Biology subjects

Savage, D. F.

Publications and source records attributed to Savage, D. F..

At least 19 recordsLinked to original sources

bioRxiv2026

Activity and specificity trade-offs in adenine base editors

Adenine base editors (ABEs) are CRISPR effectors that introduce A-T to G-C transitions in the genome using a nucleotide deaminase fused to a Cas protein. ABEs have been evolved to have very high editing efficiency, but off-target editing effects compromise their precision and hinder their applications. Here we explore the activity and specificity relationship of ABEs using a combination of machine learning-guided design and high-throughput screening. We designed a diverse library of 12,000 variants and built quantitative bacterial selection systems that allowed us to simultaneously measure their on-target and off-target editing. We found that the ABEs were fully described by the single dimension of intrinsic deaminase activity with no evidence for independent specialization with respect to local sequence context, editing window width, RNA editing, or genotoxicity. These results were supported by in vitro studies and consistent with editing experiments in mammalian cells. Finally, the activity and specificity trade-offs were recapitulated among previously reported engineered variants and a selection of library variants spanning the activity spectrum. Our results suggest that fundamental architectural improvements will be necessary to transcend the activity and specificity limitations for the next generation of ABEs.

molecular biology↗

bioRxiv2026

Structural Insights into the Coupling Mechanism of Vectorial CO2 Uptake by DAB1

CO2 transporters enable bacterial carbon-concentrating mechanisms by catalyzing directional hydration of CO2, yet the basis of this vectorial carbonic anhydrase (CA) activity remains an open question. We used cryo-EM to determine the structure of the DAB1 complex from Thermocrinis albus to 2.13 [A], revealing a heterotrimer in which a deeply buried {beta}-CA active site in DabA is structurally coupled to the proton-translocating subunit DabB. Two conformational states define distinct solvent channels for substrate entry and product exit. A suppressor screen identifies mutations that disrupt coupling while retaining CA activity, underlying the importance of conserved residues that link proton translocation to active-site remodeling. These results support a model in which proton-driven conformational changes regulate substrate access to the active site, enabling vectorial CO2 hydration.

biochemistry↗

bioRxiv2026

Polyphosphate acts as an architectural regulator of carbon fixation and nucleoid structure in cyanobacteria

Polyphosphate (polyP) is a conserved inorganic polymer traditionally viewed as a stress-induced phosphate and energy reserve. In cyanobacteria, however, polyP granules are constitutively present and frequently observed in proximity to carboxysomes, the bacterial microcompartments that mediate CO2 fixation. Here we show that polyP functions as a spatially organized regulator of the photosynthetic cytoplasm in Synechococcus elongatus. PolyP granules localize to the nucleoid and are periodically arranged along the cell axis, independently of the McdAB carboxysome positioning system. Despite this independence, polyP and carboxysomes associate non-randomly, and this association is enhanced when active carboxysome positioning by the McdAB system is disrupted. Loss of polyP synthesis leads to nucleoid expansion, an increased number of smaller carboxysomes with high mobility, and severe defects in growth under ambient CO2. Perturbation of polyP turnover further reveals structural connections to both carboxysomes and thylakoid membranes. Together, these findings identify polyP as an architectural integrator that couples chromosome organization, metabolic compartmentalization, and photosynthetic fitness.

microbiology↗

bioRxiv2026

Targeted knockout of CYP79A1 reduces cyanogenic potential in grain sorghum

Sorghum bicolor is a climate-resilient C4 crop used for food, forage, and bioenergy, but broader adoption is constrained by accumulation of the cyanogenic glucoside dhurrin, which can release toxic hydrogen cyanide (HCN) upon tissue damage. Dhurrin levels are especially high in juvenile tissues, creating risk for grazing animals and limiting use in mixed crop-livestock systems. Here, we establish a CRISPR-Cas9 genome-editing strategy targeting CYP79A1, which catalyzes the first committed step in dhurrin biosynthesis, in the elite grain sorghum inbred RTx430, yielding transgene-free lines with stable, heritable reduction in cyanogenic potential across early vegetative development. Homozygous cyp79a1 knockouts were negligibly cyanogenic, whereas heterozygous plants exhibited approximately half the cyanogenic potential of unedited nulls. Consistent with established livestock grazing guidelines, only homozygous knockouts fell below thresholds considered hazardous for incidental grazing. This work establishes CYP79A1 as a practical and heritable genome-editing target for reducing sorghum cyanogenesis and provides a clear path for deployment of low-cyanogenic alleles in elite breeding backgrounds.

plant biology↗

bioRxiv2026

Deep models of protein evolution in time generate realistic evolutionary trajectories and functional proteins

Models of protein evolution are foundational to biology, underpinning essential techniques such as phylogenetic tree inference, ancestral sequence reconstruction, multiple sequence alignment, variant effect prediction, and protein design. Historically, for computational tractability, these models have relied on the simplifying - but biologically unrealistic - assumption that sites in a given protein evolve independently of each other. A crucial test of any evolutionary model is its ability to simulate realistic evolutionary trajectories, but the independent-sites assumption leads to simulations that poorly reflect the complexity of natural protein evolution. Here we introduce PEINT (Protein Evolution IN Time), a flexible and generalizable deep learning framework for modeling how the entire protein sequence evolves over time while incorporating complex interactions between sites. This framework enables learning realistic patterns of constrained evolutionary transitions directly from millions of protein sequences spanning diverse fold families. Furthermore, unlike classical models that require pre-aligned sequences, PEINT learns indel dynamics directly from raw, unaligned sequences, thereby eliminating potential biases from alignment errors that can lead to incorrect inference of evolutionary patterns. By capturing higher-order epistatic interactions and modeling insertion-deletion processes that classical models typically ignore, PEINT accurately reproduces key signatures of natural evolution, including conservation patterns and family-specific dynamics. When simulating evolution along phylogenetic trees, PEINT generates highly novel sequences that preserve protein function, which we validate through experimental characterization of simulated carbonic anhydrase variants that retain enzymatic activity. PEINT thus enables realistic simulation of protein evolution that explores new sequence space while respecting structural and functional constraints. This evolution-informed generative modeling framework offers a powerful new tool for advancing both phylogenetic inference and protein engineering.

evolutionary biology↗

bioRxiv2026

Stepwise DNA unwinding gates TnpB genome-editing activity

TnpB is a compact RNA-guided endonuclease and evolutionary ancestor of CRISPR-Cas12 that offers a promising platform for genome engineering. However, the genome-editing activity of TnpBs remains limited and its underlying determinants are poorly understood. Here, we used biochemical and single-molecule assays to examine the DNA-unwinding mechanism of Youngiibacter multivorans TnpB (Ymu1 TnpB). DNA unwinding proceeds through a discrete, long-lived partially unwound intermediate state before reaching a fully unwound open state. The open state forms inefficiently and collapses readily in the absence of negative supercoiling. An optimized variant, Ymu1-WFR, stabilizes formation of both the intermediate and open states, resulting in enhanced DNA cleavage in vitro and increased genome editing in plants. These findings identify the physical basis for the observed minimal activities of natural TnpBs, revealing how stabilizing specific unwinding states enables efficient DNA targeting.

biochemistry↗

bioRxiv2025

High-efficiency, transgene-free plant genome editing by viral delivery of an engineered TnpB

Genome editing has revolutionized plant biology research. However, efficient and straightforward delivery of editing reagents remains a major challenge. Viral delivery systems can address these issues, but CRISPR-Cas nucleases are often too large for viral vectors. Recently, smaller editors like TnpBs have been identified, but wild-type TnpBs are significantly less active than commonly used Cas9 nucleases. Here, we optimized a tobacco rattle virus (TRV)-based system to deliver newly discovered, highly active engineered ISDra2 TnpB variants. Our results demonstrate that the eTnpBc variant delivered via TRV enables effective somatic editing in systemic leaves and achieves up to 90% editing efficiency at target loci, significantly higher than that of wild-type ISDra2 TnpB. Additionally, up to 89% of offspring exhibit a mutant phenotype, with editing efficiencies reaching 100%. The design principles outlined here are expected to accelerate broader adoption of eTnpBc for transformation- and transgene-free genome editing in plants.

plant biology↗

bioRxiv2024

Functional plasticity of HCO3- uptake and CO2 fixation in Cupriavidus necator H16

Uptake and fixation of CO2 are central to strategies for CO2-based biomanufacturing. Cupriavidus necator H16 has emerged as a promising industrial host for this purpose. Despite its prominence, the ability to engineer C. necator inorganic carbon uptake and fixation is underexplored. Here, we test the role of endogenous and heterologous genes on C. necator inorganic carbon metabolism. Deletion of one of the four carbonic anhydrases in C. necator, {beta}-carbonic anhydrase can, had the most deleterious effect on C. necator autotrophic growth. Replacement of this native uptake system with several classes of dissolved inorganic carbon (DIC) transporters from Cyanobacteria and chemolithoautotrophic bacteria recovered autotrophic growth and supported higher cell densities compared to wild-type (WT) C. necator in saturating CO2 in batch culture. Several heterologous strains with Halothiobacillus neopolitanus DAB2 (hnDAB2) expressed from the chromosome in combination with diverse rubisco homologs grew in CO2 equally or better than the wild-type strain. Our experiments suggest that the primary role of Can carbonic anhydrase during autotrophic growth is for bicarbonate accumulation to support anaplerotic metabolism, and an array of DIC transporters can complement this function. This work demonstrates flexibility in HCO3- uptake and CO2 fixation in C. necator, providing new pathways for CO2-based biomanufacturing. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=166 SRC="FIGDIR/small/593039v1_ufig1.gif" ALT="Figure 1"> View larger version (37K): org.highwire.dtl.DTLVardef@83c601org.highwire.dtl.DTLVardef@13ca34forg.highwire.dtl.DTLVardef@5b7f8org.highwire.dtl.DTLVardef@1710e48_HPS_FORMAT_FIGEXP M_FIG C_FIG

synthetic biology↗

bioRxiv2024

Genetic elements and defense systems drive diversification and evolution in Asgard archaea

Asgard Archaea are of great interest as the progenitors of Eukaryotes, but little is known about the mobile genetic elements (MGEs) that may shape their ongoing evolution. Here, we describe MGEs that replicate in Atabeyarchaeia, wetland Asgard archaea phylum represented by two complete genomes. We used soil depth-resolved population metagenomic datasets to track 18 MGEs for which genome structures were defined and precise chromosome integration sites could be identified for confident host linkage. Additionally, we identified a complete 20.67 kilobase pair (kbp) circular plasmid (the first reported for Asgard archaea) and two groups of viruses linked to Atabeyarchaeia, via CRISPR spacer targeting. Closely related 40 kbp viruses possess a hypervariable genomic region encoding combinations of specific genes for small cysteine-rich proteins structurally similar to restriction-homing endonucleases. One 10.9 kbp circularizable plasmid-like MGE integrates genomically into an Atabeyarchaeia chromosome and has a 2.5 kbp circularizable element integrated within it. The 10.9 kbp MGE encodes a highly expressed methylase with a sequence specificity matching an active methylation motif identified by PacBio sequencing. Restriction-modification of Atabeyarchaeia differs from that of another coexisting Asgard archaea Freyarchaeia which has few identified MGEs but possesses diverse defense mechanisms, including DISARM and Hachiman not found in Atabeyarchaeia. Overall, defense systems and methylation mechanisms of Asgard archaea likely modulate their interactions with MGEs, and integration/excision and copy number variation of MGEs in turn enable host genetic versatility.

microbiology↗

bioRxiv2023

A translation-independent directed evolution strategy to engineer aminoacyl-tRNA synthetases

Using directed evolution, engineered aminoacyl-tRNA synthetases (aaRS) have been developed that enable co-translational incorporation of numerous noncanonical amino acids (ncAAs) into proteins in living cells. Until now, the selection of such novel aaRS mutants has relied on coupling their activity to the expression of a reporter protein with a selectable phenotype. However, such translation-dependent selection schemes are incompatible with exotic monomers that diverge structurally from canonical -amino acids and are suboptimal substrates for the ribosome. To enable the ribosomal incorporation of such exotic monomers, a two-step solution is needed: A) Engineering an aaRS to acylate its cognate tRNA with the exotic monomer, without relying on ribosomal translation as a readout, and B) Subsequent engineering of the ribosome to accept the resulting acylated tRNA for translation. Here, we report a platform for aaRS engineering that directly selects for tRNA-acylation without ribosomal translation (START). In START, each distinct aaRS mutant is correlated to a cognate tRNA containing a unique sequence barcode. Acylation by an active aaRS mutant protects the associated barcode-containing tRNAs from an oxidative treatment designed to damage the 3'-terminus of the uncharged tRNAs. Sequencing of these surviving barcode-containing tRNAs is then used to reveal the identity of aaRS mutants that acylated the correlated tRNA sequences. The efficacy of START was demonstrated by identifying novel mutants of the M. alvus pyrrolysyl-tRNA synthetase from a naive library that charge noncanonical amino acids.

synthetic biology↗

bioRxiv2023

Asgard archaea modulate potential methanogenesis substrates in wetland soil

The roles of Asgard archaea in eukaryogenesis and marine biogeochemical cycles are well studied, yet their contributions in soil ecosystems are unknown. Of particular interest are Asgard archaeal contributions to methane cycling in wetland soils. To investigate this, we reconstructed two complete genomes for soil-associated Atabeyarchaeia, a new Asgard lineage, and the first complete genome of Freyarchaeia, and defined their metabolism in situ. Metatranscriptomics highlights high expression of [NiFe]-hydrogenases, pyruvate oxidation and carbon fixation via the Wood-Ljungdahl pathway genes. Also highly expressed are genes encoding enzymes for amino acid metabolism, anaerobic aldehyde oxidation, hydrogen peroxide detoxification and glycerol and carbohydrate breakdown to acetate and formate. Overall, soil-associated Asgard archaea are predicted to be non-methanogenic acetogens, likely impacting reservoirs of substrates for methane production in terrestrial ecosystems. One-Sentence SummaryComplete genomes of Asgard archaea, coupled with metatranscriptomic data, indicate roles in production and consumption of carbon compounds that are known to serve as substrates for methane production in wetlands.

microbiology↗

bioRxiv2023

Mapping the biochemical landscape of rubisco

Rubisco is the primary CO2 fixing enzyme of the biosphere yet has slow kinetics. The roles of evolution and chemical mechanism in constraining the sequence landscape of rubisco remain debated. In order to map sequence to function, we developed a massively parallel assay for rubisco using an engineered E. coli where enzyme function is coupled to growth. By assaying >99% of single amino acid mutants across CO2 concentrations, we inferred enzyme velocity and CO2 affinity for thousands of substitutions. We identified many highly conserved positions that tolerate mutation and rare mutations that improve CO2 affinity. These data suggest that non-trivial kinetic improvements are readily accessible and provide a comprehensive sequence-to-function mapping for enzyme engineering efforts.

biochemistry↗

bioRxiv2023

Genome-wide Characterization of Diverse Bacteriophages Enabled by RNA-Binding CRISPRi

Bacteriophages constitute one of the largest sources of unknown gene content in the biosphere. Even for well-studied model phages, robust experimental approaches to identify and study their essential genes remain elusive. We uncover and exploit the conserved vulnerability of the phage transcriptome to facilitate genome-wide protein expression knockdown via programmable RNA-binding protein dRfxCas13d (CRISPRi-ART) across diverse phages and their host. Establishing the first broad-spectrum phage functional genomics platform, we predict over 90 essential genes across four phage genomes, a third of which have no known function. These results highlight hidden infection strategies encoded in the most abundant biological entities on earth and provide a facile platform to study them.

microbiology↗

bioRxiv2023

α-carboxysome size is controlled by the disordered scaffold protein CsoS2

Carboxysomes are protein microcompartments that function in the bacterial CO2 concentrating mechanism (CCM) to facilitate CO2 assimilation. To do so, carboxysomes assemble from thousands of constituent proteins into an icosahedral shell which encapsulates the enzymes rubisco and carbonic anhydrase to form structures typically >100 nm and >300 megadaltons. Although many of the protein interactions driving the assembly process have been determined, it remains unknown how size and composition are precisely controlled. Here we show that the size of -carboxysomes is controlled by the disordered scaffolding protein CsoS2. CsoS2 contains two classes of related peptide repeats which bind to the shell in a distinct fashion, and our data indicate that size is controlled by the relative number of these interactions. We propose an energetic and structural model wherein the two repeat classes bind at the junction of shell hexamers but differ in their preferences for the shell contact angles, and thus the local curvature. In total, this model suggests that a set of specific and repeated interactions between CsoS2 and shell proteins collectively achieve the large size and monodispersity of -carboxysomes.

biochemistry↗

bioRxiv2023

Conserved and repetitive motifs in an intrinsically disordered protein drive α-carboxysome assembly

All photosynthetic bacteria and some chemoautotrophic bacteria fix CO2 into sugars in specialized proteinaceous compartments called carboxysomes. Carboxysomes enclose the enzymes Rubisco and carbonic anhydrase inside a layer of shell proteins to increase the CO2 concentration for efficient carbon fixation by Rubisco. In the -carboxysome lineage, a disordered and highly repetitive protein named CsoS2 is essential for carboxysome formation and function. Without it, the bacteria are unable to fix enough carbon to grow in air. How a protein lacking structure serves as the architectural scaffold for such a vital cellular compartment remains unknown. In this study, we identify key residues in CsoS2 that are necessary for building functional -carboxysomes in vivo. These highly conserved and repetitive residues, VTG and Y, contribute to the interaction between CsoS2 and shell proteins. We also demonstrate in vitro reconstitution of the -carboxysome into spherical condensates with CsoS2, Rubisco, and shell proteins, and show the utility of reconstitution as a biochemical tool to study carboxysome biogenesis. The precise self-assembly of thousands of proteins is crucial for carboxysome formation, and understanding this process could enable their use in alternative biological hosts or industrial processes as effective tools to fix carbon.

molecular biology↗

bioRxiv2023

Genome editing in the mouse brain with minimally immunogenic Cas9 RNPs

Transient delivery of CRISPR-Cas9 ribonucleoproteins (RNPs) into the central nervous system (CNS) for therapeutic genome editing could avoid limitations of viral vector-based delivery including cargo capacity, immunogenicity, and cost. Here we tested the ability of cell penetrant Cas9 RNPs to edit the mouse striatum when introduced using a convection enhanced delivery system. These transient Cas9 RNPs showed comparable editing of neurons and reduced adaptive immune responses relative to one formulation of Cas9 delivered using AAV serotype 9. The production of ultra-low-endotoxin Cas9 protein manufactured at scale further improved innate immunity. We conclude that injection-based delivery of minimally immunogenic CRISPR genome editing RNPs into the CNS provides a valuable alternative to virus-mediated genome editing.

bioengineering↗

bioRxiv2022

Autotrophic biofilms sustained by deeply-sourced groundwater host diverse CPR bacteria implicated in sulfur and hydrogen metabolism

BackgroundCandidate Phyla Radiation (CPR) bacteria are commonly detected yet enigmatic members of diverse microbial communities. Their host associations, metabolic capabilities, and potential roles in biogeochemical cycles remain under-explored. We studied chemoautotrophically-based biofilms that host diverse CPR bacteria and grow in sulfide-rich springs using bulk geochemical analysis, genome-resolved metagenomics and scanning transmission x-ray microscopy (STXM) at room temperature and 87{degrees} K. ResultsCPR-affiliated Gracilibacteria, Absconditabacteria, Saccharibacteria, Peregrinibacteria, Berkelbacteria, Microgenomates, and Parcubacteria are members of two biofilm communities dominated by chemolithotrophic sulfur-oxidizing bacteria including Thiothrix or Beggiatoa. STXM imaging revealed ultra-small cells along the surfaces of filamentous bacteria that we interpret are CPR bacterial episymbionts. STXM and NEXAFS spectroscopy at carbon K and sulfur L2,3 edges show protein-encapsulated elemental sulfur spherical granules associated with filamentous bacteria, indicating that they are sulfur-oxidizers, likely Thiothrix. Berkelbacteria and Moranbacteria in the same biofilm sample are predicted to have a novel electron bifurcating group 3b [NiFe]-hydrogenase, putatively a sulfhydrogenase, potentially linked to sulfur metabolism via redox cofactors. This complex could potentially underpin a symbiosis involving Berkelbacteria and/or Moranbacteria and filamentous sulfur-oxidizing bacteria such as Thiothrix that is based on cryptic sulfur cycling. One Doudnabacteria genome encodes adjacent sulfur dioxygenase and rhodanese genes that may convert thiosulfate to sulfite. We find similar conserved genomic architecture associated with CPR bacteria from other sulfur-rich subsurface ecosystems. ConclusionsOur combined metagenomic, geochemical, spectromicroscopic and structural bioinformatics analyses link some CPR bacteria to sulfur-oxidizing Proteobacteria, likely Thiothrix, and indicate roles for CPR bacteria in sulfur and hydrogen cycling.

microbiology↗

bioRxiv2022

Exploring masses and internal mass distributions of single carboxysomes in free solution using fluorescence and interferometric scattering in an anti-Brownian trap

Carboxysomes are self-assembled bacterial microcompartments that facilitate carbon assimilation by co-localizing the enzymes of CO2 fixation within a protein shell. These microcompartments can be highly heterogeneous in their composition and filling, so measuring the mass and loading of an individual carboxysome would allow for better characterization of its assembly and function. To enable detailed and extended characterizations of single nanoparticles in solution, we recently demonstrated an improved Interferometric Scattering Anti-Brownian ELectrokinetic (ISABEL) trap, which tracks the position of a single nanoparticle via its scattering of a near-infrared beam and applies feedback to counteract its Brownian motion. Importantly, the scattering signal can be related to the mass of nanoscale proteinaceous objects, whose refractive indices are well-characterized. We calibrate single-particle scattering cross-section measurements in the ISABEL trap and determine individual carboxysome masses in the 50-400 MDa range by analyzing their scattering cross-sections with a core-shell model. We further investigate carboxysome loading by combining mass measurements with simultaneous fluorescence reporting from labeled internal components. This method may be extended to other biological objects, such as viruses or extracellular vesicles, and can be combined with orthogonal fluorescence reporters to achieve precise physical and chemical characterization of individual nanoscale biological objects. TOC Graphic O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=103 SRC="FIGDIR/small/505029v1_ufig1.gif" ALT="Figure 1"> View larger version (21K): org.highwire.dtl.DTLVardef@18e9f99org.highwire.dtl.DTLVardef@900912org.highwire.dtl.DTLVardef@4398baorg.highwire.dtl.DTLVardef@1dff103_HPS_FORMAT_FIGEXP M_FIG C_FIG

biophysics↗