Biology subjects

Wood, M. J. A.

Publications and source records attributed to Wood, M. J. A..

15 recordsLinked to original sources

bioRxiv2026

Machine learning-assisted directed evolution yields dramatic improvement on novel AAV engineering task

Directed evolution enables the discovery of protein mutants with improved fitness through iterative rounds of selection and has been widely applied to adeno-associated virus (AAV) capsid engineering. Machine learning (ML) can augment this process by prioritising mutants for experimental validation, but whether its benefits outweigh the added cost of ML-designed library construction remains unclear. Here, we address this question by considering improvements in manufacturing efficiency of AAV capsids in the context of exosomal encapsulation, which is a technique for improving AAV immunogenicity. We generated a directed evolution dataset comprising 53,974 mutants across three rounds of selection and an independent assessment dataset of 472 ML-designed mutants with detailed profiling. Directed evolution alone yielded a 3-fold improvement, while ML-assisted directed evolution yielded a 41-fold improvement in manufacturing efficiency, demonstrating that ML-assisted directed evolution outperforms directed evolution alone. We show that data quality - specifically the number of selection rounds and the statistical power of mutant counts - has a greater impact on model performance than model architecture. Finally, we provide practical guidance on experimental design and implementation of ML tuning strategies that can augment model performance in protein engineering applications.

bioengineering↗

bioRxiv2025

Timing matters: exon skipping therapy is most effective when initiated early in a mouse model of Duchenne muscular dystrophy

Exon skipping is a leading therapeutic approach for Duchenne muscular dystrophy (DMD), a progressive muscle wasting disorder caused by pathogenic variants in the DMD gene that typically disrupt the translation reading frame. This approach aims to modulate DMD pre-mRNA splicing to re-frame the transcript and generate an internally deleted but partially functional quasi-dystrophin protein. Four exon skipping drugs have received FDA accelerated approval, although their clinical efficacy is very limited. To investigate how treatment timing influences exon skipping outcomes, dystrophin-deficient mdx mice were injected with peptide-phosphorodiamidate morpholino oligonucleotide (PPMO) exon skipping conjugates beginning at either the adult (12-week) or aged (75-week) stages, and tibialis anterior muscles harvested for biochemical and transcriptomic analyses. Mean Dmd exon 23 skipping was 79% in adults and 44% in aged PPMO-treated mdx mice, whereas dystrophin protein restoration was 35% and 8%, respectively. Histopathological improvements were only evident in the adult-treated mice. PPMO-treatment in adult mdx mice induced a broad transcriptomic shift towards a wild-type signature, whereas treatment in aged mice resulted in negligible gene expression changes, indicating that late intervention is ineffective at reversing disease-associated pathologies despite low-level dystrophin restoration. Dystrophin transcript imbalance was corrected only in adult-treated mdx mice. Increased expression of the dystrophin-repressing microRNA miR-31-5p, which was more strongly upregulated in aged mdx muscle, provides a potential mechanistic explanation. In conclusion, PPMO-mediated exon skipping is substantially more effective when initiated in adult rather than aged dystrophic muscle, supporting early therapeutic intervention in DMD-affected individuals.

neuroscience↗

bioRxiv2025

Isolation of functional supramolecular attack particles (SMAPs)

High density cultures of the GMP compatible NK-92 natural killer cell line release heterogeneous extracellular particles (EP), notably extracellular vesicles (EV) and non-vesicular extracellular particles (NVEP). The NVEP include a small proportion of supramolecular attack particles (SMAPs), the direct cytotoxic potential of which suggests therapeutic promise, yet scalable enrichment and functional evaluation alongside other extracellular particles (EPs) have been lacking. Here, we develop a high-resolution serial size-exclusion liquid chromatography (SELC) workflow that resolves EPs into 4 fractions F1-F4, in which EV are enriched in F2 and SMAPs are enriched in F3. Multi-modal characterization using Nanoparticle Tracking Analysis (NTA), Nano Flow Cytometry (Nano FCM), Transmission Electron Microscopy (TEM), Total Internal Reflection Microscopy (TIRFM) and Proteomics) demonstrated that F2 NK-92 EVs are [~]130-150 nm particles enriched for complement proteins, whereas SMAPs (F3) are 100-110 nm particles enriched for cytotoxic proteins (PRF1, GZMB) and SMAP shell components (e.g., THBS1, THBS4). Functionally, Ca2+-stabilized SMAPs (F3) trigger caspase-3-dependent apoptosis in tumor cell lines with robust dose responses, while F2 lacks direct cytotoxicity in vitro. Ex vivo, F3 SMAPs kill patient-derived breast cancer and chronic lymphocytic leukaemia cells (CLL) in a concentration-dependent manner. In NSG mice, intra-tumoral treatment with SMAPs (F3) restrains the growth of aggressive B16F10 melanoma and PANC-1 pancreatic cancer, confirming in vivo functionality. These results establish a scalable method to isolate and compare NK-derived particle classes and provide a foundation for targeted SMAP engineering as a promising approach for treatment of solid tumours. Significance StatementCell therapies face barriers in solid tumours, including lack of entry and suppression. NK cells release extracellular particles (EPs), including supramolecular attack particles (SMAPs), that can traffic into tumour tissue. We define a practical, scalable chromatography process that resolves NK-derived SMAPs from other EPs and demonstrate that SMAPs induce caspase mediated apoptosis in vitro and engage in cytotoxic lymphocyte independent anti-tumour activity in vivo. These insights open a route to engineering and testing SMAP-based therapeutics to overcome limitations of whole-cell approaches in solid cancers.

immunology↗

bioRxiv2025

Accurately modelling RNase H-mediated antisense oligonucleotide efficacy

Antisense oligonucleotides (ASOs) are a powerful class of drugs with the potential to treat a wide range of human diseases. However, the prediction of ASO efficacy remains challenging, as large-scale and costly experimental screens are typically required to identify optimal candidates for a specific therapeutic target. To address this challenge, we compiled ASO Atlas, a database comprising 188,521 RNase H-mediated ASO sequences targeting 334 unique genes with corresponding knockdown efficacy measurements extracted from published patents. Using ASO Atlas, we trained OligoAI, a deep learning model capable of jointly modelling RNA target context, ASO sequence, sugar and backbone chemistries, and dosage to predict in vitro efficacy. We experimentally validated OligoAI by targeting KCNT2, achieving a 5.72-fold reduction in screening effort compared to random selection. ASO Atlas provides the first systematic resource to rigorously evaluate hypotheses regarding key parameters in ASO design, including sequence composition, chemical modifications, and target region selection. Both ASO Atlas and OligoAI have been made freely accessible through an online web-tool with the aim of facilitating the accelerated optimisation of ASO design.

bioinformatics↗

bioRxiv2025

Thrombospondin Encapsulated Dense Particles accelerate wound healing and downregulate fibrotic phenotypes

Extracellular particles (EP) released by cells are heterogenous, with extracellular vesicles (EV) believed to be the major component. To investigate different EV subpopulations, we conducted a panel screen of 15 fluorescent EV markers in 4 adherent cell lines. Nanoflow cytometry identifies TSPAN14 as the best EV marker in 3 of 4 cell lines. Surprisingly, less than 50% of EPs are labelled by the top 2 EV markers in half the cell lines. The EV marker negative EPs are detergent resistant, non-lipophilic, dense and have Thrombospondin shells by dSTORM; and were thus named Thrombospondin Encapsulated Dense particles (ThrEDs). ThrEDs are ubiquitous, contain extracellular matrix regulators and are released following cell stress. ThrEDs accelerate scratch-wound closure and downregulate the fibrotic phenotype in Dupuytrens disease patient myofibroblasts. The TSP-1 C-terminus is exposed on the surface of ThrEDs, opening engineering applications.

cell biology↗

bioRxiv2025

Toward a model of uORF-mediated translational control: An integrated bioinformatic and experimental approach

Upstream open reading frames (uORFs) are short translated regions that occur in the 5{square} untranslated regions (5{square} UTRs) of mRNA transcripts where they primarily serve to repress expression translation of the downstream primary open reading frame (pORF). Their widespread presence across mammalian transcriptomes suggests an important role in shaping the proteome, although the mechanistic basis of their regulatory effects remain incompletely understood. Here we present an integrated experimental and computational investigation into the features that govern uORF-mediated translation control. Using high-resolution proteomics data from 29 healthy human tissues and machine learning-based simulations, we have systematically dissected how features including uORF length, amino acid composition, start codon position, stop codon position, and Kozak context influence repressive activity, and performed experimental validation using reporter gene constructs. We also investigated how multiple uORFs within a single 5{square} UTR can interact in synergistic or antagonistic ways, with the potential to produce counterintuitive effects on pORF translation. From these studies, we present a model of uORF function, suggesting a hierarchy of uORF feature importance, and proposing that a combination of uORF translation initiation probability, ribosome recycling rate, intercistronic ternary complex recharging requirements, and ribosome stalling mechanisms underlie uORF repressive activity. Together, these studies provide a comprehensive view of the molecular logic underlying uORF activity, offering new insights into their endogenous and highlighting their potential as targets for drug development.

biochemistry↗

bioRxiv2025

Myonuclear domain-associated and central nucleation-dependent spatial restriction of dystrophin protein expression in a novel DMD mouse model

The restoration of uniformly-distributed dystrophin protein expression is an important consideration for the development of advanced therapeutics for Duchenne muscular dystrophy (DMD). To explore this concept, we generated a novel genetic mouse model (mdx52-Xist{Delta}hs) that expresses variable, and non-uniformly distributed, dystrophin protein from birth as a consequence of skewed X-chromosome inactivation. mdx52-Xist{Delta}hs myofibers are heterokaryons containing a mixture of myonuclei expressing either wild-type or mutant dystrophin alleles in a mutually exclusive manner, resulting in dystrophin protein being spatially restricted to corresponding dystrophin-expressing myonuclear domains. This phenotype models the situation in female DMD carriers, and dystrophic muscle in which dystrophin has been incompletely restored by partially-effective experimental therapeutics. Total dystrophin expression increased in aged (60-week-old) mdx52-Xist{Delta}hs mice relative to 6-week-old adults, suggestive of an accumulation of dystrophin-expressing myonuclei through positive selection, although this was insufficient to resolve sarcolemmal dystrophin patchiness. Nevertheless, compared to mice expressing no dystrophin, non-uniformly-distributed dystrophin was protective against pathology-related muscle turnover in an expression-level-dependent manner in both adult and aged mdx52-Xist{Delta}hs mice. Systematic classification of isolated mdx52-Xist{Delta}hs myofibers revealed profound differences associated with central nucleation, with dystrophin found to be translationally repressed in centrally-nucleated myofibers and myofiber segments. These findings have important implications for the development of dystrophin restoration therapies.

cell biology↗

bioRxiv2024

A resource for extracellular vesicles from activated CD4 T cells that relay pro-inflammatory signals

CD4 T helper cells (TH cells) play a vital role in coordinating and amplifying the immune response to specific pathogens. They constitutively produce different kinds of extracellular vesicles (EVs), which mediate cell-to cell communication and play diverse roles in immune regulation and inflammatory processes. Here we provide a resource documenting the composition of activated TH cell EVs and demonstrating their ability to instigate pro-inflammatory response in antigen-presenting cells (APCs). EVs were characterized by lipidomics, proteomics, and NanoFCM. The activated TH cells derived EVs (act-EVs) were found to be enriched in TH cell-specific proteins, transmembrane and cytosolic EV marker proteins, and HLA proteins relative to resting CD4 T cells EVs (rest-EVs). The pro-inflammatory effect of act-EVs vs rest-EVs on donor matched APCs were characterized by chemokine and cytokine profiling and flow cytometry analysis. There was no discernible contrast in endotoxin levels between act-EVs and rest-EVs. Functional distinctions were seen to arise from variations in the content and composition of these EVs. Moreover, we validated our findings with an in-vivo investigation in mice, demonstrating the recruitment of monocytes, dendritic cells (DCs), neutrophils, and NK cells in the spleen, accompanied by the release of pro-inflammatory cytokines in the serum after administering act-EVs. In summary, this study sheds light on the role of TH cell released EVs in modulating the immune response during pro-inflammatory responses and this resource provides a foundation for development of novel therapeutics on EV based scaffolds.

immunology↗

bioRxiv2023

An extracellular vesicle delivery platform based on the PTTG1IP protein

Extracellular vesicles (EVs) hold great promise as therapeutic delivery vehicles, although their potential is limited by a lack of efficient EV engineering strategies to enhance loading and functional delivery of therapeutic cargo. Here, we identified N-glycosylation as a putative EV- sorting feature using a novel bioinformatics analysis strategy. We exploited this finding to develop a platform for EV-mediated delivery of macromolecular cargoes based on PTTG1IP, a small N- glycosylated, single spanning transmembrane protein. We demonstrate that PTTG1IP EV enrichment is dependent on its N-glycosylation at two sites, and that PTTG1IP is a suitable scaffold for EV loading of therapeutic cargoes. To achieve functional delivery, cargoes were fused to PTTG1IP, separated by various self-cleaving sequences intended to promote cargo release from the scaffold after EV loading. In addition, the fusogenic VSVG protein was co-expressed to enhance endosomal escape. This PTTG1IP-based strategy enabled highly efficient functional delivery of Cre protein to recipient cells and mouse xenograft tumors, as well as Cas9 and Cas9/sgRNA complex delivery to reporter cells. Importantly, PTTG1IP exhibited improved protein delivery potential relative to a scaffold based on CD63 (a common EV marker). Moreover, we developed various PTTG1IP variants with improved properties, demonstrating the versatility of PTTG1IP as an EV scaffold. The EV-loading platform described in this study offers significant advantages over other strategies, such as favourable membrane topology, the potential for further engineering, and functional delivery capability, which will enable the development of improved EV-based therapeutics.

molecular biology↗

bioRxiv2022

Extracellular vesicle-mediated promotion of myogenic differentiation is dependent on dose, collection media composition, and isolation method

Extracellular vesicles (EVs) have been implicated in the regulation of myogenic differentiation. We observed that treatment of C2C12 murine myoblasts with either GW4869 (to inhibit exosome biogenesis) or heparin (to inhibit EV uptake) reduced myogenic differentiation. Conversely, conditioned media collected from differentiated C2C12 myotubes enhanced myogenic differentiation. Ultrafiltration-size exclusion liquid chromatography (UF-SEC) was used to isolate pure EV preparations and extracellular protein from C2C12 myoblast- and myotube-conditioned media in parallel. UF-SEC purified EVs promoted myogenic differentiation at low doses ([≤]2x108 particles/ml), had no effect at 2x1010 particles/ml, and inhibited myo<genic differentiation at the highest dose tested (2x1011 particles/ml). Similar effects were observed with both myoblast- and myotube-derived EVs. Given that muscle-enriched miRNAs (myomiRs) are largely absent in myoblast cultures, these findings are indicative of a myomiR-independent mechanism underlying the observed pro-myogenic effects. Indeed, individual myomiRs were found to be scarce in EVs (e.g. the most abundant myomiR, miR-133a-3p, was present at 1 copy per 195 EVs). UF-SEC-purified extracellular protein had no effect on myogenic differentiation when collected in serum-free DMEM. However, a potent pro-myogenic effect was observed when Opti-MEM was used as EV harvest media. Opti-MEM contains insulin, which was sufficient to recapitulate the pro-myogenic effect. Similarly, when EVs were isolated by polymer-based precipitation, a pro-myogenic effect was observed, but only when Opti-MEM was used as a collection media. These findings highlight Opti-MEM as a potential confounding factor, and provide further evidence that polymer-based precipitation techniques should be avoided in EV research.

cell biology↗

bioRxiv2022

PPMO-mediated exon skipping induces uniform sarcolemmal dystrophin rescue with dose-dependent restoration of circulating microRNA biomarkers and muscle biophysical properties

Duchenne muscular dystrophy (DMD) is a paediatric muscle-wasting disorder caused by genetic loss of the gene encoding the dystrophin protein. Therapies that restore dystrophin expression are presumed to correct the disease, with antisense-mediated exon skipping being the leading approach. In this study, we aimed to determine whether exon skipping using a peptide-phosphorodiamidate morpholino oligonucleotide (PPMO) conjugate results in dose-dependent restoration of uniform dystrophin localization, together with correction of putative DMD serum and muscle biomarkers. To this end, dystrophin-deficient mdx mice were treated with a PPMO (Pip9b2-PMO) designed to induce Dmd exon 23 skipping and dystrophin rescue at single, ascending intravenous doses (3, 6, or 12 mg/kg) and sacrificed two weeks later. Dose-dependent exon skipping and dystrophin protein restoration were observed. Importantly, dystrophin expression was uniformly distributed at the sarcolemma of corrected myofibers at all doses. The abundance of serum microRNA biomarkers (i.e. miR-1a-3p, miR-133a-3p, miR-206-3p, miR-483-3p) and creatinine kinase were restored towards wild-type levels after treatment in a dose-dependent manner. All biomarkers were strongly anti-correlated with both exon skipping level and dystrophin expression. Dystrophin rescue was also strongly positively correlated with muscle stiffness (i.e. Youngs modulus) as determined by atomic force microscopy (AFM) nanoindentation assay. These data demonstrate that PPMO-mediated exon skipping generates myofibers with uniform dystrophin expression, and that both serum miRNA biomarkers and muscle AFM have potential utility as pharmacodynamic biomarkers of dystrophin restoration therapy in the context of DMD.

molecular biology↗

bioRxiv2022

Non-uniform dystrophin re-expression after CRISPR-mediated exon excision in the dystrophin/utrophin double-knockout mouse model of DMD

Duchenne muscular dystrophy (DMD) is the most prevalent inherited myopathy affecting children, caused by genetic loss of the gene encoding the dystrophin protein. There are currently four FDA-approved drugs for DMD that aim to restore expression of dystrophin by exon skipping using splice switching oligonucleotides. While these therapies require lifelong repeat administration, recent advancements in gene editing technologies have raised the possibility of achieving permanent exon skipping, and thereby curing the disease with a single treatment. Here we have investigated the use of the Staphylococcus aureus CRISPR/Cas9 system and a double-cut strategy, delivered using a pair of AAV9 vectors, for dystrophin restoration in the severely-affected dystrophin/utrophin double knock-out (dKO) mouse. Single guide RNAs were designed to induce double-strand DNA breaks on either side of Dmd exon 23, such that the intervening exon 23 sequence is excised when the flanking intronic regions are joined via the non-homologous end joining repair pathway. Exon 23 deletion was confirmed at the DNA level by PCR and Sanger sequencing, and at the RNA level by RT-qPCR. Restoration of dystrophin protein expression was demonstrated by western blot and immunofluorescence staining in mice treated via either intraperitoneal or intravenous routes of delivery. Dystrophin restoration was most effective in the diaphragm, where a maximum of 5.7% of wild-type dystrophin expression was observed. CRISPR treatment was insufficient to extend lifespan in the dKO mouse, and dystrophin was expressed in a within-fiber patchy manner in skeletal muscle tissues. Further analysis revealed a plethora of non-productive DNA repair events, including AAV genome integration at the CRISPR cut sites. This study highlights potential challenges for the successful development of CRISPR therapies in the context of DMD.

molecular biology↗

bioRxiv2020

Engineering of extracellular vesicles for display of protein biotherapeutics

Extracellular vesicles (EVs) have recently emerged as a highly promising cell-free bio-therapeutics. While a range of engineering strategies have been developed to functionalize the EV surface, current approaches fail to address the limitations associated with endogenous surface display, pertaining to the heterogeneous display of commonly used EV-loading moieties among different EV subpopulations. Here we present a novel engineering platform to display multiple protein therapeutics simultaneously on the EV surface. As proof-of-concept, we screened multiple endogenous display strategies for decorating the EV surface with cytokine binding domains derived from tumor necrosis factor receptor 1 (TNFR1) and interleukin 6 signal transducer (IL6ST), which can act as decoys for the pro-inflammatory cytokines TNF and IL6, respectively. Combining synthetic biology and systematic screening of loading moieties, resulted in a three-component system which increased the display and decoy activity of TNFR1 and IL6ST, respectively. Further, this system allowed for combinatorial functionalization of two different receptors on the same EV surface. These cytokine decoy EVs significantly ameliorated disease phenotypes in three different inflammatory mouse models for systemic inflammation, neuroinflammation, and intestinal inflammation. Importantly, significantly improved in vitro and in vivo efficacy of these engineered EVs was observed when compared directly to clinically approved biologics targeting the IL6 and TNF pathways.

bioengineering↗

bioRxiv2020

GAPDH controls extracellular vesicle biogenesis and enhances therapeutic potential of EVs in silencing the Huntingtin gene in mice via siRNA delivery

Extracellular vesicles (EVs) are biological nanoparticles with important roles in intercellular communication and pathophysiology. Their capacity to transfer biomolecules between cells has sparked efforts to bioengineer EVs as drug delivery vehicles. However, a better understanding of EV biogenesis mechanisms and function is required to unleash their considerable therapeutic potential. Here we demonstrate a novel role for GAPDH, a glycolytic enzyme, in EV assembly and secretion, and we exploit these findings to develop a GAPDH-based methodology to load therapeutic siRNAs onto EVs for targeted drug delivery to the brain. In a series of experiments, we observe high levels of GAPDH binding to the outer surface of EVs via a phosphatidylserine binding motif, designated as G58, and discover that the tetrameric nature of GAPDH promotes extensive EV aggregation. Studies in a Drosophila EV biogenesis model demonstrate that GAPDH is absolutely required for normal generation of intraluminal vesicles in endosomal compartments and promotes vesicle clustering both inside and outside the cell. Fusing a GAPDH-derived G58 peptide to dsRNA-binding motifs permits highly efficient loading of RNA-based drugs such as siRNA onto the surface of EVs. Such vesicles efficiently deliver siRNA to target cells in vitro and into the brain of a Huntingtons disease mouse model after systemic injection, resulting in silencing of the huntingtin gene in multiple anatomical regions of the brain and modulation of phenotypic features of disease. Taken together, our study demonstrates a novel role for GAPDH in EV biogenesis, and that the presence of free GAPDH binding sites on EVs can be effectively exploited to substantially enhance the therapeutic potential of EV-mediated drug delivery to the brain.

neuroscience↗

bioRxiv2018

The Viral protein Corona Directs Viral Pathogenesis and Amyloid Aggregation

Artificial nanoparticles accumulate a protein corona layer in biological fluids, which significantly influences their bioactivity. As nanosized obligate intracellular parasites, viruses share many biophysical properties with artificial nanoparticles in extracellular environments and here we show that respiratory syncytial virus (RSV) and herpes simplex virus 1 (HSV-1) accumulate a rich and distinctive protein corona in different biological fluids. Moreover, we show that corona pre-coating differentially affects viral infectivity and immune cell activation. Additionally, we demonstrate that viruses bind amyloidogenic peptides in their corona and catalyze amyloid formation via surface-assisted heterogeneous nucleation. Importantly, we show that HSV-1 catalyzes the aggregation of the amyloid beta peptide (A{beta}42), a major constituent of amyloid plaques in Alzheimers disease, in-vitro and in animal models. Our results highlight the viral protein corona as an acquired structural layer that is critical for viral-host interactions and illustrate a mechanistic convergence between viral and amyloid pathologies.

microbiology↗