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Persson, S.

Publications and source records attributed to Persson, S..

At least 19 recordsLinked to original sources

Arabidopsis BAG proteins regulate cellulose synthase stability

Cellulose synthase complexes (CSCs) synthesize cellulose at the plasma membrane, and their activity and trafficking are critical for maintaining cell wall integrity during plant growth. Clathrin-mediated endocytosis (CME) regulates CSC internalization and has been implicated in their rapid stress-induced removal from the plasma membrane. Stress adaptation, instead, requires the maintenance of a subset of CSCs at the plasma membrane, yet the mechanisms underlying this homeostasis remain poorly understood. The Arabidopsis Bcl-2-associated athanogene4 (BAG4) was identified as an interactor of the adaptor protein 2 complex (AP-2) and the TPLATE complex (TPC), two key components of plant CME. Here, we show that AP-2 and the TPC associated with four closely related BAG proteins, BAG1-BAG4. A quadruple mutant exhibited abnormal growth, increased sensitivity to salt stress, and reduced endocytic flux. However, the abundance, localization and dynamics of CME machinery was largely unaffected, suggesting that BAG proteins are not core regulators of CME. Instead, BAG1-BAG4 deficiency caused hypersensitivity to cellulose biosynthesis inhibitors and impaired hypocotyl elongation in darkness, consistent with defective cellulose-dependent growth. BAG1-BAG4 also interacted with CESA6, and salt-induced CESA6 degradation and ubiquitination was enhanced in the quadruple mutant. Together, these findings identify BAG1-BAG4 as redundant proteostasis factors that safeguard CESA6 stability during salt stress, thereby maintaining cellulose synthesis, cell wall integrity, and plant stress tolerance.

plant biology↗

Phosphorylation of TTL3 by BIK1 Functions as a Molecular Switch to Control Cellulose Biosynthesis under Salt Stress

Cellulose, a central structural component of plant cell walls, is produced by cellulose synthase complexes (CSCs) at the plasma membrane. Salinity stress is particularly damaging to cellulose biosynthesis, and therefore, plants have developed adaptive mechanisms to cope with these conditions. TETRATRICOPEPTIDE THIOREDOXIN-LIKE (TTL) proteins are essential for growth under salt stress and show a salt-dependent association with CSCs through an as-yet unknown mechanism. Here, we identify a phosphorylation-dependent regulatory mechanism linking salt stress signaling to cellulose biosynthesis through the coordinated action of TTL3 and the receptor-like cytoplasmic kinase BOTRYTIS-INDUCED KINASE 1 (BIK1). Phosphorylation of Serine 93 in the N-terminal intrinsically disordered region of TTL3 controls its localization, retaining it in the cytosol, while dephosphorylation promotes association with CSCs at the plasma membrane. Biochemical and genetic analysis identified BIK1 as the kinase responsible for TTL3-S93 phosphorylation, with bik1 mutants phenocopying the phosphoablative TTL3S93A in vivo. Transcriptomic analyses reveal a strong overlap of differentially expressed genes between bik1 and a cellulose-deficient mutant, supporting a broader role for BIK1 in cell wall regulation. Notably, TTL proteins do not appear to be involved in the assayed canonical immune responses, suggesting pathway specificity downstream of BIK1. Together, these findings define a signaling module that connects salt stress perception to CSCs regulation and establish BIK1-dependent TTL3 phosphorylation as a molecular switch for maintaining cell wall integrity under abiotic stress.

Plant Biology↗

PEtab Select: specification standard and supporting software for automated model selection

A central question in mathematical modeling of biological systems is determining which processes are most relevant and how they can be described. There are often competing hypotheses, which yield different models. Model comparison requires parameter optimization and sampling methods. Yet, standards for the specification of model selection problems and the swift evaluation of a broad spectrum of approaches are not available. PEtab Select addresses this challenge by providing a concise, standardized specification of model selection and its associated calibration problems through a new file format standard and software package. The standard facilitates the compact representation of even very large model selection problems; in one example, billions of model alternatives. PEtab Select builds on the PEtab standard for the specification of parameter estimation problems, and enables the use of state-of-the-art modelling and calibration workflows utilizing COPASI, Data2Dynamics, PEtab.jl, and pyPESTO. PEtab Select supports common model selection criteria (e.g., Akaike and Bayesian information criteria) and can be easily extended to use others. To ensure flexibility, PEtab Select implements several model space exploration approaches, including basic brute-force, forward, and backward selection, and also advanced, flexible selection methods. PEtab Select introduces the first standardization of model selection tasks, filling a critical gap in existing computational pipelines. It constitutes an essential contribution to FAIR research software in systems biology by promoting interoperability and reusability in model selection. Author summaryModel selection is a crucial step in mathematical modeling, guiding the choice of components to include in a model. PEtab Select automates this process across diverse modeling frameworks and programming languages via (1) a new interoperable, language-agnostic standard for specifying large-scale model selection problems, and (2) a comprehensive software package that implements these selection methods. Developed through a community effort, PEtab Select has been integrated into multiple modeling frameworks and is accessible to users of COPASI, Julia, MATLAB, and Python.

systems biology↗

PEtab.jl: Advancing the Efficiency and Utility of Dynamic Modelling

Dynamic models are useful to study processes ranging from cell signalling to cell differentiation. Common modelling workflows such as model exploration and parameter estimation are computationally demanding. The Julia programming language is a promising tool to address these computational challenges. To evaluate it we developed SBMLImporter.jl and PEtab.jl, a package for model fitting. SBMLImporter.jl was used to evaluate different stochastic simulators against PySB and RoadRunner, overall Julia simulators proved fastest. For Ordinary Differential Equations (ODE) models solvers, gradient methods, and parameter estimation performance were evaluated using PEtab benchmark problems. For the latter two tasks PEtab.jl was compared against pyPESTO, which employs the high-performance AMICI library. Guidelines for choosing ODE solver were produced by evaluating 31 ODE solvers for 29 models. Further, by leveraging automatic differentiation PEtab.jl proved efficient and, for up to medium-sized models, was often at least twice faster than pyPESTO, showcasing how Julias ecosystem can accelerate modelling workflows.

systems biology↗

Modulation of the GT Family 47 clade B gene affects arabinan deposition in elaters of Marchantia polymorpha

The plant cell wall polymer -1,5-linked arabinan is associated with important functions in plant physiology, such as cell wall flexibility and desiccation tolerance in angiosperms. However, its biosynthetic mechanism remains obscure. A putative arabinan arabinosyltransferase (AraT) is the Arabidopsis ARABINAN-DEFICIENT1 in GT family 47 clade B (GT47B), but its role is inferred by its mutant cell wall phenotypes, and not through in vitro assays. With seven other genes in the clade, investigating the function of the members in GT47B is hampered by the high genetic redundancy in Arabidopsis. Instead, we probe the function of the only two genes in GT47B in the liverwort model organism Marchantia polymorpha, named MpARAD-Like 1 (MpARADL1) and MpARADL2. Mparadl1 and Mparadl2 loss-of-function mutants and overexpression lines were generated, and their cell wall composition was probed using Comprehensive Microarray Polymer Profiling (CoMPP), glycosyl linkage analysis and immunolabelling. Interestingly, Mparadl2 mutants have much less of the 1,5--L-arabinan epitope in elaters since LM6 antibody recognition showed a notable reduction. However, 5-linked Araf levels in the Marchantia thallus tested with glycosyl linkage analysis are comparable between mutants and wild type, suggesting that there is another enzyme forming 5-Araf linkages in Marchantia. Our attempts to obtain the biochemical activity of these enzymes through the expression and purification of AtARAD1, MpARADL1 and MpARADL2 proteins in the HEK293 cell heterologous expression system were unsuccessful. Therefore, we suspect that an evolutionarily conserved, and clade-specific mechanism is required to confer solubility for purification and subsequent activity characterisation of GT47B proteins. Previous studies have shown that co-expression of protein interaction partners can enhance protein solubility in the HEK293 cell system, but co-expression of MpARADL2 with AtARAD1 and MpARADL1 did not yield soluble proteins, prompting further investigation into the protein-protein interactors of GT47B proteins.

plant biology↗

The Building Blocks of Early Land Plants: Glycosyltransferases and Cell Wall Architecture in the model liverwort Marchantia polymorpha

The liverwort Marchantia polymorpha has emerged as an important plant model for developmental studies and may become central to elucidate the complex process of cell wall polysaccharide biosynthesis. This study comprehensively analyses the composition and structure of cell wall glycans across eight different M. polymorpha tissue types. We show that while the cell walls largely mirror known land plant cell wall composition, they also exhibit some unique characteristics. For example, -(1,5)-arabinan was prominently present in the sporophyte tissue, which may indicate a specialised role in this life stage. Furthermore, M. polymorpha cell walls displayed a remarkably low overall pectin content, yet the abundance of pectic arabinan in sporophytes hint at its putative role in the evolution and complexity of spermatophyte cell walls. Through comparative analyses of glycosyltransferase (GT) families across plant species, we found that M. polymorpha has a diversified GT repertoire compared for example, to the model plant Arabidopsis thaliana, indicating uniqueness in its cell wall biosynthesis pathways. To support research underpinning cell wall biosynthesis, we developed a Gateway compatible compendium of 93 M. polymorpha GTs, providing a valuable resource for genetic and functional studies. Our study thus works as a foundation to drive new insights into cell wall evolution, structure and function across the plant kingdom.

plant biology↗

Ethylene modulates cell wall mechanics for root responses to compaction

Soil stresses impact crop yields, presenting global agricultural challenges. Soil compaction triggers root length reduction and radial expansion driven by the plant hormone ethylene. We report how ethylene controls cell wall properties to promote root radial expansion. We demonstrate how soil compaction stress, via ethylene, upregulates Auxin Response Factor1 in the root cortex, which represses Cellulose Synthase (CESA) genes. CESA repression drives radial expansion of root cortical cells by modifying the thickness and mechanics of their cell walls, which result in a "stiff epidermis-soft cortex" contrast. Our research thus connects ethylene signaling with root mechanics via cell wall strength, and reveals how dynamic regulation of cellulose synthesis crucially controls root growth in compacted soil.

plant biology↗

IQD2 recruits KLCR1 to the membrane-microtubule nexus to promote cytoskeletal mechano-responsiveness in leaf epidermis pavement cells

Plant cells experience a variety of mechanical stresses from both internal and external sources, including turgor pressure, mechanical strains arising from heterogeneous growth between neighboring cells, and environmental factors like touch from soil, rain, or wind [1,2]. These stresses serve as signals at the cell-, tissue- and organismal level to coordinate plant growth during development and stress responses [3]. In plants, the physical cell wall-plasma membrane-microtubule continuum is proposed to be integral in transducing mechanical signals from the exterior to intracellular components [4-6]. Cortical microtubules (CMTs) rapidly reorient in response to mechanical stress to align with the maximal tensile stress direction [7,8]. Several studies proposed that CMTs themselves may act as stress sensors; the precise mechanisms involved in the regulation of CMTs and the modes of sensing, however, are still not clearly understood. Here, we show that IQD2 and KLCR1 are enriched at CMTs in proximity to the plasma membrane. IQD2, which is a bona fide microtubule-associated protein, promotes microtubule localization of KLCR1. By combining cross-linking mass spectrometry (XL-MS) and computational modeling with structure-function studies, we present first experimental insights into the composition and structure of IQD2-KLCR1 complexes. Further, we demonstrate that the IQD2-KLCR1 module is a positive regulator of microtubule mechano-responses in pavement cells. Collectively, our work identifies the IQD2-KLCR1 module as novel regulator of mechanostress-mediated CMT reorientation and provides a framework for future mechanistic studies aimed at a functional dissection of mechanotransduction at the plasma membrane-CMT interface during growth and plant morphogenesis. HighlightsO_LIIQD2 and KLCR1 localize to the plasma membrane-microtubule nexus C_LIO_LIIQD2 is required for efficient microtubule targeting of KLCR1 in planta C_LIO_LIIQD2 physically interacts with KLCR1 and microtubules C_LIO_LIThe IQD2-KLCR1 module promotes mechano-stress induced microtubule reorganization C_LI

plant biology↗

The origin of septin ring size control in budding yeast

The size of organelles and cellular structures needs to be tightly controlled and adjusted to the overall cell size to ensure cell function. A prominent example of a self-assembly process forming a structure whose size scales with cell size is Cdc42-driven cell polarization and subsequent septin ring formation in Saccharomyces cerevisiae. Despite extensive research, the mechanisms that determine Cdc42 cluster and septin ring size are still unclear. Combining computational modeling, live-cell imaging and genetic manipulations, we show here that positive feedback in the polarization pathway, together with the amount of polarity proteins increasing with cell size, can account for the increase of the Cdc42 cluster area with cell size, and as a consequence also the scaling of the septin ring diameter. We demonstrate that in bni1{Delta} cells, which have a larger septin ring compared to wild-type cells but a similarly sized Cdc42-GTP cluster, disruption of F-actin cable assembly and polarization toward the bud site results in diffuse exocytosis, causing septin ring enlargement. Furthermore, we find that in cells with impaired negative feedback in the polarization pathway, the Cdc42-GTP cluster area expands compared to wild-type cells, while the septin ring diameter remains mostly unchanged. This decoupling can be partially explained by a high recruitment rate of septin via polarity factors. Taken together, we provide insights into the origin of septin ring size control, in particular the scaling with cell volume, by integrating new experimental findings and mechanistic models of budding yeast polarization.

cell biology↗

ATF4 orchestrates IL-1α-induced senescence in adult neural stem cells

Adult neural stem cells (NSC) are a potential source for the regeneration of damaged tissue during neuropathological conditions, but much remains unexplored. In an attempt to study the influence of neuroinflammation on NSCs, we generated a transgenic reporter rat strain that expresses the Discosoma sp. red (DsRed) fluorophore in NSCs and subjected it to traumatic brain injury (TBI). Transcriptomic analysis of NSCs isolated from TBI revealed an enrichment of stress response genes that pertained to endoplasmic reticulum (ER) stress and integrated stress response (ISR). Downstream analysis on NSC cultures pinpointed IL-1 as a trigger of ISR in these cells. At concentration levels similar to the ones measured post-TBI in rats, IL-1 induced the translation of activating transcription factor 4 (ATF4), an ISR master regulator. Further, ATF4 was necessary for the IL-1 -dependent induction of a senescent profile in NSCs, which included a metabolic shift towards glycolysis, induction of senescence-associated secretory phenotype, SASP, and cell cycle arrest. In summary, the ISR/ATF4 pathway seems to play a major role in NSC function during neuroinflammation and provides a therapeutic tool for protecting the NSC pool during these conditions.

neuroscience↗

The fnr-like mutants enhance isoxaben tolerance by initiating mitochondrial retrograde signalling

Isoxaben is a pre-emergent herbicide used to control broadleaf weeds. While the phytotoxic mechanism is not completely understood, isoxaben interferes with cellulose synthesis. Certain mutations in cellulose synthase complex proteins can confer isoxaben tolerance; however, these mutations cause compromised cellulose synthesis and perturbed plant growth, rendering them unsuitable as herbicide tolerance traits. We conducted a genetic screen to identify new genes associated with isoxaben tolerance by screening a selection of Arabidopsis thaliana T-DNA mutants. We found that mutations in a FERREDOXIN-NADP(+) OXIDOREDUCTASE-LIKE (FNRL) gene enhanced tolerance to isoxaben, exhibited as a reduction in primary root stunting, reactive oxygen species accumulation, and ectopic lignification. The fnrl mutant did not exhibit a reduction in cellulose levels following exposure to isoxaben, indicating that FNRL operates upstream of isoxaben-induced cellulose inhibition. In line with these results, transcriptomic analysis revealed a highly reduced response to isoxaben treatment in fnrl mutant roots. The fnrl mutants displayed constitutively induced mitochondrial retrograde signalling, and the observed isoxaben tolerance is partially dependent on the transcription factor ANAC017, a key regulator of mitochondrial retrograde signalling. Moreover, FNRL is highly conserved across all plant lineages, implying conservation of its function. Notably, fnrl mutants did not show a growth penalty in shoots, making FNRL a promising target for biotechnological applications in breeding isoxaben tolerance in crops.

plant biology↗

Implementation of pupylation-based proximity labelling in plant biology reveals regulatory factors in cellulose biosynthesis

Knowledge about how and where proteins interact provides a pillar for cell biology. Biotin-related proximity labelling approaches are efficiently monitoring protein interactions but may have labelling-related drawbacks. Here, we introduce pupylation-based proximity labelling (PUP-IT) as a tool for protein interaction detection in plant biology. We show that PUP-IT readily confirmed and extended protein interactions for several known protein complexes, across different types of plant systems. To further demonstrate the power of PUP-IT, we used the system to identify protein interactions of the protein complex that underpin cellulose synthesis in plants. Apart from known complex components, we identified the ARF-GEF BEN1 (BFA-VISUALIZED ENDOCYTIC TRAFFICKING DEFECTIVE1). We show that BEN1 contributes to cellulose synthesis by regulating the trafficking of the cellulose synthesis protein complex between the trans-Golgi network and the plasma membrane. Our results, therefore, introduce PUP-IT as a new and powerful proximity labelling system to identify protein interactions in plant cells.

plant biology↗

Tip Growth Defective1 interacts with the cellulose synthase complex to regulate cellulose synthesis in Arabidopsis thaliana.

Plant cells possess robust and flexible cell walls composed primarily of cellulose, a polysaccharide that provides structural support and enables cell expansion. Cellulose is synthesised by the Cellulose Synthase A (CESA) catalytic subunits, which form cellulose synthase complexes (CSCs). While significant progress has been made in unravelling CSC function, the trafficking of CSCs and the involvement of post-translational modifications in cellulose synthesis remain poorly understood. In order to deepen our understanding of cellulose biosynthesis, this study utilised immunoprecipitation techniques with CESA6 as the bait protein to explore the CSC and its interactors. We successfully identified the core proteins of the CSC complex and discovered new potential interactors involved in CSC trafficking and the coordination of cell wall synthesis. Moreover, we identified TIP GROWTH DEFECTIVE 1 (TIP1) protein S-acyl transferases (PATs) as an interactor of the CSC complex. We confirmed the interaction between TIP1 and the CSC complex through multiple independent approaches. Further analysis revealed that tip1 mutants exhibited stunted growth and reduced levels of crystalline cellulose in leaves. These findings suggest that TIP1 positively influences cellulose biosynthesis, potentially mediated by its role in the S-acylation of the CSC complex.

plant biology↗

Phosphate starvation regulates cellulose synthesis to modify root growth

In the model plant Arabidopsis thaliana, the absence of the essential macro-nutrient phosphate reduces primary root growth through decreased cell division and elongation, requiring alterations to the polysaccharide-rich cell wall surrounding the cells. Despite its significance, the regulation of cell wall synthesis in response to low phosphate levels is not well understood. In this study, we show that plants increase cellulose synthesis in roots under limiting phosphate conditions, which leads to changes in the thickness and structure of the cell wall. These changes contribute to the reduced growth of primary roots in low phosphate conditions. Furthermore, we found that the cellulose synthase complex activity at the plasma membrane increases during phosphate deficiency. Moreover, we show that this increase in the activity of the cellulose synthase complex is likely due to alterations in the phosphorylation status of cellulose synthases in low phosphate conditions. Specifically, phosphorylation of CELLULOSE SYNTHASE 1 at the S688 site decreases in low phosphate conditions. Phosphomimic versions of CELLULOSE SYNTHASE 1 with an S688E mutation showed significantly reduced cellulose induction and primary root length changes in low phosphate conditions. Protein structure modelling suggests that the phosphorylation status of S688 in CELLULOSE SYNTHASE 1 could play a role in stabilizing and activating the cellulose synthase complex. This mechanistic understanding of root growth regulation under limiting phosphate conditions provides potential strategies for changing root responses to soil phosphate content.

plant biology↗

pGG-PIP: A GreenGate (GG) entry vector collection with Plant Immune system Promoters (PIP)

The regulatory sequences controlling the expression of a gene (i.e., the promoter) are essential to properly understand a genes function. From their use in mutant complementation assays, to studying their responsiveness to different stimuli via transcriptional reporter lines or using them as proxy for the activation of certain pathways, assays using promoter sequences are valuable tools for insight into the genetic architecture underlying plant life. The GreenGate (GG) system is a plant-specific variant of the Golden Gate assembly method, a modular cloning system that allows the hierarchical assembly of individual donor DNA fragments into one expression clone via a single reaction step. Here, we present a collection of 75 GG entry vectors carrying putative regulatory sequences for Arabidopsis thaliana genes involved in many different pathways of the plant immune system, designated Plant Immune system Promoters (PIP). This pGG-PIP entry vector set enables the rapid assembly of expression vectors to be used for transcriptional reporters of plant immune system components, mutant complementation assays when coupled with coding sequences, mis-expression experiments for genes of interest, or the targeted use of CRISPR/Cas9 genome editing. We used pGG-PIP vectors to create fluorescent transcriptional reporters in A. thaliana and demonstrated the potential of these reporters to image the responsiveness of specific plant immunity genes to infection and colonization by the fungal pathogen Fusarium oxysporum. Using the PLANT ELICITOR PEPTIDE (PEP) pathway as an example, we show that several components of this pathway are locally activated in response to colonization by the fungus.

plant biology↗

Spatially distinct phytohormone responses of individual Arabidopsis thaliana root cells to infection and colonization by Fusarium oxysporum

Jasmonic acid (JA), ethylene (ET) and salicylic acid (SA) are the three major phytohormones coordinating a plants defense response to pathogenic attack. While JA and ET are assumed to primarily control the defense against necrotrophic pathogens, SA-induced defense responses target mainly biotrophic microbes, and can include drastic measures such as programmed cell death as part of the plants hypersensitive response (HR). Fusarium oxysporum is a hemibiotrophic fungal pathogen of several plant species, including many important food crops, and the model plant species Arabidopsis thaliana. Colonization of the plants root vascular tissue by the fungus eventually results in wilting and plant death. A general role for JA, ET and SA in combating infection and colonization of the plant by F. oxysporum has been demonstrated, but their distinct roles and modes of action have so far not been described. Here, using high resolution microscopy with fluorescent marker lines of A. thaliana roots infected with F. oxysporum we show that SA acts spatially separate from JA, in a distinct set of root cells immediately neighboring the fungal colonization site. There, SA induces HR to stop the spread of colonization. JA acts in a different, but also clearly defined set of cells, slightly removed from the colonization site, where it initiates a defense response to actively resist the invader. ET is activated in a stretch of cells that covers both, the cells with activated SA and JA signaling, and may be involved in creating these two distinct zones. These results show how the three phytohormones act together, but spatially and functionally separate from each other, to fight this hemibiotrophic pathogen. Such a high-resolution analysis to resolve the plants immune response to pathogenic infection on an individual cell level and in intact tissue has so far been lacking. Graphical AbstractO_LIColonization of the A. thaliana root tip by F. oxysporum strain Fo5176 leads to immediate cell death of the colonized and surrounding tissue. C_LIO_LIAs the colonization front progresses through the vasculature, the cell death front moves along with it through not only the vasculature, but also the surrounding tissues. C_LIO_LIWRKY70 positively regulates salicylic acid (SA) biosynthesis in cells immediately adjacent to the colonized tissue, inducing a hypersensitive response (HR), thereby killing off the cells deemed lost to the intruder, establishing the cell death front. C_LIO_LISlightly further removed from the HR zone, WRKY11 induces jasmonate (JA) biosynthesis in cells of the vasculature to launch a defense response aimed at actively repelling the fungus. C_LI O_FIG O_LINKSMALLFIG WIDTH=122 HEIGHT=200 SRC="FIGDIR/small/521292v2_ufig1.gif" ALT="Figure 1"> View larger version (50K): org.highwire.dtl.DTLVardef@1bd280forg.highwire.dtl.DTLVardef@191052aorg.highwire.dtl.DTLVardef@1ea43acorg.highwire.dtl.DTLVardef@100ecdb_HPS_FORMAT_FIGEXP M_FIG C_FIG

plant biology↗

Root twisting drives halotropism via stress-induced microtubule reorientation

Plants have evolved signaling mechanisms that guide growth away from adverse environments that can cause yield losses. Root halotropism is a sodium-specific negative tropism that is crucial for surviving and thriving under high salinity. Although root halotropism was discovered some years ago, the underlying molecular and cellular mechanisms remain unknown. Here, we show that abscisic acid (ABA)-mediated root twisting determines halotropism in Arabidopsis. An ABA-activated SnRK2 protein kinase (SnRK2.6) phosphorylates the microtubule-associated protein SP2L at Ser406, which induces a change in the anisotropic cell expansion at the root transition zone that located between the apical meristem and basal elongation zone, and is required for root twisting during halotropsim. Salt stress triggers SP2L-mediated cortical microtubule reorientation in cells at the transition zone, which guides cellulose microfibril patterns. Our findings outline the cellular and molecular mechanisms of root halotropism and indicate that anisotropic cell expansion through MT-reorientation and microfibril deposition have a central role in mediating tropic responses.

plant biology↗

PEPSDI: Scalable and flexible inference framework for stochastic dynamic single-cell models

Mathematical modelling is an invaluable tool to describe dynamic cellular processes and to rationalise cell-to-cell variability within the population. This requires statistical methods to infer unknown model parameters from dynamic, multi-individual data accounting for heterogeneity caused by both intrinsic and extrinsic noise. Here we present PEPSDI, a scalable and flexible framework for Bayesian inference in state-space mixed-effects stochastic dynamic single-cell models. Unlike previous frameworks, PEPSDI imposes a few modelling assumptions when inferring unknown model parameters from time-lapse data. Specifically, it can infer model parameters when intrinsic noise is modelled by either exact or approximate stochastic simulators, and when extrinsic noise is modelled by either time-varying, or time-constant parameters that vary between cells. This allowed us to identify hexokinase activity as a source of extrinsic noise, and to deduce that sugar availability dictates cell-to-cell variability in the budding yeast Saccharomyces cerevisiae SNF1 nutrient sensing pathway.

systems biology↗