Biology subjects

Silberg, J.

Publications and source records attributed to Silberg, J..

10 recordsLinked to original sources

bioRxiv2026

Rational engineering enhances the signal and modularity of an RNA barcoding technology to track gene transfer in microbiomes

Horizontal gene transfer drives microbial evolution and offers a powerful strategy for precision microbiome engineering. To track gene transfer within complex communities, we previously developed RNA-Addressable Modification (RAM), an RNA-barcoding technology where a mobile catalytic RNA barcodes host 16S ribosomal RNA (rRNA) upon gene transfer. However, the first-generation RAM suffered from low barcoding efficiency and lacked modularity, limiting its sensitivity and versatility. Here, we present RAM v2, a re-engineered system with significantly enhanced performance and modularity. By incorporating natural ribozyme structural motifs and improved barcode stability, we achieved a [~]200-fold increase in barcoded rRNA signal. To enhance modularity, we integrated CRISPRi-based repression and ribozyme insulators, facilitating easy promoter swapping. We validated RAM v2 on a mobilisable plasmid delivered to a complex wastewater microbial community, demonstrating a substantial increase in signal over the original system while barcoding similar taxa. These improvements enable higher-resolution, more sensitive monitoring of horizontal gene transfer, providing a robust toolkit for accelerating the study of gene transfer in microbial communities and advancing targeted microbiome engineering.

synthetic biology↗

bioRxiv2025

Towards functional annotation with latent protein languagemodel features

Protein Language Models (PLMs) create high-dimensional embeddings that can be transformed into interpretable sparse features using Sparse Autoencoders (SAEs), where each feature activates on specific protein elements or patterns. However, scalably identifying which features are cohesive and reliable enough for protein annotation remains challenging. We address this by developing a validation pipeline combining three complementary methods: (1) expanded database matching across 20+ annotation sources including hierarchical codes, (2) feature-guided local structural alignment to identify structurally consistent activation regions, and (3) LLM-based feature description generation. Our annotation pipeline demonstrates three key properties of SAE features that make them a useful source of functional annotation complementary to existing methods. First, they can represent more granular patterns than existing protein databases, enabling the identification of sub-domains. Second, they can detect missing annotations by finding proteins that display recognizable structural motifs but lack corresponding database labels. Here, we automatically identify at least 491 missing CATH topology annotations with our pipeline. Third, they can maintain structural consistency across unseen proteins. Of our 10,240 SAE features, we find 615 that are consistently structurally similar in unannotated metagenomic proteins, allowing us to structurally match at least 8,077 metagenomic proteins to characterized proteins. This provides a rapid annotation pipeline with constant time search regardless of database size, that automatically includes structural and function information about the feature that triggered the match. Code is available at https://github.com/jsilbergDS/towards_functional_annotations_plms

bioinformatics↗

bioRxiv2025

A Bioelectrochemical Crossbar Architecture Screening Platform (BiCASP) for Extracellular Electron Transfer

Electroactive microbes can be used as components in electrical devices to leverage their unique behavior for biotechnology, but they remain challenging to engineer because the bioelectrochemical systems (BES) used for characterization are low-throughput. To overcome this challenge, we describe the development of the Bioelectrochemical Crossbar Architecture Screening Platform (BiCASP), which allows for samples to be arrayed and characterized in individually addressable microwells. This device reliably reports on the current generated by electroactive bacteria on the minute time scale, decreasing the time for data acquisition by several orders of magnitude compared to conventional BES. Also, this device increased the throughput of screening engineered biological components in cells, quickly identifying mutants of the membrane protein wire MtrA in Shewanella oneidensis that retain the ability to support extracellular electron transfer (EET). BiCASP is expected to enable the design of new components for bioelectronics by supporting directed evolution of electroactive proteins. The bigger pictureDevices that interface microbes and materials, known as bioelectronics, can be used to sense environmental chemicals in real time, generate energy from sugars, and synthesize chemicals. While these devices leverage the unique capabilities of living systems as components in devices, such as their ability to convert chemical information in the environment into electrical information at the cell surface, it remains challenging to engineer these cellular components and their biomolecules for new applications, largely because commercially available bioelectrochemical systems for monitoring current generated by electroactive microbes are costly and require large culture volumes, needs continuous monitoring for days to obtain stable signals, and multichannel potentiostats to monitor multiple microbes in parallel. To overcome these challenges, we created the Bioelectrochemical Crossbar Architecture Screening Platform or BiCASP that is easy to fabricate, enables parallel analysis of microbial samples in flexible arrayed formats, and yields a stable signal on the minute time scale. This device is expected to enable the application of combinatorial protein engineering methods, such as directed evolution, to proteins that control microbial current production, by allowing for fast screening of cells expressing protein mutant libraries. As a proof-of-concept, we demonstrate that this device can screen for cells that express mutants of decaheme cytochromes that retain the ability to electrically connect cells to electrodes. This device will simplify the engineering of cells and proteins that function as electrical switches as well as the diversification of bioelectronic devices for real-time sensing of chemicals in the environment. Furthermore, BiCASP is promising as a high-throughput screening (HTS) platform, enabling rapid, parallel analysis of cellular and molecular interactions of diverse biological systems through label-free electrochemical methods. Such capabilities could transform drug discovery, personalized medicine, and functional genomics, supporting systematic genetic and chemical screens even at single-cell resolution. HighlightsO_LIA high-throughput screening platform with individual addressability C_LIO_LIA device with a flexible crossbar architecture that simplifies current analysis C_LIO_LIReproducible detection of real-time cellular current on the minute time scale C_LIO_LIThe device can be used to screen a library for cells with functional protein wires C_LI Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=187 HEIGHT=200 SRC="FIGDIR/small/663982v1_ufig1.gif" ALT="Figure 1"> View larger version (57K): org.highwire.dtl.DTLVardef@c451d1org.highwire.dtl.DTLVardef@d7a50corg.highwire.dtl.DTLVardef@194e986org.highwire.dtl.DTLVardef@16f7af9_HPS_FORMAT_FIGEXP M_FIG C_FIG

synthetic biology↗

bioRxiv2025

Using domain insertion to create sulfite reductases that present chemical-dependent activities

Domain insertion can be used to create oxidoreductase switches whose charge transfer is dependent upon analyte binding. To date, most domain insertion studies have targeted relatively small proteins of known structure, so it remains unclear how to effectively use this protein engineering approach with large oligomeric oxidoreductases that require dynamic conformational changes for catalysis. To address this question, we studied the effect of domain insertion on the function of NADPH-dependent sulfite reductase (SiR) from Escherichia coli, a dodecameric protein containing eight hemoprotein subunits and four flavoprotein subunits. SiR mutational tolerance was first mapped using systematic peptide insertion, and a subset of variants retaining activity were subjected to domain insertion. When a ligand-binding domain was inserted at locations tolerant to peptide insertion, including sites proximal and distal from the intersubunit interfaces, more than half of the resulting variants presented cellular activity that is enhanced by an endocrine disruptor. This ligand-dependent synthesis of a redox-active metabolite could be monitored electrochemically from cells, illustrating how a single protein complex can be used to convert chemical information in the environment into a metabolite within cells that diffuses across the cell membrane and can be detected electrochemically.

synthetic biology↗

bioRxiv2025

Controlling the taxonomic composition of biological information storage in 16S ribosomal RNA

Microbes can be programmed to record participation in gene transfer by coding biological-recording devices into mobile DNA. Upon DNA uptake, these devices transcribe a catalytic RNA (cat-RNA) that binds to conserved sequences within ribosomal RNA (rRNA) and perform a trans-splicing reaction that adds a barcode to the rRNA. Existing cat-RNA designs were manually generated to be broad-host range, providing no control over the organisms that were barcoded. To achieve control over the organisms barcoded by cat-RNA, we created a program called Ribodesigner that uses input sets of rRNA sequences to create designs with varying specificities. We show how this algorithm can be used to identify designs that enable kingdom-wide barcoding, or selective barcoding of specific taxonomic groups within a kingdom. We use Ribodesigner to create cat-RNA designs that target Pseudomonadales while avoiding Enterobacterales, and we compare the performance of one design to a cat-RNA that was previously found to be broad host range. When conjugated into a mixture of Escherichia coli and Pseudomonas putida, the new design presents increased selectivity compared to a broad host range cat-RNA. Ribodesigner is expected to aid in developing cat-RNA that store information within user-defined sets of microbes in environmental communities for gene transfer studies. GRAPHICAL ABSTRACT O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=109 SRC="FIGDIR/small/651329v2_ufig1.gif" ALT="Figure 1"> View larger version (37K): org.highwire.dtl.DTLVardef@bcc65borg.highwire.dtl.DTLVardef@18288f2org.highwire.dtl.DTLVardef@ecf5c7org.highwire.dtl.DTLVardef@fbe064_HPS_FORMAT_FIGEXP M_FIG C_FIG

synthetic biology↗

bioRxiv2024

Regulating ferredoxin electron transfer using nanobody and antigen interactions

Fission and fusion can be used to generate new regulatory functions in proteins. This approach has been used to create ferredoxins (Fd) whose cellular electron transfer is dependent upon small molecule binding. To investigate whether Fd fragments can be used to monitor macromolecular binding reactions, we investigated the effects of fusing fragments of Mastigocladus laminosus Fd to nanobodies and their protein antigens. When Fd fragments arising from fission were fused to green fluorescent protein (GFP) and three different anti-GFP nanobodies, split proteins were identified that supported Fd-mediated electron transfer from Fd-NADP reductase (FNR) to sulfite reductase (SIR) in Escherichia coli. However, the order of nanobody and antigen fusion to the Fd fragments affected cellular electron transfer. Insertion of these anti-GFP nanobodies within Fd had differing effects on electron transfer. One domain-insertion variant was unable to support cellular electron transfer unless it was coexpressed with GFP, while others supported electron transfer in the absence of GFP. These findings show how Fds can be engineered so that their electron transfer is regulated by macromolecules, and they reveal the importance of exploring different nanobody homologs and fusion strategies when engineering biomolecular switches.

synthetic biology↗

bioRxiv2024

Synonymous mutations in AAV Rep enhance genome packaging in a library selection

When producing Adeno-Associated Virus (AAV) gene therapies, a significant fraction of capsids can lack the desired DNA cargo. In AAV, Rep proteins mediate DNA packaging and virus assembly, suggesting that changes in Rep activity, expression, or DNA binding might affect genome packaging. To understand how mutations in the Rep gene affect activity, we selected a library of Rep mutants for their ability to produce active virions. By sequencing the Rep gene following the purification of viruses that package AAV genomes, we identified Rep mutants having non-synonymous mutations with a range of cellular activities. Surprisingly, synonymous mutations within the p19 promoter were enriched to the greatest extent, increasing in abundance by 102 to 104-fold. When the most highly enriched mutant was used to package a synthetic DNA cargo into the AAV capsid, the packaging efficiency could not be differentiated from native Rep. These findings suggest that these synonymous mutations enhance AAV genome packaging into capsids by affecting Rep-DNA interactions. They also suggest that silent sequence changes in the DNA cargo packaged by Rep can be used to tune packaging DNA packaging efficiency. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=121 SRC="FIGDIR/small/617207v2_ufig1.gif" ALT="Figure 1"> View larger version (28K): org.highwire.dtl.DTLVardef@1ba20d0org.highwire.dtl.DTLVardef@c05a6corg.highwire.dtl.DTLVardef@70a248org.highwire.dtl.DTLVardef@ae587c_HPS_FORMAT_FIGEXP M_FIG C_FIG

molecular biology↗

bioRxiv2023

Using methyl bromide for interspecies cell-cell signaling and as a reporter in a model soil consortium

Soil microbial communities with reduced complexity are emerging as model systems for studying consortia-scale phenotypes. To establish synthetic biology tools for studying these communities in hard-to-image environmental materials, we evaluated whether a single member of a model soil consortium (MSC) can be programmed to report on gene expression without requiring matrix disruption. For these studies, we targeted a five member MSC that includes Dyadobacter fermentans, Ensifer adhaerens, Rhodococcus sp003130705, Streptomyces sp001905665, and Variovorax beijingensis. By coupling the expression of a methyl halide transferase to a constitutive promoter, we show that Variovorax beijingensis can be programmed to synthesize methyl halides that accumulate in the soil headspace at levels that are [≥]24-fold higher than all other MSC members across a range of environmentally-relevant hydration conditions. We find that methyl halide production can report on a MSC promoter that is activated by changes in water potential, and we demonstrate that a synthetic gas signal can be read out directly using gas chromatography and indirectly using a soil-derived Methylorubrum that is programmed to produce a visual output in response to methyl halides. These tools will be useful for future studies that investigate how MSC respond to dynamic hydration conditions, such as drought and flood events induced by climate change, which can alter soil water potential and induce the release of stored carbon.

synthetic biology↗

bioRxiv2023

Laboratory evolution identifies elongated flavodoxins that support electron transfer to sulfite reductases

Flavodoxins (Flds) mediate the flux of electrons between oxidoreductases in diverse metabolic pathways. While dozens of Fld-partner oxidoreductases have been discovered, these only represent a subset of the oxidoreductases that couple with ferredoxin (Fd) protein electron carriers. To investigate whether Flds can support electron transfer to a sulfite reductase (SIR) that evolved to couple with a Fd, we evaluated the ability of Flds to transfer electrons from a Fd-NADP reductase (FNR) to a Fd-dependent SIR using growth complementation of a microbe with a sulfur metabolism defect. We show that Flds from cyanobacteria complement the growth of this microbe when coexpressed with an FNR and an SIR that evolved to couple with a plant Fd. To better understand the interaction of Fld with these partner oxidoreductases, we evaluated the effect of peptide insertion on Fld-mediated electron transfer. We observe a high insertion sensitivity within regions predicted to be proximal to the cofactor and partner binding sites and a high insertion tolerance within the loop that is used to differentiate short- and long-chain flavodoxins. These results represent the first evidence that Flds can support electron transfer to assimilatory SIRs, and they suggest that the pattern of peptide-insertion tolerance is influenced by interactions with oxidoreductase partners in electron transfer pathways.

biochemistry↗

bioRxiv2021

Real-time environmental monitoring of contaminants using living electronic sensors

Real-time chemical sensing is needed to counter the global threats posed by pollution. We combine synthetic biology and materials engineering to develop a living bioelectronic sensor platform with minute detection times. Escherichia coli was programmed to reduce an electrode in a chemical-dependent manner using a modular, eight-component, synthetic electron transport chain. This strain produced significantly more current upon exposure to thiosulfate, an anion that causes microbial blooms. Incorporating a protein switch into the synthetic pathway and encapsulation of microbes with electrodes and conductive nanomaterials yielded a living bioelectronic sensor that could detect an endocrine disruptor within two minutes in riverine water, implicating the signal as mass transfer limited. These findings provide a new platform for miniature, low-power sensors that safeguard ecological and human health. One Sentence SummaryChemicals are detected electrically using an allosterically-regulated electron transfer pathway in designer microbes.

synthetic biology↗