Biology subjects

Walker, S.

Publications and source records attributed to Walker, S..

At least 37 records · Page 2Linked to original sources

bioRxiv2025

Convergent Functional Constraints Make Biochemical Reaction Diversity Predictable

The predictability of biochemical evolution remains highly debated, as it is unknown if biological function can be predicted a priori. Here, we explore predictability of function not in individual reactions, but in ensembles. Sampling from 13,777 bacterial, 371 archaeal, and 203 eukaryotic genomes, we use Enzyme Commission (EC) classification to hierarchically group enzyme-catalyzed reactions that perform similar transformations into functional equivalence classes. We show that organisms partition their reaction diversity among these functional equivalence classes in a predictable way, identifying over 120 new, system-size dependent functional scaling relationships. We find distantly related lineages, acting on distinct molecular substrates, can display similar functional scaling, demonstrating that convergence is not driven by phylogeny or common reactions. We demonstrate how transitions in functional scaling can be identified with physiological shifts, using as case studies O2-utilizing oxidoreductases and hexosyltransferases. Taken together, our results open novel avenues for predicting global features of evolving enzyme populations, independent of protein structures. These functional constraints may have broad implications, including for predicting biochemical diversity, designing synthetic organisms, and modeling the evolution of reaction diversity in cases where the exact identity of catalysts is not known, such as during the emergence of life and for potential alternative forms of biochemistry.

biochemistry↗

bioRxiv2025

The role of lipoteichoic acid in Staphylococcus aureus cell wall integrity

In Staphylococcus aureus, lipoteichoic acid (LTA) is crucial for growth, cell division, osmoprotection, and beta-lactam resistance, yet its molecular mechanisms remain unclear. This study reveals that LTA binds to multiple proteins involved in cell wall processes and preserves cell wall integrity by regulating one of the LTA-binding proteins, ScaH. ScaH is a peptidoglycan hydrolase predicted to have N-acetylglucosaminidase and amidase/peptidase activities. LTA inhibits ScaHs enzymatic activities by direct binding and represses scaH transcription by an unknown mechanism. During early growth, LTA is highly expressed and sequesters ScaH at the cell membrane, preventing ScaH activity in the cell wall. However, LTA expression decreases during the late growth phase, leading to ScaH translocation into the cell wall. This reduction in LTA coincides with increased wall teichoic acid (WTA) expression and cleavage of the LTA synthase LtaS. In the LTA-null mutant, ScaH inactivation restored peptidoglycan crosslinking, osmoresistance, and beta-lactam resistance both in vitro and in vivo. These findings suggest that LTA protects the cell wall by suppressing ScaH expression and activity while sequestering it during active growth. Additionally, the reciprocal expression patterns of LTA and WTA indicate an interconnected regulation of teichoic acids in S. aureus, with their roles likely depending on the growth phase. ImportanceStaphylococcus aureus is a significant human pathogen, with LTA playing a crucial role in cell viability, division, and maintaining cell wall integrity. Targeting LTA synthesis holds promise for the development of new therapeutics against S. aureus. Disruption of LTA synthesis leads to phenotypes indicative of compromised cell wall integrity, such as reduced crosslinking, osmosensitivity, and heightened beta-lactam sensitivity, although the precise underlying mechanisms remain unclear. Our research demonstrates that LTA contributes to cell wall integrity by regulating the expression, activity, and translocation of the peptidoglycan hydrolase ScaH. Additionally, LTAs binding to the cell wall synthesis enzymes suggests a role in modulating cell wall integrity through these interactions. These findings significantly advance our understanding of LTAs physiological functions and may serve as a foundation for the development of novel therapeutics targeting S. aureus and other Gram-positive pathogens.

microbiology↗

bioRxiv2024

Neuronal activation in the axolotl brain promotes spinal cord regeneration

The axolotl retains a remarkable capacity for regenerative repair and is one of the few vertebrate species capable of regenerating its brain and spinal cord after injury. To date, studies investigating axolotl spinal cord regeneration have placed particular emphasis on understanding how cells immediately adjacent to the injury site respond to damage to promote regenerative repair. How neurons outside of this immediate injury site respond to an injury remains unknown. Here, we identify a population of dpErk+/etv1+ glutamatergic neurons in the axolotl telencephalon that are activated in response to tail amputation. Importantly, the activation of these neurons facilitates successful tail regeneration by promoting axon extension into the newly regenerated tissue. We demonstrate that these dpErk+ neurons extend axons into the hypothalamus, which has a well-established role in hormone production. Furthermore, these neurons upregulate the neuropeptide neurotensin in response to injury, which in turn stimulates the production of multiple hormones in the hypothalamus to promote regenerative repair. Together, these findings identify a unique population of neurons in the axolotl brain whose activation is necessary for successful spinal cord regeneration, and sheds light on how neurons outside of the immediate injury site respond to a spinal cord injury.

developmental biology↗

bioRxiv2024

STABIX: Summary statistic-based GWAS indexing and compression

Genome-Wide Association Studies (GWAS) are widely used to investigate the role of genetics in disease traits, but the resulting file sizes from these studies are large, posing barriers to efficient storage, sharing, and querying. This issue is especially important for biobanks like the UK Biobank that publish GWAS for thousands of traits, increasing the volume of data that must be effectively managed. Current compression and query methods reduce file sizes and allow for quick genomic position-based queries but do not provide utility for quickly finding loci based on their summary statistics. For example, finding all SNVs in a particular p-value range would require decompressing and scanning the whole file. We propose a new tool, STABIX, which introduces summary-statistic-based queries and improves upon the standard bgzip compression and tabix query tool in both compression ratio and decompression speed. When applied to ten GWAS files from PanUKBB, STABIX created smaller compressed data and indices than tabix for all files, where bgzip and tbi files were an average of 1.2 times the size of STABIX compressed files and indexes. In the same ten files, STABIX per gene decompression was, on average 7x faster than tabix per gene decompression, and achieved faster per gene decompression times for over 99% of nearly 20,000 genes.

bioinformatics↗

bioRxiv2024

Hope for Others: Research Results from the University of Pittsburgh Rapid Autopsy Program for Breast Cancer

Breast cancer affects 1/8 of women throughout their lifetimes, with over 90% of cancer deaths being caused by metastasis. However, metastasis poses unique challenges to research, as complex changes in the microenvironment in different metastatic sites and difficulty obtaining tissue for study hinder the ability to examine in depth the changes that occur during metastasis. Rapid autopsy programs thus fill a unique need in advancing metastasis research. Here, we describe our protocol and processes for establishing and improving the US-based Hope for OTHERS (Our Tissue Helping Enhance Research and Science) program for organ donation in metastatic breast cancer. As of August 2024, we consented 114 patients and performed 37 autopsies, from which we collected 551 unique metastatic frozen tumor samples, 1244 FFPE blocks, 90 longitudinal liquid biopsy samples and developed 14 patient-derived organoid and 8 patient-derived xenograft models. We report in-depth clinical and histopathological information and discuss extensive new research and novel findings in patient outcomes, metastatic phylogeny, and factors in successful living model development. Our results reveal key logistical and protocol improvements that are uniquely beneficial to certain programs based on identifiable features, such as working closely with patient advocates, methods to rescue RNA quality in cases where tissue quality may degrade due to time delays, as well as guidelines and future expansions of our program. Statement of SignificanceRapid autopsy programs are unique research settings with huge potential for studying metastatic cancer, however, they have complex research challenges. Our work provides a valuable resource in advancing this field of research.

cancer biology↗

bioRxiv2024

Deep Mining of the Human Antibody Repertoire Identifies Frequent and Immunogenetically Diverse CDRH3 Topologies Targetable by Vaccination

Germline targeting vaccination strategies against highly variable pathogens such as HIV aim to elicit broadly neutralizing antibodies (bnAbs) with particular immunogenetic or structural features. The V2 apex of the HIV Env protein is a promising target for a class of bnAbs that contain conserved structural motifs in the heavy chain complementarity determining region 3 (CDRH3). Here, we show that these structural motifs are targetable by vaccination by characterizing V2 apex axe-like CDRH3s in the human repertoire and developing new immunogens capable of engaging them. We determined the frequency and diversity of axe-like CDHR3s in healthy human donors using a series of structural informatics approaches, finding these precursors in nearly 90% of donors. Axe-targeting immunogens based on the HIV Env Q23.17 bound axe-like precursors in cryo-EM structures, induced V2 apex-specific antibody responses in humanized mice, and induced axe-like heterologous neutralizing antibodies in rhesus macaques infected with a germline-targeted simian-human immunodeficiency virus. These results illustrate a new structure-guided immunoinformatic vaccine design paradigm that can be employed to elicit immunogenetically diverse yet structurally conserved classes of antibodies. Significance StatementMany broadly neutralizing antibodies (bnAbs) utilize modes of epitope recognition dominated by the antibody complementarity determining region 3 (CDRH3). The CDRH3 is the most diverse part of the antibody, posing a challenge for germline targeting vaccine designs that aim to elicit antibodies with particular immunogenetic features. Vaccine design strategies that accommodate CDRH3 variability are therefore needed. Many HIV Env V2 apex bnAbs share "axe-like" CDRH3 microfolds that arise from diverse immunogenetic origins. Here we determined the frequency in humans of B cells with such CDRH3 topologies and designed immunogens to engage their precursors. This work opens a path toward vaccines that engage specific structural classes of B cells, thereby advancing the rational design of immunogens for HIV and other pathogens.

immunology↗

bioRxiv2024

The mechanism of peptidoglycan O-acetylation in Gram-negative bacteria typifies bacterial MBOAT-SGNH acyltransferases

Bacterial cell envelope polymers are commonly modified with acyl groups that provide fitness advantages. Many polymer acylation pathways involve pairs of membrane-bound O-acyltransferase (MBOAT) and SGNH family proteins. As an example, the MBOAT protein PatA and the SGNH protein PatB are required in Gram-negative bacteria for peptidoglycan O-acetylation. The mechanism for how MBOAT-SGNH transferases move acyl groups from acyl-CoA donors made in the cytoplasm to extracellular polymers is unclear. Using the peptidoglycan O-acetyltransferase proteins PatAB, we explore the mechanism of MBOAT-SGNH pairs. We find that the MBOAT protein PatA catalyzes auto-acetylation of an invariant Tyr residue in its conserved C-terminal hexapeptide motif. We also show that PatB can use a synthetic hexapeptide containing an acetylated tyrosine to donate an acetyl group to a peptidoglycan mimetic. Finally, we report the structure of PatB, finding that it has structural features that shape its activity as an O-acetyltransferase and distinguish it from other SGNH esterases and hydrolases. Taken together, our results support a model for peptidoglycan acylation in which a tyrosine-containing peptide at the MBOATs C-terminus shuttles an acyl group from the MBOAT active site to the SGNH active site, where it is transferred to peptidoglycan. This model likely applies to other systems containing MBOAT-SGNH pairs, such as those that O-acetylate alginate, cellulose, and secondary cell wall polysaccharides. The use of an acyl-tyrosine intermediate for MBOAT-SGNH acyl transfer is also shared with AT3-SGNH proteins, a second major group of acyltransferases that modify cell envelope polymers.

biochemistry↗

bioRxiv2024

Impacts of Cell Ranger versions on Chromium gene expression data

In droplet-based single cell gene expression data, cell barcode processing by Cell Ranger (CR) is a standard pipeline. But no systematic evaluation of the impact of CR version on single cell gene expression data has been conducted. To comprehensively evaluate the impact of CR version, we considered six molecular quality criteria, quantified gene expression, and performed downstream analysis for 12 single-cell datasets. Each dataset was processed by 15 versions of CR. We demonstrated that different versions of CR yield different numbers of cell barcodes with significant variation in detected UMIs, features, molecular qualities and average gene expression of protein-coding and lncRNA for the same dataset. Our analysis finds distinction between two diverse categories of cell barcodes: common barcodes unmasked by all versions of CR, and specific barcodes only unmasked/masked by some versions. Surprisingly, we observed variation in molecular read-out between common cell barcodes when called by different versions of CR. The specific barcodes yield skewed gene body coverage and form distinct clusters. The choice of CR version affects scores for quality, average gene expression, clustering results, and top cluster marker genes of the dataset.

bioinformatics↗

bioRxiv2024

Towards a Taxonomy Machine. A Training Set of 5.6 Million Arthropod Images

The taxonomic identification of organisms from images is an active research area within the machine learning community. Current algorithms are very effective for object recognition and discrimination, but they require extensive training datasets to generate reliable assignments. This study releases 5.6 million images with representatives from 10 arthropod classes and 26 insect orders. All images were taken using a Keyence VHX-7000 Digital Microscope system with an automatic stage to permit high-resolution (4K) microphotography. Providing phenotypic data for 324,000 species derived from 48 countries, this release represents, by far, the largest dataset of standardized arthropod images. As such, this dataset is well suited for testing the efficacy of machine learning algorithms for identifying specimens to higher taxonomic categories.

bioinformatics↗

bioRxiv2024

Skeletal Muscle Specific PolG Dysfunction Activates the Integrated Stress Response and Promotes a Cachexia like Phenotype

During mitochondrial damage, information is relayed between the mitochondria and nucleus to coordinate precise responses to preserve cellular health. One such pathway is the mitochondrial integrated stress response (mtISR), which is specifically activated by mitochondrial DNA (mtDNA) damage. However, the causal molecular signals responsible for this activation remain elusive. A gene often associated with mtDNA mutations/deletions is Polg1, which encodes the mitochondrial DNA Polymerase {gamma} (PolG). Here, we describe what is to our knowledge the first conditional muscle specific model of PolG mutation, and demonstrate a rapid development of mitochondrial dysfunction and cachexia in these animals from [~]5 months of age. Detailed molecular profiling of muscles demonstrated robust activation of the mtISR, likely mediated upstream by the HRI/DELE1 stress pathway. This was accompanied by striking alterations to the mitochondrial folate cycle and its metabolites, strongly implying imbalanced folate intermediates as a previously unrecognised pathology driving the mtISR in mitochondrial disease.

physiology↗

bioRxiv2024

First endangered black-footed ferrets, Mustela nigripes, cloned for genetic rescue

An endangered black-footed ferret female that died in 1988 with no living descendants in the current population was successfully cloned from cryopreserved cells using cross-species somatic cell nuclear transfer, producing three healthy kits. Incorporating progeny from these clones would provide an 8th founder to the breeding program and increase genetic variation to the species limited gene-pool. This marks the first time a native U.S. endangered species has been cloned.

zoology↗

bioRxiv2024

Deciphering the role of germline complex de novo structural variations in rare disorders

De novo structural variants (dnSVs) have emerged as crucial genetic factors in the context of rare disorders. However, these variations often go undiagnosed in routine genetic screening practices. To shed light on their significance in rare disease, we conducted a comprehensive analysis of the largest cohort of parent-offspring whole-genome sequencing data from the UK 100,000 Genomes Project. Our study encompassed a vast cohort of 12,568 families, including 13,702 offspring affected by rare genetic diseases. We identified a total of 1,872 dnSVs, revealing that approximately 12% of the probands harboured at least one dnSV, of which 9% were identified as likely pathogenic in affected probands (151/1696). Advanced parents age was found to be associated with an increased chance of having dnSVs in probands. We discovered 148 clustered breakpoints resulting from a single event. 60% of these complex dnSVs were classified into 9 major SV types, and could be observed in multiple individuals, while the remaining 40% were private events and had not been previously reported. We found 12% of pathogenic dnSVs are complex SVs, emphasising the critical importance of thoroughly examining and considering complex dnSVs in the context of rare disorders. Furthermore, we discovered an enrichment of maternal dnSVs at subtelometric, early-replicating regions of chromosome 16, suggesting possible sex-specific mechanisms in generation of dnSVs. This study sheds light on the extent of diversity of dnSVs in the germline and their contribution to rare genetic disorders.

genomics↗

bioRxiv2024

Cell-type specialization of layer 5 excitatory neurons in tactile behavior

Layer 5 is the canonical output layer of sensory cortex. The two most numerous neural constituents of Layer 5 are pyramidal tract (PT) and intratelencephalic (IT) neurons. These output cell classes combine diverse sets of inputs and project to distinct locations across the brain, suggesting differing roles in sensory information processing. Here, we investigated the representation of touch and whisker motion in these two cell types within primary somatosensory cortex (S1) using optogenetically targeted single unit electrophysiology during whisker-guided object localization. PT neurons (N = 32) had much higher spike rates than IT (N=26) during behavior. Individual members of both were modulated by, but average population firing rates were stable between quiet and whisking periods. PT neurons showed greater absolute spike rate changes, but less relative modulation than IT neurons to whisking kinematic features. Touch-excited PT (N = 18) and IT neurons (N = 8) rapidly adapted to active touch. Both populations encoded the azimuthal position of touched objects, with IT neurons more sharply tuned to position. However, position was more precisely decodable from PT population activity, due to greater evoked spikes per touch. A consequence of these characteristics is that PT neurons, with their higher firing rates, may be more effective participants in rate-based neural codes, while IT neurons, with their sharp modulation, may be more effective in timing or synchrony-based codes.

neuroscience↗

bioRxiv2023

Endangered Przewalski's horse, Equus pzrewalskii, cloned from historically cryopreserved cells

Two endangered Przewalskis horse stallions were cloned from fibroblast cells cultured and cryopreserved in 1980. These stallions are clones of a male that lived from 1975-1998 that pedigree analyses identified as a genetically valuable male for present-day conservation breeding. This is the first time that multiple healthy clones have been produced for an endangered species.

zoology↗

bioRxiv2023

A cyclic peptide toolkit reveals mechanistic principles of peptidylarginine deiminase IV (PADI4) regulation

Peptidylarginine deiminase IV (PADI4) deregulation promotes the development of autoimmunity, cancer, atherosclerosis and age-related tissue fibrosis. Genetic or pharmacological PADI4 inhibition is therapeutically efficacious in mice, but no clinically relevant inhibitors currently exist. PADI4 additionally mediates immune responses and cellular reprogramming, although the full extent of its physiological roles is unexplored. Despite detailed molecular knowledge of PADI4 activation in vitro, we lack understanding of its regulation within cells, largely due to lack of appropriate systems and tools. Here, we developed and applied a set of potent and selective PADI4 modulators. Using the mRNA- display-based RaPID system, we screened >1012 cyclic peptides for high-affinity, conformation-selective binders. We report PADI4_3, an inhibitor specific for the active conformation of PADI4; PADI4_7, an inert binder, which we functionalised for the isolation and study of cellular PADI4; and PADI4_11, a first-in-class activator. Using a newly developed method for the quantification of cellular PADI4 activity, we show that PADI4_3 and PADI4_11 are effective in cells. Structural studies with PADI4_11 reveal an allosteric binding mode that may reflect the mechanism that promotes cellular PADI4 activation. This work offers new understanding of PADI4 regulation and a toolkit for the study and modulation of PADI4 across physiological and pathophysiological contexts.

biochemistry↗

bioRxiv2023

Histidine and its uptake are essential for the growth of Staphylococcus aureus at low pH

Staphylococcus aureus is an opportunistic pathogen capable of causing many different human diseases. During colonization and infection, S. aureus will encounter a range of hostile environments, including acidic conditions such as those found on the skin and within macrophages. However, little is known about the mechanisms that S. aureus uses to detect and respond to low pH. Here, we employed a transposon sequencing approach to determine on a genome-wide level the genes required or detrimental for growth at low pH. We identified 31 genes that were essential for the growth of S. aureus at pH 4.5 and confirmed the importance of many of them through follow up experiments using mutant strains inactivated for individual genes. Most of the genes identified code for proteins with functions in cell wall assembly and maintenance. These data suggest that the cell wall has a more important role than previously appreciated in promoting bacterial survival when under acid stress. We also identified several novel processes previously not linked to the acid stress response in S. aureus. These include aerobic respiration and histidine transport, the latter by showing that one of the most important genes, SAUSA300_0846, codes for a previously uncharacterized histidine transporter. We show that an S. aureus SAUSA300_0846 mutant is unable to maintain its cytosolic pH, thereby revealing an important function for histidine and its transport in buffering the intracellular pH in bacteria. Author summaryStaphylococcus aureus is an important human bacterial pathogen that can cause a range of diseases. During infection, the pathogen will encounter a hostile environment within the human host, including acidic conditions such as those found on the skin and within macrophages. The bacterium has developed sophisticated strategies to survive and grow under such harsh conditions. Here we performed a genome wide screen to identify factors that are required by this pathogen to survive under acid stress conditions and identified several novel processes including histidine uptake. Understanding the response of S. aureus to deal with acid stress conditions will help us better manage infections.

microbiology↗

bioRxiv2023

WhACC: Whisker Automatic Contact Classifier with Expert Human-Level Performance

The rodent vibrissal system remains pivotal in advancing neuroscience research, particularly for studies of cortical plasticity, learning, decision-making, sensory encoding and sensorimotor integration. While this model system provides notable advantages for quantifying active tactile input, it is hindered by the labor-intensive process of curating touch events across millions of video frames. Even with the aid of automated tools like the Janelia Whisker Tracker, millisecond-accurate touch curation often requires >3 hours of manual review / million video frames. We address this limitation by introducing Whisker Automatic Contact Classifier (WhACC), a python package designed to identify touch periods from high-speed videos of head-fixed behaving rodents with human-level performance. For our model design, we train ResNet50V2 on whisker images and extract features. Next, we engineer features to improve performance with an emphasis on temporal consistency. Finally, we select only the most important features and use them to train a LightGBM classifier. Classification accuracy is assessed against three expert human curators on over one million frames. WhACC shows pairwise touch classification agreement on 99.5% of video frames, equal to between-human agreement. Additionally, comparison between an expert curator and WhACC on a holdout dataset comprising nearly four million frames and 16 single-unit electrophysiology recordings shows negligible differences in neural characterization metrics. Finally, we offer an easy way to select and curate a subset of data to adaptively retrain WhACC. Including this retraining step, we reduce human hours required to curate a 100 million frame dataset from [~]333 hours to [~]6 hours.

animal behavior and cognition↗

bioRxiv2023

PLEKHS1 drives PI3Ks and remodels pathway homeostasis in PTEN-null prostate

The PIP3/PI3K network is a central regulator of metabolism and is frequently activated in cancer, commonly by loss of the PIP3/PI(3,4)P2-phosphatase, PTEN. Despite huge investment, the drivers of the PI3K network in normal tissues and how they adapt to overactivation are unclear. We find that in healthy mouse prostate PI3K activity is driven by RTK/IRS signalling and constrained by pathway-feedback. In the absence of PTEN, the network is dramatically remodelled. A poorly understood, YXXM and PIP3/PI(3,4)P2-binding PH domain-containing, adaptor, PLEKHS1, became the dominant activator and was required to sustain PIP3, AKT-phosphorylation and growth in PTEN-null prostate. This was because PLEKHS1 evaded pathway-feedback and experienced enhanced PI3K and SRC-family kinase-dependent phosphorylation of Y258XXM, eliciting PI3K activation. hPLEKHS1-mRNA and activating-Y419-phosphorylation of hSRC correlated with PI3K-pathway activity in human prostate cancers. We propose that in PTEN-null cells, receptor-independent, SRC-dependent tyrosine-phosphorylation of PLEKHS1 creates positive-feedback that escapes homeostasis, drives PIP3- signalling and supports tumour progression.

cell biology↗