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Rapid directed evolution guided by protein language models and epistatic interactions | sci

Rapid directed evolution guided by protein language models and epistatic interactions | sci | RMH | Scoop.it
Protein engineering is limited by the inefficient search through a high-dimensional sequence space to find combinations of synergistic mutations. Traditional approaches use stepwise mutation stacking, whereas machine learning methods require extensive datasets or multiple experimental rounds and are bottlenecked by costly, length-limited gene synthesis. We present MULTI-evolve, a rapid evolution framework that systematically engineers multimutants. Our approach combines protein language models or existing functional data with epistatic modelling to predict synergistic combinations. Proposed multimutants are built through MULTI-assembly, a mutagenesis method enabling high-efficiency assembly across multikilobase sequences. Applying MULTI-evolve to three proteins achieved up to 10-fold improvements with a single round of machine learning–guided directed evolution. MULTI-evolve provides a streamlined approach for end-to-end, multimutant engineering for a broad range of protein types and functions.
mhryu@live.com's insight:

hsu pd, arc, https://github.com/VincentQTran/MULTI-evolve 

We hypothesized that double mutants capture sufficient epistatic information for accurate extrapolation to higher order mutants

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De novo design of synthetic microbial genomes | Nrb

De novo design of synthetic microbial genomes | Nrb | RMH | Scoop.it

Synthetic biology enables the bottom-up synthesis of microbial genomes through the assembly of synthetic DNA fragments. Such de novo genome synthesis could enable the generation of synthetic cells, with applications in fundamental biology, biotechnology and biomedicine. In this Review, we explore the rational design of synthetic microbial genomes, including expression unit optimization, codon usage, transcriptional and translational control, and RNA and protein turnover. We then examine genome-level design considerations, highlighting the roles of chromosome architecture, gene orientation and positioning, and 3D gene arrangement, outlining strategies for the assembly and testing of synthetic genomes. Finally, we propose a path towards a fully realized synthetic cell, emphasizing the importance of method integration, including evolution-based strategies and machine learning. Synthetic biology might enable the bottom-up construction of synthetic genomes, offering a foundation for building synthetic cells. This Review discusses strategies for rational genome design, genome-scale organization, and integration of experimental and computational methods to realize a fully synthetic cell.

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claassens, oost, 2st, 

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A protein adaptor mediating Ap4A-dependent control of protein acetylation | Ncm

A protein adaptor mediating Ap4A-dependent control of protein acetylation | Ncm | RMH | Scoop.it

Reversible lysine acetylation is a highly conserved post-translational modification across all domains of life controlling diverse cellular processes such as metabolism and gene expression. However, the regulation of protein acetylation remains poorly understood. Here, we report a regulatory system in Bacillus subtilis that controls the activity of the histone deacetylase (HDAC)-like protein AcuC, which has multiple substrates including acetyl-CoA synthetase and translation elongation factor. We show that AcuC is inhibited via formation of a stable complex with the hitherto uncharacterized protein AcuB. We furthermore demonstrate that the alarmone diadenosine tetraphosphate (Ap4A) binds to the cystathionine beta-synthase (CBS) domain of AcuB, thereby stabilizing AcuB and further enhancing the inhibition of AcuC. In summary, this study identifies AcuB as an Ap4A regulated deacetylation inhibitor, revealing a uncharacterized molecular mechanism to control HDAC-like proteins. Thus, the alarmone Ap4A modulates protein (de)acetylation, pointing towards a regulatory network that connects stress response, protein acetylation, and acetyl-CoA biosynthesis. This study identifies AcuB as a conserved inhibitor of the deacetylase AcuC in bacteria. AcuB directly suppresses AcuC activity, and this inhibition is enhanced the alarmone diadenosine tetraphosphate, linking stress signaling to acetylation control.

mhryu@live.com's insight:

2st, ptm,  Lysine acetylation is catalyzed by different acetyltransferases, e.g. Gcn5-related N-acetyltransferases (GNATs), the p300/CBP family, and the MYST family, using acetyl-CoA (Ac-CoA) as acetyl donor. Lysine acetylation can also occur in the absence of a dedicated enzyme via acetyl-phosphate (AcP) or Ac-CoA. Deacetylation is mediated by either of two classes of lysine deacetylases – (i) NAD-dependent sirtuins and (ii) Zn2+-dependent histone deacetylases (HDACs) and HDAC-like proteins.

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Engineering LmrR protein for L-proline-based asymmetric aldol biocatalysis | Ncm

Engineering LmrR protein for L-proline-based asymmetric aldol biocatalysis | Ncm | RMH | Scoop.it

L-Proline is a powerful organocatalyst widely applied in asymmetric synthesis due to its secondary amine functionality. However, in proteins, this functional group is locked in peptide bonds, rendering proline catalytically inactive. Natural enzymes that leverage L-proline-based catalysis are exceedingly rare. Here, we engineer the nonenzymatic protein scaffold LmrR into a new-to-nature biocatalyst by exposing its native L-proline residue at the N-terminus to catalyze enantioselective aldol reactions. Through rational design, protein engineering, and reaction optimization, we develop an engineered LmrR variant that achieves up to 99% conversion and >99% enantiomeric excess across a range of aromatic and heteroaromatic aldehyde substrates. Our findings reveal a unique strategy for unlocking dormant catalytic potential in natural amino acids and protein scaffolds, providing an applicable approach to create tailored, L-proline-based enzymes for asymmetric synthesis. L-Proline is a powerful organocatalyst widely applied in asymmetric synthesis due to its secondary amine functionality, however, in proteins, this functional group is locked in peptide bonds, rendering proline catalytically inactive. Here, the authors engineer the nonenzymatic protein scaffold LmrR into a new-tonature biocatalyst by exposing its native L-proline residue at the N-terminus to catalyze enantioselective aldol reactions.

mhryu@live.com's insight:

we modify the LmrR sequence by removing the first four residues and subsequently deleting three additional residues to shift the exposed N-terminal L-proline deeper into the hydrophobic pocket. Through rational design and reaction optimization, we obtain an LmrR variant that mimics natural aldolase activity, exhibiting high catalytic efficiency in asymmetric aldol reactions. 

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Lipid landscaping of the bacterial cell surface | pnas

Lipid landscaping of the bacterial cell surface | pnas | RMH | Scoop.it

A key challenge for antibiotic development against gram-negative bacterial pathogens is their cell biology. These bacteria are enveloped by a second, outer membrane (OM) that has evolved to be an exquisitely selective permeability barrier that can exclude many clinical antibiotics. The OM stands at the frontline in the battle between a pathogen and its host and can come under assault and be damaged. To ensure that OM integrity is continuously maintained, several enzymes act to directly repair and remodel the membrane’s composition and properties. Hererra et al. define a new paradigm for how bacteria can remodel their OM with their discovery of a cell surface–exposed cardiolipin synthase enzyme in Acinetobacter baumannii. This enzyme, ClsO, is remarkable for its unique ability to generate the glycerophospholipid cardiolipin (CL) directly at the bacterial surface. This landmark discovery highlights that our understanding of the ways that diverse bacteria remodel and fortify their OM might only be beginning to scratch the surface.

mhryu@live.com's insight:

https://www.pnas.org/doi/10.1073/pnas.2524588123

OM is asymmetric with mostly LPS/LOS in the outer leaflet and glycerophospholipids (GPLs) in the inner leaflet. GPLs including phosphatidylethanolamine (PE) and phosphatidylglycerol (PG) can mislocalize when the OM is damaged. Both E. coli and A. baumannii produce the PldA phospholipase to degrade mislocalized GPLs. E. coli PagP increases LPS acylation using mislocalized GPL donors. ClsO synthesizes the cardiolipin (CL) using mislocalized PE and/or PG as substrates.

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Rapid directed evolution guided by protein language models and epistatic interactions | sci

Rapid directed evolution guided by protein language models and epistatic interactions | sci | RMH | Scoop.it
Protein engineering is limited by the inefficient search through a high-dimensional sequence space to find combinations of synergistic mutations. Traditional approaches use stepwise mutation stacking, whereas machine learning methods require extensive datasets or multiple experimental rounds and are bottlenecked by costly, length-limited gene synthesis. We present MULTI-evolve, a rapid evolution framework that systematically engineers multimutants. Our approach combines protein language models or existing functional data with epistatic modelling to predict synergistic combinations. Proposed multimutants are built through MULTI-assembly, a mutagenesis method enabling high-efficiency assembly across multikilobase sequences. Applying MULTI-evolve to three proteins achieved up to 10-fold improvements with a single round of machine learning–guided directed evolution. MULTI-evolve provides a streamlined approach for end-to-end, multimutant engineering for a broad range of protein types and functions.
mhryu@live.com's insight:

hsu pd, arc, https://github.com/VincentQTran/MULTI-evolve 

We hypothesized that double mutants capture sufficient epistatic information for accurate extrapolation to higher order mutants

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Persistence of coral reef structures into the twenty-first century | Nree

Persistence of coral reef structures into the twenty-first century | Nree | RMH | Scoop.it

Coral reefs provide important socioecological services but are vulnerable to climate change, which shifts the balance between the production and erosion of calcium carbonate (CaCO3). In this Review, we summarize understanding of reef accretion, describe the mechanisms of carbonate production and erosion, and consider the effects of future ocean warming and acidification on key reef-building and eroding taxa. The combined stressors of climate change substantially reduce net carbonate production, with a more pronounced effect on calcifying algae than corals. However, declining coral cover driven by marine heatwaves and mass bleaching will probably be the dominant determinant of future reef carbonate budgets, and thus only reefs with thermally adapted populations are predicted to maintain the ability to sustain positive CaCO3 production under climate change, even if calcareous algal cover increases. As carbonate budgets become net negative in the future, the longevity of pre-existing reef frameworks remains unknown and understudied owing to the timescales required to meaningfully assess framework removal rates. Improving estimates of the rates of biologically driven framework loss and chemical dissolution will also be important in better predicting future reef persistence. Key knowledge gaps exist in understanding the effects of deoxygenation on coral reefs, as well as the influence of climate change on understudied sediment-producing taxa such as foraminifera and tropical molluscs. Carbonate production and accretion is negatively affected by ocean warming and acidification, threatening coral reef persistence. This Review synthesizes understanding of environmental impacts on reefs, highlighting the dominant role of heatwaves in reef decline and the importance of thermal adaption for future reef persistence.

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Yeast-driven biomanufacturing in space: synergizing cellular agriculture for sustainable extraterrestrial habitats | npj

Human expansion into deep space necessitates sustainable life support. Current prepackaged food systems face nutritional, logistical, and psychological limits on long missions. Cell agriculture, particularly yeast-based biomanufacturing, emerges as a pivotal solution. Yeast’s genetic flexibility, metabolic resilience, and tolerance to extreme conditions make it an ideal chassis for in-situ food and nutrient production. This review systematically explores yeast’s application in creating closed-loop space food systems, analyzing its progress, challenges, and future potential for enabling sustained extraterrestrial presence.

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Mushroom Polysaccharides as Functional Food Ingredients for Alleviating Exercise-Induced Fatigue: A Review of Efficacy, Mechanisms, and Structure–Function Relationships | acs

Mushroom Polysaccharides as Functional Food Ingredients for Alleviating Exercise-Induced Fatigue: A Review of Efficacy, Mechanisms, and Structure–Function Relationships | acs | RMH | Scoop.it

Exercise-induced fatigue is often accompanied by a poor mental state, reduced work efficiency, and decreased athletic performance. Mushroom polysaccharides have been shown in recent years to have a positive effect on alleviating exercise-induced fatigue. This review comprehensively analyzes the extraction methods, structure–activity relationships, and mechanisms of mushroom polysaccharides in alleviating exercise-induced fatigue from 1999 to 2025. Research has revealed that mushroom polysaccharides not only directly alleviate exercise-induced fatigue by regulating gut microbiota but also indirectly mitigate it by influencing oxidative stress, inflammatory factors, and energy metabolism. Moreover, the structure of mushroom polysaccharides is closely related to their biological activity, but there is no systematic consensus on the key structural feature responsible for their antifatigue effects. The purpose of this review is to provide new theoretical evidence for the relationship between the polysaccharide structure and activity and to pave the way for the development of antifatigue functional food ingredients based on mushroom polysaccharides.

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February 22, 12:21 PM
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Catalyzing Carbohydrate Cleavage: Glycosidases and Their Mechanisms | acs

Catalyzing Carbohydrate Cleavage: Glycosidases and Their Mechanisms | acs | RMH | Scoop.it

Glycoside hydrolases, “glycosidases”, catalyze carbohydrate catabolism, remodeling, and signaling by accelerating glycosidic-bond cleavage by more than 17 orders of magnitude. Distributed across every kingdom of life and grouped into over 180 sequence-defined families, these enzymes exhibit exceptional diversity in fold, mechanism, and physiological function, and many also catalyze transglycosylation or phosphorolysis. The classical Koshland paradigms─stereochemical inversion, enzymatic nucleophile-assisted retention, and substrate-assisted retention─are analyzed with an emphasis on the conformational itineraries and oxocarbenium ion-like transition states revealed by kinetic isotope effects, linear free-energy relationships, and high-resolution three-dimensional structures. Attention then turns to noncanonical enzymes that employ NAD+-dependent redox hydrolysis or other cleavage mechanisms. Mechanistic insights have inspired the development of engineered glycosidase-derived catalysts for programmed bond construction as well as mechanism-based inhibitors, transition-state analogues, and activity-based probes that are driving advances in chemical biology, biotechnology, and drug discovery.

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February 22, 12:08 PM
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A novel stationary phase approach for improved recombinant protein expression in Escherichia coli: beyond the exponential phase | Mcf

E. coli is a well-known host species for studies on recombinant protein expression, typically induced during the exponential phase. Nutrient depletion and the accumulation of toxic substances, which are common during the stationary phase, negatively impact recombinant protein expression, thereby limiting its suitability for efficient protein production. This study aimed to explore a physiological state distinct from conventional strategies for a complementary approach by investigating recombinant protein expression during the stationary phase.  An unconventional stationary-like state was engineered using glucose to trigger acetate-mediated growth arrest and reduce tryptone to prevent regrowth. Under these conditions, the absolute and relative expression of signal peptide-fused human interferon gamma (mCsn2-SP-hIFN-γ) increased > 2.4 and 2.5-fold, respectively, compared with that in exponential-phase induction.  The present findings suggest that regardless of the unfavorable conditions of the stationary phase for recombinant protein production, glucose utilization may enable the establishment of a stationary-phase model to address these limitations. Overall, these findings underscore the importance of the intracellular metabolic state and expression timing in optimizing recombinant protein production. Although only a single protein was examined in this study, the results highlight the potential of the unconventional stationary phase as an effective new strategy for enhancing recombinant protein expression.

mhryu@live.com's insight:

overexpression purification,   Glucose is metabolized through the TCA cycle in E. coli , and its saturation leads to the production of acetate, which inhibits the growth of E. coli. Accordingly, we proposed that acetate accumulation could stop E. coli growth, leading to the onset of a stationary phase. Although glucose is one of the primary carbon sources for E. coli , when glucose is exhausted, the stationary phase may still have available nutrients if other carbon sources are present in the medium. However, entry into the stationary phase is initiated by acetate accumulation, and acetate is toxic. Therefore, once glucose is depleted, acetate can serve as a carbon source. 

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Relaxase Asymmetry Drives Initiation of Bacterial Conjugation | brvm

Relaxase Asymmetry Drives Initiation of Bacterial Conjugation | brvm | RMH | Scoop.it

Bacterial conjugation is a major route of horizontal gene transfer and a key driver of the dissemination of antibiotic resistance, exacerbating the global health crisis. Central to this process is TraI, a bifunctional relaxase-helicase encoded by the iconic F-plasmid family. TraI initiates single-stranded DNA (ssDNA) transfer by covalently attaching to plasmid DNA through its trans-esterase (TE) activity and subsequently unwinds the plasmid via its helicase activity. Although genetic and biochemical studies have postulated that two TraI molecules are required for efficient conjugative transfer, how these molecules coordinate their activities in space and time - and how strand nicking is coupled to helicase loading - has remained unknown. Here, we capture the elusive, functionally asymmetric TraI homodimer and report its cryo-EM structure, revealing that the interaction between the two TraI molecules is mediated predominantly by ssDNA. We further show that TE-driven duplex melting at the origin of transfer (oriT) by one TraI molecule enables helicase loading by a second TraI molecule on the transfer strand of the unnicked plasmid DNA. Although the TE domain is intrinsically competent for strand nicking, its activity is inhibited by the host factor IHF, and this inhibition is relieved upon helicase loading. Together, these findings define a regulatory loop that coordinates helicase loading with strand nicking, providing mechanistic insight into the earliest stages of conjugative DNA processing.

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Single-cell profiling of the subgingival bacteria reveals transcriptional heterogeneity and niche-specific programs | chm

Single-cell profiling of the subgingival bacteria reveals transcriptional heterogeneity and niche-specific programs | chm | RMH | Scoop.it
Periodontitis is a chronic inflammatory disease driven by subgingival dysbiosis. Despite progress in characterizing microbial diversity, functional heterogeneity at the single-cell level remains poorly understood, mainly due to challenges from low microbial biomass and host contamination. Here, we present a single-cell RNA sequencing framework for profiling subgingival bacteria, enabling high-resolution analysis of these communities in health and periodontitis. Using 16 subgingival samples, we generated an atlas spanning 133,458 cells across 285 species, including 57 core active species grouped into eight functional clusters. Health-associated subpopulations specializing in adhesion and polysaccharide degradation decline in periodontitis, coinciding with hypoxia and elevated amino acid availability. The keystone pathogens T. denticola and P. gingivalis display species-specific tendencies in amino acid metabolism-related transcriptional profiles, while P. intermedia harbors a proteolytic subpopulation enriched in periodontitis. These insights deepen our understanding of periodontitis pathogenesis and inform precision diagnostics and therapeutic strategies.
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scRNA-seq, rna-seq tool, 2st

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Towards the development of a CRISPR-Cas9 based kill switch for Saccharomyces cerevisiae | Mcf

Towards the development of a CRISPR-Cas9 based kill switch for Saccharomyces cerevisiae | Mcf | RMH | Scoop.it

Advancements in synthetic genetic circuits have enabled programmable and condition-dependent control of microbial cell growth. CRISPR-Cas9-based kill switches, genetic systems that program cells to lose viability in response to specific conditions, have recently been demonstrated for bacterial cell factories but not yet in yeast. Here, we present a foundational demonstration for a CRISPR-based kill switch in Saccharomyces cerevisiae, CRISPR KiSS. The CRISPR KiSS employs inducible CRISPR targeting essential genes to elicit growth inhibition. The activation of the KiSS system is achieved through conditional expression of a guide RNA (gRNA) upon anhydrotetracycline (ATc) induction, thereby activating CRISPR-mediated gene disruption. We demonstrate that targeting the essential genes (ERG13, PGA3, TPI1 or CDC19) leads to severe growth inhibition upon ATc induction. Still, the current set up does not allow complete killing of the cells due to system inactivation, e.g. escape from CRISPR based cutting. We studied reasons for system inactivation and substantially improved the system by simultaneous expression of two different gRNAs. Sequencing escape mutants revealed mutations in both the gRNA sequences and target genes as potential sources of system inactivation.  This work highlights the potential of harnessing a CRISPR-based kill switch in S. cerevisiae. Cells expressing the system were able to escape growth inhibition through mutations and further optimization of the KiSS system is still needed for it to be used in various cell factory applications.

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Native H2 pathways enable biocompatible hydrogenation of metabolic alkenes in bacteria | Nchem

Native H2 pathways enable biocompatible hydrogenation of metabolic alkenes in bacteria | Nchem | RMH | Scoop.it

Hydrogen gas is naturally produced by microorganisms from renewable feedstocks, yet industrial hydrogenation relies almost entirely on fossil fuel-derived H2. Despite advances in engineering biology and increasing demand for greener manufacturing, microbial H2 has seen limited application in chemical synthesis. Here we demonstrate that genetically unmodified microorganisms can generate H2 in situ to drive biocompatible alkene hydrogenation at the cell membrane using membrane-bound Pd catalysts. When combined with de novo alkene biosynthesis in engineered E. coli, this system enables the simultaneous in vivo production of both substrate (alkene) and reagent (H2), followed by membrane-associated biohydrogenation to yield new metabolic end products. Quantitative life cycle assessment reveals that hybrid chemo-microbial systems utilizing waste feedstocks can outperform electrolytic hydrogenation and achieve carbon-negative outcomes. Together, this work demonstrates how microbial metabolites can be generated, intercepted and metabolically multiplexed to support biocompatible transition metal catalysis and sustainable chemical synthesis in living cells. Most H2 used in the chemical industry is derived from fossil fuels. Now it has been shown that coupling native microbial H2 pathways with engineered alkene biosynthesis and membrane-bound Pd catalysis enables biocompatible hydrogenation of metabolic intermediates in living bacteria. This hybrid chemo-microbial platform supports the carbon-negative synthesis of industrial chemicals from waste-derived feedstocks.

mhryu@live.com's insight:

3st, production of both tCA and H2 from glucose was achieved in E.coli MG1655(DE3)_pS3_pY3-pheA-specR_ptCA under both aerobic and anaerobic conditions, with an initial 48 h tCA production period followed by addition of fresh media and 24 h incubation anaerobically with Royer Pd.

We generated a modified M9CA + waste bread growth media using the soluble carbohydrate fraction from an enzymatically depolymerized naan bread using an amylogluocosidase from Aspergillus niger.

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Nanopore-based massively parallel sensing for peptide profiling and protein identification | Ncm

Nanopore-based massively parallel sensing for peptide profiling and protein identification | Ncm | RMH | Scoop.it

Nanopore-based single-molecule sensing holds immense promise for revolutionizing proteomics, however, its practical application remains constrained by low throughput, suboptimal library preparation, and limited analytical power for complex, stochastic signals. To overcome these challenges, we develop a high-throughput nanopore sensing platform that couples a streamlined peptide library preparation strategy with an AI-driven analytical workflow, enabling accurate peptide differentiation and protein identification. Our analytical framework captures the distinct statistical signatures of peptides within massive single-molecule event streams, transforming them into reliable, information-rich fingerprints to achieve remarkable classification accuracy. We also apply this platform to establish a rapid and cost-effective workflow for antibody validation, facilitating precise epitope screening and semi-quantitative affinity determination. Critically, in a blinded study, this high-throughput sensing system demonstrates its robustness by unambiguously identifying multiple proteins from their complex enzymatic digests. By establishing an end-to-end pipeline from native proteins/peptides modification, parallel sensing to their identification, this work develops a scalable and powerful method for proteomics research. Nanopore peptide sensing faces throughput, library preparation and analysis challenges. Here, the authors develop a high-throughput platform that integrates library preparation with AI analysis to accurately identify peptides, enabling antibody validation and protein identification.

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2st, protein sequencing 

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Cargo-Directed Assembly of Nonviral Nucleocapsid with Controlled Size | asb

Cargo-Directed Assembly of Nonviral Nucleocapsid with Controlled Size | asb | RMH | Scoop.it

Precise packaging of diverse cargo within self-assembling protein cages of defined size and shape is essential for many biotechnological applications, yet cellular expression offers limited control over loading. Here, we developed an in vitro cargo-directed reconstitution system of a split, artificial nucleocapsid (spNC-4). Two spNC-4 capsid protein subunits were prepared independently and assembled with cargos cooperatively. As an authentic cargo, a nucleocapsid mRNA is packaged into a 30 nm-spheric nucleocapsid in vitro, closely matching to spNC-4 expressed in cells. In this system, a diverse range of cargos are encapsulated, including noncognate RNA, RNA-positively supercharged fluorescent protein complex, and linear double-stranded DNA. Moreover, by packaging 30 nm-spherical or rod-shaped DNA origamis as templates, the nucleocapsid morphology was altered to an enlarged 60 nm-spherical structure or rod-shaped structure. The developed system accepts versatile composition and programmable control over the artificial nucleocapsid architecture, creating a general platform for enzyme nanoreactors, targeted delivery, and vaccine development.

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From fermentation to function: a critical review of lactic acid bacteria redesign for functional foods and precision nutrition | crb

From fermentation to function: a critical review of lactic acid bacteria redesign for functional foods and precision nutrition | crb | RMH | Scoop.it

Lactic acid bacteria (LAB) have transitioned from their traditional roles in food preservation and flavor enhancement to more advanced applications supported by synthetic biology, genome editing, and artificial intelligence (AI). This review provides a comprehensive overview of how LAB contribute to improvements in the quality of fermented foods, including their texture, flavor, and nutritional benefits. It evaluates innovative strategies such as CRISPR-based strain improvements, microfluidic high-throughput screening, AI-enhanced precision design, and personalized nutrition frameworks that connect microbiome profiles to specific LAB functionalities. Additionally, it discusses significant challenges, including global regulatory differences, ethical concerns regarding genetically engineered LAB, technical issues related to scaling advanced fermentation technologies, and consumer acceptance. Overcoming these barriers requires a coordinated, interdisciplinary approach. Therefore, future research should focus on integrating multi-omics platforms, establishing standardized LAB functional databases, and developing AI-driven precision nutrition tools to promote sustainable and consumer-friendly innovation in the fermented food industry.

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Structural ontogeny of protein-protein interactions | sci

Structural ontogeny of protein-protein interactions | sci | RMH | Scoop.it
Understanding how protein binding sites evolve interactions with other proteins could hold clues to targeting “undruggable” surfaces. We used synthetic coevolution to engineer new interactions between naïve surfaces, simulating the de novo formation of protein complexes. We isolated seven distinct structural families of protein Z-domain complexes and found that synthetic complexes explore multiple shallow energy wells through ratchet-like docking modes, whereas complexes formed by natural binding sites converged in a deep energy well with a relatively fixed geometry. Epistasis analysis of a machine learning–estimated fitness landscape revealed “seed” contacts between binding partners that anchored the earliest stages of encounter complex formation. Our results suggest that “silent” surfaces have a shallower energy landscape than natural binding sites, disfavoring tight binding, likely owing to evolutionary counterselection.
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2st, ppi, used synthetic coevolution of artificial protein pairs to explore how protein-protein binding sites form and evolve. 

Schematic of the protease-­ based cleavage-­ capture assay. Two proteins are displayed on yeast as a single-­ chain construct connected by a flexible linker containing a 3C protease cleavage site. Upon cleavage, interacting pairs retain fluorescence from the C-­ terminal HA-­ tag binding antibody, whereas noninteracting pairs lose the HA signal, enabling differentiation based on binding affinity.

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Prokaryotic defense systems: Diversity and evolutionary adaptation | mLife

Prokaryotic defense systems: Diversity and evolutionary adaptation | mLife | RMH | Scoop.it

Bacteriophages and archaeal viruses are the most abundant biological entities on Earth. Through a long-standing co-evolutionary arms race, they have driven the emergence of a diverse repertoire of prokaryotic defense systems. This review summarizes these systems, highlighting their diverse antiviral mechanisms across distinct stages of viral infection, from surface barriers and inducible innate responses to specific adaptive defenses, and the intricate interplay between these defense strategies. By examining host–virus counter defense dynamics, the trade-off between survival benefit and adaptive cost, the co-evolution of RNA and protein components, and the comparison with eukaryotic immune systems, we underscore the intrinsic complexity and evolutionary plasticity of prokaryotic antiviral immunity. A deeper understanding of these processes and mechanisms will not only shed light on the origins and evolution of the immune system but also provide valuable opportunities for the development of biotechnological tools.

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antiphage

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A distinct class of conjugative megaplasmids includes potential vehicles for prophage dissemination | brveco

A distinct class of conjugative megaplasmids includes potential vehicles for prophage dissemination | brveco | RMH | Scoop.it

Closely related prophages are frequently found in phylogenetically distant bacteria in the human gut, despite limited evidence of productive phage infections across broad host ranges. Thus, it remains unclear how the wide distribution of prophages could emerge. Here, we identify a potential mechanism of prophage dissemination. We describe two deeply diverged groups of conjugative megaplasmids (>300 kilobases) in the human gut microbiome, which we term Hodors. Hodors encode conserved replication, partitioning, and type IV secretion systems, together with a complex surface-associated gene module. A subset of Hodors harbor complete, intact prophage genomes, and closely related prophages are detected across phylogenetically distant Bacillota lineages, including both Bacilli and Clostridia. Further analysis indicates that Hodor-associated prophages can exist as extracellular particles and demonstrate their transcriptional activity. Our findings support a model in which conjugative megaplasmids act as composite mobile platforms that disseminate prophage genomes across bacterial lineages, providing a mechanistic explanation for the widespread occurrence of closely related prophages in phylogenetically distant gut bacteria and effectively decoupling lysogenic host range from infective host range.

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koonin

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Production of High-Purity Cellobiose by Synergistic Hydrolysis of Cellulosic Substrate Using Endoglucanases from Different Sources | acs

Production of High-Purity Cellobiose by Synergistic Hydrolysis of Cellulosic Substrate Using Endoglucanases from Different Sources | acs | RMH | Scoop.it

Using cellulase to degrade cellulose for cellobiose production is an economically competitive pathway for the high-value utilization of lignocellulose. Cellobiohydrolases hydrolyze cellulose into cellobiose but suffer severe product inhibition, whereas endoglucanases (EGs) randomly cleave cellulose chains into oligosaccharides. Three heterologously expressed EGs from different sources (PcCel45A, BsCel5, and GtCel5A) were screened for their ability to degrade cellulose into cellobiose, and their hydrolysis processes were characterized. Using PcCel45A and BsCel5 to hydrolyze Avicel step-by-step at a protein ratio of 1:1 produced cellobiose with a purity of 90.99% and a yield of 1.2 g per 100 g of Avicel. Further studies revealed that PcCel45A and BsCel5 cannot degrade cellobiose, and their activities are not inhibited by the product, showing their advantage in cellobiose production. Additionally, adsorption kinetics and thermodynamic analyses indicated that PcCel45A and BsCel5 exhibited distinct adsorption mechanisms. This study provides a promising new strategy for the high-value utilization of lignocellulose.

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Escherichia coli BL21 adapts its central carbon metabolism to recombinant protein production and oxygen limitation | Mcf

Escherichia coli BL21 adapts its central carbon metabolism to recombinant protein production and oxygen limitation | Mcf | RMH | Scoop.it

High-yielding recombinant protein expression systems often face challenges due to the metabolic burden caused by the competition for cellular resources, resulting in reduced growth and, hence, limiting their industrial applicability. Furthermore, industrial recombinant protein production is also affected by the occurrence of oxygen gradients, which is a prevalent issue in large-scale bioreactors. These gradients create a heterogeneous environment in the bioreactor, which affects cell growth and metabolism, having severe consequences on the process performance. Both these factors alter cellular physiology and metabolism, thereby affecting recombinant protein yields. Understanding metabolic adaptations to these stress conditions is crucial for uncovering the underlying cellular mechanisms, which can direct further optimization of the recombinant strains. In this study, we aimed to explore the combined response of the central metabolism of E. coli to metabolic burden and microaerobic conditions. Two recombinant protein-producing E. coli BL21 strains carrying XylS/Pm vectors with low (A2-mCh) and medium plasmid copy numbers (A3-mCh), and producing mCherry protein, were studied by introducing oxygen limitation. Central metabolite pools were analyzed by three targeted LC–MS/MS methods, using the isotope dilution strategy for absolute quantification. Both recombinant strains exhibited different levels of metabolic burden, with the strain possessing a higher plasmid copy number showing more pronounced growth retardation and a stronger impact on metabolite pools. Both strains, however, showed a similar response to oxygen limitation, with significant adaptations in the central metabolite pools. The low plasmid copy number strain showed an increase in the concentration of lower glycolytic and tricarboxylic acid cycle metabolites, while the pools of upper glycolytic and pentose phosphate pathways and nucleoside phosphates were mostly unaffected. However, a more extreme response was seen in A3-mCh, where the majority of the metabolite pools were increased. Oxygen limitation caused lower metabolic activity, but the energy charge and redox balance were maintained, and no negative effect was observed on mCherry production rates. This study provides insights into metabolic adaptations in E. coli BL21 recombinant strains, having quite robust mechanisms to maintain intracellular metabolic homeostasis during both internal and external perturbations.

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February 22, 11:48 AM
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Plant traits explain variation in symbiotic nitrogen fixation responses to global nitrogen enrichment: a meta-analysis | Ncm

Plant traits explain variation in symbiotic nitrogen fixation responses to global nitrogen enrichment: a meta-analysis | Ncm | RMH | Scoop.it

Anthropogenic nitrogen enrichment is widely expected to suppress symbiotic nitrogen fixation in terrestrial ecosystems. Nevertheless, observed symbiotic nitrogen fixation responses remain incompletely explained by exogenous nitrogen inputs, climate, and edaphic factors. In this meta-analysis, we integrate 908 globally distributed field measurements to identify the key predictors that improve simulation of symbiotic nitrogen fixation responses to nitrogen enrichment. On average, symbiotic nitrogen fixation declines by 33.0% upon nitrogen enrichment, with the reduction being more pronounced in non-croplands than croplands. Models considering only environmental factors overestimate symbiotic nitrogen fixation decline relative to observations. The better performance of plant traits like plant growth and biomass allocation (shoot:root ratio) partially buffer symbiotic nitrogen fixation suppression under nitrogen enrichment. Integrating both environmental factors and plant performance traits improves predictive accuracy of symbiotic nitrogen fixation responses by 42.7% and brings the simulated symbiotic nitrogen fixation reductions into close agreement with observations. The alterations in plant performance traits are thus critical for explaining variability in terrestrial symbiotic nitrogen fixation responses, and incorporating plant trait dynamics in Earth System Models can quantitatively partition the compensatory symbiotic nitrogen fixation supported by nitrogen-fixing plant growth from the direct negative impact of nitrogen inputs. Anthropogenic nitrogen enrichment reduces symbiotic nitrogen fixation, but environmental factors alone cannot explain this response. This meta-analysis shows that integrating both environmental factors and plant performance traits improves the predictive accuracy of symbiotic nitrogen fixation responses by 42.7%.

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February 21, 2:11 PM
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Beyond nature: in vivo production of natural product analogues through programmed biosynthetic pathways | Cin

Beyond nature: in vivo production of natural product analogues through programmed biosynthetic pathways | Cin | RMH | Scoop.it
Natural products are vital sources of medicines, and their analogues hold great promise as novel therapeutics to combat disease more effectively, including circumventing antibiotic resistance. Engineering biosynthetic pathways in microbial hosts enables efficient, cost-effective production of non-natural analogues — compounds structurally related to natural products but not necessarily derived through direct chemical modification. In this review, we highlight recent work on the in vivo production of novel natural product analogues, with an emphasis on combinatorial and precursor-directed biosynthesis, enzyme engineering, and retrobiosynthesis. We anticipate that further developments in artificial intelligence, particularly the use of machine learning models to understand enzymatic transformations and predict novel reactions, will significantly accelerate this field and drive forward its importance in drug discovery and related research.
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retrosynthesis

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February 21, 1:33 PM
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A nutrient bottleneck controls antibiotic efficacy in structured bacterial populations | Ncm

A nutrient bottleneck controls antibiotic efficacy in structured bacterial populations | Ncm | RMH | Scoop.it

Antibiotic resistance is a growing global health threat. Although antibiotic activity is well studied in homogeneous liquid cultures, many infections are caused by spatially structured multicellular populations where consumption of scarce nutrients establishes strong spatial variations in their abundance. These nutrient variations have long been hypothesized to help bacterial populations tolerate antibiotics, since liquid culture studies link antibiotic tolerance to metabolic activity, and thus, local nutrient availability. Here, we test this hypothesis by visualizing cell death in structured E. coli populations exposed to select nutrients and antibiotics. We find that nutrient availability acts as a bottleneck to antibiotic killing, causing death to propagate through the population as a traveling front. By integrating our measurements with biophysical theory and simulations, we establish quantitative principles that explain how collective nutrient consumption can limit the progression of this “death front,” protecting a population from a nominally deadly antibiotic dose. While increasing nutrient supply can overcome this bottleneck, in some cases, excess nutrient unexpectedly promotes the regrowth of resistant cells. Altogether, this work provides a key step toward predicting and controlling antibiotic treatment of spatially structured bacterial populations, yielding biophysical insights into collective behavior and guiding strategies for effective antibiotic stewardship. In this work, authors provide evidence that bacteria in spatially structured populations protect each other from antibiotics through collective nutrient consumption, creating ‘death fronts’ that sweep through the colony– explaining why infections often survive treatments that work in lab tests.

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2st, tool, 

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