Biology subjects

Becker, A.

Publications and source records attributed to Becker, A..

At least 19 recordsLinked to original sources

bioRxiv2026

Glycine betaine-mediated transcriptional stimulation links its catabolism and vitamin B12 biosynthesis in Rhizobiaceae

Glycine betaine (GB) is a trimethylated ammonium compound widely used as a compatible solute, and serves as a carbon, nitrogen, and methyl group source in many members of the Rhizobiaceae. GB is critical for high-level vitamin B2 production, a cofactor synthesized exclusively by microorganisms. Vitamin B2 formation requires multiple methylation steps. In the industrial vitamin B2 production strain Pseudomonas denitrificans, GB has been shown to serve as a methyl group donor through its successive demethylation to glycine and to provide the carbon backbone for the universal porphyrin precursor 5-aminolevulinic acid. Moreover, previous proteomics studies have revealed increased levels of vitamin B2 biosynthetic enzymes in the presence of GB. However, it has remained unclear at what level of gene expression this regulation occurs. Here, using promoter-reporter fusions in the vitamin B2 overproducer Ensifer adhaerens LU2703 and in the low-producer Sinorhizobium meliloti 102F34, we demonstrate that GB activates promoters of both its own catabolic pathway and of major cob operons. Two of these operons encode the complete set of S-adenosylmethionine-dependent methyltransferases required for corrin ring biosynthesis, the foundational, rate-limiting stage in vitamin B12 production. Stimulation of cobE and cobH promoters as well as vitamin B2 production yields followed sigmoidal dose-response curves with saturation in a similar concentration range, suggesting a tight coupling between GB supply and biosynthetic output. Our findings uncover a novel regulatory layer in vitamin B2 biosynthesis and provide promoter-probe set-ups for further exploration of GB-mediated transcriptional control.

microbiology↗

bioRxiv2026

Dynamic expression range expansion of ECF sigma factor-dependent synthetic regulons by promoter context engineering

Alternative {sigma} factors enable bacteria to reprogram transcription in response to environmental cues and provide powerful tools for synthetic gene regulation. Extracytoplasmic function (ECF) {sigma} factors have recently been implemented as orthogonal transcriptional switches in several bacteria, including the -proteobacterium Sinorhizobium meliloti. Here, we investigated how promoter sequence context influences the activity and specificity of heterologous ECF-dependent core promoters. Combining ECF core promoters from Pseudomonas syringae and Escherichia coli with flanking sequences derived from strong promoters of S. meliloti and other proteobacteria increased promoter activity by up to 45-fold while preserving {sigma} factor specificity. We identified a short upstream AT motif, resembling a minimal UP element, as a key determinant of promoter strength. Targeted mutagenesis confirmed its role in supporting transcription initiation. Engineering promoter-flanking sequences together with the AT motif generated promoter libraries spanning up to a 75-fold range of activities. Importantly, promoter activity hierarchies were maintained within synthetic multi-gene regulons controlled by a single ECF master regulator, demonstrating modular and predictable gene expression. Our results establish promoter environment engineering as a robust strategy for expanding the dynamic range of orthogonal ECF regulatory systems and facilitate the scalable design of synthetic transcriptional programs in bacteria.

synthetic biology↗

bioRxiv2026

Epileptogenesis dynamics driven by peritumoral circuit rewiring in gangliogliomas

Gangliogliomas (GGs) are emblematic low-grade epilepsy-associated tumors, yet the developmental mechanisms underlying their epileptogenicity remain unclear. Here, we investigated how tumor-network interactions evolve across postnatal maturation using an in-utero electroporated BRAFV600E-driven mouse model combining multiscale electrophysiology with histology, single-nucleus RNA sequencing, and complementary analyses in human GG tissue. We show that GGs induce early and evolutive modification of cortical organization and glioneuronal architecture. Despite glioneuronal preservation, seizure initiation shifted from distal cortical regions at postnatal stages to tumor-adjacent areas in adult networks. In both mouse and human, GG slices exhibited seizure activity localized to the peritumoral cortex. At the cellular level, neurons exhibited a developmental arrest of intrinsic electrophysiological maturation from postnatal to adult stages. Transcriptomic profiling identified stage-specific neuronal remodeling, with early alterations in inhibitory neurons and later changes affecting excitatory populations. Such developmental spatial seizure dynamics were associated with a pharmacological shift as NKCC1 inhibition with bumetanide selectively reduced seizure-like activity in neonatal but not mature tumor networks, indicating a restricted window of chloride-dependent epileptogenesis relevant to GABAergic maturation. Together, our results demonstrate that GG-associated epileptogenesis arises from developmentally regulated tumor-network interactions, highlighting distinct cellular and molecular mechanisms across maturation and revealing potential age-specific therapeutic targets.

neuroscience↗

bioRxiv2026

Intra-individual variation in leaf microbiota matches within-crown environmental heterogeneity and promotes tree performance

Plant-associated microbial communities exhibit pronounced specificity across biological and spatial scales. While the patterns and accompanied functions have been well documented across and within plant species, the functional importance of intra-individual variation remains underexplored. Particularly in trees that experience strong environmental gradients within single crowns, stratum-specific microbiota may significantly contribute to plant performance. We experimentally tested whether variation in microbiota within the crown of Quercus robur is related to host performance. In mesocosm experiments, we transferred microbial communities derived from sun and shade leaves to germ-reduced clonal individuals of the same species and applied UV radiation simulating conditions that matched or mismatched the origin of the microbial inoculum (environmental matching). Our results demonstrate that matching microbiota-environment combinations increased plant performance compared to mismatching combinations. We infer that pronounced intra-individual variation of leaf-associated microbial communities not only reflects environmental heterogeneity along canopy strata but is functionally relevant for the plant host.

ecology↗

bioRxiv2026

Spatially unitized associations occupy an intermediate position along the item-to-association continuum in older adults

Older adults show disproportionate impairments in associative memory relative to memory for individual items. Unitization, the process by which discrete elements are encoded as a single integrated representation, has been proposed to mitigate this deficit by reducing reliance on hippocampal binding and shifting processing toward perirhinal cortex-mediated item-based encoding. However, most prior work has not included a single item baseline, leaving unclear whether unitized associations are truly processed like items. Here, we investigated whether spatial proximity supports associative memory in older adults and how this benefit is reflected in medial temporal lobe (MTL) encoding activity. Participants encoded unrelated object pairs presented either proximally (spatially integrated) or distally (spatially separated), alongside a single item condition. Behaviorally, older adults showed better memory for proximal than distal pairs, though performance remained below that of single items. Neurally, MTL activity scaled with associative demand, with hippocampal activity increasing and perirhinal activity decreasing as demand increased. Results further revealed an anterior-posterior MTL dissociation, with proximal pairs sharing neural properties with both single items and distal pairs without uniquely recruiting either. Furthermore, hippocampal patterns reliably distinguished item from associative encoding, and the parahippocampal cortex discriminated all three conditions, indicating that the item-associative structure of the MTL was preserved in aging. Together, these findings suggest that proximal pairs occupy an intermediate position between item and associative representations within an intact MTL architecture, and that spatial proximity benefits associative memory in older adults by partially, but not fully, shifting associative demands toward item-based processing. HighlightsO_LISpatial proximity improved associative memory in older adults. C_LIO_LIHippocampal and PRC activity scaled with associative binding demands. C_LIO_LISpatially unitized associations fell between single items and distal associations in MTL encoding activity. C_LIO_LIMTL item-association functional structure was preserved in older adults. C_LI

neuroscience↗

bioRxiv2026

Ubiquitin selective ribosome profiling reveals systematic principles of co-translational quality control

Protein biogenesis is a stress- and error-sensitive process that can lead to nascent protein misfolding and aggregation, challenging cellular proteostasis.1 Co-translational ubiquitination (CTU) is a critical surveillance mechanism,2,3 yet its regulatory principles remain unclear due to limited known substrates and the lack of translatome-wide methods to query CTU. Here, we introduce UbSeRP, an approach that enables ubiquitin linkage-specific, and translatome-wide mapping of CTU. Focusing on ribosome-associated quality control (RQC), we expand the known endogenous RQC substrates in S. cerevisiae from few4-7 to thousands, reveal that only a subset of all identified disomes undergoes RQC, and uncover biophysical features of nascent chains that predict RQC engagement. We also identify widespread RQC-independent ubiquitination of nascent proteins, implicating broader roles of CTU in protein complex assembly. In a chronological aging model, we show that aging remodels translation and diminishes RQC engagement, favoring RQC-independent proteasomal pathways. Our findings provide systematic insight into the determinants and adaptability of CTU in maintaining proteostasis under changing physiological conditions.

biochemistry↗

bioRxiv2026

The Neonatal Myeloid Hypoxia Response Promotes a Cardiac Regenerative Response through Insulin-Like Growth Factor

BackgroundThe adult mammalian heart lacks the regenerative potential required to replenish depleted cardiomyocytes and restore cardiac function after injury. Ischemic cardiac injury contributes to heart failure, a leading cause of death worldwide. Neonatal mice possess the capacity to regenerate injured myocardium and macrophages contribute to this process. The mechanisms contributing to the regenerative crosstalk between macrophages and cardiomyocytes remain incompletely elucidated and offer potential to inform future therapeutic strategies. MethodsTo test the immune contribution during cardiac regeneration, we studied the response to myocardial ischemia in neonatal mice after silencing myeloid hypoxia inducible factor 1 (Hif1) and reconstituting HIF-dependent mitogens. In parallel, we examined epigenetic and transcriptional signatures of the cardiac macrophage response and focused on intercellular crosstalk with cardiomyocytes. ResultsIn myeloid Hif1 deficient mice, cardiac regenerative function was lost after coronary ligation. This manifested through loss of ventricular systolic function and elevated myocardial scarring. HIF1 was found to be activated in resident-type cardiac macrophages after ischemic insult. Hypoxia stimulated macrophages to secrete insulin-like growth factor 1 (IGF-1), and this required Hif1. Parallel multiomic analysis revealed epigenetic regenerative signatures. ConclusionsThe data reveal an age-restricted requirement for myeloid Hif1 in neonatal cardiac regeneration, likely through IGF-1 signaling.

immunology↗

bioRxiv2026

Nonlinear associations between body mass index and brain microstructure across adolescence in the ABCD Study

Importance: Adolescent body mass index (BMI) is linked to brain microstructural alterations, but it is not known if this association is uniform across the BMI range. Objective: To characterize the shape of the association between adolescent BMI and brain microstructure across the BMI range. Design: Baseline, and 2-, 4-, and 6-year follow-up brain imaging and BMI from the Adolescent Brain Cognitive DevelopmentSM Study, analyzed between June 2025 and June 2026. Setting: Multicenter, population-based study including 21 sites distributed across the US. Participants: 10,479 adolescents (5,078 [48.5%] female; aged 9-18 years) from this population-based cohort study were included after quality control of complete data. Exposures: Centers for Disease Control BMI extended percentiles and percent from median BMI. Main Outcome and Measure: The primary outcome was the restricted normalized isotropic (RNI) signal fraction derived from diffusion imaging which indexes water confined within spherical cellular structures and is sensitive to microstructural properties including cellularity. Results: A total of 10,479 participants (5,078 [48.5%] female; aged 9-18 years) contributed 22,049 imaging observations across four timepoints. Higher BMI percentile was associated with greater RNI in bilateral reward- and appetite-related subcortical gray matter and white matter tracts, with effects varying spatially within structures, and with generally greater magnitude in males. Across these structures, the association increased steeply above the 80th percentile. This acceleration reflected compression of the percentile scale at high BMI; when BMI was reparameterized as percent from median, the association with RNI was approximately linear. Conclusions and Relevance: Our results suggest that BMI is associated with brain microstructure in a graded manner within white matter tracts and subcortical gray matter related to reward, executive function, and appetitive control. This indicates that the effect of BMI on microstructure is not confined to weight extremes and should be accounted for when modeling brain-body-behavior relationships during adolescence.

neuroscience↗

bioRxiv2026

MIC13-linked cristae disruption causes metabolic failure and early fibrotic remodelling in mitochondrial liver disease

Mitochondrial diseases are highly complex and heterogeneous, and nearly 20% of cases involve severe liver pathology. Here, we report an affected individual carrying a pathogenic MIC13 variant (c.260-2A>G) associated with early-onset mitochondrial hepato-encephalopathy. Such mitochondrial hepatopathies are rare, multisystemic disorders with major liver involvement, difficult to diagnose, lack effective treatment, and are poorly understood, in part due to the absence of faithful disease-relevant cellular models. To investigate hepatocyte-specific consequences of the MIC13 variant, we generated iPSCs carrying this disease-causing variant and differentiated them into induced hepatocytes (iHeps). MIC13, a key component of the MICOS complex required for cristae formation, was disrupted in these cells, and the resultant iHeps exhibited the same cristae defects observed in clinical samples. Integrated multi-omics and biochemical analyses revealed extensive metabolic rewiring, including disrupted amino acid turnover and accumulation of tricarboxylic acid (TCA) and urea cycle intermediates. Additionally, profound alterations in methionine cycle and transsulfuration pathways, along with enhanced bile acid synthesis, collectively affect methylation potential, redox homeostasis, and detoxification. Lipid metabolism was also impaired, with incomplete {beta}-oxidation, increased ketogenesis, and diminished lipid storage. At the cellular level, extensive extracellular matrix (ECM) remodelling, increased intracellular collagen accumulation and enhanced cell migration indicated an early fibrotic phenotype. Overall, this clinically relevant model uncovers mechanistically how cristae defects drive metabolic imbalance and hepatocyte dysfunction, ultimately leading to early fibrotic changes in mitochondrial liver disease. These findings provide a strong mechanistic foundation for understanding mitochondrial liver disease and developing targeted therapeutic strategies.

biochemistry↗

bioRxiv2025

Rhizobial motility preference in root colonization of Medicago truncatula

O_LITunnel-like infection thread (IT) structures support root colonization by symbiotic nitrogen-fixing rhizobia bacteria in most legume species. These tip-grown structures are key to direct rhizobia from root hairs to developing nodules, where they are hosted to fix nitrogen. Rhizobia likely progress inside ITs by combining growth and motility, by modes not yet defined. Here, we tackled this question by combining mathematical modeling, live cell imaging, and bacterial mutant phenotyping in Medicago truncatula. C_LIO_LIModeling the motion of fluorescently-labeled Sinorhizobium meliloti inside early root hair IT compartments estimated slow movement (2 to 6 {micro}m/h), compatible with passive rather than active motility. Consistent with this model, flagella-less fliF and fliF-fliRdel S. meliloti mutants were impaired in active swimming motility in vitro, yet could colonize host roots and nodules in planta. In contrast, mutation in the rhizobactin 1021 siderophore rhbE biosynthesis gene affected both surface motility in vitro, and host root and nodule colonisation. This mutation also promoted the formation of branched ITs in root hairs, which ultimately resulted in impaired nodule development and infection. C_LIO_LIOur findings support the model estimation and suggest that S. meliloti prioritises flagella-independent surface translocation, partially by secreting rhizobactin 1021 surfactants to reach developing nodules in M. truncatula. C_LI

plant biology↗

bioRxiv2025

HIF1α-dependent induction of the T-Type calcium channel CaV3.2 mediates hypoxia-induced neuronal hyperexcitability

Post-stroke epilepsy (PSE) is a leading cause of acquired epilepsy in adults, yet the molecular mechanisms linking post-ischemic hypoxia to neuronal hyperexcitability remain poorly understood. The transcription factor hypoxia-inducible factor 1 (HIF1) is a central mediator of the cellular response to hypoxia and may contribute to epileptogenesis by regulating ion channel expression. Here, we identify the T-type calcium channel CaV3.2 (encoded by Cacna1h) as a direct transcriptional target of HIF1 and demonstrate its role in hypoxia-induced network hyperexcitability. Oxygen-glucose deprivation followed by reoxygenation (OGD/R) induced a persistent increase in neuronal firing rate. In murine and human organotypic brain slices, hypoxia led to a marked increase in HIF1 and Cacna1h expression at both transcript and protein levels. Using neuronal cell lines and primary cortical neurons we show that HIF1 activation through HIF1 overexpression, consistently increases Cacna1h expression. In NS20Y cells, overexpression of a normoxia-stable HIF1 variant increased Cacna1h promoter activity in both fluorescent and dual-luciferase reporter assays. The same effect was observed in primary cortical neurons, where HIF1 overexpression also elevated network activity measured by multielectrode array recordings, replicating the effect of the OGD/R model. Together, these results establish HIF1 as a key transcriptional regulator of CaV3.2 in neurons and reveal a conserved hypoxia-HIF1-CaV3.2 pathway that enhances neuronal excitability. This mechanism may underlie hypoxia-induced network hyperactivity and contribute to the pathogenesis of post-ischemic epileptogenesis, offering a potential molecular target for intervention.

neuroscience↗

bioRxiv2025

Age associations with cortical and subcortical brain structure in adolescents age 9-17

IntroductionAdolescence is a pivotal period in brain structural development and maturation. However, investigation of cortical and subcortical brain changes during this time have been limited by small sample size and have generally examined the brain at the level of predetermined regions of interest. The recently developed Fast Efficient Mixed-Effects Algorithm (FEMA) allows for increased computational speed using mixed-effects models applied at the voxel or vertex level, as well as across multiple regions of interest. MethodsWe extended the existing FEMA framework to represent predictors using natural spline basis functions, enabling us to model nonlinear trajectories of brain structure as a function of age. We then applied this model to the The Adolescent Brain Cognitive DevelopmentSM Study (22,651 observations from 10,521 unique subjects aged 9.00-17.77) to study the age-related trajectories of tabulated cortical and subcortical volumes, vertexwise cortical thickness and surface area, and voxelwise volume assessed using the Jacobian. Models are reported separately in males and females. ResultsGlobal volume variables, including total subcortical gray matter volume, peaked near 13 years in females and 15 years in males. Vertexwise cortical surface area followed an inverted U-shaped curve, whereas vertexwise cortical thickness followed a monotonic decrease during the age range studied. Voxelwise imaging analysis revealed regional differences in age trajectories at the subregional level. DiscussionThe results of this work replicate and extend prior findings related to adolescent brain development, and illustrate distinct spatiotemporal patterns of structural changes in subcortical regions. The updated FEMA framework is publicly available for use in similar large datasets.

neuroscience↗

bioRxiv2025

CytoVI: Deep generative modeling of antibody-based single cell technologies

Due to their robustness, dynamic range and scalability, antibody-based single cell technologies, such as flow cytometry, mass cytometry and CITE-seq, have become an irreplaceable part of routine clinics and a powerful tool for basic research. However, their analysis is complicated by measurement noise and bias, differences between batches, technology platforms, and restricted antibody panels. This results in a limited capacity to accumulate knowledge across technologies, studies, experimental batches, or across different antibody panels. Here, we present CytoVI - a probabilistic generative model designed to address these challenges and enable statistically rigorous and integrative analysis for antibody-based single cell technologies. We show that CytoVI outperforms existing computational methods and effectively handles a variety of integration scenarios. CytoVI enables key functionalities such as generating informative cell embeddings, imputing missing measurements, differential protein expression testing, and automated annotation of cells. We applied CytoVI to generate an integrated B cell maturation atlas across 350 proteins from a set of smaller antibody panels measured by conventional mass cytometry, and identified proteins associated with immunoglobulin class-switching in healthy humans. Using a cohort of B cell non-Hodgkin lymphoma patients measured by flow cytometry, CytoVI uncovered T cell states that are associated with disease. Finally, we show that CytoVI is a robust probabilistic framework for the analysis of standard diagnostic flow cytometry antibody panels, enabling the automated detection of tumor populations and diagnoses of incoming patient samples. CytoVI facilitates accurate and automated analysis in both preclinical and clinical settings and is available as open-source software at scvi-tools.org.

bioinformatics↗

bioRxiv2025

Genome sequencing, de novo assembly and annotation of the commercially important bamboo, Bambusa tulda Roxb.

Bambusa tulda Roxb., a member of the Bambusoideae subfamily, is an ecologically and commercially important plant resource widely distributed on the Indian subcontinent. Our study reports long-read PacBio HiFi sequencing and genome assembly of B. tulda. Flow cytometry analysis revealed its estimated genome size [~]3 Gb. The de novo genome assembly of B. tulda predicted 43 contigs, distributed across three subgenomes, with a total size of 1.37 Gb, contig N50 of 35.69 Mb, and BUSCO score 99%. Repetitive elements constitute 63.31% of the genome. Functional annotation predicted 56,890 protein-coding genes, constituting 19.44% of the genome. This high-quality draft genome assembly will serve as an invaluable resource for future studies on the life history traits, phylogenomic analysis, comparative genomics, and targeted genome modification for important trait improvement of B. tulda.

genomics↗

bioRxiv2025

A systems-level insight into PHB-driven metabolic adaptation orchestrated by the PHB-binding transcriptional regulator AniA (PhaR)

Polyhydroxybutyrate (PHB) is a carbon and energy storage polymer, whose accumulation under nutrient imbalances with excess carbon is a widespread phenomenon in bacteria. PhaR is a conserved transcriptional regulator found to be associated to PHB granules in several species. Although its role in modulating PHB storage and metabolism has been extensively studied across the bacterial phylogeny, a comprehensive analysis of the PhaR regulon within the context of its dual role as a metabolic sensor and regulator remains missing. To bridge this gap, we integrated co-expression network analysis with proteome profiling across multiple mutant backgrounds (lack of PhaR (AniA) and/or PHB synthesis) in the free-living state of the PHB-accumulating alphaproteobacterial root nodule symbiont Sinorhizobium meliloti. This analysis was enriched by identifying direct regulatory targets of PhaR through a regulon-centric computational multi-step search for DNA binding site motifs combined with PhaR-DNA binding and promoter-reporter assays. We confirmed that the model of accumulated PHB sequestering PhaR and thereby relieving phasin and PHB depolymerase gene repression to control cellular PHB levels also applies to S. meliloti, and showed that PhaR-mediated regulation also occurs the symbiotic state. A comprehensive picture of the impact of PHB-mediated PhaR titration on cellular functions revealed exopolysaccharide production as well as central carbon metabolism (pdh and bkd), gluconeogenesis (ppdK and pyc), entry into the TCA cycle (gltA), and the initial steps of the Entner-Doudoroff pathway (zwf, pgl and edd) as major regulatory targets, and beyond carbon metabolism several target genes of yet unknown function. Our findings highlight a pivotal role for PhaR in orchestrating carbon metabolism.

microbiology↗

bioRxiv2025

Role of Tad Pili during the transition from Planktonic to Biofilm State in Bradyrhizobium diazoefficiens USDA 110

Free-living soil bacteria may exist in two states: planktonic as swimmer cells, and sessile within biofilms. In biofilms, bacterial cells are embedded into an extracellular matrix, which confers protection against environmental stresses and extends bacterial survival. The transition from planktonic to biofilm state involves surface sensing and attachment mediated by flagella and pili. Here, we explored the role of Tad pili (Type IVc) in surface sensing, adhesion, and biofilm formation in Bradyrhizobium diazoefficiens, a nitrogen-fixing symbiont of soybean. Bioinfor-matic analyses revealed that Tad pili are widely distributed and highly conserved in Bradyrhi-zobium. In other model bacteria, pili deletion leads to decrease in biofilm-forming capacity, but other functions are also affected depending on the microorganism. Surprisingly, deletion of the most conserved genomic cluster encoding Tad pili in B. diazoefficiens caused an increased ad-hesion to abiotic surfaces and loss of movement, indicating a physiological shift towards a bio-film state. These observations suggest a sensor or regulatory role for this apparatus that could affect cell-cell interactions or interactions with the extracellular matrix. Additionally, a connec-tion between pili and c-di-GMP levels in the cell was established. These findings highlight the critical role of Tad pili in B. diazoefficiens physiology, providing insights into bacterial adaptabil-ity and potential applications in agriculture and biotechnology. Understanding these mecha-nisms is key to improving biofilm management strategies and generating novel approaches to enhance bacterial viability in soil and inoculants as well as to optimize the symbiosis. ImportanceBiofilm formation is critical for bacterial survival in the soil. In this study we analyzed the role of Tad pili in Bradyrhizobium diazoefficiens biofilm forming capacity and its connection with the second messenger c-di-GMP, which is involved in regulating the transition between plank-tonic and sessile states. Since bacteria applied in inoculants are in the planktonic state, where-as bacterial survival is optimal in the sessile (biofilm) state, our findings may contribute to im-prove the switch towards the sessile state in novel inoculant formulations, enhancing bacterial persistence in formulations and soil.

microbiology↗

bioRxiv2024

Finding Salient Multi-Omic Interactomes Relevant to Multiple Biomedical Outcomes using Graph Ensemble Neural Networks

Although multi-omics integration relevant to patient outcome is typically characterized by an analyte interactome, current multi-omic integration methods either (1) model outcome without directly including associations between analytes, (2) model the interactome without directly evaluating the saliency of the model in the context of outcome, or (3) model outcome in a high-dimensional parameter space not suitable for small sample sizes (which are common in multi-omics studies). We introduce Graph Ensemble Neural Network (GENN), a methodology that learns the interactome most predictive of outcome in a low-dimensional parameter space built on complementary attributes for all possible analyte associations (metafeatures). We show that GENN is robust to noise in measurements using a theoretical model, outperforms the predictive performance of existing methods when evaluated on Tegafur drug response in NCI-60 cancer cell line data, and uncovers potentially novel multi-omic mechanisms driving total serum IgE levels in pediatric asthma and patient survival in glioblastomas.

bioinformatics↗

bioRxiv2024

The small GTPase Ran defines Nuclear Pore Complex asymmetry

Nuclear pore complexes (NPCs) bridge across the nuclear envelope and mediate nucleocytoplasmic exchange. They consist of hundreds of nucleoporin building blocks and exemplify the structural complexity of macromolecular assemblies. To ensure transport directionality, different nucleoporin complexes are attached to the cytosolic and nuclear face of the NPC. How those asymmetric structures are faithfully assembled onto the symmetric scaffold architecture that exposes the same interaction surfaces to either side, remained enigmatic. Here we combine cryo-electron tomography, subtomogram averaging, and template matching with live cell imaging to address this question in budding yeast and Drosophila melanogaster. We genetically induce ectopic nuclear pores and show that pores outside the nuclear envelope are symmetric. We furthermore demonstrate that the peripheral NPC configuration depends on the nucleotide state of the small GTPase Ran. Our findings indicate that the nuclear transport system is self-regulatory, namely the same molecular mechanism controls both transport and transport channel composition.

cell biology↗