116 research outputs found
Modélisation multiéchelle de perturbation de la phyllotaxie d'Arabidopsis thaliana
In this dissertation we are interested in how shoot structure emerges from the functioning of their apical meristem. For this, we investigate the structure of Arabidopsis thaliana shoot apical meristem at different scales. The thesis starts by studying at macroscopic scale plants in which the regularity of phyllotaxis has been perturbed and developing mathematical tools to quantify and analyze such complex patterns. Then we try to investigate at more microscopic scales what can be the reasons for such perturbations. For this we tested an extended version of Douady and Couder's model (1996) in which several key parameters are varied by adding different sources of noise. This modeling study enables us to hypothesize that the stability in size of both the primordia inhibition zone and the central zone may be key factors in phyllotaxis robustness. While realistic 3D models of primordia inhibitory fields have been developed recently, such a study is still missing for realistic 3D tissues in the case of the central zone. This lead us finally to analyze in depth the gene regulatory network that controls the size of the central zone in the meristem. We implemented a 3D version of a model in literature modulating the size of the central zone and tested this model on 3D meristem cellular structures obtained from 3D laser microscope images.Dans cette thèse nous nous intéressons à la manière dont la structure des plantes émerge du fonctionnement de leur méristème apical. Pour cela, nous étudions la structure du méristème apical d'Arabidopsis thaliana à différentes échelles. La thèse commence par étudier les plantes à l'échelle macroscopique dont la phyllotaxie a été perturbée et par le développement d'outils mathématiques pour quantifier et analyser ces perturbations. Ensuite, nous étudions à une échelle plus microscopiques quelles peuvent être les raisons de telles perturbations. Pour cela, nous avons testé une version étendue d'un modèle proposé par Douady et Couder (1996) dans lequel plusieurs paramètres clés sont modifiés par différentes sources de bruit. Cette étude de modélisation suggère que la stabilité de la taille de la zone de la zone centrale peut être un facteur clé dans la robustesse phyllotaxie. Alors que des modèles 3D réalistes des champs d'inhibition autour des primordia ont été développés récemment, une telle étude est toujours manquante pour les tissus réalistes en 3D dans le cas de la zone centrale. Cela nous conduit finalement à analyser en profondeur le réseau de régulation génétique qui contrôle la taille de la zone centrale dans le méristème. Nous avons implémenté une version 3D d'un modèle de la littérature de la zone centrale et testé ce modèle sur des méristèmes 3D obtenues à partir des images 3D de la microscopie laser
Multiscale modelling of Arabidopsis thaliana phyllotaxis perturbation
Dans cette thèse nous nous intéressons à la manière dont la structure des plantes émerge du fonctionnement de leur méristème apical. Pour cela, nous étudions la structure du méristème apical d'Arabidopsis thaliana à différentes échelles. La thèse commence par étudier les plantes à l'échelle macroscopique dont la phyllotaxie a été perturbée et par le développement d'outils mathématiques pour quantifier et analyser ces perturbations. Ensuite, nous étudions à une échelle plus microscopiques quelles peuvent être les raisons de telles perturbations. Pour cela, nous avons testé une version étendue d'un modèle proposé par Douady et Couder (1996) dans lequel plusieurs paramètres clés sont modifiés par différentes sources de bruit. Cette étude de modélisation suggère que la stabilité de la taille de la zone de la zone centrale peut être un facteur clé dans la robustesse phyllotaxie. Alors que des modèles 3D réalistes des champs d'inhibition autour des primordia ont été développés récemment, une telle étude est toujours manquante pour les tissus réalistes en 3D dans le cas de la zone centrale. Cela nous conduit finalement à analyser en profondeur le réseau de régulation génétique qui contrôle la taille de la zone centrale dans le méristème. Nous avons implémenté une version 3D d'un modèle de la littérature de la zone centrale et testé ce modèle sur des méristèmes 3D obtenues à partir des images 3D de la microscopie laser.In this dissertation we are interested in how shoot structure emerges from the functioning of their apical meristem. For this, we investigate the structure of Arabidopsis thaliana shoot apical meristem at different scales. The thesis starts by studying at macroscopic scale plants in which the regularity of phyllotaxis has been perturbed and developing mathematical tools to quantify and analyze such complex patterns. Then we try to investigate at more microscopic scales what can be the reasons for such perturbations. For this we tested an extended version of Douady and Couder's model (1996) in which several key parameters are varied by adding different sources of noise. This modeling study enables us to hypothesize that the stability in size of both the primordia inhibition zone and the central zone may be key factors in phyllotaxis robustness. While realistic 3D models of primordia inhibitory fields have been developed recently, such a study is still missing for realistic 3D tissues in the case of the central zone. This lead us finally to analyze in depth the gene regulatory network that controls the size of the central zone in the meristem. We implemented a 3D version of a model in literature modulating the size of the central zone and tested this model on 3D meristem cellular structures obtained from 3D laser microscope images
Modélisation multiéchelle de perturbation de la phyllotaxie d'Arabidopsis thaliana
In this dissertation we are interested in how shoot structure emerges from the functioning of their apical meristem. For this, we investigate the structure of Arabidopsis thaliana shoot apical meristem at different scales. The thesis starts by studying at macroscopic scale plants in which the regularity of phyllotaxis has been perturbed and developing mathematical tools to quantify and analyze such complex patterns. Then we try to investigate at more microscopic scales what can be the reasons for such perturbations. For this we tested an extended version of Douady and Couder's model (1996) in which several key parameters are varied by adding different sources of noise. This modeling study enables us to hypothesize that the stability in size of both the primordia inhibition zone and the central zone may be key factors in phyllotaxis robustness. While realistic 3D models of primordia inhibitory fields have been developed recently, such a study is still missing for realistic 3D tissues in the case of the central zone. This lead us finally to analyze in depth the gene regulatory network that controls the size of the central zone in the meristem. We implemented a 3D version of a model in literature modulating the size of the central zone and tested this model on 3D meristem cellular structures obtained from 3D laser microscope images.Dans cette thèse nous nous intéressons à la manière dont la structure des plantes émerge du fonctionnement de leur méristème apical. Pour cela, nous étudions la structure du méristème apical d'Arabidopsis thaliana à différentes échelles. La thèse commence par étudier les plantes à l'échelle macroscopique dont la phyllotaxie a été perturbée et par le développement d'outils mathématiques pour quantifier et analyser ces perturbations. Ensuite, nous étudions à une échelle plus microscopiques quelles peuvent être les raisons de telles perturbations. Pour cela, nous avons testé une version étendue d'un modèle proposé par Douady et Couder (1996) dans lequel plusieurs paramètres clés sont modifiés par différentes sources de bruit. Cette étude de modélisation suggère que la stabilité de la taille de la zone de la zone centrale peut être un facteur clé dans la robustesse phyllotaxie. Alors que des modèles 3D réalistes des champs d'inhibition autour des primordia ont été développés récemment, une telle étude est toujours manquante pour les tissus réalistes en 3D dans le cas de la zone centrale. Cela nous conduit finalement à analyser en profondeur le réseau de régulation génétique qui contrôle la taille de la zone centrale dans le méristème. Nous avons implémenté une version 3D d'un modèle de la littérature de la zone centrale et testé ce modèle sur des méristèmes 3D obtenues à partir des images 3D de la microscopie laser
An integrated approach based on acoustic emission and mechanical information to evaluate the delamination fracture toughness at mode I in composite laminate
his paper addresses a new method based on the combination of mechanical behavior and acoustic emission (AE) information of composite materials during mode I delamination. The method is based on a special purpose function, called sentry function, which is defined as the logarithm of the ratio between mechanical energy and acoustic energy (f=Ln(Es/Ea)). The sentry function is used to study the delamination process and to evaluate the delamination fracture toughness in mode I. The relationship between cumulative fracture toughness energy release rate (GI) and the integral of the sentry function during crack propagation showed a transition point with two sensitive regions below and above it. This behavior can be followed to obtain the critical strain energy release rate value (GIc). Results obtained by means of the sentry function are compared with results obtained by a methodology proposed by other author
SPATIO-TEMPORAL ANALYSIS OF SPRUCE TREE CELL WALL ENZYMATIC HYDROLYSIS
International audiencePlant cell wall recalcitrance poses a major challenge for the efficient transformation of lignocellulosic biomass into bio-products. Overcoming the recalcitrance is crucial for achieving plant based cost-effective sustainable alternatives to fossil fuels. Despite significant progress in identifying nanoscale markers of recalcitrance, the cell wall deconstruction at cell and tissue scales remains largely under-explored. Building upon our previous work combining 4D (3D + time) fluorescence imaging and image processing to characterize changes in cell wall properties of poplar samples during enzymatic hydrolysis, this study extends our approach to spruce tree wood, a valuable forest resource threatened by dieback. We collected time-lapse datasets of spruce tree wood samples using a fluorescence confocal microscope during hydrolysis using an enzyme cocktail of known composition with different activity levels (control, 7.5, 15, and 30 FPU/g sample). We then adapted our computational pipeline to effectively handle highly deconstructed datasets undergoing significant structural changes and deformations. This involved first dividing the time-lapse confocal images into sequential clusters with variable sizes, with smaller clusters corresponding to higher levels of deconstruction. We then used an adaptation of spatial information propagation strategy to segment the images during hydrolysis into individual cell walls [1] by temporally constraining the propagation to the clusters. To investigate the spatio-temporal structural changes at the tissue scale during enzymatic deconstruction, an adjacency graph representing the tissue's structure and intercellular connections wascomputed from segmented images. This graph helped to identify for each cell the number of neighboring cells. Subsequently, we computed dynamics of different cell wall structural parameters, namely cell wall volume, thickness and accessible surface area during enzymatic hydrolysis. We observed a significant reduction in the computed dynamics after 24 hours of hydrolysis in the presence of enzymes, whereas a slight decrease was observed in the initial hours for the control datasets due to photo-bleaching (Figure 1). We also computed autofluorescence intensity dynamics as a proxy for cell wall deconstruction at cell and tissuescales which revealed heterogeneous deconstruction. Altogether, our study identifies key cell and tissue scales parameters underlying spruce tree cell wall enzymatic deconstruction. This study also provides relevant parameters that can be used to develop computational mathematical models of plant cell wall deconstruction.References[1] Refahi, Y., Zoghlami, A., Viné, T., Terryn, C., & Paës, G. (2024). Plant cell wall enzymatic deconstruction: Bridging the gap between micro and nano scales. Bioresource Technology, 414, 131551
Image-based computational approach to optimize lignocellulosic biomass conversion
International audienc
BIOMODLAB: A software platform to analyze 4D (space + time) image datasets
International audienc
Three-Dimensional Imaging of Plant Cell Wall Deconstruction Using Fluorescence Confocal Microscopy
Lignocellulosic biomass (LB) is recalcitrant to enzymatic hydrolysis due to its compact and complex cell wall structure. To identify the parameters behind LB recalcitrance, experimental data over hydrolysis time must be collected. Here, we describe a novel method to collect time-lapse images during cell wall deconstruction by enzymatic hydrolysis. The protocol includes instructions for sample preparation, layout of a custom designed incubation chamber and instructions for confocal time lapse acquisition. The protocol sets out a detailed plan where cross-sections of untreated and pretreated poplar samples are mounted in a sealed frame containing a buffer and an enzymatic cocktail. The sealed frame is then placed into an incubator to maintain the sample at a constant temperature of 50 °C, which is optimal for enzymatic reaction while avoiding enzymatic cocktail evaporation. Using lignin natural autofluorescence, confocal z-stacks of untreated and pretreated samples were acquired at regular time intervals during enzymatic hydrolysis for 24 h. Acquisition parameters were optimized to compromise between image resolution and reduced photo-bleaching. The acquired image might then be processed by further development of algorithms to extract precise quantitative information on cell wall deconstruction. This protocol is an important first step towards elucidating the underlying parameters of LB recalcitrance by allowing the acquisition of high-quality images of LB hydrolysis for extracting quantitative data on LB deconstruction
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