Recombinant Bacillus subtilis Uncharacterized protein yrhK (yrhK)

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Description

Expression and Purification

YrhK is produced using an E. coli in vitro expression system, yielding soluble or membrane-bound forms depending on experimental conditions . Key parameters for its production include:

ParameterSpecification
Host SystemE. coli (optimized for transmembrane protein expression)
Purity>80% (SDS-PAGE verified)
Storage-20°C (short-term); -80°C (long-term) in PBS buffer
Endotoxin Levels<1.0 EU/μg (LAL method)

The use of E. coli as a host leverages its scalability, though B. subtilis itself is more commonly employed for secretory proteins due to its GRAS status and efficient secretion pathways .

Functional and Applied Research

While direct functional studies on YrhK are absent, its classification as a transmembrane protein aligns with roles observed in homologous B. subtilis systems:

  • Membrane Transport: Similar uncharacterized proteins in B. subtilis participate in antibiotic resistance or metabolite transport .

  • Stress Response: Membrane proteins often regulate osmotic stress or secretion systems, as seen in B. subtilis HtrA protease studies .

Challenges and Future Directions

Current limitations in YrhK research include:

  • Functional Annotation: No knockout or overexpression studies to elucidate its biological role .

  • Optimization: E. coli-based expression may misfold transmembrane domains; switching to B. subtilis secretory systems could improve yield and stability .

  • Applications: Potential uses in industrial enzymology or synthetic biology remain unexplored .

Comparative Context in B. subtilis Recombinant Systems

B. subtilis is a preferred host for recombinant proteins due to:

FeatureAdvantage
Secretion EfficiencyNative secretion pathways reduce downstream processing costs
Regulatory StatusGRAS/QPS certifications enable biomedical applications
Genetic ToolsCRISPR-Cas9 editing and promoter engineering enhance yields

While YrhK is currently produced in E. coli, transitioning to B. subtilis could align with industry trends favoring endotoxin-free systems .

Product Specs

Form
Supplied as a lyophilized powder.
Note: While we prioritize shipping the format currently in stock, please specify your preferred format in order notes for customized preparation.
Lead Time
Delivery times vary depending on the purchase method and location. Please contact your local distributor for precise delivery estimates.
Note: All proteins are shipped with standard blue ice packs. Dry ice shipping requires prior arrangement and incurs additional charges.
Notes
Avoid repeated freeze-thaw cycles. Store working aliquots at 4°C for up to one week.
Reconstitution
Centrifuge the vial briefly before opening to collect the contents. Reconstitute the protein in sterile deionized water to a concentration of 0.1-1.0 mg/mL. For long-term storage, we recommend adding 5-50% glycerol (final concentration) and aliquoting at -20°C/-80°C. Our standard glycerol concentration is 50% and can serve as a guideline.
Shelf Life
Shelf life depends on various factors including storage conditions, buffer composition, temperature, and protein stability. Generally, liquid formulations have a 6-month shelf life at -20°C/-80°C, while lyophilized forms have a 12-month shelf life at -20°C/-80°C.
Storage Condition
Upon receipt, store at -20°C/-80°C. Aliquot for multiple uses. Avoid repeated freeze-thaw cycles.
Tag Info
Tag type is determined during the manufacturing process.
The tag type will be determined during production. If you require a specific tag, please inform us, and we will prioritize its development.
Synonyms
yrhK; BSU27150; Uncharacterized protein YrhK
Buffer Before Lyophilization
Tris/PBS-based buffer, 6% Trehalose.
Datasheet
Please contact us to get it.
Expression Region
1-96
Protein Length
full length protein
Species
Bacillus subtilis (strain 168)
Target Names
yrhK
Target Protein Sequence
MKGNEEHDIQKELKRYELFFKKRYKVLYTVNDFIIGAMFLVGSFFFFYDRLMSAGIWLFA IGSLLLLIRPTIRLIHDFHYRKHVEQQFKHQSSTDD
Uniprot No.

Target Background

Database Links
Subcellular Location
Cell membrane; Multi-pass membrane protein.

Q&A

What is Recombinant Bacillus subtilis Uncharacterized protein yrhK?

Recombinant Bacillus subtilis Uncharacterized protein yrhK (yrhK) is a small protein consisting of 96 amino acids that has not yet been functionally characterized in detail. The protein is identified in the UniProt database with ID O05401 and is also known as BSU27150. The full-length protein can be recombinantly expressed with an N-terminal His-tag in E. coli expression systems, allowing for purification and subsequent experimental analyses. The protein is derived from the Bacillus subtilis genome, a well-studied gram-positive bacterium frequently used as a model organism for genetic and molecular studies .

What is the amino acid sequence of yrhK protein?

The amino acid sequence of the full-length yrhK protein (1-96 aa) is:
MKGNEEHDIQKELKRYELFFKKRYKVLYTVNDFIIGAMFLVGSFFFFYDRLMSAGIWLFAIGSLLLLIRPTIRLIHDFHYRKHVEQQFKHQSSTDD

Analysis of this sequence suggests that yrhK likely contains membrane-spanning domains based on the presence of hydrophobic amino acid stretches (e.g., FIIGAMFLVGS, WLFAIGSLLLLIR). The sequence also contains charged residues at both the N-terminal and C-terminal regions, which may be important for protein-protein interactions or localization within the bacterial cell .

What are the standard storage and reconstitution protocols for recombinant yrhK protein?

Recombinant yrhK protein is typically supplied as a lyophilized powder and requires specific handling for optimal experimental use. The recommended storage protocol includes:

  • Store the lyophilized protein at -20°C/-80°C upon receipt

  • Aliquot the reconstituted protein to avoid repeated freeze-thaw cycles

  • Working aliquots can be stored at 4°C for up to one week

  • Long-term storage requires 5-50% glycerol (optimally 50%) as a cryoprotectant

For reconstitution:

  • Briefly centrifuge the vial before opening to collect the contents at the bottom

  • Reconstitute in deionized sterile water to a concentration of 0.1-1.0 mg/mL

  • Add glycerol to a final concentration of 5-50% for long-term storage

  • The storage buffer typically consists of Tris/PBS-based buffer with 6% Trehalose, pH 8.0

How is yrhK protein typically purified for research applications?

The recombinant yrhK protein is typically expressed in E. coli with an N-terminal His-tag, which facilitates purification through affinity chromatography. The general purification procedure involves:

  • Expression of His-tagged yrhK in E. coli expression systems

  • Cell lysis under native or denaturing conditions depending on protein solubility

  • Affinity purification using nickel or cobalt resin that binds the His-tag

  • Washing steps to remove non-specifically bound proteins

  • Elution with imidazole buffer

  • Further purification may include size exclusion chromatography or ion exchange chromatography

The final product typically yields greater than 90% purity as determined by SDS-PAGE analysis, making it suitable for various biochemical and structural studies .

What experimental approaches are recommended for studying the function of uncharacterized proteins like yrhK?

Studying uncharacterized proteins like yrhK requires a multi-faceted approach:

  • Computational prediction and structural analysis:

    • Sequence homology searches against characterized proteins

    • Secondary and tertiary structure prediction

    • Identification of conserved domains or motifs

    • Molecular modeling to predict potential binding partners

  • Expression analysis:

    • Quantitative PCR to determine expression patterns under different conditions

    • Promoter analysis to identify regulatory elements

    • RNA-seq to identify co-expressed genes in the same operon or regulon

  • Protein localization:

    • GFP fusion constructs to determine subcellular localization

    • Membrane fractionation studies, particularly relevant given yrhK's hydrophobic segments

    • Immunofluorescence microscopy with specific antibodies

  • Interaction studies:

    • Yeast two-hybrid or bacterial two-hybrid screening

    • Co-immunoprecipitation with potential interacting partners

    • Crosslinking studies followed by mass spectrometry

  • Functional genomics:

    • Gene knockout or knockdown studies using CRISPR-Cas9 or other genetic tools

    • Phenotypic analyses under various stress conditions (e.g., high salinity as mentioned in search result )

    • Comparative analyses with related uncharacterized proteins

How can researchers effectively design experiments to study yrhK's potential role in B. subtilis under stress conditions?

To investigate yrhK's potential role under stress conditions, researchers should consider:

  • Stress-specific expression analysis:

    • Monitor yrhK expression levels under various stressors (osmotic, oxidative, pH, temperature)

    • Use qRT-PCR or luciferase reporter assays to quantify expression changes

    • Compare yrhK expression patterns with known stress-response genes

  • Knockout studies:

    • Create clean deletion mutants of yrhK using standard B. subtilis genetic tools

    • Construct complementation strains to confirm phenotypes

    • Perform growth curve analyses under various stress conditions

    • Analyze knockout strains for alterations in morphology, biofilm formation, or sporulation

  • Combinations with high-throughput approaches:

    • Perform RNA-seq on ΔyrhK strains vs. wild-type under stress conditions

    • Use proteomics to identify changes in protein abundance or post-translational modifications

    • Metabolomics analysis to identify altered metabolic pathways

  • Experimental evolution:

    • Subject wild-type and ΔyrhK strains to long-term evolution under stress conditions

    • Analyze genomic changes that might compensate for yrhK deletion

    • This approach is inspired by the experimental evolution of B. subtilis under high salinity stress described in search result

What methods can be used to determine if yrhK is expressed during sporulation in B. subtilis?

To investigate yrhK expression during sporulation, researchers can employ:

  • Temporal expression analysis:

    • Time-course sampling during sporulation induction

    • qRT-PCR targeting yrhK mRNA at various sporulation stages

    • Western blotting with anti-yrhK antibodies

  • Reporter gene fusions:

    • Transcriptional fusions of yrhK promoter to reporter genes like luciferase

    • Construction of optimized reporter systems as described in search result

    • Microscopy analysis of fluorescent protein fusions during sporulation

  • Sporulation-specific transcription factor dependency:

    • Analysis of yrhK expression in strains lacking sporulation sigma factors (σE, σF, σG, σK)

    • Electrophoretic mobility shift assays (EMSAs) to test binding of sporulation regulators to yrhK promoter

    • ChIP-seq analysis to identify transcription factor binding in vivo

  • Comparative analysis with known sporulation genes:

    • Co-expression analysis with established sporulation markers

    • Investigation of potential operons containing yrhK and known sporulation genes

    • Mutant phenotype analysis during sporulation

How might yrhK relate to the family of small genes under sporulation control in B. subtilis?

The yrhK gene appears to be potentially related to a family of small genes that are under sporulation control in B. subtilis. Research approaches to investigate this relationship include:

  • Comparative genomic analysis:

    • Align sequences of known sporulation-controlled small genes with yrhK

    • Identify shared promoter elements or regulatory motifs

    • Perform phylogenetic analysis to determine evolutionary relationships

  • Regulatory network mapping:

    • Create a transcriptional fusion of the yrhK promoter to reporter genes

    • Test the dependency of yrhK expression on sporulation sigma factors (σE, σK)

    • Determine if yrhK belongs to the family of six structurally similar genes mentioned in search result

  • Functional redundancy testing:

    • Generate single and multiple mutants lacking yrhK and related genes

    • Test sporulation efficiency in these mutants

    • Investigate whether deletion of multiple genes results in sporulation phenotypes similar to those described in search result , where deletion of six structurally similar genes actually improved sporulation efficiency

  • Structural analysis:

    • Determine if yrhK contains structural motifs common to the sporulation-controlled gene family

    • Perform comparative protein modeling

    • Investigate potential shared protein-protein interaction domains

What experimental approaches can elucidate the membrane association properties of yrhK?

Based on the hydrophobic nature of yrhK's amino acid sequence, it likely has membrane association properties. To investigate this:

  • Membrane topology analysis:

    • Create fusion proteins with reporter tags at different positions

    • Use protease accessibility assays to determine which portions are exposed

    • Perform glycosylation mapping to identify lumenal regions

    • Use computational prediction tools (TMHMM, Phobius) to predict transmembrane segments

  • Subcellular fractionation:

    • Separate B. subtilis cellular components (cytoplasm, membrane, cell wall)

    • Use Western blotting to detect native yrhK in different fractions

    • Analyze detergent solubility to determine membrane microdomain association

  • Lipid interaction studies:

    • Perform liposome binding assays with purified yrhK

    • Analyze specific lipid preferences using lipid overlay assays

    • Use fluorescence resonance energy transfer (FRET) to study protein-lipid interactions

  • Structural studies:

    • Circular dichroism to determine secondary structure in different environments

    • NMR analysis of reconstituted yrhK in membrane mimetics

    • Cryo-electron microscopy to visualize membrane insertion

How can researchers investigate potential functional relationships between yrhK and neighboring genes in the B. subtilis genome?

To explore the potential functional relationships between yrhK and neighboring genes:

  • Operon analysis:

    • Perform RT-PCR across intergenic regions to determine if yrhK is co-transcribed with neighboring genes

    • Use Northern blotting to identify transcriptional units

    • Analyze terminator and promoter structures in the genomic region

  • Coordinated expression analysis:

    • Use microarray or RNA-seq data to determine if yrhK and neighboring genes (e.g., yrhJ mentioned in search result ) show coordinated expression

    • Identify conditions under which the genomic neighborhood shows altered expression

  • Protein-protein interaction studies:

    • Perform bacterial two-hybrid or pull-down assays to test direct interactions

    • Use crosslinking mass spectrometry to identify proximal proteins

    • Investigate synthetic genetic interactions through double mutant analysis

  • Regulon mapping:

    • Identify shared regulatory elements in promoters

    • Perform ChIP-seq to identify common transcription factor binding

    • Use comparative genomics to examine conservation of gene neighborhoods across Bacillus species

What bioinformatic approaches might help predict the function of yrhK?

Advanced bioinformatic approaches to predict yrhK function include:

  • Deep homology detection:

    • Position-specific iterative BLAST (PSI-BLAST) to detect distant homologs

    • Hidden Markov Model (HMM) profiles to identify related protein families

    • Structural homology modeling using tools like AlphaFold or RoseTTAFold

  • Genomic context analysis:

    • Examine conserved gene neighborhoods across bacterial species

    • Identify co-occurrence patterns with functionally characterized genes

    • Apply phylogenetic profiling to identify genes with similar evolutionary patterns

  • Network-based approaches:

    • Construct protein-protein interaction networks based on experimental data

    • Use guilt-by-association methods to infer function from network neighbors

    • Apply machine learning algorithms to predict function from multiple data types

  • Structural bioinformatics:

    • Predict binding pockets or active sites

    • Identify potential post-translational modification sites

    • Perform molecular docking simulations with potential ligands

  • Domain and motif analysis:

    • Screen for conserved functional motifs using tools like MEME and GLAM2

    • Predict secondary structure elements and their arrangement

    • Identify potential signal sequences or localization signals

What are the main challenges in studying uncharacterized proteins like yrhK?

Researchers face several significant challenges when investigating uncharacterized proteins like yrhK:

  • Functional redundancy:

    • Multiple proteins may perform similar functions, masking phenotypes in single gene deletions

    • Requires generation of multiple deletion strains

    • Necessitates sophisticated phenotyping approaches to detect subtle effects

  • Condition-specific expression:

    • The protein may only be expressed under specific environmental conditions

    • Requires screening numerous conditions to identify when the protein is active

    • May need specialized equipment to mimic natural conditions

  • Technical limitations:

    • Small proteins like yrhK (96 aa) can be difficult to detect using standard proteomic approaches

    • Membrane proteins present challenges for purification and structural studies

    • Generating specific antibodies against small proteins can be problematic

  • Bioinformatic limitations:

    • Lack of characterized homologs limits computational predictions

    • Ab initio structure prediction remains challenging despite recent advances

    • Function prediction algorithms struggle with novel protein families

  • Integration of disparate data:

    • Combining results from multiple experimental approaches can be complex

    • Requires sophisticated data integration methods

    • May need machine learning approaches to identify patterns

How might research on yrhK contribute to our understanding of bacterial adaptation mechanisms?

Research on yrhK could potentially advance our understanding of bacterial adaptation through:

  • Stress response mechanisms:

    • If yrhK is involved in stress responses, particularly high salinity as suggested in search result , it may reveal novel adaptation mechanisms

    • Could provide insights into how bacteria sense and respond to environmental changes

    • May identify new signaling pathways or regulatory networks

  • Membrane adaptations:

    • As a likely membrane protein, yrhK may participate in membrane remodeling during stress

    • Could reveal mechanisms for maintaining membrane integrity or fluidity

    • May identify novel lipid-protein interactions important for adaptation

  • Sporulation-related processes:

    • If yrhK is related to the family of sporulation-controlled genes mentioned in search result , it could reveal new aspects of sporulation regulation

    • Might identify negative regulators of sporulation efficiency

    • Could provide insights into the balance between vegetative growth and sporulation

  • Horizontal gene transfer implications:

    • As B. subtilis can uptake DNA from the environment, studying yrhK in relation to competence and DNA uptake could reveal adaptation mechanisms

    • May provide insights into the integration of foreign DNA into cellular networks

    • Could help understand the evolutionary benefits and costs of horizontal gene transfer

What experimental design considerations are important when comparing yrhK expression across different conditions?

When designing experiments to compare yrhK expression across different conditions, researchers should consider:

  • Experimental controls:

    • Include positive controls (genes known to respond to the tested conditions)

    • Include negative controls (housekeeping genes with stable expression)

    • Use appropriate normalization methods for qRT-PCR or RNA-seq data

  • Temporal dynamics:

    • Perform time-course experiments to capture transient expression changes

    • Consider both immediate responses and long-term adaptation

    • Account for growth phase-dependent expression patterns

  • Standardization of conditions:

    • Carefully control all environmental parameters

    • Use defined media rather than complex media when possible

    • Standardize inoculum density and growth phase

  • Technical considerations:

    • Use biological and technical replicates (minimum of 3)

    • Calculate statistical power to determine appropriate sample sizes

    • Consider using multiple measurement techniques (e.g., qRT-PCR and reporter fusions)

  • Data analysis approaches:

    • Apply appropriate statistical tests for significance

    • Use multiple testing correction for genome-wide analyses

    • Consider machine learning approaches for complex pattern recognition

What statistical approaches are most appropriate for analyzing yrhK expression data?

When analyzing yrhK expression data, researchers should consider these statistical approaches:

  • For qRT-PCR data:

    • Use the 2^(-ΔΔCT) method for relative quantification

    • Apply Student's t-test or ANOVA for comparing two or more conditions

    • Use non-parametric tests (Mann-Whitney U, Kruskal-Wallis) if data doesn't follow normal distribution

    • Apply repeated measures ANOVA for time-course experiments

  • For RNA-seq data:

    • Use DESeq2 or edgeR for differential expression analysis

    • Apply GLM (Generalized Linear Models) for complex experimental designs

    • Implement multiple testing correction (Benjamini-Hochberg procedure)

    • Consider time-series analysis methods for dynamic expression studies

  • For multi-omics integration:

    • Apply dimension reduction techniques (PCA, t-SNE)

    • Use network-based approaches to identify co-regulated genes

    • Implement machine learning algorithms for pattern recognition

    • Consider Bayesian approaches for integrating prior knowledge

  • For evolutionary analyses:

    • Use phylogenetic comparative methods

    • Apply tests for selective pressure (dN/dS ratio)

    • Consider population genetics approaches for strain variation analysis

How should researchers interpret conflicting experimental results regarding yrhK function?

When faced with conflicting experimental results regarding yrhK function, researchers should:

  • Systematic analysis of experimental differences:

    • Compare exact experimental conditions (media, temperature, growth phase)

    • Evaluate strain backgrounds and potential secondary mutations

    • Assess methodological differences in protein expression or purification

    • Consider detection method sensitivity and specificity differences

  • Validation through independent approaches:

    • Use orthogonal experimental techniques to test the same hypothesis

    • Perform complementation experiments to confirm genetic manipulations

    • Validate key findings in different strain backgrounds

    • Consider collaboration with other labs to reproduce findings

  • Context-dependent function consideration:

    • Investigate if yrhK may have different functions under different conditions

    • Consider if post-translational modifications might alter function

    • Examine if protein partners or cofactors might vary between experiments

    • Assess if different cellular compartments were examined

  • Integration of seemingly contradictory results:

    • Develop models that accommodate apparently contradictory findings

    • Consider if the protein has multiple distinct functions

    • Evaluate if experimental artifacts might explain discrepancies

    • Use systems biology approaches to place contradictory results in broader context

What approaches can help researchers distinguish direct from indirect effects when studying yrhK function?

To distinguish direct from indirect effects when studying yrhK function:

  • Direct biochemical interaction studies:

    • Perform in vitro binding assays with purified components

    • Use surface plasmon resonance (SPR) to measure interaction kinetics

    • Apply isothermal titration calorimetry (ITC) for thermodynamic analysis

    • Conduct crosslinking experiments followed by mass spectrometry

  • Immediate vs. delayed response analysis:

    • Use time-course experiments to identify rapid responses (likely direct)

    • Apply metabolic inhibitors to block protein synthesis and identify immediate effects

    • Implement pulse-chase experiments to track direct consequences

    • Use inducible systems to control the timing of yrhK expression

  • Genetic approach combinations:

    • Create point mutations in specific functional domains

    • Use suppressor screens to identify genetic interactions

    • Implement synthetic genetic arrays to map functional pathways

    • Apply CRISPR interference for rapid and tunable repression

  • Systems-level analysis:

    • Compare transcriptome/proteome changes at multiple time points

    • Use network analysis to distinguish primary from secondary nodes

    • Apply causal inference algorithms to time-series data

    • Implement mathematical modeling to test direct vs. indirect hypotheses

What are the most promising future research directions for understanding yrhK function?

Based on the current understanding of yrhK, several promising research directions emerge:

  • Structural characterization:

    • Determine the three-dimensional structure using NMR, X-ray crystallography, or cryo-EM

    • Map the membrane topology if it is indeed a membrane protein

    • Identify potential ligand binding sites or interaction domains

  • Functional genomics approaches:

    • Apply CRISPRi for tunable repression under various conditions

    • Use Tn-seq to identify genetic interactions

    • Implement ribosome profiling to precisely map translation

    • Apply chromatin immunoprecipitation to identify regulatory factors

  • Physiological context studies:

    • Investigate yrhK's role in natural environments rather than laboratory conditions

    • Study interactions with other soil microorganisms

    • Examine function during plant root colonization

    • Investigate potential roles in biofilm formation

  • Evolutionary perspectives:

    • Compare yrhK orthologs across Bacillus species

    • Investigate horizontal gene transfer patterns

    • Analyze selection pressures on different domains

    • Study the co-evolution with interacting partners

  • Integration into stress response networks:

    • Map yrhK's position in known stress response pathways

    • Identify upstream regulators and downstream effectors

    • Determine if yrhK functions in cross-protection against multiple stressors

    • Investigate potential roles in persister cell formation

How can researchers effectively collaborate to accelerate characterization of uncharacterized proteins like yrhK?

To accelerate characterization of uncharacterized proteins through collaboration:

  • Interdisciplinary team formation:

    • Combine expertise in biochemistry, genetics, structural biology, and bioinformatics

    • Include computational biologists for prediction and data analysis

    • Engage statisticians for experimental design and data interpretation

    • Collaborate with mass spectrometry experts for proteomic analyses

  • Standardized protocols and data sharing:

    • Develop and share optimized protocols for protein expression and analysis

    • Create open-access databases for experimental results

    • Implement standardized metadata recording

    • Use electronic lab notebooks for improved reproducibility

  • High-throughput screening collaborations:

    • Distribute screening efforts across multiple labs

    • Share compound libraries and genetic resources

    • Develop centralized phenotypic analysis platforms

    • Implement machine learning for data integration

  • Collaborative funding approaches:

    • Apply for consortium grants focused on uncharacterized proteins

    • Develop shared resources through core facility funding

    • Implement distributed research networks

    • Engage industry partners for technology development

  • Community annotation and curation:

    • Develop platforms for real-time sharing of findings

    • Implement community curation of functional predictions

    • Create specialized conferences or workshops

    • Establish mentoring networks for new researchers in the field

What technological advances might facilitate deeper understanding of proteins like yrhK in the near future?

Emerging technologies likely to advance understanding of uncharacterized proteins include:

  • Advanced structural biology methods:

    • AlphaFold and related AI-based structure prediction tools

    • Cryo-electron tomography for in situ structural analysis

    • Microcrystal electron diffraction for small proteins

    • Time-resolved structural methods to capture dynamic states

  • Single-cell and single-molecule techniques:

    • Single-cell RNA-seq to capture cell-to-cell variation

    • Super-resolution microscopy for protein localization

    • Single-molecule tracking to follow protein dynamics

    • Nanopore sequencing for direct RNA modification detection

  • CRISPR-based technologies:

    • Base editors for precise genetic modifications

    • CRISPRi/CRISPRa for tunable gene regulation

    • CRISPR screening with single-cell readouts

    • Perturb-seq for combining genetic perturbation with transcriptome analysis

  • Proteomics advances:

    • Thermal proteome profiling to identify ligand interactions

    • Hydrogen-deuterium exchange mass spectrometry for conformational dynamics

    • Crosslinking mass spectrometry for interaction mapping

    • Top-down proteomics for intact protein analysis

  • Computational and AI approaches:

    • Machine learning for function prediction from multiple data types

    • Network inference algorithms

    • Molecular dynamics simulations with enhanced sampling

    • Multi-scale modeling from atoms to cellular systems

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