancing the perception skills.