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Williams, C.

Publications and source records attributed to Williams, C..

At least 19 recordsLinked to original sources

A rapid, automation-friendly, cell-free and purification-free pipeline for binding and kinetic characterisation of de novo designed binders with high quality standardised per-design data

De novo protein binders can now be generated far faster than they can be tested. Current validation routes - display selection, cell-free two-hybrid assays, or surface-based biophysics - require cell culture, colony picking, protein purification, target labeling or sensor immobilisation, take 2 to 8 weeks, and require additional methods for affinity and kinetics characterisation. Here we report an end-to-end, cell- and purification-free pipeline that goes from gene to binding affinity and kinetics in three days without genetically modified organisms, cell culture, purification, labelling or immobilisation. An automated, metric-driven loop of RFdiffusion, ProteinMPNN and AlphaFold2 initial-guess generates and filters designs, which are ranked by Boltz-2 ipSAE, assembled by Golden Gate cloning from linear DNA, expressed in a cell-free protein synthesis lysate as fluorescent protein fusions, and screened directly in the unpurified product by flow-induced dispersion analysis (FIDA). Against human growth hormone, 11 of 30 designs (37%) bound, and the four strongest had equilibrium dissociation constants of 0.93-9.98 nM with on- and off-rates resolved from the same cell-free material. Each sample run measures expression level, hydrodynamic radius, oligomeric and aggregation state alongside the binding readout, producing the standardised, per-design datasets that model training requires.

molecular biology↗

B cell response to HCMV gH/UL116 elicits neutralizing and FcγR-activating antibodies

Humoral immune mechanisms that can contribute to limiting HCMV disease include neutralizing antibodies that block viral entry and Fc-mediated effector functions that promote elimination of infected cells. Here, we identify the gH/UL116 envelope complex as a naturally immunogenic target that elicits antibodies capable of mediating both of these immune mechanisms. Using single-cell sorting of antigen-specific memory B cells, we isolated gH/UL116-reactive monoclonal antibodies from HCMV-seropositive donors. Epitope mapping showed that gH binding was required for virus neutralization, whereas UL116 targeting was associated with potent and broad Fc{gamma} receptor (Fc{gamma}R) activation. Furthermore, cryo-electron microscopy provided high-resolution structures revealing how UL116-specific antibodies bind gH/UL116. In mice, gH/UL116 immunization elicited serum IgG responses whose binding titers strongly correlated with both neutralization and mouse Fc{gamma}R activation. Together, these findings provide an epitope-level map linking antibody specificity to neutralization and Fc{gamma}R activation across HCMV gH-associated complexes and position gH/UL116 as a promising HCMV vaccine candidate.

immunology↗

Rational Design of a Photoactivated Fluorescent Probe for Thiol-ene Mediated Protein Labelling

Fluorescent labelling of biomolecules enables the visualization and tracking of molecular processes in cells, providing insights into cellular function and disease mechanisms. Despite recent advances in bioorthogonal labelling, efficient and site-selective strategies for targeting alkene functionalities remain limited. Here, we report AbzSH, a compact aminobenzamide-based fluorescent thiol probe for selective alkene labelling through thiol-ene ligation. Photoinduced ligation proceeds under mild, radical-mediated conditions in aqueous media and exhibits broad substrate compatibility, including carbohydrate, amino acid, and steroid scaffolds. The method is readily extended to protein labelling, enabling selective modification of both chemically functionalized proteins and engineered proteins containing genetically encoded alkene motifs. Efficient and chemoselective labelling was further demonstrated in complex cell lysates, highlighting the robustness of the approach in biologically relevant environments. Collectively, these results establish AbzSH as a versatile fluorescent probe for alkene-directed biomolecular labelling and provide a broadly applicable platform for chemical biology, molecular imaging, proteomics, and drug discovery.

biochemistry↗

De Novo Design of Flavoproteins with Controlled Excited State Dynamics

Designing photochemical properties in proteins is a frontier challenge in biomolecular design, which, when realised, will open new avenues in catalysis and biomolecular electronics. Here we demonstrate an integrated computational design framework, supported by ultrafast spectroscopy, combining protein design, quantum mechanical/molecular mechanics molecular dynamics (QM/MM MD) and electronic structure calculations, to control flavin excited states in de novo proteins. Iterative design yields FC-4D2, a flavocytochrome with covalently bound flavin and non-covalently bound heme B and Fl-4D2, where the heme-binding site is removed. Both proteins are highly thermostable, and access all physiologically relevant flavin redox and protonation states, while high-resolution X-ray crystallography confirms the near-[A]ngstrom-level accuracy in design. Incorporating QM/MM MD and linear-response time-dependent density functional theory (LR-TDDFT) into the design workflow enables engineering of a flavin-tryptophan charge-transfer variant, Fl-4D2CT, that modifies the flavin absorption spectrum, substantially alters its redox properties and suppresses fluorescence. Ultrafast studies reveal how protein design reshapes the excited state relaxation timescale and mechanism. Our study establishes a modular strategy for programming flavin photochemistry in designed proteins.

biophysics↗

GM-CSF Programs Alveolar Macrophages to Maintain Pulmonary Lymphocyte Homeostasis

Pulmonary lymphocytosis is a common feature of chronic lung disease, but the mechanisms governing lymphocyte accumulation within the lung remain poorly understood. Here, we identify granulocyte-macrophage colony-stimulating factor (GM-CSF) as a central regulator of pulmonary lymphocyte homeostasis. Using genetic models, single-nucleus and spatial transcriptomics, cell trafficking analyses, and pulmonary macrophage replacement studies, we show that loss of GM-CSF signaling causes profound pulmonary lymphocytosis characterized by lymphoid follicle formation, local immunoglobulin production, and expansion of multiple lymphocyte lineages. Mechanistically, GM-CSF signaling deficiency blocks terminal alveolar macrophage differentiation and reprograms alveolar macrophages into inflammatory states marked by reduced PU.1 and PPAR{gamma} expression, enhanced NF-{kappa}B signaling, and expression of lymphocyte-recruiting chemokines. These changes promote lymphocyte recruitment, local proliferation, and lymphoid lineage commitment. Restoration of GM-CSF-responsive alveolar macrophages re-established macrophage identity, suppressed inflammatory chemokine programs, and reversed pulmonary lymphocytosis. Together, these findings identify alveolar macrophages as gatekeepers of adaptive immune homeostasis in the lung.

immunology↗

Enhancer Activity-informed Gap GEne Regulatory Network (EAGER) to model Drosophila gap gene expression on the entire anterior-posterior (A-P) axis

Across metazoa, morphogen gradients differentially regulate gene expression and activate a spatially distinct program to specify body axis development. The Drosophila gap gene network, initiated by maternal morphogen Bicoid, is one of the most well-studied systems. Several regulatory interactions act synergistically to produce distinct gap gene expression patterns along the anterior-posterior (AP) axis of the blastoderm stage Drosophila embryo to ensure the proper segmentation of the larval and, eventually, adult stage fly. Several mathematical models have been proposed to summarize the interconnectivity of gap gene regulatory elements and predict expression in mutant systems. However, these models have not successfully predicted the gap gene expression profile over the entire AP axis. Here, we present an Enhancer Activity-informed Gap GEne Regulatory network (EAGER) model that incorporates enhancer activity-driven differential regulation along the AP axis, which successfully summarizes gap gene expression patterns over the entire AP axis. We validated the predictions of EAGER on Kr mutants and performed a comprehensive parametric sensitivity and identifiability analysis to evaluate the robustness of the EAGER model fits and predictions. We also propose a reduced version of the model, rEAGER, which identifies a minimal set of regulatory interactions and successfully summarizes the gap gene interactions over the entire AP axis. Our results suggest that the expression driven by individual enhancers must be accounted for in models of developmental pattern formation.

developmental biology↗

Glucocorticoids reprogram human AML leukemic stem cells to promote elimination through differentiation and apoptosis

Acute myeloid leukemia (AML) is sustained by leukemic stem cells (LSCs) that can evade standard therapies and drive relapse. Targeting LSC-specific vulnerabilities is therefore essential for durable remission. Here we demonstrate that glucocorticoids (GCs) induce potent depletion of AML LSCs by promoting terminal differentiation and apoptosis. This effect is observable within 24 hours and is conserved across multiple LSC-enriched models and primary patient samples. Mechanistically, we establish that GC targeting of LSCs is mediated through the glucocorticoid receptor (NR3C1), with higher receptor binding affinity correlating with greater anti-LSC activity. We performed structure activity relationship (SAR) modeling of 24 corticosteroids and identified key features, including bulky D-ring substituents, associated with enhanced anti-LSC efficacy. Bulk and single-cell transcriptomic data revealed that GC treatment of LSCs suppresses NF-{kappa}B inflammatory signaling and disrupts stemness and quiescence programs while inducing transcriptional signatures associated with transient proliferation, metabolic stress, and terminal differentiation. Notably, GC sensitivity was associated with the expression of pre-existing inflammatory or extracellular matrix (ECM) signatures. Finally, we found that FLT3 ligand (FLT3L) is required for GC-induced proliferation of CD34- blasts but not for LSC depletion, suggesting that FLT3L levels may serve as a biomarker for blast expansion in patients receiving GC therapy. These findings support the clinical development of GC-based therapies in AML and provide mechanistic insights into how GCs target inflammatory and metabolic programs required for LSC survival.

cancer biology↗

Expanding Macrocyclic Topology through Cysteine-to-N-Terminal Cyclisation Enables Covalent Peptide Inhibitor Discovery

Macrocyclic peptides are an attractive therapeutic modality capable of engaging challenging protein targets while retaining many favourable drug-like properties. Their high-affinity binding also provides an ideal framework for proximity-driven covalent inhibition through incorporation of latent electrophiles. Phage display enables the high-throughput screening of billion-member macrocyclic peptide libraries; however, existing libraries rely predominantly on cysteine-mediated cyclisation, restricting the range of macrocyclic topologies available for ligand discovery. Here, we report a mild and efficient cyclisation strategy based on a bromomethyl picolinaldehyde (BMP) linker that reacts with a cysteine side chain and the peptide N-terminus to generate a previously unexplored macrocyclic topology incorporating neighbouring pyridine and imidazolidinone rings. The chemistry is compatible with phage display and enabled screening of BMP-cyclised peptide libraries against plasma kallikrein, yielding a potent macrocyclic inhibitor. The BMP-cyclised peptide displayed substantially greater potency than analogous peptides cyclised through either a disulfide bond or the widely used linker 1,4-bis(bromomethyl)benzene (DBMB). Furthermore, comparison with an equivalent DBMB-cyclised library demonstrated that BMP-mediated cyclisation enabled access to binding motifs not identified by conventional cysteine-to-cysteine cyclisation. Finally, positional sulfur(VI) fluoride exchange (SuFEx) electrophile scanning converted the BMP-derived hit into a selective covalent macrocyclic activity-based probe capable of labelling plasma kallikrein in human plasma. Together, these findings establish BMP-mediated cyclisation as a versatile strategy for expanding the topological diversity of phage-displayed macrocycles and accelerating the discovery of both reversible and covalent macrocyclic peptide ligands.

biochemistry↗

Chaperone condensates buffer the heat shock response against pleiotropic inputs

Stress response pathways can be specific, dedicated to one stimulus, or pleiotropic, funneling distinct perturbations into a shared program. The heat shock response (HSR), the Hsf1-driven transcriptional program, has been linked to numerous stresses, suggesting it is pleiotropic. Here we find that high amplitude HSR activation is specific to heat shock in budding yeast. Heat shock activates the HSR through a condensate cascade in which orphan ribosomal proteins condense with Sis1 and Hsp70, titrating these chaperones away from their repressive interactions with Hsf1, triggering Hsf1 condensation with the transcriptional machinery, and activating HSR genes. Other stressors likewise drive Sis1 and Hsp70 condensation, redeploying Sis1 to stimulus-specific subcellular sites. However, chaperone condensation is not sufficient to activate the HSR. Sis1 and Hsp70 condense under conditions in which the HSR remains inactive, and Sis1 depletion increases HSR activation under all conditions except heat shock. These results suggest that chaperone condensates buffer the HSR, setting a threshold for activation and imparting specificity.

cell biology↗

Porphyrin driven redox tuning in structurally defined de novo heme proteins

Designing redox proteins with predictable and tuneable electron transfer properties is a major goal in de novo bioenergetics. Here we show that replacing heme B with a series of structurally conservative non-natural metalloporphyrins enables broad modulation of redox potentials over 400 mV in the de novo designed monoheme m4D2 and diheme 4D2 T19D. The non-natural porphyrins bind with high affinity and do not compromise either the heme binding site or global protein structure, as evidenced by X-ray crystallography and NMR spectroscopy. We also report the native-like NMR structure of m4D2 loaded with the non-natural and symmetric iron 2,4-dimethyldeuteroporphyrin IX, confirming our modular approach to tetrahelical redox protein design. This work establishes a versatile platform for constructing tuneable electron carriers for engineered bioenergetic pathways and bioelectronic applications.

biochemistry↗

UTILIZING SEQUENCE SIMILARITY NETWORKS FOR CROSS SPECIES ELICITOR IDENTIFICATION OF STREPTOMYCES REGULATORY PROTIENS

Streptomyces bacteria produce a variety of secondary metabolites that hold clinical and agricultural value, yet their biosynthetic potential remains unrealized as many biosynthetic gene clusters are not expressed under standard laboratory conditions. Expression of these clusters is tightly regulated, often by cluster situated transcription factors. The TetR family are regulators whose activity is modulated by small molecule elicitors. Although many TetRs have been characterized, elicitors have only been identified for a small fraction of them. This lack of data presents a limitation in our ability to exploit elicitor-regulator pairs for activation of silent clusters and underscores the need for predictive and testable strategies for elicitor identification. In this work, we test the use of sequence similarity networks (SSNs) as a predictor of elicitor identity using the well characterized TetR protein, JadR2, that has a known elicitor, chloramphenicol. We utilized SSNs to identify JadR2 homologs that may also be elicited by chloramphenicol. We developed a heterologous Escherichia coli reporter system in which regulator activity was monitored using an EGFP readout of DNA binding activity. Using this system, we screened JadR2 and four homologs for responsiveness to chloramphenicol. We found that 3 homologs were elicited by chloramphenicol, all of which were formerly uncharacterized. These results demonstrate that TetR-family proteins can share elicitor responsiveness and that SSNs can be used to prioritize regulators for functional screening. This work establishes a genomics-informed and bioinformatics-guided framework for linking elicitors to their regulator, expanding the toolkit for natural product discovery by unlocking regulatory information across Streptomyces.

microbiology↗

Engineered 3D hydrogel model reveals divergence of adhesion-migration balance in Glioblastoma under simulated microgravity

Glioblastoma is an aggressive brain cancer whose cells can switch between different modes of invasion in response to their surroundings, making the disease difficult to predict and treat. How physical forces influence this adaptability remains poorly understood. Here, we used simulated microgravity together with engineered hydrogels that independently control adhesion, degradability, and mechanical properties to test how gravity affects glioblastoma invasion. Microgravity strongly reduced invasion and shifted cells from elongated, protrusive behavior to a more cohesive state. Proteomic analysis showed reduced invasive signaling together with increased cell-matrix and cell-cell adhesion, consistent with a redistribution of contractile forces toward the cell edge. Under normal gravity, blocking CD44, integrin {beta}1, or N-cadherin reduced matrix-dependent invasion. In contrast, under microgravity, inhibiting these same adhesion pathways restored invasion, indicating that microgravity traps cells in an overly adhesive, cohesive state that limits movement rather than motility itself. These findings show that gravity is an important regulator of cancer cell plasticity and reveal a mechanically induced vulnerability in glioblastoma invasion. More broadly, combining defined biomaterials with gravitational modulation provides a new way to study how physical forces shape tumor behavior.

cancer biology↗

Environmental filtering, dispersal limitation, and competition control the distribution of acidophilic iron oxidizers

Acid mine drainage is a global pollution problem characterized by low pH and high concentrations of metals. Active remediation is often cost-prohibitive, but Fe(II) oxidizing microbes may be used for passive bioremediation. To leverage these species, we must understand the factors that control their distribution. Here, we examine the environmental and ecological factors that control these species with the aim of determining if microbial seeding is a viable remediation strategy. Although stochastic processes appear to control the distribution of majority of taxa inhabiting AMD ecosystems, the distribution of Fe(II) oxidizers is driven by environmental filtering and competition. The abundance of all the major Fe(II) oxidizing genera have significant relationships with pH, with pH explaining 10 - 38% of the variation in their abundance. The genera appear to have pH preferences with Acidithiobacillus and Leptospirillum preferring environments below pH 3, Gallionella, Sideroxydans, and Ferritrophicum preferring environments above pH 3.5, and Ferrovum preferring intermediate pH environments. Once the effect of pH is removed, genera that share pH preferences are negatively correlated, indicating that they are likely competing for the Fe(II) oxidizing niche in their preferred environments. Communities are also shaped by dispersal limitation, which suggests that microbial seeding is possible in these environments. Future seeding attempts should consider species interactions and ecology more generally to inform their efforts.

microbiology↗

Klebsiella pneumoniae T6SS exacerbates gut inflammation promoting tumorigenesis.

Dysbiosis and bacterial pathobionts contribute to inflammation in IBD and CRC, yet the molecular drivers of this process remain unclear. We identify the Klebsiella pneumoniae type VI secretion system (T6SS) as a key promoter of intestinal inflammation and tumor progression. Metagenomic analyses revealed enrichment of T6SS encoding genes in the gut microbiota of IBD patients during inflammatory flares. In zebrafish and mouse models, K. pneumoniae T6SS activity exacerbated inflammation and promoted colorectal tumor growth. Mechanistically, T6SS firing enhanced the secretion of LPS via outer membrane vesicles (OMVs), driving NF-{kappa}B activation and interferon signalling in host cells. In vivo, T6SS-dependent inflammation was associated with the expansion of regulatory T-cell subsets and an immunosuppressive tumor microenvironment. These findings redefine the T6SS as a microbial determinant of host inflammation and cancer progression, highlighting T6SS inhibition as a potential therapeutic approach for IBD and CRC. HighlightsO_LIT6SS-encoding Enterobacteria are enriched in the gut microbiota of IBD patients C_LIO_LIKlebsiella pneumoniae T6SS exacerbates colitis in mice C_LIO_LIT6SS activity enhances outer membrane vesicle secretion and LPS release C_LIO_LIT6SS promotes colorectal tumorigenesis and immune dysregulation C_LI Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=186 HEIGHT=200 SRC="FIGDIR/small/715367v1_ufig1.gif" ALT="Figure 1"> View larger version (43K): org.highwire.dtl.DTLVardef@1c99341org.highwire.dtl.DTLVardef@e2d0eborg.highwire.dtl.DTLVardef@1021387org.highwire.dtl.DTLVardef@1502c97_HPS_FORMAT_FIGEXP M_FIG C_FIG

microbiology↗

The HMD domain of the PAF complex primes Rad6-Bre1 E3 ligase complexes for H2B ubiquitination

Mono-ubiquitination of histone H2B (H2Bub) is deposited by Bre1-type E3 ubiquitin ligase complexes during transcription elongation and is critical for chromatin organization, DNA repair, and transcription regulation. In S. pombe, this activity is carried out by HULC, a complex of the Bre1 homologs Brl1 and Brl2 with Rhp6 and Shf1. While H2Bub deposition depends on recruitment of HULC to RNA Pol II by the Paf1 complex (PAF1C), the molecular basis for how PAF1C activates HULC has remained unclear. Using AlphaFold modelling, biochemical reconstitution, and functional assays, we define the architecture of HULC as a flexible 1:1:1:1 assembly in which Shf1 stabilizes an elongated coiled-coil hairpin that brings the RING and Rad6-binding domains into proximity. However, for full stimulation of HULC activity, we find that the HMD domain of the PAF1C subunit Prf1 stimulates ubiquitin transfer through a RING-binding region (RBR) that repositions the RING domains adjacent to Rhp6 in a catalytically competent configuration. These findings reveal an activation mechanism in which transcription-associated Prf1 primes HULC for ubiquitin transfer through the Prf1RBR, revealing a critical regulatory interface for H2B ubiquitination.

molecular biology↗

Breast cancer through the lens of whole transcriptome spatial imaging

Using the worlds first transcriptome-scale spatial imaging of a breast tumor, we assessed what could be learned about one patients disease. We cataloged heterogeneity across 3 morphological regions, 9 spatial domains, 37 cell types, and 1692 pathways. Then, employing a new algorithm for spatially stratified differential expression, we tested >2 million hypotheses about cell types behavior across space. We measured how CD8+ T cells change upon entering the tumor, how cancer cells adapt to nutrient-poor microenvironments, how tumor glycolysis impacts nearby healthy cells, and how low-proliferation zones of the tumor are distinct. We found several instances of druggable biology: the tumors heterogeneity and invasion programs suggested aggressiveness independent of traditional grading; PDCD1 expression and exhaustion limited T-cell activity; cancer cells engaged angiogenic signaling but struggled to proliferate in hypoxic regions; and a tumor subcluster up-regulated lipid metabolism. These findings demonstrate the insights obtainable through spatial profiling of individual tumors.

cancer biology↗

Fast phylogenetic generalised linear mixed-effects modelling using the glmmTMB R package

Phylogenetic generalised linear mixed models (PGLMMs) help ecologists to distinguish ecological drivers from other processes shaping evolutionary patterns, yet existing implementations are often limited in distributional scope or computational speed. We compare five R packages for fitting PGLMMs and highlight the new covariance structure propto in the general-purpose GLMM package glmmTMB. Simulations show that glmmTMB fits PGLMMs faster overall than brms, MCMCglmm, INLA, and phyr, while producing similar model estimates. We present the first practical application of glmmTMB for fitting phylogenetic random effects using likelihood-based models that accommodate repeated measures, demonstrated through case studies of evolutionary trait data. By improving both speed and flexibility, glmmTMB broadens access to PGLMM and supports deeper insights into trait evolution and diversification.

evolutionary biology↗

Identification and characterization of a Fibrillin-1 derived matrikine for cardiac regeneration and repair

The development of regenerative strategies to repair the heart is of high importance. Our lab has shown that extracellular matrix derived from decellularized fetal myocardium promotes neonatal cardiomyocyte proliferation in vitro. The goal of this study was to identify specific peptide(s)/protein(s) in solubilized cardiac ECM responsible for this proliferative effect. We hypothesized that isolation and then treatment with one or more small synthetic peptide derived from this source could replicate the cellular response to whole solubilized ECM. Decellularized fetal and adult rat hearts were fractionated by molecular weight using SDS-PAGE and transferred to PVDF membranes. Analysis of cardiomyocytes cultured on the membranes revealed regions of enhanced cardiomyocyte proliferation. Subsequent isolation and proteomic analysis of the protein bands that that correlated with proliferative regions identified fibrillin-1 as the predominant ECM protein associated with these regions of cardiomyocyte proliferation. One region (residues 55-86) of fibrillin-1 was synthesized as a peptide and tested for a direct effect on cardiomyocyte proliferation. Compared to positive and negative controls, as well as scrambled and alkylated versions, this peptide led to 3-4 fold increase in cardiomyocyte proliferation. Analysis of the amino acid sequence demonstrated high homology with laent-TGF-{beta} binding proteins and subsequent experiments showed that the matrikine could also reduce TGF-{beta} induced activation of cardiac fibroblasts. These data suggest that individual peptides derived from soluble ECM could have utility as a novel therapeutic for cardiac tissue engineering and regeneration.

bioengineering↗