Archaeoglobus fulgidus is a hyperthermophilic, sulfate-reducing archaeon first isolated from hydrothermal vents. As a member of the domain Archaea, it thrives in extreme environments with temperatures reaching up to 95°C, making its proteins particularly interesting for stability studies and potential industrial applications. The AF_0258 protein, designated by its ordered locus name in the A. fulgidus genome, remains functionally uncharacterized despite being fully sequenced and available in recombinant form .
The protein originates specifically from Archaeoglobus fulgidus strain ATCC 49558 / VC-16 / DSM 4304 / JCM 9628 / NBRC 100126, which represents the reference strain for this species . This archaeon belongs to the archaeal lineage and exhibits unique metabolic capabilities that combine features of both sulfate-reducing bacteria and methanogens, making its proteome of considerable scientific interest.
AF_0258 is cataloged in multiple protein databases, with its UniProt accession number being O29981 . The protein has been classified as an uncharacterized protein, indicating that while its sequence is known, its biological function remains to be determined through experimental validation.
The following table summarizes the key molecular properties of the AF_0258 protein:
| Property | Characteristic |
|---|---|
| Length | 113 amino acids |
| UniProt Accession | O29981 |
| Expression Region | 1-113 |
| Gene Name | AF_0258 |
| Organism | Archaeoglobus fulgidus (strain ATCC 49558 / VC-16 / DSM 4304 / JCM 9628 / NBRC 100126) |
| Predicted Localization | Membrane-associated |
Recombinant AF_0258 is primarily produced using Escherichia coli as the expression host . This bacterial expression system allows for efficient production of the archaeal protein in quantities suitable for research purposes. The recombinant protein is typically fused with affinity tags to facilitate purification.
Commercial versions of recombinant AF_0258 are available with different affinity tags:
His-tagged versions - featuring an N-terminal polyhistidine tag that enables purification via metal affinity chromatography
Other tag configurations may be determined during the production process depending on the manufacturer
The recombinant protein is typically provided as:
| Characteristic | Specification |
|---|---|
| Form | Lyophilized powder |
| Purity | >90% as determined by SDS-PAGE |
| Quantity | 50 μg (standard); other quantities available upon request |
| Storage Buffer | Tris/PBS-based buffer, 6% Trehalose, pH 8.0 |
| Product Code Examples | RFL34955AF, CSB-CF519913DOC |
For lyophilized preparations, the following reconstitution protocol is recommended:
Briefly centrifuge the vial prior to opening to collect the powder at the bottom
Reconstitute in deionized sterile water to achieve a concentration of 0.1-1.0 mg/ml
Allow complete solubilization before use in experimental procedures
Despite being classified as an uncharacterized protein, several research applications and hypothetical functions can be proposed for AF_0258 based on its sequence characteristics.
The high proportion of hydrophobic amino acids in AF_0258 suggests it may function as a membrane protein. Given that A. fulgidus thrives in extreme environments, this protein could play a role in maintaining membrane integrity under high-temperature conditions. Its sequence contains multiple potential transmembrane domains, supporting this hypothesis .
Current research applications for recombinant AF_0258 include:
Structural studies of archaeal membrane proteins
Investigation of protein stability mechanisms in extremophiles
Comparative proteomic analyses between archaeal species
Antibody production for detection and localization studies
The availability of recombinant AF_0258 in ELISA-ready format suggests applications in:
Detection of antibodies against archaeal proteins
Development of diagnostic tools for environmental microbiology
As an uncharacterized protein, AF_0258 presents numerous opportunities for future investigation to elucidate its biological role and potential applications.
Priority research directions include:
Determination of three-dimensional structure through X-ray crystallography or cryo-EM
Knockout studies to assess phenotypic effects in A. fulgidus
Protein-protein interaction mapping to identify binding partners
Expression analysis under various environmental conditions
Given the extremophilic origin of AF_0258, potential biotechnological applications warrant exploration:
Thermostable enzyme development
Biosensor components for extreme environments
Structural templates for designing stable membrane proteins for industrial applications
KEGG: afu:AF_0258
STRING: 224325.AF0258
AF_0258 is a full-length (1-113 amino acids) uncharacterized protein from the hyperthermophilic archaeon Archaeoglobus fulgidus. The protein is commercially available as a His-tagged recombinant protein expressed in E. coli expression systems . As an uncharacterized protein, detailed structural information remains limited in the scientific literature.
When working with AF_0258, researchers should consider its archaeal origin and the extreme environments where Archaeoglobus fulgidus naturally grows. A. fulgidus is a hyperthermophilic, sulfate-reducing archaeon typically found in hydrothermal environments with temperatures ranging from 60-95°C, with optimal growth around 83°C . This environmental context is critical for understanding potential protein stability, folding mechanisms, and functional characteristics.
For preliminary characterization, standard approaches would include:
SDS-PAGE to confirm molecular weight
Circular dichroism to assess secondary structure elements
Size exclusion chromatography to determine oligomeric state
Differential scanning calorimetry to evaluate thermal stability
Initial sequence-based computational analyses for structural prediction
When expressing and purifying recombinant AF_0258, researchers should implement a systematic optimization strategy. While commercial His-tagged versions are available , custom expression may be necessary for specific experimental needs.
For expression:
Select an appropriate expression system - E. coli BL21(DE3) or Rosetta strains are common starting points for archaeal proteins
Optimize codon usage for expression host if synthesizing the gene
Consider testing multiple fusion tags beyond His-tag (e.g., GST, MBP) as they may improve solubility
Implement temperature modulation during induction (typically lower temperatures of 18-25°C) to improve folding
Screen induction conditions (IPTG concentration, induction time)
For purification:
Design a multi-step purification strategy beginning with affinity chromatography (IMAC for His-tagged protein)
Include a secondary purification step using ion exchange or size exclusion chromatography
Validate protein purity using SDS-PAGE and western blotting
Confirm protein identity with mass spectrometry
Assess protein activity and stability in buffers mimicking archaeal physiological conditions
For thermostable archaeal proteins, consider heat treatment (60-75°C) as a purification step to remove less stable E. coli host proteins
Proper storage conditions are crucial - test stability at 4°C, -20°C, and -80°C with and without cryoprotectants like glycerol to determine optimal storage conditions.
To begin functional characterization of an uncharacterized protein like AF_0258, researchers should implement a systematic workflow that combines computational predictions with experimental validation:
Sequence-based analysis:
PSI-BLAST searches against characterized protein databases
Identification of conserved domains using Pfam, PROSITE, or InterPro
Multiple sequence alignment with homologous proteins from related species
Secondary structure prediction using modern tools like AlphaFold2 or RoseTTAFold
Basic biochemical characterization:
Substrate binding assays with likely candidates based on computational predictions
Enzymatic activity screens using substrate libraries
Protein-protein interaction studies using pull-down assays or yeast two-hybrid screening
Thermal stability assessments appropriate for a hyperthermophilic protein
Cellular localization studies:
Heterologous expression with fluorescent tags in model systems
Subcellular fractionation of native A. fulgidus cells
Immunolocalization if antibodies are available
Expression pattern analysis:
These baseline experiments provide a foundation for more targeted functional studies based on initial findings. Since A. fulgidus is a sulfate-reducing archaeon, testing potential involvement in sulfur metabolism pathways would be a logical experimental direction.
The potential relationship between AF_0258 and heat shock response in Archaeoglobus fulgidus requires sophisticated experimental design and data integration. While the search results don't directly link AF_0258 to heat shock, we can apply knowledge from broader A. fulgidus heat shock studies.
Whole-genome microarray analysis of A. fulgidus revealed approximately 350 of 2,410 ORFs (14%) exhibit differential expression during heat shock response . To investigate AF_0258's potential involvement, researchers should:
Analyze existing microarray or RNA-seq datasets to determine if AF_0258 shows differential expression during heat shock. A comprehensive experimental design would include:
Compare expression patterns with known heat shock regulators like HSR1 (encoded by AF1298), which contains a helix-turn-helix DNA binding motif and regulates heat shock genes . Specifically:
Examine promoter regions of AF_0258 for potential binding motifs similar to the CTAAC-N5-GTTAG sequence identified in HSR1-regulated genes
Perform chromatin immunoprecipitation (ChIP) experiments with HSR1 to determine if it binds the AF_0258 promoter
Conduct EMSA and DNase I footprinting assays similar to those performed for AF1298 and AF1971
If AF_0258 shows heat-responsive expression, investigate protein-protein interactions with known heat shock proteins:
This comprehensive approach would elucidate whether AF_0258 participates in the complex regulatory network governing heat shock response in A. fulgidus and potentially reveal functional insights for this uncharacterized protein.
Advanced computational and structural biology approaches offer powerful tools for predicting functional domains in uncharacterized proteins like AF_0258. A multi-tiered strategy combining sequence-based methods with modern structure prediction algorithms would include:
Enhanced sequence analysis:
Position-specific scoring matrices and hidden Markov models to detect remote homology
Analysis of conserved residue patterns across archaeal phyla
Identification of potential post-translational modification sites
Evolutionary rate analysis to identify functionally constrained regions
State-of-the-art structure prediction:
AlphaFold2 or RoseTTAFold to generate high-confidence tertiary structure models
Refinement of models using molecular dynamics simulations at high temperatures (70-90°C) to mimic native conditions
Structure-based function prediction through comparison with known protein folds
Active site prediction based on structural features and conserved residues
Molecular docking for potential ligand interactions:
Virtual screening against metabolite libraries relevant to A. fulgidus metabolism
Focused docking with substrates involved in sulfur metabolism or hyperthermophilic adaptation
Analysis of binding energies taking into account high-temperature conditions
Integrative approaches:
The methodological challenge with AF_0258 is distinguishing genuine functional predictions from artifacts, particularly given the unique biochemical adaptations in hyperthermophilic proteins. Researchers should implement rigorous statistical validation and experimental verification of computational predictions.
Saturation mutagenesis represents a powerful approach for identifying functionally critical residues in uncharacterized proteins like AF_0258. For hyperthermophilic archaeal proteins, this approach requires special considerations:
Design of efficient saturation mutagenesis:
Implement focused saturation mutagenesis targeting predicted functional domains rather than whole-protein approaches
Apply statistical optimization through fractional factorial designs to reduce experimental burden while maintaining statistical power
Utilize site-directed mutagenesis libraries where each position is mutated to all 19 alternative amino acids
Consider the specialized codon usage needed for expression systems (E. coli) versus native host
High-throughput phenotypic screening:
Develop function-specific assays based on preliminary functional characterization
Implement thermal stability screening to identify residues critical for thermostability
Use deep sequencing approaches to quantify mutant abundance before and after selection pressure
Apply screening conditions that mimic the high-temperature, anaerobic environment of A. fulgidus
Statistical analysis and interpretation:
Apply saturated design principles for effective screening of many factors with minimal experimental runs
Identify main effects versus interaction effects between residues
Focus on confounding patterns when analyzing results, similar to the approach: E + AC + BG + DF
Use the screening results to design follow-up experiments focusing on the most important factors
Structure-function correlation:
Map mutational effects onto the predicted structural model
Identify clusters of functionally important residues
Distinguish between residues critical for catalysis versus those important for structural integrity
Compare with conservation patterns across archaea to identify evolutionary constraints
This methodology allows researchers to move from an uncharacterized protein to a detailed understanding of sequence-structure-function relationships, particularly important for extremophilic proteins which often employ unique molecular mechanisms for function under harsh conditions.
Determining whether AF_0258 functions within a protein complex requires methodological adaptations for hyperthermophilic proteins. A comprehensive experimental strategy should include:
Native complex isolation approaches:
Blue native PAGE for intact complex separation
Size exclusion chromatography at elevated temperatures (60-80°C) to maintain native interactions
Co-immunoprecipitation using antibodies against AF_0258 or suspected interaction partners
Chemical crosslinking followed by mass spectrometry (XL-MS) optimized for thermostable complexes
Sucrose density gradient ultracentrifugation to separate intact complexes
Affinity-based interaction identification:
Tandem affinity purification using tagged AF_0258 expressed in a heterologous system
Proximity-dependent biotin labeling (BioID or TurboID) adapted for high-temperature conditions
Pull-down assays using recombinant AF_0258 as bait with A. fulgidus lysates
Yeast two-hybrid or bacterial two-hybrid systems with screened A. fulgidus genomic libraries
Biophysical interaction characterization:
Surface plasmon resonance (SPR) at elevated temperatures
Isothermal titration calorimetry (ITC) with temperature control for thermophilic conditions
Microscale thermophoresis for detecting interactions in solution
Analytical ultracentrifugation to determine complex stoichiometry
Genomic context analysis:
Understanding the potential complex formation is critical as many archaeal proteins function within multiprotein assemblies, particularly those involved in stress responses like heat shock.
Designing experiments to test AF_0258 function under extreme conditions requires specialized methodologies that accommodate hyperthermophilic environments while maintaining experimental rigor:
Anaerobic, high-temperature assay systems:
Develop sealed reaction vessels capable of maintaining both high temperatures (70-90°C) and anaerobic conditions
Implement oxygen-scavenging systems compatible with high temperatures
Use specialized electrodes for continuous monitoring of reaction parameters (pH, redox potential)
Design control experiments with thermostable enzymes of known function to validate assay conditions
Real-time activity monitoring adaptations:
Modify standard spectrophotometric assays for high-temperature compatibility
Implement stopped-flow systems with rapid cooling for time-point sampling
Consider thermostable fluorescent reporter systems
Utilize quartz cuvettes and temperature-controlled spectrophotometers
Substrate stability considerations:
Pre-test all substrates and buffers for stability at elevated temperatures
Implement control reactions to account for non-enzymatic substrate degradation
Consider using thermostable substrate analogs for initial screening
Calculate reaction rates with correction factors for thermal effects
Comparative experimental design:
Test activity across a temperature gradient (60-95°C) to determine temperature optima
Compare with mesophilic homologs (if identified) under both standard and extreme conditions
Implement experimental controls that mimic the assay approach used for other A. fulgidus proteins
Design experiments following the time-course approach used in heat shock studies (0-60 minutes)
Data analysis considerations:
Apply Arrhenius plots to analyze temperature dependence
Use appropriate statistical methods to account for increased experimental variability at extreme conditions
Implement robust normalization methods to compare across different temperature points
Consider non-linear effects in enzyme kinetics at extreme temperatures
This methodological framework ensures that functional assays for AF_0258 accurately reflect its native operating conditions while maintaining scientific rigor and reproducibility.
Studying gene regulation of AF_0258 in Archaeoglobus fulgidus requires specialized molecular techniques adapted for extremophilic archaea. A comprehensive methodological approach would include:
Transcriptional analysis techniques:
RT-qPCR optimized for thermophilic organisms, following protocols similar to those used in A. fulgidus heat shock studies
RNA-seq with strand-specific library preparation to identify potential antisense regulation
5' RACE to precisely map transcription start sites and identify promoter elements
Northern blotting with thermostable reagents to detect transcript size and stability
Consider using AF0700 as a reference gene for normalization, as it showed stable expression during heat shock experiments
Promoter analysis approaches:
In silico analysis to identify potential regulatory motifs similar to the CTAAC-N5-GTTAG sequence identified for HSR1-regulated genes
Promoter-reporter fusion assays using thermostable reporters
DNase I footprinting adapted for high temperatures to identify protein binding regions
EMSA (Electrophoretic Mobility Shift Assays) to detect protein-DNA interactions, following methods used for AF1298 studies
Chromatin structure analysis:
Chromatin immunoprecipitation (ChIP) adapted for archaeal chromatin
Micrococcal nuclease digestion patterns to assess chromatin accessibility
DNA methylation analysis to identify potential epigenetic regulation
Genetic manipulation strategies:
Development of transformation protocols for A. fulgidus
CRISPR-Cas9 system adapted for hyperthermophilic archaea
Promoter replacement studies to identify regulatory elements
Heterologous expression in model archaeal systems like Thermococcus kodakarensis
Experimental design considerations:
The experimental challenge is developing assay systems that function reliably at high temperatures while providing quantitative data on gene expression and regulation. These approaches would help elucidate whether AF_0258 is regulated by known factors like HSR1 or through different regulatory mechanisms.
Integrating multi-omics data for understanding AF_0258 function requires sophisticated computational approaches and data triangulation methods:
Multi-omics data generation and normalization:
Generate or collect genomic context data for AF_0258, examining neighboring genes and operon structures
Conduct transcriptomic analyses under various conditions, including heat shock responses similar to those documented for A. fulgidus
Perform proteomic studies focusing on protein-protein interactions and post-translational modifications
Implement consistent sample preparation methods across platforms to facilitate integration
Data integration methodologies:
Apply correlation network analysis to identify genes with expression patterns similar to AF_0258
Utilize Bayesian network modeling to infer regulatory relationships
Implement multi-omics factor analysis (MOFA) to identify hidden factors driving variation across datasets
Consider gene set enrichment analysis (GSEA) for pathway-level integration
Create visualization tools that overlay expression data onto interaction networks
Functional prediction through integration:
Compare AF_0258 expression patterns with the 350 differentially expressed genes identified during heat shock response
Look for co-regulation with genes of known function, particularly those involved in stress responses
Examine if AF_0258 clusters with specific functional categories in expression datasets
Analyze potential protein-protein interaction networks, focusing on interactions with characterized proteins
Comparative genomics integration:
Examine AF_0258 homologs across archaeal species, particularly those with similar ecological niches
Integrate gene neighborhood conservation data
Consider phylogenetic profiling to correlate presence/absence patterns with specific phenotypes
Analyze gene fusion events across species that might indicate functional relationships
Validation experimental design:
Design targeted experiments to test hypotheses generated from integrated analyses
Implement federated methods for data collection and construction similar to those used in NIH data training tables
Utilize standardized metadata and data formats to ensure reproducibility
Incorporate existing experimental procedures used in A. fulgidus studies for consistency
This integrated approach maximizes the extraction of functional insights from diverse data types, particularly valuable for uncharacterized proteins from extremophilic organisms where direct experimental options may be limited.
When analyzing experimental data for AF_0258, researchers should implement statistical approaches that account for the unique characteristics of archaeal proteins and extremophilic conditions:
Experimental design considerations:
Implement factorial or fractional factorial designs to efficiently explore multiple factors
Utilize saturated designs for screening experiments when many variables need testing
Consider response surface methodology for optimization experiments
Include appropriate control genes like AF0700, which showed stable expression in heat shock experiments
Differential expression analysis:
Apply robust normalization methods suitable for skewed distributions often seen in extremophile data
Implement moderated t-statistics with empirical Bayes methods for small sample sizes
Consider time-series analysis methods for temporal experiments like heat shock studies
Use multiple testing correction methods appropriate for genomic data (e.g., Benjamini-Hochberg FDR)
Structure-function relationship analysis:
Apply multivariate statistics to correlate mutational effects with structural features
Consider partial least squares regression for relating sequence changes to functional outcomes
Implement statistical coupling analysis to identify coevolving residues
Use principal component analysis to identify major sources of variation in multi-parameter datasets
Interaction data analysis:
Apply appropriate statistics for protein-protein interaction data, considering both false positives and negatives
Implement graph theory metrics for network analysis
Consider Bayesian approaches for confidence scoring of interactions
Use permutation tests to assess significance of network properties
Method-specific statistical considerations:
For RT-qPCR data, implement efficiency-corrected relative quantification methods
For microarray or RNA-seq data, apply specialized normalization methods accounting for batch effects
For protein interaction data, use statistical approaches that consider detection biases
For mutational analysis, implement methods similar to those used in saturated designs for screening
Distinguishing between direct and indirect effects in AF_0258 functional studies requires sophisticated experimental design and analysis approaches:
Causal inference experimental designs:
Implement genetic perturbation studies (knockout/knockdown) with careful phenotyping
Design time-resolved experiments to establish temporal sequences of events
Use inducible expression systems to control timing and magnitude of AF_0258 expression
Apply dose-response studies to establish quantitative relationships
Consider epistasis analysis with related genes, particularly those in stress response pathways
Direct interaction verification methods:
Implement in vitro reconstitution experiments with purified components
Use proximity labeling methods optimized for thermophilic conditions
Apply FRET or BRET techniques with thermostable fluorescent proteins
Conduct surface plasmon resonance or isothermal titration calorimetry at relevant temperatures
Implement cross-linking mass spectrometry to capture transient interactions
Network-based analytical approaches:
Apply causal network inference algorithms to multi-omics data
Implement Bayesian network analysis for probabilistic modeling of dependencies
Use partial correlation analysis to remove indirect correlations
Consider mediation analysis to identify intermediary factors
Apply structural equation modeling to test hypothesized causal relationships
Validation strategies:
Design orthogonal confirmation experiments using different methodologies
Implement controlled perturbation studies targeting suspected intermediary factors
Use comparative analysis across different conditions or related species
Apply mathematical modeling to test mechanistic hypotheses
Statistical approaches for causality:
Implement Granger causality for time-series data
Consider directed acyclic graphs for visualizing causal relationships
Apply propensity score methods when randomization is not possible
Use instrumental variable approaches when appropriate
This methodological framework helps researchers distinguish between direct functional roles of AF_0258 and secondary effects, particularly challenging in complex biological systems where perturbation of one component can cascade through multiple pathways.
Designing a comprehensive research program for characterizing the uncharacterized protein AF_0258 from Archaeoglobus fulgidus requires strategic planning across multiple experimental approaches and technological platforms. Key considerations include:
Phased research approach:
Begin with computational predictions and basic biochemical characterization
Progress to detailed functional assays based on initial findings
Advance to systems-level analysis integrating AF_0258 into cellular pathways
Culminate with evolutionary and comparative studies across archaeal species
Implement iterative cycles of prediction, testing, and refinement
Technical and methodological considerations:
Develop specialized protocols for working with hyperthermophilic proteins (70-90°C)
Establish appropriate expression systems that yield properly folded protein
Implement experimental controls specific to archaeal systems
Adapt standard molecular biology techniques for extreme conditions
Consider the experimental approaches used successfully for other A. fulgidus proteins like HSR1
Collaborative and resource requirements:
Establish collaborations spanning computational biology, structural biology, biochemistry, and archaeal genetics
Develop specialized equipment needs for high-temperature, anaerobic experiments
Consider core facility requirements for advanced analyses (proteomics, genomics)
Plan for data management and integration across multiple experimental platforms
Implement standardized data collection methods similar to NIH data training tables
Key research questions progression:
Begin with "What is the structure of AF_0258?"
Advance to "What biochemical activities does AF_0258 exhibit?"
Progress to "How is AF_0258 regulated in response to environmental conditions?"
Culminate with "What is the physiological role of AF_0258 in A. fulgidus?"
Consider "How has AF_0258 function evolved across archaeal lineages?"
Potential challenges and mitigation strategies:
Challenge: Protein instability during purification
Mitigation: Test multiple tags and expression conditions
Challenge: Lack of genetic tools for A. fulgidus
Mitigation: Develop heterologous systems or adapt CRISPR technologies
Challenge: Identifying physiological substrates
Mitigation: Implement untargeted metabolomics approaches
Challenge: Replicating extreme growth conditions
Mitigation: Design specialized cultivation and experimental systems
A well-designed research program should account for the iterative nature of protein characterization, particularly for proteins from extremophilic organisms where standard approaches may require significant adaptation.
Characterization of the uncharacterized protein AF_0258 has potential to contribute significantly to broader understanding of archaeal biology through multiple scientific dimensions:
Evolutionary insights into extremophile adaptation:
Revealing molecular mechanisms underlying thermostability in archaeal proteins
Identifying potential unique structural features that enable function at high temperatures
Contributing to understanding of protein evolution in extreme environments
Providing comparative data points for adaptation across archaeal lineages
Offering insights into early cellular evolution, as archaea represent an ancient domain of life
Archaeal systems biology advancement:
Adding a characterized component to the relatively under-studied A. fulgidus proteome
Potentially identifying novel regulatory mechanisms in archaeal systems
Contributing to understanding of gene regulatory networks in extremophiles
Expanding knowledge of stress response systems beyond the 350 heat-responsive genes already identified
Helping complete pathway annotations in archaeal metabolic models
Biotechnological and industrial applications:
If AF_0258 demonstrates enzymatic activity, it could provide a thermostable biocatalyst for industrial processes
Understanding thermostable protein properties contributes to protein engineering efforts
Insights into archaeal biology can inform synthetic biology applications in extreme environments
Knowledge of archaeal stress responses can inform bioremediation strategies for contaminated high-temperature environments
Fundamental biology concepts:
Archaea often possess unique molecular mechanisms that expand our understanding of biological diversity
Findings may bridge knowledge gaps between bacterial and eukaryotic systems
Novel protein functions could expand our understanding of possible biochemical solutions to biological challenges
Studies of uncharacterized proteins frequently reveal unexpected biological phenomena
Methodological advances:
Developing approaches for AF_0258 characterization will contribute to the methodological toolkit for studying archaeal proteins
Adaptations of standard techniques for extremophilic conditions can benefit the broader research community
Integration approaches for multi-omics data in archaea can inform similar studies in other organisms
Experimental designs that account for extreme conditions can guide research in other extremophiles