Biology subjects

Byrne, D.

Publications and source records attributed to Byrne, D..

16 recordsLinked to original sources

bioRxiv2026

stably: error-controlled stability selection for biomarker panel discovery

Motivation Data-independent acquisition mass spectrometry (DIA-MS) has become increasingly popular for clinical proteomics due to its sensitivity and reproducibility. Univariate statistical analysis tools, such as limma and MSstats, are widely used for identifying differentially abundant proteins but cannot capture multivariate relationships between proteins that may provide greater discriminatory power as a panel. Machine learning approaches can address this gap, but typically prioritise predictive performance over feature stability, producing biomarker panels for downstream validation that vary depending on data splitting and are poorly suited to clinical translation. Results We developed stably, a Python package that implements stability selection with formal false positive control for DIA proteomics data. Using synthetic data with known ground-truth biomarkers, we show that the Shah and Samworth complementary pairs stability selection framework recovers more true synthetic biomarkers than the Meinshausen and Buhlmann framework at moderate effect sizes typical of proteomics (d = 0.5 - 2.0), while both maintain false positive rates well below their theoretical guarantees. Applied to a publicly available serum proteomics dataset from patients with all stages of pancreatic ductal adenocarcinoma (n=176), stably identified a stable 17-protein biomarker panel in the discovery cohort (n=120), which achieved higher predictive power (AUC = 0.93) in the validation cohort (n=56) than the panel selected by Byeon et al. (2024)(AUC 0.82). stably represents a principled, error-controlled method for biomarker panel discovery for translation into second cohorts. Availability and implementation stably is available on GitHub (https://github.com/byrnedaniel5-eng/stably); the version used in this study is archived on PyPI (https://pypi.org/project/stably/).

bioinformatics↗

bioRxiv2025

Human whole epigenome modelling for clinical applications with Pleiades

Gene regulation in humans extends beyond the four-letter genetic code. DNA methylation, in particular, functions as a critical epigenetic regulator, dynamically programming cellular identity, adapting gene expression in response to environmental cues, and underpinning the onset and progression of numerous diseases. Here we present Pleiades, a series of whole-genome epigenetic foundation models spanning three sizes: 90M, 600M, and 7B parameters. Pleiades is trained upon an extensive proprietary corpus of human methylation and genomic data, totalling 1.9T tokens. We introduce alignment embeddings and stacked hierarchical attention techniques to provide precise epigenetic modelling without the need for extended context lengths. Collectively, these advances enable Pleiades to perform a diverse range of down-stream biological and clinical tasks, including genomic regulatory prediction, realistic generation of cell-free DNA fragments and fragment-level cell-type-of-origin classification, within a unified and scalable computational framework. We specifically apply Pleiades to the early detection of clinical Alzheimers disease and Parkinsons disease from plasma cell-free DNA, achieving high-accuracy detection (AUROC 0.89 for AD and 0.84 for PD) using a minimally invasive blood test. Combined with plasma pTau-217, Pleiades reaches an AUROC of 0.97 for AD, underscoring the promise of multimodal epigenomic and proteomic approaches. Using mechanistic interpretability, we ground Pleiades latent features in interpretable biological signals, relating its Alzheimers predictions to fragmentomic and epigenomic properties of cfDNA. These findings demonstrate the potential of genome-wide epigenomic modelling as a clinically translatable paradigm for diagnostics and precision medicine, though prospective validation in larger, more diverse cohorts will be required to confirm clinical utility.

genomics↗

bioRxiv2025

A Membrane-Disruptive Action of VBIT-4 Challenges Its Role as a Widely Used VDAC Oligomerization Inhibitor

Voltage-dependent anion channel (VDAC) is the most abundant protein of the mitochondrial outer membrane and a key regulator of metabolite exchange and mitochondrial physiology. Its oligomerization has been proposed to control processes such as mitochondrial DNA release and membrane remodeling, yet the underlying mechanisms remain poorly defined. VBIT-4 has been widely used over the last decade as a putative inhibitor of VDAC1 oligomerization, despite limited mechanistic validation. Here, using high-speed atomic force microscopy (AFM), we directly visualized VDAC1 assemblies in lipid membranes and examined the effect of VBIT-4. Unexpectedly, VBIT-4 induced membrane defects and permeabilization at micromolar concentrations, independently of VDAC1. Quantitative AFM analysis further shows that VBIT-4 does not alter VDAC1 cluster organization. Complementary electrophysiology, microscale thermophoresis, and coarse-grained molecular dynamics demonstrate that VBIT-4 partitions into lipid bilayers, increases membrane permeability, and destabilizes membrane structure, without detectable effects on VDAC1 channel properties or assemblies. Consistent with this mechanism, VBIT-4 induces VDAC1-independent cytotoxicity in HeLa cells at concentrations above 10 {micro}M. Together, these results demonstrate that VBIT-4 does not act as a specific inhibitor of VDAC1 oligomerization but instead functions as a membrane-active compound. This work provides a revised framework for interpreting studies using VBIT-4 and highlights the importance of systematically assessing drug-membrane interactions when targeting membrane proteins.

biochemistry↗

bioRxiv2025

Subtle variations in a client protein determine bacterial Hsp90 dependence

Chaperones ensure protein homeostasis and are conserved across species. The ATP-dependent chaperone Hsp90 is present from bacteria to eukaryotes, where it stabilizes and activates a wide range of substrate proteins called clients. However, what determines whether a protein depends on Hsp90 remains an open question. Here, we focused on the bacterial chaperone Hsp90 and its obligate client TilS (referred to as TilSSo) in the bacterium Shewanella oneidensis. Although Hsp90 is indispensable in S. oneidensis under heat stress by protecting the essential protein TilSSo from degradation by the protease HslUV, Hsp90 is dispensable in Escherichia coli, suggesting that E. coli TilS (TilSEc) is Hsp90 independent. We therefore compared the TilS orthologs with respect to in vitro stability, in vivo degradation, and interaction with Hsp90 to identify the determinants of the Hsp90 dependence. We found that in contrast to TilSSo, TilSEc was more stable, was not degraded by protease in the absence of Hsp90, and did not interact with Hsp90, indicating that TilSEc is not a client of Hsp90. Chimeras between TilSSo and TilSEc as well as directed mutagenesis revealed a region of TilSSo that is key for protease degradation and Hsp90 protection. Consistent with these results, the growth of S. oneidensis producing TilSEc was no longer dependent on Hsp90 under heat stress. Conversely, Hsp90 became essential for the growth of E. coli that produced TilSSo instead of TilSEc. Taken together, these results provide new insights into the mechanism of client protection by Hsp90 and the interplay between chaperones and proteases.

microbiology↗

bioRxiv2025

Pervanadate-induced oxidation relieves autoinhibition of SRC protein tyrosine kinase

Dynamic regulation of protein tyrosine phosphorylation (pTyr) by phosphatases (PTPs) and kinases enables cells to sense and respond to environmental changes. The widely used chemical probe Pervanadate (PV) induces accumulation of high levels of pTyr in cells, an effect primarily attributed to its properties as a PTP inhibitor. This led to the assertion that PTPs are the master gatekeeper of intracellular pTyr homeostasis. Here, we use diverse approaches to reveal that PV disrupts cellular redox homeostasis and directly activates SRC family tyrosine kinases via oxidation of specific cysteine residues. Using mass spectrometry and biophysical approaches, we show that oxidation activates SRC by disrupting autoinhibition and altering phosphopeptide binding by its SH2 domain. We further establish that redox-sensitive cysteine residues are essential for SRC to promote cellular overgrowth. Our findings call for a re-evaluation of PV-based experiments and provide compelling evidence that oxidation is a crucial mechanism in controlling the oncogenic properties of SRC.

molecular biology↗

bioRxiv2024

Expanding the diversity of nitroxide-based paramagnetic probes conjugated to non-canonical amino acids for SDSL-EPR applications

Understanding protein structure requires studying its dynamics, which is critical to elucidating its functional role. Over time, biophysical techniques have revolutionized this field, offering remarkable insights into the structure-function relationship. Among these, Site-Directed Spin Labelling (SDSL) combined with Electron Paramagnetic Resonance (EPR) is a powerful method delivering structural data at the residue level, irrespective of protein size or environment. Traditional nitroxide labels, which target cysteine residues, often face limitations when these residues are essential for protein structure or function. To address this, alternatives have been proposed as the use of non-canonical amino acids (ncaa) coupled with specific nitroxide labels. This study introduces 14N-HO-5223, a novel nitroxide label specific to the pAzPhe ncaa, alongside its 15N-derivative. These labels were grafted at two sites of the model protein, the diflavin Cytochrome P450 reductase. For comparative purpose, two already reported labels were also used. Continuous wave (cw) EPR spectroscopy validated the HO-5223 label as an effective reporter of protein dynamics. Additionally, Double Electron-Electron Resonance (DEER) measurements provided distance distributions between the semi-quinone FMNH* state of the CPR and all nitroxide labels. These results expand the toolkit of the ncaa-nitroxide pairs, enabling EPR-based structural studies of proteins where cysteine modification is impractical, further advancing our ability to decode protein dynamics and function.

biophysics↗

bioRxiv2024

Cell polarity control by an unconventional G-protein complex in bacteria

In Myxococcus xanthus, cell polarity and motility are regulated by the small GTPase MglA and its associated regulators, MglB, a potential GTPase Activating Protein and the RomRX complex, a potential Guanine nucleotide Exchange Factor. However, recent results have questioned the exact function of these regulators. Using a new type of fluorescent nucleotides for fluorescence-based anisotropy, we first demonstrate that RomRX does not function as a GEF but as an effector that binds strictly to MglAGTP. Secondly, based on an enzymology model, we found that MglB functions as a weak catalyst, unlike typical GAPs, and requires additional factors to dissociate from MglA. We demonstrate that RomRX, and specifically RomR, effectively competes with MglA by sequestering MglB. This low affinity interaction is still permissive for GAP activity but sufficient to partition these proteins in vivo as indicated by a biomimetic assay in oil emulsion droplets reconstituting these interactions in a cell-sized environment. These results suggest a new model for cell polarity where RomRX exerts a dual function, targeting MglAGTP to the pole via its effector function and preventing its accumulation at the lagging pole by destabilizing the MglA-MglB complex.

biochemistry↗

bioRxiv2023

Cold temperature induces a TRPM8-independent calcium release from the endoplasmic reticulum in human platelets

Platelets are sensitive to temperature changes and akin to sensory neurons, are activated by a decrease in temperature. However, the molecular mechanism of this temperature-sensing ability is unknown. Yet, platelet activation by temperature could contribute to numerous clinical sequelae, most importantly to reduced quality of ex vivo-stored platelets for transfusion. In this interdisciplinary study, we present evidence for the expression of the temperature-sensitive ion channel transient receptor potential cation channel subfamily member 8 (TRPM8) in human platelets and precursor cells. We found the TRPM8 mRNA and protein in MEG-01 cells and platelets. Inhibition of TRPM8 prevented temperature-induced platelet activation and shape change. However, chemical agonists of TRPM8 did not seem to have an acute effect on platelets. When exposing platelets to below-normal body temperature, we detected a cytosolic calcium increase which was independent of TRPM8 but was completely dependent on the calcium release from the endoplasmic reticulum. Because of the high interindividual variability of TRPM8 expression, a population-based approach should be the focus of future studies. Our study suggests that the cold response of platelets is complex and TRPM8 appears to play a role in early temperature-induced activation of platelets, while other mechanisms likely contribute to later stages of temperature-mediated platelet response.

cell biology↗

bioRxiv2022

Developing best practices for genotyping-by-sequencing analysis using linkage maps as benchmarks

BackgroundGenotyping-by-Sequencing (GBS) provides affordable methods for genotyping hundreds of individuals using millions of markers. However, this challenges bioinformatic procedures that must overcome possible artifacts such as the bias generated by PCR duplicates and sequencing errors. Genotyping errors lead to data that deviate from what is expected from regular meiosis. This, in turn, leads to difficulties in grouping and ordering markers resulting in inflated and incorrect linkage maps. Therefore, genotyping errors can be easily detected by linkage map quality evaluations. ResultsWe developed and used the Reads2Map workflow to build linkage maps with simulated and empirical GBS data of diploid outcrossing populations. The workflows run GATK, Stacks, TASSEL, and Freebayes for SNP calling and updog, polyRAD, and SuperMASSA for genotype calling, and OneMap and GUSMap to build linkage maps. Using simulated data, we observed which genotype call software fails in identifying common errors in GBS sequencing data and proposed specific filters to better handle them. We tested whether it is possible to overcome errors in a linkage map using genotype probabilities from each software or global error rates to estimate genetic distances with an updated version of OneMap. We also evaluated the impact of segregation distortion, contaminant samples, and haplotype-based multiallelic markers in the final linkage maps. Through our evaluations, we observed that some of the approaches produce different results depending on the dataset (dataset-dependent) and others produce consistent advantageous results among them (dataset-independent). ConclusionsWe set as default in the Reads2Map workflows the approaches that showed to be dataset-independent for GBS datasets according to our results. This reduces the number required of tests to identify optimal pipelines and parameters for other empirical datasets. Using Reads2Map, users can select the pipeline and parameters that best fit their data context. The Reads2MapApp shiny app provides a graphical representation of the results to facilitate their interpretation.

bioinformatics↗

bioRxiv2022

A Peroxiredoxin-P38 MAPK scaffold increases MAPK activity by MAP3K-independent mechanisms

Peroxiredoxins (Prdx) utilize reversibly oxidized cysteine residues to reduce peroxides but also to promote H2O2 signal transduction, including H2O2-induced activation of P38 MAPK. Prdx form H2O2-induced disulfide complexes with many proteins, including multiple kinases involved in P38 MAPK signaling. Here we show that a genetically-encoded fusion between Prdx and the P38 MAPK is sufficient to hyperactivate the kinase in yeast and human cells by a mechanism that does not require the H2O2-sensing cysteine of the Prdx. In yeast, we demonstrate that a P38-Prdx fusion protein compensates for the loss of a scaffold protein and upstream MAP3K kinase activity, driving entry into mitosis. Based on our findings, we propose that the H2O2-induced formation of Prdx-MAPK disulfide complexes provides a scaffold and signaling platform for MAPKK-MAPK signaling. The demonstration that formation of a complex with a Prdx can be sufficient to modify the activity of a kinase has broad implications for peroxide-based signal transduction in eukaryotes. HighlightsP38-Prdx complexes increase P38 (Sty1/MAPK14) phosphorylation in yeast and human cells The S. pombe Prdx promotes transient thioredoxin-mediated oxidation of a MAPK tyrosine phosphatase P38-Prdx complexes increase P38(Sty1) activity by phosphatase and MAP3K-independent mechanisms P38-Prdx complexes increase the stability and phosphorylation of the S. pombe P38 MAPKK (Wis1) Non-canonical, H2O2-induced autophosphorylation contributes to activation of the Wis1 MAPKK

biochemistry↗

bioRxiv2021

Impact of fluoroquinolones and aminoglycosides on P. aeruginosa virulence factor production and cytotoxicity

Infection from the opportunistic pathogen Pseudomonas aeruginosa is one of leading causes of disability and mortality worldwide and the world health organisation has listed it with the highest priority for the need of new antimicrobial therapies. P. aeruginosa strains responsible for the poorest clinical outcomes express either ExoS or ExoU, which are injected into target host cells via the type III secretion system (T3SS). ExoS is a bifunctional cytotoxin that promotes intracellular survival of invasive P. aeruginosa by preventing targeting of the bacteria to acidified intracellular compartments and lysosomal degradation. ExoU is a potent phospholipase which causes rapid destruction of host cell plasma membranes, leading to acute tissue damage and bacterial dissemination. Fluoroquinolones are usually employed as a first line of therapy as they have been shown to be more active against P. aeruginosa in vitro than other antimicrobial classes. However, their overuse over the past decade has caused alarming rates of antibiotic resistance to emerge. In certain clinical situations, aminoglycosides have been shown to be more effective then fluoroquinolones, despite their reduced potency towards P. aeruginosa in vitro. In this study, we evaluated the effects of fluoroquinolones (moxifloxacin and ciprofloxacin) and aminoglycosides (tobramycin and gentamycin) on T3SS expression and toxicity, in corneal epithelial cell infection models. We discovered tobramycin disrupted T3SS expression and inhibited both ExoS and ExoU mediated cytotoxicity, protecting infected HCE-T cells even at concentrations below the minimal inhibitory concentrations (MIC). Fluoroquinolones moxifloxacin and ciprofloxacin, however, upregulated the T3SS and in particular did not subvert the cytotoxic effects of ExoS and ExoU.

biochemistry↗

bioRxiv2020

HetL provides immunity to HetR against PatS inhibition, and promotes pattern formation in the cyanobacterium Nostoc PCC 7120

Local activation and long-range inhibition are mechanisms conserved in self-organizing systems leading to biological patterns. A number of them involve the production by the developing cell of an inhibitory morphogen, but how this cell gets immune to self-inhibition is rather unknown. Under combined nitrogen starvation, the multicellular cyanobacterium Nostoc PCC 7120 develops nitrogen-fixing heterocysts with a pattern of a heterocyst every 10-12 vegetative cells. Cell differentiation is regulated by HetR which activates the synthesis of its own inhibitory morphogen (PatS), which diffusion establishes the differentiation pattern. Here we show that HetR interacts with HetL at the same interface as PatS, and that this interaction is required to suppress inhibition and to differentiate heterocysts. hetL expression is induced under nitrogen-starvation and is activated by HetR, suggesting that HetL provides immunity to the heterocyst. This protective mechanism might be conserved in other differentiating cyanobacteria as HetL homologues are spread across the phylum.

microbiology↗

bioRxiv2019

Infectious DNA clone technology and inoculation strategy for Rose Rosette Virus that includes all seven segments of the negative-strand RNA genome

Rose rosette virus (RRV) is an Emaravirus, a negative-sense RNA virus with a 7-segmented genome that is enclosed by a double membrane. While the genome sequences of many emaraviruses are reported, there is negligible information concerning virus replication and movement in host plants. Computational methods determined that RNA1 encoded the RNA dependent RNA polymerase (RdRp), RNA2 encoded glycoprotein precursor, and the RNA3 encoded the nucleocapsid (N), all share significant homologies with similar proteins of the Orthobunyavirus family. The RRV terminal UTR sequences are complementary and share significant identity with the UTR sequences of Bunyamwera virus. We report a minireplicon system and a full length infectious clone of RRV, which are the first for any emaravirus species. The photoreversible fluorescent iLOV protein was used to replace the RNA5 open reading frame (R5-iLOV). We demonstrate that agro-infiltration of Nicotiana benthamiana leaves to deliver RNA1, RNA3, and R5-iLOV cDNAs led to iLOV expression. A mutation was introduced into the RdRp active site and iLOV expression was eliminated. Delivery of four segments or seven segments of the RRV infectious clone produced systemic infection in N. benthamiana and rose plants. iLOV was also fused to the glycoprotein precursor (R2-iLOV). Using confocal microscopy, the R2-iLOV was seen in spherical bodies along membrane strands inside N. benthamiana epidermal cells. This new technology will enable future research to functionally characterize the RRV proteins, to study the virus-host interactions governing local and systemic infection, and examine the subcellular functions of the Gc. IMPORTANCERRV has emerged as a severe threat to cultivated roses, causing millions of dollars in losses to commercial producers. The majority of the viral gene products have not been researched or characterized until now. We constructed a minireplicon system and an infectious clone of the seven-segmented RRV genome that is contained in a binary vector and delivered by Agrobacterium. This technology has been slow to develop for viruses with negative-strand RNA genomes. It has been especially tricky for plant viruses with multicomponent negative-strand RNA genomes. We report the first reverse genetic system for a member of the genus Emaravirus, Rose rosette virus (RRV). We introduced the iLOV fluorescent protein as a fusion to the Gc protein and as a replacement for the open reading frame in genome segment 5. This game-changing reverse genetic system creates new opportunities for studying negative-strand RNA viruses in plants.

microbiology↗

bioRxiv2018

Covalent Aurora A regulation by the metabolic integrator coenzyme A

Aurora A is a cell cycle protein kinase implicated in multiple human cancers, and several Aurora A-specific kinase inhibitors have progressed into clinical trials. In this study, we report structural and cellular analysis of a novel biochemical mode of Aurora A inhibition, which occurs through reversible covalent interaction with the universal metabolic integrator coenzyme A (CoA). Mechanistically, the CoA 3-phospho ADP moiety interacts with Thr 217, an Aurora A selectivity filter, which permits the formation of an unprecedented covalent bond with Cys 290 in the kinase activation segment, lying some 15 [A] away. CoA modification (CoAlation) of endogenous Aurora A is rapidly induced by oxidative stresses at Cys 290 in human cells, and microinjection of CoA into mouse embryos perturbs meitoic spindle formation and chromosome alignment. Aurora A regulation by CoA reveals how targeting of Aurora A might be accomplished in the future by development of a double-anchored covalent inhibitor.

biochemistry↗

bioRxiv2018

New tools for evaluating protein tyrosine sulphation: Tyrosyl Protein Sulphotransferases (TPSTs) are novel targets for RAF protein kinase inhibitors

Protein tyrosine sulphation is a post-translational modification (PTM) best known for regulating extracellular protein-protein interactions. Tyrosine sulphation is catalysed by two Golgi-resident enzymes termed Tyrosyl Protein Sulpho Transferases (TPSTs) 1 and 2, which transfer sulphate from the co-factor PAPS (3-phosphoadenosine 5-phosphosulphate) to a context-dependent tyrosine in a protein substrate. A lack of quantitative tyrosine sulphation assays has hampered the development of chemical biology approaches for the identification of small molecule inhibitors of tyrosine sulphation. In this paper, we describe the development of a non-radioactive mobility-based enzymatic assay for TPST1 and TPST2, through which the tyrosine sulphation of synthetic fluorescent peptides can be rapidly quantified. We exploit ligand binding and inhibitor screens to uncover a susceptibility of TPST1 and 2 to different classes of small molecules, including the anti-angiogenic compound suramin and the kinase inhibitor rottlerin. By screening the Published Kinase Inhibitor Set (PKIS), we identified oxindole-based inhibitors of the Ser/Thr kinase RAF as low micromolar inhibitors of TPST1/2. Interestingly, unrelated RAF inhibitors, exemplified by the dual BRAF/VEGFR2 inhibitor RAF265, were also TPST inhibitors in vitro. We propose that target-validated protein kinase inhibitors could be repurposed, or redesigned, as more-specific TPST inhibitors to help evaluate the sulphotyrosyl proteome. Finally, we speculate that mechanistic inhibition of cellular tyrosine sulphation might be relevant to some of the phenotypes observed in cells exposed to anionic TPST ligands and RAF protein kinase inhibitors.\n\nSUMMARY STATEMENTWe develop new assays to quantify tyrosine sulphation by the human tyrosine sulphotransferases TPST1 and 2. TPST1 and 2 catalytic activities are inhibited by protein kinase inhibitors, suggesting new starting points to synthesise (or repurpose) small molecule compounds to evaluate biological TPST using chemical biology.

biochemistry↗

bioRxiv2017

The nucleoid as a scaffold for the assembly of bacterial signaling complexes

The FrzCD chemoreceptor from the gliding bacterium Myxococcus xanthus forms cytoplasmic clusters that occupy a large central region of the cell body also occupied by the nucleoid. In this work, we show that FrzCD directly binds to the nucleoid with its N-terminal positively charged tail and recruits active signaling complexes at this location. The FrzCD binding to the nucleoid occur in a DNA-sequence independent manner and leads to the formation of multiple distributed clusters that explore constrained areas. This organization might be required for cooperative interactions between clustered receptors as observed in membrane-bound chemosensory arrays.\n\nAUTHOR SUMMARYIn this work, we show that the cytoplasmic chemoreceptor of the Frz chemosensory system, FrzCD, does not bind the cytoplasmic membrane like most MCPs but bind the bacterial nucleoid directly, thus forming distributed protein clusters also containing the Frz kinase. In vitro and in vivo experiments show that DNA-binding is not sequence-specific and is mediated by a basic aminoacid sequence of the FrzCD N-terminal domain. The deletion of this motif abolishes FrzCD DNA-binding and cooperativity in the response to signals. This work shows the importance of the nucleoid in the organization and functioning of cytoplasmic signaling systems in bacteria.

microbiology↗