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Burgio, G.

Publications and source records attributed to Burgio, G..

At least 19 recordsLinked to original sources

tRNA-derived second messengers confer bacterial immunity

Bacterial small-molecule messengers that function in diverse immune signaling pathways have been thought to derive strictly from biosynthesis using nucleotide and cofactor substrates. Here we report a nuclease-driven immune signaling pathway in which tRNA cleavage generates a specific small molecule that triggers cell death in response to RNA-guided transcript recognition in prokaryotes. We identify a class of type VI-B CRISPR systems in which the RNA-guided nuclease Cas13 and its accessory transmembrane protein, 2TM{beta}, are co-encoded in an operon and are jointly required for bacteriophage defense. Upon target RNA recognition, Cas13 activates 2TM{beta} by producing mono- and dinucleotide messengers bearing 2',3'-cyclic uridine phosphate ends by tRNA cleavage. Activated 2TM{beta} destroys infected cells by forming a multimeric complex that disrupts cell membranes to mediate cell death. These findings demonstrate RNA-programmed tRNA cleavage for second-messenger biogenesis, revealing a new logic for prokaryotic immune signaling.

microbiology↗

The latent simplicity of microbial ecological interactions

Microbial communities carry out functions of ecological, clinical and industrial importance. These functions arise from individual species contributions and from pairwise and higher-order interactions, whose number grows exponentially with community size. Yet community function is often surprisingly predictable. Here we show that this predictability does not require weak interactions. Instead, interactions across orders are strongly coordinated: those involving a given species are approximately proportional to related interactions one order below. This coordination causes species effects to vary together across community backgrounds, allowing function to be described by only one or two collective variables. We demonstrate this organization across dozens of combinatorial bacterial experiments and multiple environments. For total biomass, consumer-resource models and experiments identify the dominant collective variable with species yield, a trait that remains stable as abundances change through community dynamics. Microbial communities are therefore predictable not because their interactions are simple, but because their complexity is coherently organized. Our work provides a framework for understanding and ultimately designing community function from species traits.

systems biology↗

On the limits of detection of epistatic higher-order interactions

The function of microbial communities is often dominated by additive and pairwise interactions, raising the question of whether this reflects intrinsic biological simplicity or fundamental limits of detection. Here, we leverage the theory of fitness landscapes to bridge microbial ecology and genetics, and show that this apparent simplicity is a generic consequence of structural and statistical constraints rather than evidence for intrinsically weak higher-order interactions (HOIs). We separate the detectability of individual epistatic interactions from their contribution to functional variance, and demonstrate that local k-order interactions suffer from exponential noise amplification while their contributions to total variance are intrinsically suppressed by combinatorial geometric dilution. Applying this framework to a fully sampled 210 experimental microbial landscape, we find that only first- and second-order interactions are distinguishable from experimental noise. Furthermore, generalized Lotka-Volterra simulations reveal that experimental noise alone can generate the illusion of higher-order structure in communities where all direct mechanistic interactions are pairwise and indirect interactions are weak. Our findings identify universal, order-dependent limits on the quantification of epistasis that apply to high-dimensional landscapes across ecology and genetics, providing a principled foundation for rational community design.

systems biology↗

Generation of a novel Slc7a9G105R mutant mouse identifies new biomarkers for cystinuria

Cystinuria is a rare inherited disease characterized by increased urinary cystine levels resulting in the formation of cystine stones in the urinary tract. Mutations in the genes encoding the cystine transporter complex, SLC3A1 and SLC7A9, are the primary drivers of the disease. Current mouse models used to study cystinuria rely on gene deficiency or spontaneous mutations in mice that do not accurately reflect the pathogenic mutations found in humans. To overcome this limitation, we generated novel Slc7a9G105R mice carrying the most common pathogenic single-point mutation in the SLC7A9 gene. Both male and female Slc7a9G105R mice developed a cystinuria phenotype by 9 weeks of age, characterized by substantial cystine stone formation and increased urinary cystine, lysine, arginine, and ornithine. Slc7a9G105R mice displayed distinct serum and urinary metabolite profiles mapped to dibasic amino acid pathways. Fecal metagenomics revealed that Slc7a9G105R mice had a heterogeneous microbiota with altered functional pathways, including increased L-cysteine biosynthesis. Depletion of the microbiota with antibiotics did not impact cystine stone burden but reduced urinary tract inflammation. Prophylactic or therapeutic dietary supplementation with alpha-lipoic acid reduced stone burden and inflammation, but it also caused damage to the urothelium. Untargeted metabolomics analysis following alpha-lipoic acid supplementation identified metabolites that can increase cystine solubility, reduce inflammation, and damage epithelial cells. Correlation analysis revealed novel serum biomarkers of stone burden, including blood urea nitrogen, 2-hydroxybutyric acid, 2-amino-2-thiazoline-4-carboxylic acid, and indole-3-acetylglycine. Collectively, the Slc7a9G105R mutant mouse model offers a precise, rapid-onset, and translational platform for investigating cystinuria pathogenesis and evaluating potential therapeutic strategies. Translational statementThe development of a novel knock-in mouse model carrying the most common pathogenic point mutation in the human SLC7A9 gene provides a clinically relevant and translationally valuable platform for investigating cystinuria pathogenesis and testing emerging therapies. This model represents the closest possible approximation of human SLC7A9-mediated cystinuria, enabling rigorous preclinical evaluation of small molecules and gene therapies. It has also facilitated the identification of candidate biomarkers for cystine stone burden and treatment response, which are urgently needed to improve disease monitoring and clinical decision-making. The next critical step is to validate these biomarkers in human cystinuria cohorts to support their clinical translation.

pathology↗

Nuc domain electrostatics drive the trans cleavage activity of CRISPR-Cas12a

The trans cleavage activity of type V CRISPR (Clustered Regularly Interspaced Short Palindromic Repeats) Cas12a system has been widely used for the detection of biomolecules. Different Cas12a orthologues exhibit faster or slower trans cleavage kinetics, making some orthologues more suited for sensitive molecular detection. Ionic strength of reaction buffers, and mutations that change the electrostatic environment near the RuvC active site have also been reported to strongly influence trans cleavage kinetics. Studying three commonly used Cas12a orthologues (FnCas12a, AsCas12a, and LbCas12a), we report that electrostatic interactions near the RuvC active site are critical for their trans cleavage activity. Alanine substitution of arginine and lysine residues in the Nuc domain can abolish trans cleavage while modestly reducing cis cleavage. Substitutions of the RuvC lid and substitutions to introduce positively charged residues in the Nuc could enhance both cis and trans cleavage. These Cas12a variants improved DNA detection and genome editing efficiency. Overall this study provides a blueprint for future rational engineering of Cas12a nucleases for their trans cleavage activities. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=87 SRC="FIGDIR/small/684486v1_ufig1.gif" ALT="Figure 1"> View larger version (22K): org.highwire.dtl.DTLVardef@6de4aeorg.highwire.dtl.DTLVardef@c06f37org.highwire.dtl.DTLVardef@1c5c1d0org.highwire.dtl.DTLVardef@375002_HPS_FORMAT_FIGEXP M_FIG C_FIG

biochemistry↗

Nanopore direct RNA sequencing (DRS) of MS2 bacteriophages in E.coli throughout its life cycle reveals a complex transcriptional activity to control and maintain its growth

The RNA bacteriophage MS2 is an RNA phage that infects the bacterium E. coli and is one of the most studied and prototypical model phages in molecular biology and microbiology. Previous research revealed complex translational control and fine-tuning for MS2 replication. However, the dynamics of its transcriptional activity and replication during the life cycles within the bacteria remain elusive. Here, we employed Nanopore Direct RNA sequencing (DRS) to investigate the transcriptome and epitranscriptome landscape of the MS2 in infected E. coli throughout multiple life cycles. We discovered that MS2 phages sustain a high level of transcriptional activity required for replication. We found large amounts of subgenomic small transcripts from RNA degradation, Nanopore DRS bias, and transcripts containing the coat-encoding region, required for virion assembly. We found hybrid reads due to the error-prone activity of the MS2 replicase complex by the template-switching mechanism. We evidenced that RNA modification is conserved throughout the entire life cycle in full-length transcripts without the acquisition of new modifications, whereas small transcripts did acquire newly modified sites. The conserved sequence and secondary structure (U-rich hairpin) of {Psi} installation sites were the most amenable to RNA modification, and one site aligned well with host RluA-mediated installation. Overall, our investigation reveals a more complex transcriptional dynamics of MS2 phages than anticipated within E. coli to maintain its growth and replicate under host pressure.

microbiology↗

CRISPR-Cas12a REC2 - NUC interactions drive target-strand cleavage and constrain trans cleavage.

CRISPR-Cas12a effects RNA-guided cleavage of dsDNA in cis, after which it remains catalytically active and non-specifically cleaves ssDNA in trans. Native host-defence by Cas12a employs cis cleavage, which can be repurposed for the genome editing of other organisms, and trans cleavage can be used for in vitro DNA detection. Cas12a orthologues have high structural similarity and a conserved mechanism of DNA cleavage, yet highly different efficacies when applied for genome editing or DNA detection. By comparing three well characterised Cas12a orthologues (FnCas12a, LbCas12a, and AsCas12a), we sought to determine what drives their different cis and trans cleavage, and how this relates to their applied function. We integrated in vitro DNA cleavage kinetics with molecular dynamics simulations, plasmid interference in E. coli, and genome editing in human cell lines. We report large differences in cis cleavage kinetics between orthologues, which may be driven by dynamic REC2-NUC interactions. We generated and tested REC2 and NUC mutants, including a hitherto unstudied NUC loop, integrity of which is critical for the function of Cas12 orthologues. In total, our in vitro, in vivo, and in silico survey of Cas12a orthologues highlights key properties that drive their function in biotechnology applications. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=64 SRC="FIGDIR/small/644851v1_ufig1.gif" ALT="Figure 1"> View larger version (14K): org.highwire.dtl.DTLVardef@18c702aorg.highwire.dtl.DTLVardef@11816d1org.highwire.dtl.DTLVardef@822316org.highwire.dtl.DTLVardef@1cda6bf_HPS_FORMAT_FIGEXP M_FIG C_FIG

biochemistry↗

Glutamine Transport via Neurotransmitter Transporter 4 (NTT4, SLC6A17) Maintains Presynaptic Glutamate Supply at Excitatory Synapses in the Central Nervous System

The glutamate-glutamine cycle is thought to be the principle metabolic pathway that recycles glutamate at excitatory synapses. In this cycle, synaptically released glutamate is sequestered by astrocytes and converted to glutamine before being returned to the presynaptic terminal for conversion back into glutamate to replenish the neurotransmitter pool. While many aspects of this cycle have been extensively studied, a key component remains unknown: the nature of the transporter responsible for the presynaptic uptake of glutamine. We hypothesise that neurotransmitter transporter 4 (NTT4/SLC6A17) plays this role. Accordingly, we generated NTT4 knockout mice to assess its contribution to presynaptic glutamine transport and synaptic glutamate supply. Using biochemical tracing of [1-13C] glucose and [1,2-13C] acetate in awake mice, we observe a reduction of neuronal glutamate supply when NTT4 is absent. In addition, direct electrical recording of hippocampal mossy fibre boutons reveals a presynaptic glutamine transport current that is entirely inhibited by genetic or pharmacological elimination of NTT4. The role of NTT4 in neurotransmission was demonstrated by electrophysiological recordings in acute hippocampal slices, which reveal that NTT4 is required to maintain vesicular glutamate content and to sustain adequate levels of glutamate supply during periods of high-frequency neuronal activity. Finally, behavioural studies in mice demonstrate a deficit in trace fear conditioning; a hippocampus-dependent memory paradigm, and abnormalities in nest building, anxiety behaviour, and social preference. These results demonstrate that NTT4 is a presynaptic glutamine transporter which is a central component of the glutamate-glutamine cycle. NTT4 and hence the glutamate-glutamine cycle maintain neuronal glutamate supply for excitatory neurotransmission during high-frequency synaptic activity, and are key regulators of memory retention and normal behaviour.

neuroscience↗

Rare SH2B3 coding variants identified in lupus patients impair B cell tolerance and predispose to autoimmunity

Systemic lupus erythematosus (SLE) is a heterogeneous autoimmune disease, with a clear genetic component. While most SLE patients carry rare gene variants in lupus risk genes, little is known about their contribution to disease pathogenesis. Amongst them, SH2B3 - a negative regulator of cytokine and growth factor receptor signaling - harbors rare coding variants in over 5% of SLE patients. Here we show that unlike the variant found exclusively in healthy controls, most SH2B3 rare variants found in lupus patients are predominantly hypomorphic alleles. Generation of two mouse lines carrying variants orthologous to those found in patients revealed SH2B3 is important to limit the numbers of immature and transitional B cells. Furthermore, hypomorphic SH2B3 was shown to impair negative selection of immature/transitional self-reactive B cells and accelerate autoimmunity in sensitized mice, at least in part due to increased IL-4R signaling and BAFF-R expression. This work identifies a previously unappreciated role for SH2B3 in human B cell tolerance and lupus risk. SummaryZhang et al. reveal a role for hypomorphic SH2B3 in lupus risk. The study shows rare and damaging variants identified in lupus patients enable breach of B cell immune tolerance checkpoints and suggests involvement for dysregulated IL-4R signaling and BAFF-R expression.

immunology↗

Predicting CRISPR-Cas12a guide efficiency for targeting using Machine Learning

Genome editing through the development of CRISPR (Clustered Regularly Interspaced Short Palindromic Repeat) - Cas technology has revolutionized many fields in biology. Beyond Cas9 nucleases, Cas12a (formerly Cpf1) has emerged as a promising alternative to Cas9 for editing AT-rich genomes. Despite the promises, guide RNA efficiency prediction through computational tools search still lacks accuracy. Through a computational meta-analysis, here we report that Cas12a target and off-target cleavage behaviour are factor of nucleotide bias combined with nucleotide mismatches relative to the protospacer adjacent motif (PAM) site. These features helped to train a machine learning random forest algorithm to improve the accuracy by at least 15% to existing algorithms to predict guide RNA efficiency for Cas12a enzyme. Despite the progresses, our report underscores the need for more representative datasets and further benchmarking to reliably and accurately predict guide RNA efficiency and off-target effects for Cas12a enzymes.

bioinformatics↗

GBP1 promotes killing of multidrug-resistant Acinetobacter baumannii and promotes host protection via interferon signalling and inflammasome activation.

Multidrug resistant (MDR) Acinetobacter baumannii are of major concern worldwide due to their resistance to last resort carbapenem and polymyxin antibiotics. To develop an effective treatment strategy, it is critical to better understand how an A. baumannii MDR bacterium interacts with its mammalian host. Pattern-recognition receptors sense microbes, and activate the inflammasome pathway, leading to pro-inflammatory cytokine production and programmed cell death. Here, we found that MDR A. baumannii activate the NLRP3 inflammasome complex predominantly via the non-canonical caspase-11-dependent pathway. We show that caspase-11-deficient mice are protected from a virulent MDR A. baumannii strain by maintaining a balance between protective and deleterious inflammation via IL-1. Caspase-11-deficient mice also compromise between effector cell recruitment, phagocytosis, and programmed cell death in the lung during infection. Importantly, we found that cytosolic immunity - mediated by guanylate-binding protein 1 (GBP1) and type I interferon signalling - orchestrates caspase-11-dependent inflammasome activation. This exerts a bactericidal activity against carbapenem- and colistin-resistant, lipooligosaccharide (LOS)- deficient bacteria. Together, our results suggest that developing therapeutic strategies targeting GBP1 might pave the way as a host-directed therapy to overcome multidrug resistance in A. baumannii infection.

microbiology↗

Differential activation of NLRP3 inflammasome by Acinetobacter baumannii strains

Acinetobacter baumannii is an emerging nosocomial, opportunistic pathogen with growing clinical significance globally. A. baumannii has an exceptional ability to rapidly develop drug resistance. It is frequently responsible for ventilator-associated pneumonia in clinical settings and inflammation resulting in severe sepsis. The inflammatory response is mediated by host pattern-recognition receptors and the inflammasomes. Inflammasome activation triggers inflammatory responses, including the secretion of the pro-inflammatory cytokines IL-1{beta} and IL-18, the recruitment of innate immune effectors against A. baumannii infection, and the induction programmed cell death by pyroptosis. An important knowledge gap is how variation among clinical isolates affects the hosts innate response and activation of the inflammasome during A. baumannii infection. In this study, we compared nine A. baumannii strains, including clinical locally-acquired isolates, in their ability to induce activation of the inflammasome and programmed cell death pathway in primary macrophages and mice. We found a striking variability in survival outcomes of mice and bacterial dissemination in organs among three ATCC A. baumannii strains, likely due to the differences in virulence between strains. Interestingly, we found a stark contrast in activation of the NLRP3 inflammasome pathway, the non-canonical caspase-11 pathway, plasmatic secretion of the pro-inflammatory cytokines IL-1{beta} and IL-18 between A. baumannii strains. Our study highlights the importance of utilising multiple bacterial strains and clinical isolates with differential virulence to investigate the innate immune response to A. baumannii infection.

microbiology↗

Identification of m6A and m5C RNA modifications at single-molecule resolution from Nanopore sequencing

The epitranscriptome embodies many new and largely unexplored functions of RNA. A significant roadblock hindering progress in epitranscriptomics is the identification of more than one modification in individual transcript molecules. We address this with CHEUI (CH3 (methylation) Estimation Using Ionic current). CHEUI predicts N6-methyladenosine (m6A) and 5-methylcytidine (m5C) in individual molecules from the same sample, the stoichiometry at transcript reference sites, and differential methylation between any two conditions. CHEUI processes observed and expected nanopore direct RNA sequencing signals to achieve high single-molecule, transcript-site, and stoichiometry accuracies in multiple tests using synthetic RNA standards and cell line data. CHEUIs capability to identify two modification types in the same sample reveals a co-occurrence of m6A and m5C in individual mRNAs in cell line and tissue transcriptomes. CHEUI provides new avenues to discover and study the function of the epitranscriptome.

bioinformatics↗

Allosteric activation of CRISPR-Cas12a requires the concerted movement of the bridge helix and helix 1 of the RuvC II domain

Nucleases derived from the prokaryotic defense system CRISPR-Cas are frequently re-purposed for gene editing and molecular diagnostics. Hence, an in-depth understanding of the molecular mechanisms of these enzymes is of crucial importance. We focused on Cas12a from Francisella novicida (FnCas12a) and investigated the functional role of helix 1, a structural element that together with the bridge helix (BH) connects the recognition and the nuclease lobes of FnCas12a. Helix 1 is structurally connected to the lid domain that opens upon DNA target loading thereby activating the active site of FnCas12a. We probed the structural states of FnCas12a variants altered in helix 1 and/or the BH using single-molecule FRET measurements and assayed the pre-crRNA processing, cis- and trans-DNA cleavage activity. We show that helix 1 and not the BH is the predominant structural element that confers conformational stability of FnCas12a. Even small perturbations in helix 1 lead to a decrease in DNA cleavage activity while the structural integrity is not affected. Our data, therefore, implicate that the concerted remodeling of helix 1 and the BH upon DNA binding is structurally linked to the opening of the lid and therefore involved in the allosteric activation of the active site.

biochemistry↗

Nuclear stabilisation of p53 requires a functional nucleolar surveillance pathway

The nucleolar surveillance pathway (NSP) monitors nucleolar fidelity and responds to nucleolar stresses (i.e., inactivation of ribosome biogenesis) by mediating the inhibitory binding of ribosomal proteins (RPs) to mouse double minute 2 homolog (MDM2), a nuclear-localised E3 ubiquitin ligase, which results in p53 accumulation. Inappropriate activation of the NSP has been implicated in the pathogenesis of collection of human diseases termed "ribosomopathies", while drugs that selectively activate the NSP are now in trials for cancer. Despite the clinical significance, the precise molecular mechanism(s) regulating the NSP remain poorly understood. Using genome-wide loss of function screens, we demonstrate the ribosome biogenesis (RiBi) axis as the most potent class of genes whose disruption stabilises p53. Furthermore, we identified a novel suite of genes critical for the NSP, including a novel mammalian protein implicated in 5S ribonucleoprotein particle (5S-RNP) biogenesis, HEATR3. By selectively disabling the NSP, we unexpectedly demonstrate that a functional NSP is required for the ability of all nuclear acting stresses tested, including DNA damage, to robustly induce p53 accumulation. Together, our data demonstrates that the NSP has evolved as the dominant central integrator of stresses that regulate nuclear p53 abundance, thus ensuring RiBi is hardwired to cellular proliferative capacity.

cell biology↗

Exploring heteroaromatic rings as a replacement for the labile amide of antiplasmodial pantothenamides

The Plasmodium parasites that cause malaria are adept at developing resistance to antimalarial drugs, necessitating the search for new antiplasmodials. Although several amide analogs of pantothenate (pantothenamides) show potent antiplasmodial activity, hydrolysis by pantetheinases (or vanins) present in blood rapidly inactivates them. We report herein the facile synthesis and biological activity of a small library of pantothenamide analogs in which the labile amide group is replaced with a variety of heteroaromatic rings. Several of the new analogs display antiplasmodial activity in the nanomolar range against P. falciparum and/or P. knowlesi in the presence of pantetheinase. A previously reported triazole and an isoxazole derivative presented here were further characterized and found to possess high selectivity indices, medium or high Caco-2 permeability, and medium or low microsomal clearance in vitro. Although we show here that the two compounds fail to suppress proliferation of P. berghei in vivo, pharmacokinetic and contact time data presented provide a benchmark for the compound profile required to achieve antiplasmodial activity in mice and should facilitate lead optimization.

pharmacology and toxicology↗

Host porphobilinogen deaminase deficiency confers malaria resistance in Plasmodium chabaudi but not in Plasmodium falciparum or Plasmodium berghei during intraerythrocytic growth

An important component in host resistance to malaria infection are inherited mutations that give rise to abnormalities and deficiencies in erythrocyte proteins and enzymes. Understanding how such mutations confer protection against the disease may be useful for developing new treatment strategies. A mouse ENU-induced mutagenesis screen for novel malaria resistance-conferring mutations identified a novel nonsense mutation in the gene encoding porphobilinogen deaminase (PBGD) in mice, denoted here as PbgdMRI58155. Heterozygote PbgdMRI58155 mice exhibited approximately 50% reduction in cellular PBGD activity in both mature erythrocytes and reticulocytes, although enzyme activity was approximately 10 times higher in reticulocytes than erythrocytes. When challenged with blood-stage P. chabaudi, which preferentially infects erythrocytes, heterozygote mice showed a modest but significant resistance to infection, including reduced parasite growth. A series of assays conducted to investigate the mechanism of resistance indicated that mutant erythrocyte invasion by P. chabaudi was normal, but that following intraerythrocytic establishment a significantly greater proportions of parasites died and therefore affected their ability to propagate. The Plasmodium resistance phenotype was not recapitulated in Pbgd-deficient mice infected with P. berghei, which prefers reticulocytes, or when P. falciparum was cultured in erythrocytes from patients with acute intermittent porphyria (AIP), which had modest (20-50%) reduced levels of PBGD. Furthermore, the growth of Pbgd-null P. falciparum and Pbgd-null P. berghei parasites, which grew at the same rate as their wild-type counterparts in normal cells, were not affected by the PBGD-deficient background of the AIP erythrocytes or Pbgd-deficient mice. Our results confirm the dispensability of parasite PBGD for P. berghei infection and intraerythrocytic growth of P. falciparum, but for the first time identify a requirement for host erythrocyte PBGD by P. chabaudi during in vivo blood stage infection. IMPORTANCEThe causative agent of malaria, Plasmodium, adopts a parasitic lifestyle during erythrocyte infection, and as such relies on host cell factors for its survival and growth. Host-encoded mutations that alter the availability of these factors confer disease resistance, including several well-known genetic erythrocyte abnormalities that have arisen due to the historical evolutionary pressure of malaria. This study identified in mice a novel malaria resistance-conferring host mutation in the heme biosynthesis enzyme, porphobilinogen deaminase (PBGD), and compared the relative requirements by Plasmodium for the host versus parasite-encoded forms of PBGD in both in vivo and in vitro settings. The findings demonstrated that parasite PBGD was dispensable, but that the host enzyme was important specifically during in vivo infection by P. chabaudi, and collectively suggest that Plasmodium requires a certain threshold of the enzyme to sustain its intraerythrocytic growth. Plasmodium may therefore be vulnerable to other interventions that limit host PBGD activity.

microbiology↗

Unlocking HDR-mediated Nucleotide Editing by identifying high-efficiency target sites using machine learning

Editing individual nucleotides is a crucial component for validating genomic disease association. It currently is hampered by CRISPR-Cas-mediated \"base editing\" being limited to certain nucleotide changes, and only achievable within a small window around CRISPR-Cas target sites. The more versatile alternative, HDR (homology directed repair), has a 4-fold lower efficiency with known optimization factors being largely immutable in experiments. Here, we investigated the variable efficiency-governing factors on a novel mouse dataset using machine learning. We found the sequence composition of the repair template (ssODN) to be a governing factor, where different regions of the ssODN have variable influence, which reflects the underlying biophysical mechanism. Our model improves HDR efficiency by 83% compared to traditionally chosen targets. Using our findings, we develop CUNE (Computational Universal Nucleotide Editor), which enables users to identify and design the optimal targeting strategy using traditional base editing or - for-the-first-time - HDR-mediated nucleotide changes.\n\nCUNE can be run via the web at: https://gt-scan.net/cune

bioinformatics↗