RMH
52.7K views | +110 today
Follow
 
Scooped by mhryu@live.com
onto RMH
March 2, 11:03 PM
Scoop.it!

Molecular Design with Artificial Intelligence: Progress and Perspectives for Small Molecules | chem rev

Molecular Design with Artificial Intelligence: Progress and Perspectives for Small Molecules | chem rev | RMH | Scoop.it

Progress in chemistry has been driven by the streamlining of inverse problem-solving methods. In the history of chemistry, several revolutionary technologies have led to leaps forward: the establishment of atomistic theory in the 19th century, structural analysis by spectroscopy in the 20th century, and the development of simulation by theoretical chemistry. Currently, chemistry is about to make a significant leap forward by integrating generative artificial intelligence (AI). In 2016, deep learning techniques were introduced in this domain, leading to explosive development. This paper reviews the development path, including traditional models such as variational autoencoders and more up-to-date models such as large language models and diffusion models. We also discuss how AI can have a real impact on chemistry, including the possibilities and problems associated with synthesizing AI-generated molecules.

No comment yet.
RMH
Your new post is loading...
Scooped by mhryu@live.com
Today, 2:01 AM
Scoop.it!

Microbial Polymers and Living Interfaces: Interplay Between Matter and Microbes | anR

Microbial Polymers and Living Interfaces: Interplay Between Matter and Microbes | anR | RMH | Scoop.it

Polymer design is being reshaped by demands for low-carbon fabrication and bioactive/living function. We trace the bidirectional interface between microbes and polymers. First, we analyze how microbes synthesize polymers like polysaccharides, polyesters, and proteins and how post-synthesis processing (via mechanical and/or chemical treatments) reshapes molecular architecture and mechanical and thermal properties. We compare reported properties, highlight missing metrics, and evaluate sustainability levers including solvent recovery, cradle-to-gate impacts, and biodegradation/biocontainment constraints. Second, we examine how polymers shape the behavior of living organisms in the context of engineered living materials. Design is organized around four axes—regulating adhesion and detachment, sustaining or directing growth for regeneration, imposing spatial organization on consortia, and tuning phenotype—with implementations in drug delivery, carbon capture, antimicrobial screening, and structural composites. Finally, we outline how automation, artificial intelligence–guided experimentation, and robust sustainability metrics can couple performance with responsible deployment.

mhryu@live.com's insight:

elm, 2st, encapsulation

No comment yet.
Scooped by mhryu@live.com
Today, 1:45 AM
Scoop.it!

Reversible surface modifications of functional proteins for accelerated cytosolic delivery via cell-penetrating peptide clusters | Ncm

Reversible surface modifications of functional proteins for accelerated cytosolic delivery via cell-penetrating peptide clusters | Ncm | RMH | Scoop.it

A long-standing goal in biomedical research is to label and manipulate intracellular targets, which could be achieved through the cytosolic delivery of exogenous functional proteins. The development of Tat clusters has advanced the nontoxic intracellular delivery of functional antibodies at low concentrations, but the variety of proteins that can be successfully delivered remains limited. Here, we find that by simply reversibly modifying the surface of functional proteins with anionic peptide patches, various protein cargoes (which are normally difficult to deliver) can be delivered into living cells by synergetic electrostatic interactions with the cationic cell-penetrating peptide clusters TAT3. To demonstrate the applicability of this approach, we successfully deliver functional proteins with widely varying molecular weights (∼1.5 kDa to 430 kDa) and isoelectric points (less than 5 to greater than 9) into the cytosol of cells. By exploiting this method, we also achieve protein delivery in plant tissues, which is more challenging due to the presence of intact plant cell walls. This strategy is further applied for the cytosolic delivery of synthetic protein probes carrying posttranslational modifications (PTMs), which can aid in in situ mapping of the intracellular PTM-mediated interactome. Overall, this strategy is expected to enrich cytosolic protein delivery technology and help to repurpose a wide range of customized and therapeutic proteins for emerging intracellular applications. The development of Tat clusters has advanced the intracellular delivery of functional antibodies at low concentrations, but the variety of proteins that can be successfully delivered remains limited. Here, the authors report that by reversibly modifying the surface of functional proteins with anionic peptides, various protein cargoes (otherwise difficult to deliver) can be delivered into living cells by synergetic electrostatic interactions with the cationic cell-penetrating peptide clusters TAT3.

mhryu@live.com's insight:

3st, 

No comment yet.
Scooped by mhryu@live.com
Today, 12:36 AM
Scoop.it!

Vacidobactin A: An anti-Pseudomonas aeruginosa siderophore | brvm

Vacidobactin A: An anti-Pseudomonas aeruginosa siderophore | brvm | RMH | Scoop.it

Multidrug-resistant (MDR) Pseudomonas aeruginosa poses a significant clinical challenge due to its poorly permeable outer membrane, efflux systems, biofilm formation, and rapid acquisition of resistance genes. The lack of new treatments for P. aeruginosa infections underscores the necessity for innovative therapeutic solutions. Iron uptake is essential for bacterial survival, making it a promising target for the development of new antimicrobials. Iron-chelating siderophores are vital for bacterial iron acquisition, important agents for direct antimicrobial action, adjuvants to enhance the effectiveness of currently available antibiotics, and components of prodrugs that facilitate the transport of covalently linked antibiotics into the cell. Here, we report the anti-pseudomonal activity of vacidobactin A, a siderophore produced by the soil bacterium Variovorax paradoxus, identified through a screen of natural product extracts targeting a clinical MDR strain of P. aeruginosa. Vacidobactin A inhibits P. aeruginosa growth by limiting iron availability, particularly in strains that do not produce pyoverdine, their native siderophore. Expression of a TonB-dependent transporter sourced from the vacidobactin producer in a P. aeruginosa pyoverdine and pyochelin-null mutant restored its ability to acquire iron and grow in the presence of vacidobactin. Additionally, vacidobactin A synergized with thiostrepton, which hijacks pyoverdine receptors to enter the cell and inhibit protein synthesis. This study supports the therapeutic potential of targeting P. aeruginosa iron acquisition pathways and leveraging siderophores as adjuvants to enhance the efficacy of existing antimicrobials. These findings, along with recent advancements in siderophore-based research and combination therapies, offer innovative strategies to combat antibiotic-resistant infections.

No comment yet.
Scooped by mhryu@live.com
Today, 12:29 AM
Scoop.it!

Efficient genome editing using CRISPR–Cas9 in reef-building corals | Npc

Efficient genome editing using CRISPR–Cas9 in reef-building corals | Npc | RMH | Scoop.it

Coral reefs are one of the most biodiverse and productive ecosystems on Earth. However, corals are currently under threat from increasing ocean temperatures driven by climate change. Despite the known importance of these fragile ecosystems, our understanding of the molecular mechanisms driving ecologically important traits has been constrained by a lack of genetic tools for functional characterization. To address this limitation, we have developed straightforward and efficient methods to genetically modify corals and study gene function throughout various life history stages using CRISPR–Cas9-based mutagenesis. In this protocol, we first describe how to spawn and collect gametes from the coral Acropora millepora during seasonal spawning events. Next, we describe a method for microinjection of one-cell coral zygotes with CRISPR–Cas9 reagents. We include considerations about effective single-guide RNA design, methods for identifying successfully injected animals, strategies for rearing mutant larvae and juveniles, and methods for the detection and quantification of genomic modifications. This protocol is currently the only way to perform gene editing in corals and takes ~2–4 weeks to complete and has been successfully applied to study genes controlling heat tolerance in coral larvae and skeleton formation in coral juveniles. These technical advances set the foundation for a new field using reverse genetics to study ecologically important traits in corals, such as the establishment of symbiosis and its breakdown upon heat stress. In this protocol, the authors present straightforward and efficient methods to genetically modify corals and study gene function throughout various life-history stages using CRISPR–Cas9-based mutagenesis.

No comment yet.
Scooped by mhryu@live.com
Today, 12:23 AM
Scoop.it!

Linear-time prediction of proteome-scale microbial protein interactions | brvai

Linear-time prediction of proteome-scale microbial protein interactions | brvai | RMH | Scoop.it

Protein-protein interactions (PPIs) underpin biological function, yet proteome-scale interaction prediction remains bottlenecked by the quadratic computational complexity of all-vs-all pairwise comparisons. Here, we present FlashPPI, a contrastive learning framework, grounded in residue-level interactions, that enables linear-time prediction of physical protein interfaces across a microbial proteome. By leveraging a genomic language model that captures cross-protein co-evolutionary signals from metagenomic sequences, FlashPPI aligns interacting partners in a shared latent space. We demonstrate a four-fold performance increase over existing sequence-based methods, while reducing proteome-wide screening time from days to minutes. Crucially, FlashPPI achieves comparable screening performance to state-of-the-art structure-folding models at a fraction of the computational cost. Finally, we integrate FlashPPI into https://seqhub.org/  an interactive web platform that combines predicted networks with functional annotations and genomic context, making proteome-wide network analysis rapid and accessible for microbial discovery.

mhryu@live.com's insight:

hwang y

No comment yet.
Scooped by mhryu@live.com
Today, 12:16 AM
Scoop.it!

A programmable microbial assembly line for plastic upcycling | Nsus

A programmable microbial assembly line for plastic upcycling | Nsus | RMH | Scoop.it

Biological upcycling is a promising strategy for handling end-of-life plastics. However, current practices, which predominantly focus on yielding fixed single outputs, face challenges in meeting diverse and evolving product demands. Here we present a programmable microbial assembly line that enables the efficient and versatile upcycling of plastic waste into various end products. The assembly line involves a deconstruction strain that catabolizes pretreated polyethylene terephthalate into pyruvate, serving as a universal building block, and a set of interchangeable production strains that transform this building block into tailorable outputs. Such a design allows a rapid, combinatorial assembly of microbial strains into diverse biomanufacturing systems. Accordingly, programmable upcycling is achieved, yielding successful production of a wide range of final products, including chemicals, fuels, enzymes, biopolymers and electricity. This work establishes a reconfigurable valorization platform, providing insights into biological treatment of plastic waste as well as into need-driven, sustainable biomanufacturing. Strategies to upcycle plastic waste are critically needed to mitigate their impacts on the environment and public health. Here the authors introduce a programmable, microbial-based platform that converts end-of-life plastics into a suite of high-value products, ranging from fuels to biopolymers.

mhryu@live.com's insight:

ting lu, meng, engineered a Pseudomonas putida strain that catabolizes PET hydrolysate to pyruvate. paired the pyruvate-producing strain with diverse microbial species to establish a reconfigurable assembly line with broad functional potentials. Engineered metabolic pathways of P. putida that convert TPA and EG from PET hydrolysate into pyruvate as a building-block metabolite. TPA degradation was achieved by integrating the TPA operon (blue) into the chromosome, whereas EG degradation was enabled by constitutive expression of the glcDEF operon (green) using the ptac promoter and deletion of the gclR repressor (grey). To direct carbon flux towards pyruvate production, the aceEF genes (grey), which convert pyruvate to acetyl-CoA, were deleted. 

To evaluate the scalability of our platform, we conducted a preliminary technoeconomic analysis using pyruvate as a model product, estimating a production cost of US$5.8 kg−1, which is favourable relative to pharmaceutical-grade and food-grade pyruvate prices

No comment yet.
Scooped by mhryu@live.com
March 2, 11:12 PM
Scoop.it!

Competition and compromise between exogenous probiotics and native microbiota | csys

Competition and compromise between exogenous probiotics and native microbiota | csys | RMH | Scoop.it
Probiotic interventions are effective strategies to modulate the gut microbiome, but how exogenous probiotics compete with native gut microbiota remains elusive. Here, we use a mouse model and a well-documented probiotic, Bifidobacterium animalis subsp. lactis V9 (BV9), to mechanistically investigate its competitive strategies. We perform metagenomic and whole-genome sequencing of stool samples and isolated BV9, longitudinally collected from 24 mice orally administered with BV9 and different diets. Results show that a high-fiber diet most effectively supports the colonization of BV9, where BV9 selectively competes with Parabacteroides distasonis, rather than extensively with other gut bacteria. By comparing the genomic structures of BV9 and P. distasonis isolated during the washout period, we infer their co-evolution mechanisms, highlighting their competition and compromise in utilizing inulin-derived glucose. Finally, our in vitro co-culture experiments validate such competitive dynamics. This study fills a critical gap in our understanding of niche competition in colonization.
No comment yet.
Scooped by mhryu@live.com
March 2, 11:00 PM
Scoop.it!

Bacterial Siderophore Production in Metal-Rich Environments: Underexplored Sources of Siderophores and Insights into Bioremediation | acs

Bacterial Siderophore Production in Metal-Rich Environments: Underexplored Sources of Siderophores and Insights into Bioremediation | acs | RMH | Scoop.it

Siderophores are iron-chelating secondary metabolites that increase the bioavailability of the essential nutrient iron. These molecules have several diverse applications in agriculture, pharmaceuticals, and bioremediation. Their diverse and inherent properties have made them ideal targets for natural product characterization using culture-dependent and culture-independent methods that often combine cell cultivation with genomic analyses. However, despite decades of work characterizing these molecules, there is a dearth of information concerning siderophore biosynthesis in metal-rich environments, such as acid mine drainage sites, volcanic ash, and other sources of metal pollution that are not deficient in iron. This Review focuses on bacterial siderophore biosynthesis, regulation, and transport as well as the roles of these metabolites within metal-rich environments. The effects of noniron metals on siderophore production are discussed in addition to the methods and challenges used to investigate and leverage siderophore biosynthesis for sustainable environmental and agricultural practices. The examples discussed underscore the need for metal-rich environments to be further explored for the identification of novel siderophores and siderophore-producing organisms that can be exploited for human use.

No comment yet.
Scooped by mhryu@live.com
March 2, 10:40 PM
Scoop.it!

Deciphering the metabolic details of L-lysine toxicity in cyanobacteria | pphy

Deciphering the metabolic details of L-lysine toxicity in cyanobacteria | pphy | RMH | Scoop.it

L-lysine (Lys) has been explored as a potential cyanobactericide due to its inhibitory effects on cyanobacterial growth at micromolar concentrations, comparable to many antibiotics. Here, we investigated the early metabolic and physiological responses of the model cyanobacterium Synechocystis sp. PCC 6803 to Lys exposure. Physiological analyses revealed cell enlargement, oxidative stress, and photosynthesis inhibition, leading to growth arrest. Metabolomic profiling indicated disruptions in peptidoglycan biosynthesis, evidenced by the accumulation of L-/D-alanine, meso-diaminopimelate, and D-Ala-D-Ala, suggesting interference with cell wall integrity. Furthermore, levels of energy metabolites and other amino acids, including tyrosine, tryptophan, valine, and iso-/leucine, were significantly altered, implying broader metabolic impacts of Lys toxicity. To explore potential resistance mechanisms, we used a CRISPRi-based genetic screen to identify key genes involved in relieving Lys toxicity. The Bgt permease system, responsible for basic amino acid uptake, was essential for acquiring Lys resistance, as a bgtA mutant exhibited normal growth on elevated Lys concentrations, thereby validating our CRISPRi screen. Additionally, UirR, a DNA-binding response regulator, and genes linked to c-di-AMP signaling, seemed implicated in Lys metabolism. Deletion of the c-di-AMP synthase gene increased Lys sensitivity, supporting a role for c-di-AMP in cell wall homeostasis and osmotic stress regulation. Altogether, our findings explored the early metabolic responses and physiological consequences of Lys exposure in Synechocystis, demonstrating its effects on peptidoglycan biosynthesis, amino acid metabolism, and nucleotide biosynthesis. This, as well as the identification of key genetic factors contributing to Lys resistance, provides insights into cyanobacterial physiology and the potential application of Lys in bloom-control strategies.

mhryu@live.com's insight:

meng

No comment yet.
Scooped by mhryu@live.com
March 2, 6:41 PM
Scoop.it!

Discovery and functional characterization of endoglucanases from Coptotermes formosanus with enhanced cellulose hydrolysis via yeast surface display | aem

Discovery and functional characterization of endoglucanases from Coptotermes formosanus with enhanced cellulose hydrolysis via yeast surface display | aem | RMH | Scoop.it
Microbial cellulose degradation offers a sustainable route to convert agricultural and forestry residues into value-added chemicals. Here, we report the discovery and functional characterization of eight novel endoglucanases (CTEG1 and CTEG3–CTEG9) from a Coptotermes formosanus cDNA library and heterologously expressed in Saccharomyces cerevisiae. Screening of crude extracts and whole-cell fermentations identified CTEG6 as the top performer (≈30 U/mg at 30°C) and the best whole-cell hydrolytic strain (1.51 mg/mL reducing sugar after 72 h). To investigate the basis of activity variation, we quantified EG gene copy number by quantitative PCR (qPCR) and observed strain-to-strain differences in gene dosage. Structural modeling (AlphaFold2) and flexible induced-fit docking with a carboxymethyl cellulose sodium (CMC-Na) fragment implicated residues A11, D251, and S258 in substrate binding; targeted mutagenesis of these sites (CTEG10: A11S/D251N/S258G) reduced hydrogen-bonding in silico and substantially lowered hydrolytic activity both in vitro and in 72-h fermentations. Under optimized conditions (30°C, pH 6.0), the CTEG6 strain efficiently hydrolyzed CMC-Na, microcrystalline cellulose (MCC), and natural cellulose from corncob powder. Together, these results identify CTEG6 as a promising biocatalyst and provide a theoretical basis for rational enzyme optimization toward scalable biomass conversion.
mhryu@live.com's insight:

S. cerevisiae surface-display systems typically use either agglutinin or flocculin proteins as the fusion partners to anchor heterologous enzymes to the cell wall. Flocculin FLO8 contains an N-terminal flocculation domain that binds cell-wall glycoproteins and a C-terminal GPI anchor region that tethers it to the membrane and cell wall. By fusing target enzymes to Flo8, researchers have stably displayed various cellulolytic proteins on the yeast surface using the flocculin system 

No comment yet.
Scooped by mhryu@live.com
March 2, 6:12 PM
Scoop.it!

Stress-induced iron-sulfur cluster damage as a conserved trigger of the bacterial stringent response | Ncm

Stress-induced iron-sulfur cluster damage as a conserved trigger of the bacterial stringent response | Ncm | RMH | Scoop.it

Pathogenic bacteria rely on the stringent response to adapt to hostile environments encountered within the host. However, the mechanisms by which host-induced stress activates this response remain poorly understood. Here, we identify iron-sulfur (Fe-S) cluster damage as a conserved trigger of the stringent response in major Gram-negative pathogens, including Salmonella enterica, Enterobacter cloacae, and Klebsiella pneumoniae. We demonstrate that Fe-S cluster disruption—triggered by oxidative stress or metal imbalance—limits intracellular pools of sulfur-containing and branched-chain amino acids, thereby activating the (p)ppGpp synthetase RelA. We further show that during Fe-S cluster stress, (p)ppGpp plays a dual role: enhancing bacterial fitness and promoting virulence by upregulating the Salmonella SPI-2 type III secretion system T3SS. These findings reveal a conserved mechanism by which pathogenic bacteria integrate host-associated stresses into an adaptive transcriptional response that promotes fitness and virulence, highlighting Fe-S cluster integrity as a central hub for environmental sensing during infection. Pathogenic bacteria rely on the stringent response to adapt to environments within the host. Here, Michaud et al. show that iron-sulfur cluster damage acts as a conserved signal that triggers the stringent response.

mhryu@live.com's insight:

1str, fe-s cluster methods, Mn toxicity stems from its ability to outcompete Fe for binding sites on proteins that cannot use Mn as a cofactor. For instance, Mn excess has been shown to interfere with heme synthesis, leading to depletion of cytochrome oxidase activity and ultimately to the failure of aerobic respiration. Beyond heme synthesis, we reasoned that Mn might also directly interfere with Fe-S cluster-containing proteins. To explore this hypothesis, we performed aconitase assays, as aconitase activity depends on a functional Fe–S cluster

No comment yet.
Scooped by mhryu@live.com
March 2, 4:39 PM
Scoop.it!

Genetic Markers Remain Detectable in Genetically Engineered Microbes Biocontained with a CRISPR Kill Switch | acs

Genetic Markers Remain Detectable in Genetically Engineered Microbes Biocontained with a CRISPR Kill Switch | acs | RMH | Scoop.it

Biocontainment strategies, such as kill switches, have been developed to avoid the unintended proliferation of genetically engineered microbes (GEMs) intended for open-release environmental applications. However, the presence of GEM DNA after successful biocontainment presents new environmental risks and challenges for monitoring. In this study, we investigated whether biocontainment using a CRISPR-Cas9 kill switch, which causes double-strand breaks in target genes essential for GEM growth, could resolve this challenge in a model E. coli GEM. Surprisingly, the escape rates of the GEM as determined by CRISPR-targeted gene abundances were as high as 10–1.6 to 10–1.0 in LB media, despite the escape rates measured by colony forming units (cfu) being only 10–6.2 under the same condition. This discrepancy suggested that the CRISPR-Cas9 kill switch prevents colony growth while still leaving a large fraction of target genes intact for detection by molecular methods. Within 1 h after biocontainment, these target genes remained predominantly inside an intact cell membrane and were resistant to degradation by DNase, though degradation was observed in river water over multiple days. Overall, a detailed understanding of the impact of the biocontainment mechanism on both the GEM and its DNA is needed to minimize unintended environmental risks.

mhryu@live.com's insight:

1str, quantified differences between apparent escape rates measured by gene abundance using qPCR and escape rates measured using conventional culture-based techniques. We specifically designed qPCR primers that bracket the locations on the E. coli genome targeted for cleavage by Cas9, which creates DSBs in the target genes that would prevent amplification during qPCR. 

No comment yet.
Scooped by mhryu@live.com
March 2, 2:28 PM
Scoop.it!

Fast response of satellite fluorescence-derived plant physiology to drought stress | Ncm

Fast response of satellite fluorescence-derived plant physiology to drought stress | Ncm | RMH | Scoop.it

The differences in response times between vegetation physiology and vegetation structure to water stress at the global scale remain unclear. Here, we integrate solar-induced chlorophyll fluorescence satellite observations, optical remote sensing indices, and hydrometeorological data to globally disentangle the sequence and related factors of vegetation physiological and structural responses to drought. We isolated fluorescence efficiency by normalizing solar-induced chlorophyll fluorescence by absorbed photosynthetically active radiation; We show that fluorescence efficiency is a robust proxy for ecosystem-level vegetation physiology and responds to drought within ~3 days, while structural changes emerge after ~12 days. The contrast in timing is clearest in humid regions, owing to the sustained soil moisture availability during the initial stage of drought. Physiological responses are more temporally aligned with changes in vapor pressure deficit, whereas structural changes coincide more with soil moisture dynamics, reflecting differing patterns of association under increasing drought stress. These findings advance mechanistic understanding of vegetation drought responses across the continuum from physiological to structural processes. Satellite solar-induced fluorescence uncovers subtle leaf processes. This study suggests that it reveals rapid drought responses that precede structural changes and are not captured by other satellite products, showcasing its value for ecosystem and climate research.

mhryu@live.com's insight:

solar-induced fluorescence (SIF) satellite observations provide new opportunities to study global physiological responses to drought. SIF is the release of energy in the form of radiation when excited chlorophyll molecules return to their ground state after absorbing sunlight. Closely associated with key physiological processes related to plant photosynthesis, SIF serves as a comprehensive proxy for vegetation physiology by capturing the dynamics of energy partitioning within the photosynthetic apparatus

No comment yet.
Scooped by mhryu@live.com
Today, 1:56 AM
Scoop.it!

Pseudomonas aeruginosa Relies on a Phosphoketolase to Support Anaerobic Survival Under Reductive Stress | mmb

Pseudomonas aeruginosa Relies on a Phosphoketolase to Support Anaerobic Survival Under Reductive Stress | mmb | RMH | Scoop.it

Across diverse contexts, bacteria experience loss of electron acceptors due to fluctuating environmental conditions, leading to growth-arrest and reductive stress. Yet, microbial metabolism has been primarily studied with cells growing under nutrient-replete conditions. To study how cells preserve metabolic flux under reductively stressed growth-arrest, we explored how the opportunistic pathogen Pseudomonas aeruginosa remodels its metabolism under such conditions. During anaerobic survival on glucose, P. aeruginosa utilizes the upper Embden-Meyerhoff-Parnas pathway and pentose-phosphate pathway to generate metabolite precursors for a previously undescribed phosphoketolase (herein termed xfp) used to produce acetyl-P and indirectly ATP via subsequent acetate formation. This re-routing bypasses P. aeruginosa's canonical glucose-catabolizing Entner-Doudoroff pathway (EDP), allowing for metabolic flux without exacerbating reductive stress. Moreover, anaerobic survival on diverse carbon sources triggers purine degradation and metabolite accumulation, requiring xfp to maintain metabolic balance and viability. Thus, our data suggest that phosphoketolases may play an additional role in ribonucleotide balance. This study expands our understanding of P. aeruginosa's anaerobic survival strategies and serves as a reminder that large gaps remain in our understanding of growth arrest physiology even in well-studied model organisms, highlighting the potential for basic discovery in the realm of non-growth metabolism.

mhryu@live.com's insight:

newman dk

No comment yet.
Scooped by mhryu@live.com
Today, 12:40 AM
Scoop.it!

High Diversity Gene Libraries Facilitate Machine Learning Guided Exploration of Fluorescent Protein Sequence Space | brvai

High Diversity Gene Libraries Facilitate Machine Learning Guided Exploration of Fluorescent Protein Sequence Space | brvai | RMH | Scoop.it

While protein language models (PLMs) have shown great promise for protein design, their performance is fundamentally constrained by the diversity and completeness of available training data. In particular, PLMs often struggle to extrapolate to sequences that fall outside the distribution spanned by their training sets, limiting their ability to discover proteins in sparsely sampled regions of sequence space. Here we test the hypothesis that experimentally expanding training diversity can convert extrapolation into interpolation and thereby enable discovery of functional sequences beyond natural protein manifolds. Using large-scale gene synthesis and DNA shuffling, we generate libraries that span a broad region of fluorescent protein sequence space and create chimeric variants that bridge between distant homologs. Functional screening for blue fluorescence yields thousands of active variants distributed across diverse sequence lineages. Fine-tuning ProtGPT2 on this expanded dataset enables generation of diverse fluorescent proteins, including designs that extend beyond the regions occupied by known natural sequences while retaining function. This work illustrates how synthetic approaches can help address key limitations in machine learning-guided protein design, especially for small or sparsely populated protein families, by actively creating novel sequences across unexplored but functional regions of sequence space.

mhryu@live.com's insight:

2st, design fluorescence protein using ai

No comment yet.
Scooped by mhryu@live.com
Today, 12:33 AM
Scoop.it!

Explainable AI for end-to-end pathogen target discovery and molecular design | brvai

Explainable AI for end-to-end pathogen target discovery and molecular design | brvai | RMH | Scoop.it

Drug discovery is often constrained by target identification, a bottleneck especially acute in antimicrobial development and the fight against emerging fungicide resistance. We present APEX (Attention-based Protein EXplainer), an explainable AI framework for cross-species, proteome-scale target discovery and pocket-guided molecular design. APEX combines ESM-2 evolutionary embeddings, graph attention networks, and a multilayer perceptron to train pathogen-specific essentiality and virulence predictors (APEX-Tar) alonsgside a universal druggability model (APEX-Drug). Attention maps and GNNExplainer-derived subgraphs highlight residues and pockets driving predictions, enabling direct conditioning of structure-based diffusion models for inhibitor generation. APEX-Tar recovers known fungal targets (endopolygalacturonase 1, Hog1 MAPK) and proposes new candidates, including fungal GmrSD and bacterial YadV. APEX-Drug recapitulates established fungicide sites (β-tubulin, cytochrome b), guides putative inhibitor design for GmrSD, and identifies in YadV a previously undescribed pocket distinct from known pilicide sites. Together, APEX offers a kingdom-agnostic pipeline for explainable target prioritization and guided molecular design.

No comment yet.
Scooped by mhryu@live.com
Today, 12:27 AM
Scoop.it!

Engineering non-ribosomal peptide synthesis: tuning the antibiotics engine of the microbial world | crb

Engineering non-ribosomal peptide synthesis: tuning the antibiotics engine of the microbial world | crb | RMH | Scoop.it

Non-Ribosomal Peptide Synthetases NRPS produce chemically diverse peptides in nature, many of which have antimicrobial properties, providing an opportunity to use synthetic biology to fine tune them for pharmaceutical applications. Major challenges remain with total and semi-synthesis of these complex peptides with specific bioengineering methodologies being developed to increase low yields and enhance bioactivity. Here we review major advances in engineering non-ribosomal peptides with a focus on improvements made to achieve better yield and bioactivity. This can be achieved through: engineering precursor metabolites, altering metabolic flux, introducing strong promoters and regulators, and redirecting metabolism to biosynthetic gene clusters which can then be expressed natively or heterologously. We also review glycopeptide antibiotics as a promising opportunity for engineering through synthetic biology for the biosynthesis of novel non-ribosomal peptides.

No comment yet.
Scooped by mhryu@live.com
Today, 12:18 AM
Scoop.it!

Synthetic biology for heterologous expression and engineering of fungal polyketide synthases | Npr

Synthetic biology for heterologous expression and engineering of fungal polyketide synthases | Npr | RMH | Scoop.it

Polyketide synthases (PKSs) are essential enzymatic systems that produce a wide range of natural products. Their biosynthetic features offer significant opportunities to create a broad range of polyketides for pharmaceutical, agricultural, and biotechnology applications. In this highlight article, we provide a brief overview of key aspects of PKS biosynthesis, their classification in bacteria and fungi, and the evolutionary mechanisms driving their diversification. After outlining the fundamentals of PKSs, we discuss two key design principles for fungal PKS engineering: host selection and engineering strategies. For host selection, we revisit the state of the art in heterologous expression in yeast and filamentous fungi. We then explore strategies for modifying fungal PKS activity through starter unit selection, point mutations, and domain swaps. Finally, we offer perspectives on future directions for fungal PKS engineering, highlighting the importance of exploring new hosts and integrating advanced computational tools.

mhryu@live.com's insight:

keasling

No comment yet.
Scooped by mhryu@live.com
March 2, 11:25 PM
Scoop.it!

Epistasis and co-adaptation in bacterial genome evolution | Nrg

Epistasis and co-adaptation in bacterial genome evolution | Nrg | RMH | Scoop.it

Precise genotype–phenotype mapping is essential in applied microbiology, from engineering genetically modified strains to developing tailored strategies for antimicrobial therapies. Comparative genomics often treats genes as independent contributors to phenotypes, and gene knockout and complementation remain the gold standard to validate genotype–phenotype associations in microorganisms. However, genes do not act in isolation, and complex gene–gene interactions, that is, epistatic interactions, are essential for the evolution and function of bacterial genomes. Recent advances in high-throughput genomics and experimental techniques have enabled systematic screens of epistasis in bacteria at scale, revealing mechanisms underlying epistasis and co-adaptation in laboratory and wild populations. Here we review how microbial genomics is moving beyond gene-centric models towards integrated analyses of potentiating, compensatory and context-dependent variation. The timely incorporation of interaction-based perspectives into population-scale analyses will improve genotype–phenotype mapping and the understanding of the complex traits that shape the microbial world. Bacterial genome evolution is shaped by epistasis, which can constrain or promote specific evolutionary paths. The authors review how integrating the effects of epistatic interactions into population-scale analyses can improve genotype–phenotype mapping and provide a deeper understanding of the complex traits that shape the microbial world.

No comment yet.
Scooped by mhryu@live.com
March 2, 11:03 PM
Scoop.it!

Molecular Design with Artificial Intelligence: Progress and Perspectives for Small Molecules | chem rev

Molecular Design with Artificial Intelligence: Progress and Perspectives for Small Molecules | chem rev | RMH | Scoop.it

Progress in chemistry has been driven by the streamlining of inverse problem-solving methods. In the history of chemistry, several revolutionary technologies have led to leaps forward: the establishment of atomistic theory in the 19th century, structural analysis by spectroscopy in the 20th century, and the development of simulation by theoretical chemistry. Currently, chemistry is about to make a significant leap forward by integrating generative artificial intelligence (AI). In 2016, deep learning techniques were introduced in this domain, leading to explosive development. This paper reviews the development path, including traditional models such as variational autoencoders and more up-to-date models such as large language models and diffusion models. We also discuss how AI can have a real impact on chemistry, including the possibilities and problems associated with synthesizing AI-generated molecules.

No comment yet.
Scooped by mhryu@live.com
March 2, 10:44 PM
Scoop.it!

Raw signal segmentation for estimating RNA modification from Nanopore direct RNA sequencing data | eLife

Raw signal segmentation for estimating RNA modification from Nanopore direct RNA sequencing data | eLife | RMH | Scoop.it

Estimating RNA modifications from Nanopore direct RNA sequencing data is a critical task for the RNA research community. However, current computational methods often fail to deliver satisfactory results due to inaccurate segmentation of the raw signal. We have developed a new method, SegPore, which leverages a molecular jiggling translocation hypothesis to improve raw signal segmentation. SegPore is a pure white-box model with enhanced interpretability, significantly reducing structured noise in the raw signal. We demonstrate that SegPore outperforms state-of-the-art methods, such as Nanopolish and Tombo, in raw signal segmentation across three large benchmark datasets. Moreover, the improved signal segmentation achieved by SegPore enables SegPore+m6Anet to deliver state-of-the-art performance in site-level m6A identification. Additionally, SegPore surpasses baseline methods like CHEUI in single-molecule level m6A identification.

No comment yet.
Scooped by mhryu@live.com
March 2, 6:45 PM
Scoop.it!

AssiST: convolutional neural network for analysis of antibiotic susceptibility testing | bft

AssiST: convolutional neural network for analysis of antibiotic susceptibility testing | bft | RMH | Scoop.it

Antibiotic susceptibility testing (AST) is routinely used to evaluate microbial responses to antimicrobials. We present AssiST, a convolutional neural network (CNN) pipeline that classifies microbial growth in scanned 96-well broth microdilution plates to infer drug susceptibility at scale. AssiST accommodates diverse growth morphologies and supports a user-configurable mapping from phenotype to susceptibility calls, enabling flexible use across microorganism species, media types, and drugs. AssiST allows labs to convert flatbed-scanner images into reproducible drug sensitivity readouts with a standard personal computer.

mhryu@live.com's insight:

1str

No comment yet.
Scooped by mhryu@live.com
March 2, 6:32 PM
Scoop.it!

Bioengineered ROS-tolerant probiotic reshapes gut microbiota-host axis to ameliorate type 2 diabetes in male mice | Ncm

Bioengineered ROS-tolerant probiotic reshapes gut microbiota-host axis to ameliorate type 2 diabetes in male mice | Ncm | RMH | Scoop.it

The pandemic-scale progression of type 2 diabetes mellitus (T2DM) necessitates innovative interventions targeting the pathogenic triad of insulin resistance, dysregulation of lipid metabolism, and gut microbiome dysbiosis. Here, we report a synthetically bioengineered probiotic consortium (REcN-F/Ca) developed through directed metabolic adaptations of E. coli Nissle 1917 (EcN) under iterative hydrogen peroxide selection, subsequently functionalized with fructooligosaccharide-calcium carbonate composites. REcN-F/Ca exhibits enhanced reactive oxygen species tolerance through upregulated antioxidant enzymes and hydrogen sulfide-mediated redox balancing, alongside improved gastrointestinal survivability. In high-fat diet-induced obese male mice, REcN-F/Ca restores gut microbiota diversity, enriches butyrogenic taxa (Lachnospiraceae and Blautia), and rescues short-chain fatty acids depletion. Transcriptomic profiling reveals PPAR signaling activation, driving lipid metabolism and suppressing adipose inflammation. These effects translate to systemic metabolic improvements with attenuated weight gain (−25.4%), restored glucose homeostasis, and reduced insulin resistance (HOMA-IR: −73.2%) in the obesity and T2DM murine model. Our findings establish REcN-F/Ca as a synthetically engineered probiotic that simultaneously corrects intestinal ecological perturbations and reverses host metabolic dysfunction, proposing a paradigm for metabolic syndrome management. Novel treatments are needed for type 2 diabetes mellitus which target insulin resistance, lipid metabolism dysregulation, and gut microbiome dysbiosis. Here the authors engineered a probiotic to tolerate oxidative stress, an alleviate type 2 diabetes in mice by activating host metabolic pathways.

mhryu@live.com's insight:

2st, encapsulation, fructooligosaccharides FOS has a shorter chain length than inulin, making it potentially more readily fermentable by a broader range of beneficial bacteria. Unlike some encapsulation polymeric materials (e.g., chitosan, alginate) that may require complex synthesis or raise biocompatibility concerns, CaCO3 is a FDA–approved antacid.

No comment yet.
Scooped by mhryu@live.com
March 2, 4:41 PM
Scoop.it!

Mesospace domain orchestrates microbial consortia by β-barrel porin modulation and local molecule enrichment for wastewater treatment | Nwtr

Mesospace domain orchestrates microbial consortia by β-barrel porin modulation and local molecule enrichment for wastewater treatment | Nwtr | RMH | Scoop.it

Microbial consortia hold immense promise for wastewater treatment by harnessing metabolite exchange-based interspecies interactions to drive energy and matter flow. Yet, challenges in the coordinated modulation of transmembrane transport proteins and extracellular metabolite distribution limit cross-species interactions within consortia. Here we propose a mesospace-domain regulation strategy that leverages hydrogel-assembled mesoscale habitats to precisely modulate β-barrel membrane porins and locally enrich cross-fed molecules, thus remodelling interspecific cooperative metabolism for efficient wastewater treatment. Confining a carefully designed microbiota within mesospace enhances organic wastewater treatment for hexanoate production, achieving a 307.2% higher yield than unconfined systems. This improvement is attributed to mesospace-governed porin regulation and exometabolite enrichment, which reprogram interbacterial interactions from unidirectional electron transfer to bidirectional multimetabolite cross-feeding. This regulatory strategy is also applicable to other wastewater treatment systems, markedly enhancing succinic acid production, denitrification of low carbon-to-nitrogen ratio wastewater and removal of emerging contaminants. These findings illuminate how the mesospace domain orchestrates microbiota metabolism to boost bioconversion efficiency and selectivity for sustainable wastewater management. Microbial consortia offer a promising route for sustainable wastewater treatment but are often constrained by inefficient interspecies metabolic interactions. This study shows that hydrogel-defined mesospace confinement enhances interspecies cross-feeding by regulating transmembrane transport and metabolite retention, improving pathway selectivity and treatment efficiency.

mhryu@live.com's insight:

crossfeed, 3st, two functional bacterial species that cooperatively treat wastewater for high-value carboxylic acid synthesis—was confined within 10–40 µm-diameter hydrogel chambers. viscosity alginate, CaCl2 and NaCl (Sigma-Aldrich) solutions were prepared separately in Milli-Q water, sparged with N2 gas for 30 min and autoclaved at 121 °C for 20 min to ensure sterility. A washed bacterial culture at the late logarithmic growth phase was collected to a volume of 1 ml with the desired concentration as determined by OD600 measurements. The bacterial suspension was then mixed at a 1:1 volume ratio with a sterilized alginate solution to obtain a final alginate concentration of 1.5 wt%. This strain–alginate premix was loaded into a 10-ml syringe with an inner diameter of 0.7 mm and disposed into 100 mM CaCl2 anoxic solution (an ionic crosslinker) to form mesoscale hydrogel beads, that is, microorganism-laden mesoscopic hydrogels. 

in the presence of AI-2, OmpF allowed serine transmembrane translocation with a 2.2-fold increase in efficiency compared with the control. AI-2 exposure was associated with porin regulation, potentially lowering the energetic barrier for metabolite translocation across the cell membrane.

No comment yet.
Scooped by mhryu@live.com
March 2, 4:30 PM
Scoop.it!

New Insights into the Detoxification of Chromium(VI) from Contaminated Soils by Human Intestinal Microbiota | acs

New Insights into the Detoxification of Chromium(VI) from Contaminated Soils by Human Intestinal Microbiota | acs | RMH | Scoop.it

Accidental ingestion of contaminated soil is one of the major routes of human exposure to heavy metals, with proven adverse effects on gastrointestinal health. However, the effects with transformation of heavy metals in soil in the gastrointestinal phase remain poorly understood. Here, we investigated the bioaccessibility and conversion of Cr(VI) in two contaminated soils with different properties during the intestinal phase. The high- and low-Cr-contaminated soils showed 42% and 64% bioaccessibility of Cr in the small intestinal phase, respectively, followed by substantial reduction and detoxification of Cr(VI) from small intestinal to colonic phase. In the colonic liquid phase, nearly all Cr was present as reduced Cr(III) for the low-Cr soil, whereas Cr(III) accounted for more than 50% of dissolved Cr for the high-Cr soil. Such transformation was primarily microbiota-driven, with key genera including Phascolarctobacterium, Enterobacter, Lachnoclostridium, and Parasutterella. Functional analysis suggested that the tricarboxylic acid cycle and riboflavin metabolism provided electron-donating capacity that promoted Cr(VI) reduction. In parallel, Fe(II) generation supported a secondary Fe(III)/Fe(II)-associated indirect contribution. The PLS–PM modeling further indicated that direct microbial reduction is the major Cr(VI) detoxification route compared with Fe mediated pathways. Our findings show that the intestinal microbiota could induce reduction and detoxification of soil Cr(VI), offering new insights into how heavy metals can be detoxified from contaminated soils after accidental ingestion.

No comment yet.