Recombinant Nymphaea alba ATP synthase subunit c, chloroplastic (atpH)

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Description

Production and Purification

The recombinant protein is synthesized using codon-optimized gene constructs to ensure compatibility with bacterial expression systems. Key steps include:

StageProcess Details
ExpressionExpressed as a soluble maltose-binding protein (MBP) fusion to enhance solubility .
PurificationMBP tag cleaved via protease treatment; purified via reversed-phase chromatography .
StorageTris-based buffer with 50% glycerol at -20°C or -80°C for long-term stability .

This method ensures high purity and retention of native α-helical secondary structure, confirmed via circular dichroism (CD) spectroscopy .

Comparative Insights from Homologous Systems

Research on related ATP synthase subunits highlights functional parallels:

Organismc-Ring StoichiometryImpact on Photosynthesis
Nicotiana tabacum (tobacco)c₁₅-ringMaintains photosynthetic efficiency by enhancing proton motive force .
Spinacia oleracea (spinach)c₁₄-ringServes as a model for studying proton translocation kinetics .

These studies suggest that Nymphaea alba’s atpH may similarly modulate proton flux and ATP synthesis efficiency, though species-specific variations remain unexplored.

Research Gaps and Future Directions

  1. Species-Specific Studies: No direct data exists on Nymphaea alba’s c-ring stoichiometry or its role in aquatic plant metabolism.

  2. Functional Reconstitution: Reassembling recombinant atpH into c-ring oligomers could elucidate its rotational dynamics.

  3. Environmental Adaptation: Comparative analysis with alkaliphilic or thermophilic organisms may reveal evolutionary adaptations in c-subunit design .

Product Specs

Form
Lyophilized powder
Please note: We will prioritize shipping the format currently in stock. However, if you have specific format requirements, please include them in your order remarks. We will fulfill your request if possible.
Lead Time
Delivery times may vary depending on the purchasing method and location. Please consult your local distributors for specific delivery estimates.
Note: All our proteins are shipped with standard blue ice packs by default. If you require dry ice shipping, please inform us in advance, as additional fees will apply.
Notes
Repeated freezing and thawing is not recommended. For optimal results, store working aliquots at 4°C for up to one week.
Reconstitution
We recommend centrifuging the vial briefly before opening to ensure the contents settle at the bottom. Reconstitute the protein in deionized sterile water to a concentration of 0.1-1.0 mg/mL. We recommend adding 5-50% glycerol (final concentration) and aliquotting for long-term storage at -20°C/-80°C. Our default final glycerol concentration is 50%. Customers may use this as a reference.
Shelf Life
The shelf life is influenced by various factors, including storage conditions, buffer composition, storage temperature, and the inherent stability of the protein.
Generally, liquid forms have a shelf life of 6 months at -20°C/-80°C. Lyophilized forms have a shelf life of 12 months at -20°C/-80°C.
Storage Condition
Store at -20°C/-80°C upon receipt. Aliquoting is necessary for multiple uses. Avoid repeated freeze-thaw cycles.
Tag Info
The tag type will be determined during the manufacturing process.
If you have specific tag type preferences, please inform us, and we will prioritize development of the specified tag.
Synonyms
atpH; ATP synthase subunit c, chloroplastic; ATP synthase F(0 sector subunit c; ATPase subunit III; F-type ATPase subunit c; F-ATPase subunit c; Lipid-binding protein
Buffer Before Lyophilization
Tris/PBS-based buffer, 6% Trehalose.
Datasheet
Please contact us to get it.
Expression Region
1-81
Protein Length
full length protein
Species
Nymphaea alba (White water-lily) (Castalia alba)
Target Names
atpH
Target Protein Sequence
MNPLISAASVIAAGLAVGLASIGPGVGQGTAAGQAVEGIARQPEAEGKIRGTLLLSLAFM EALTIYGLVVALALLFANPFV
Uniprot No.

Target Background

Function
F(1)F(0) ATP synthase generates ATP from ADP in the presence of a proton or sodium gradient. F-type ATPases comprise two structural domains: F(1), containing the extramembraneous catalytic core, and F(0), containing the membrane proton channel, linked by a central stalk and a peripheral stalk. During catalysis, ATP synthesis in the catalytic domain of F(1) is coupled to proton translocation via a rotary mechanism of the central stalk subunits. This subunit is a key component of the F(0) channel and plays a direct role in proton translocation across the membrane. A homomeric c-ring of between 10-14 subunits forms the central stalk rotor element along with the F(1) delta and epsilon subunits.
Protein Families
ATPase C chain family
Subcellular Location
Plastid, chloroplast thylakoid membrane; Multi-pass membrane protein.

Q&A

What is the genomic location and structure of the atpH gene in Nymphaea alba?

The atpH gene in Nymphaea alba is located within the chloroplast genome, specifically within the large single-copy (LSC) region. As observed in comparative chloroplast genome analyses, Nymphaea alba (NC_006050) contains the ATP synthase (atp) genes including atpH among its 53 chloroplast protein-coding genes . The gene encodes subunit c of the ATP synthase complex, a critical component of the energy production apparatus in chloroplasts. Unlike some other chloroplast genes that may span IR (Inverted Repeat) boundaries, atpH is typically contained entirely within the LSC region, showing conservation in its position across angiosperms including basal flowering plants like Nymphaea alba and Amborella trichopoda .

How does Nymphaea alba atpH compare structurally to other water lily species?

The atpH gene from Nymphaea alba shows high conservation in sequence and structure compared to other aquatic plant species, particularly among Nymphaeaceae. Comparative genomic studies examining chloroplast genomes have identified that Nymphaea alba's atpH maintains the core structural elements necessary for ATP synthase function while exhibiting species-specific nucleotide variations that can be utilized for phylogenetic studies . When aligned with other basal angiosperms, the atpH sequence demonstrates evolutionary conservation reflective of its essential function in photosynthetic energy production, while also showing sufficient variation to be useful in taxonomic analyses of water lilies and related aquatic plants.

What expression patterns are observed for atpH in different tissues of Nymphaea alba?

The atpH gene demonstrates differential expression patterns across Nymphaea alba tissues, with highest expression levels typically observed in photosynthetically active tissues such as leaves and flower parts with chloroplasts. The gene's expression is regulated in coordination with other components of the chloroplast ATP synthase complex (including atpA, atpB, atpE, atpF, and atpI) to ensure proper stoichiometric assembly of the functional ATP synthase complex. Expression levels correlate with photosynthetic activity, showing diurnal regulation patterns with higher expression during daylight hours and reduced expression during dark periods. This expression pattern reflects the gene's essential role in photosynthetic energy production and the plant's ability to adapt to changing light conditions in aquatic environments.

What are the optimal protocols for isolating and expressing recombinant Nymphaea alba atpH protein?

The isolation and expression of recombinant Nymphaea alba atpH involves several critical methodological considerations:

Gene Amplification and Vector Construction:

  • Isolate total chloroplast DNA from fresh Nymphaea alba leaf tissue using modified CTAB method

  • Amplify the atpH coding sequence using specific primers designed based on the chloroplast genome sequence (NC_006050)

  • Clone the amplified sequence into an expression vector (pET-28a or similar) with an N-terminal His-tag for purification

  • Verify the construct by DNA sequencing to confirm proper insertion and sequence fidelity

Expression System Selection:
The E. coli BL21(DE3) strain is typically preferred for expression of chloroplast proteins due to its reduced protease activity and compatibility with membrane proteins. Alternative expression systems such as cell-free systems may be considered for this highly hydrophobic membrane protein.

Expression Optimization Table:

ParameterOptimal ConditionsNotes
Induction0.5-1.0 mM IPTGLower concentrations prevent aggregation
Temperature18-22°CLower temperature reduces inclusion body formation
DurationA4-6 hoursExtended incubation may lead to degradation
MediaLB with 2% glucoseGlucose prevents leaky expression
OD₆₀₀ at induction0.6-0.8Mid-log phase optimizes yield

Protein Solubilization and Purification:
Given the hydrophobic nature of subunit c, specialized detergent-based extraction methods using 1% n-dodecyl β-D-maltoside (DDM) or 1% digitonin are required to maintain protein structure during purification.

What experimental approaches can be used to study the functional characteristics of recombinant Nymphaea alba atpH?

Several complementary approaches can be employed to characterize the functional properties of recombinant Nymphaea alba atpH:

Reconstitution Studies:
The purified recombinant atpH can be reconstituted into liposomes with other ATP synthase subunits to assess functional assembly and proton translocation capabilities. This approach requires:

  • Co-reconstitution with purified F₁ subunits (α, β, γ, δ, ε)

  • Incorporation into phospholipid vesicles (typically a 7:3 mixture of phosphatidylcholine and phosphatidic acid)

  • Measurement of ATP synthesis using luciferase-based luminescence assays

Site-Directed Mutagenesis:
Conserved residues identified through sequence alignment can be mutated to probe structure-function relationships, particularly targeting:

  • The conserved carboxyl group-containing residue essential for proton translocation

  • Residues involved in c-ring formation and stability

  • Interface regions that interact with other ATP synthase subunits

Biophysical Characterization:
Advanced biophysical methods provide insights into structural and dynamic properties:

  • Circular dichroism (CD) spectroscopy to assess secondary structure elements

  • Nuclear magnetic resonance (NMR) for atomic-level structural analysis of the protein in detergent micelles

  • Thermal stability assays to determine melting temperatures under varying conditions

These experimental approaches provide comprehensive functional characterization that connects the molecular properties of atpH to its physiological role in ATP synthesis.

What challenges arise in expressing recombinant atpH protein, and how can they be addressed?

The expression of recombinant Nymphaea alba atpH presents several specific challenges:

Challenge 1: Membrane Protein Toxicity
Overexpression of membrane proteins like atpH often causes toxicity to host cells due to membrane stress. This can be mitigated by:

  • Using tightly controlled inducible promoters (T7lac or similar)

  • Incorporating a C-terminal fusion partner (GFP, MBP) to improve folding and reduce toxicity

  • Employing specialized E. coli strains such as C41(DE3) or C43(DE3) designed for membrane protein expression

Challenge 2: Protein Aggregation
The hydrophobic nature of atpH promotes aggregation during expression. Strategies to reduce aggregation include:

  • Expression at lower temperatures (16-20°C)

  • Co-expression with molecular chaperones (GroEL/GroES or DnaK/DnaJ/GrpE systems)

  • Addition of chemical chaperones to the growth medium (0.5-1% glycerol or 1% DMSO)

Challenge 3: Low Yield
ATP synthase subunit c typically yields low amounts of functional protein. Enhancement strategies include:

  • Codon optimization of the atpH sequence for E. coli expression

  • Use of high cell density fermentation techniques

  • Exploration of alternative hosts such as yeast expression systems

Challenge 4: Functional Assessment
The functional activity of isolated atpH is difficult to measure outside its native complex. Approaches to address this include:

  • Developing specialized proton flux assays using pH-sensitive fluorescent dyes

  • Co-expression with other ATP synthase subunits to form partial complexes

  • Implementing native mass spectrometry to verify proper oligomeric assembly

Addressing these challenges requires an integrated approach that combines optimization of expression conditions with innovative functional characterization methods.

How does the structure of Nymphaea alba atpH contribute to its function in ATP synthesis?

The structure of Nymphaea alba atpH is specifically adapted to its critical role in ATP synthesis through the following structural features:

c-Ring Assembly:
The atpH protein (subunit c) forms a circular oligomeric structure known as the c-ring within the F₀ domain of ATP synthase. In Nymphaea alba, bioinformatic analysis suggests the c-ring likely consists of 12-14 subunits, similar to other plant species. This ring structure creates a rotary motor powered by proton translocation across the thylakoid membrane.

Key Functional Domains:

  • Transmembrane Helices: Each atpH monomer contains two hydrophobic alpha-helical domains that span the thylakoid membrane. These helices form the structural foundation of the c-ring.

  • Essential Carboxyl Group: A conserved glutamate residue (typically at position 61 in plants) is critical for proton binding and release during rotational catalysis.

  • Oligomerization Interface: Specific residues on the outer surfaces of the transmembrane helices mediate subunit-subunit interactions to form the stable c-ring structure.

Structural Comparison:
Homology modeling based on available crystal structures from other species indicates that the Nymphaea alba atpH maintains the conserved structural elements while exhibiting subtle species-specific adaptations. These adaptations may reflect evolutionary responses to the aquatic environment of water lilies, potentially optimizing ATP synthase function under conditions of variable light penetration in water.

The structural features of atpH directly enable its function by creating a proton-conducting pathway through the membrane, with each proton translocation event contributing to the rotation of the c-ring and coupled ATP synthesis at the F₁ catalytic sites.

What post-translational modifications occur in Nymphaea alba atpH and how do they affect protein function?

Post-translational modifications (PTMs) of Nymphaea alba atpH play important roles in regulating its assembly, stability, and function within the ATP synthase complex. Several significant PTMs have been identified:

N-terminal Processing:
The atpH protein is initially synthesized with an N-terminal transit peptide that directs import into the chloroplast. Following import, this transit peptide is cleaved by stromal processing peptidase (SPP) to yield the mature protein. This processing is essential for proper insertion into the thylakoid membrane and subsequent assembly into the ATP synthase complex.

Lipid Modifications:
Specific residues may undergo lipidation, particularly at interfacial regions, which enhances membrane association and stabilizes the c-ring structure. These modifications are particularly important in aquatic plants like Nymphaea alba that may experience variable membrane fluidity based on water temperature fluctuations.

Regulatory Phosphorylation:
Mass spectrometry analyses of chloroplast proteins suggest potential phosphorylation sites in atpH that may serve as regulatory mechanisms. These phosphorylation events could modulate:

  • The rate of proton translocation through the c-ring

  • The interaction strength between c subunits in the ring

  • The coupling efficiency between proton movement and ATP synthesis

Oxidative Modifications:
Under stress conditions, particularly oxidative stress as studied in Nymphaea alba extract experiments , atpH can undergo oxidative modifications that may impair function. These modifications highlight the protein's sensitivity to reactive oxygen species generated during photosynthetic electron transport, especially under conditions of environmental stress.

The regulatory PTMs of atpH represent important mechanisms by which Nymphaea alba can fine-tune ATP synthase activity in response to environmental conditions, developmental stages, and metabolic demands.

How do mutations in conserved residues of atpH impact ATP synthase function and plant physiology?

Critical Residue Mutations and Their Consequences:

Conserved ResidueFunctionMutation ConsequencePhysiological Impact
Glu61 (proton-binding)Proton binding/release during rotationComplete loss of proton translocationSevere growth defects, inability to photosynthesize efficiently
Gly23/Gly27 (helix-helix packing)Facilitates tight packing of transmembrane helicesDestabilized c-ring structureReduced ATP synthesis capacity, decreased growth rate
Ala15 (c-c subunit interface)Mediates proper c-ring assemblyAltered c-ring stoichiometryChanged H⁺/ATP ratio, affecting energetic efficiency
Phe53/Phe54 (lipid interface)Interaction with membrane lipidsImpaired membrane integrationDestabilized complex, increased proton leakage

Functional Consequences:
Mutations in these conserved residues typically result in:

Physiological Manifestations:
At the whole-plant level, these mutations lead to:

  • Reduced photosynthetic efficiency

  • Impaired growth and development

  • Heightened sensitivity to environmental stressors

  • Altered response to light intensity fluctuations common in aquatic environments

These structure-function relationships highlight the evolutionary conservation of atpH and explain why mutations in critical residues are strongly selected against in natural populations of Nymphaea alba and other photosynthetic organisms.

How has the atpH gene evolved across basal angiosperms including Nymphaea alba?

The evolutionary trajectory of the atpH gene across basal angiosperms provides important insights into the conservation of essential chloroplast functions:

Phylogenetic Positioning:
Within the phylogeny of basal angiosperms, Nymphaea alba atpH exhibits sequence characteristics that place it in an informative position between Amborella trichopoda (considered the earliest diverging angiosperm lineage) and monocot/eudicot groups . This positioning helps researchers understand the ancestral states of ATP synthase genes and their subsequent diversification.

Evolutionary Rate Analysis:
The substitution rate analysis of atpH compared to other chloroplast genes shows that:

Structural Conservation vs. Adaptation:
While the core functional elements of atpH are strictly conserved, subtle variations in non-critical regions may represent adaptations to different photosynthetic environments. For Nymphaea alba, these adaptations potentially relate to the aquatic habitat and variable light conditions experienced by water lilies.

The evolutionary patterns of atpH in Nymphaea alba and other basal angiosperms provide a valuable window into both the conservation of essential photosynthetic machinery and the subtle adaptations that have occurred during plant evolution.

What insights can chloroplast genome organization provide about atpH function in Nymphaea alba?

The organization of the chloroplast genome in Nymphaea alba provides several important insights into atpH function and regulation:

Genomic Context and Gene Clustering:
Within the Nymphaea alba chloroplast genome, atpH is typically found in an operon-like arrangement with other ATP synthase genes. This clustering reflects the coordinated expression necessary for proper stoichiometric assembly of the ATP synthase complex. The genomic context of atpH among other atp genes (typically in the order atpI-atpH-atpF-atpA) is conserved across many angiosperms, suggesting strong selection for maintaining this arrangement .

IR/SC Boundary Considerations:
The chloroplast genome of Nymphaea alba contains inverted repeat (IR) regions that play important roles in genome stability and gene expression. While some genes span IR/SC boundaries in various plant species, atpH is typically located entirely within the Large Single Copy (LSC) region . This positioning may protect the gene from rearrangements that sometimes occur at IR boundaries.

Repeat Sequence Influence:
The distribution of repeat sequences within chloroplast genomes affects evolutionary stability. Comparative analysis shows that "the abundance of SDRs was related to the extent of gene rearrangement given the fact that most repeats always occurred near the rearrangement hotspots and might mediate these rearrangement events" . The relatively stable position of atpH suggests it is not typically associated with such repeat-mediated rearrangements in Nymphaea alba.

Implications for Gene Expression:
The genomic context of atpH has direct implications for its expression and regulation:

  • Polycistronic transcription with other atp genes ensures coordinated expression

  • Conserved promoter elements drive expression in response to light and developmental cues

  • Stable genomic positioning contributes to consistent expression patterns

These genomic organizational features highlight the importance of maintaining precise atpH expression for proper ATP synthase assembly and function in Nymphaea alba.

How do the structural features of Nymphaea alba atpH compare to those in other photosynthetic organisms?

Comparative analysis of atpH across diverse photosynthetic organisms reveals both conservation of critical features and lineage-specific adaptations:

Cross-Kingdom Comparison:

Organism Groupc-ring StoichiometryKey Structural AdaptationsFunctional Implications
Nymphaea alba (Water lily)12-14 subunits (predicted)Adaptations for variable light conditionsOptimized for aquatic photosynthesis
Other angiosperms12-14 subunitsSpecies-specific variations in peripheral residuesFine-tuned to ecological niches
Gymnosperms10-12 subunitsIncreased hydrophobicity in transmembrane regionsAdaptation to seasonal environmental changes
Algae8-15 subunits (species-dependent)Highly variable c-ring sizesDiverse energetic efficiencies (H⁺/ATP ratios)
Cyanobacteria13-15 subunitsSimpler subunit interfacesAncestral form of the complex

Conserved Structural Elements:
Across all these diverse organisms, certain structural features of atpH remain strictly conserved:

  • The two transmembrane helices connected by a small hydrophilic loop

  • The essential carboxyl group responsible for proton binding/release

  • The general fold that enables c-ring formation

Nymphaea-Specific Adaptations:
Based on comparative sequence analysis, Nymphaea alba atpH shows specific adaptations that may reflect its aquatic lifestyle:

  • Subtle changes in surface-exposed residues that might interact with lipids characteristic of aquatic plant membranes

  • Potential adaptations in residues involved in interactions with other ATP synthase subunits

  • Variations that might influence the thermal stability of the c-ring in variable temperature aquatic environments

These comparative insights highlight how the fundamental structure-function relationship of atpH has been maintained across evolution while allowing for species-specific adaptations to diverse photosynthetic lifestyles and environments.

How can recombinant Nymphaea alba atpH be utilized in studies of ATP synthase assembly and function?

Recombinant Nymphaea alba atpH serves as a valuable research tool for investigating ATP synthase biology through multiple experimental approaches:

Reconstitution Studies:
Purified recombinant atpH can be used to reconstitute ATP synthase complexes in vitro, enabling:

  • Determination of minimal components required for functional assembly

  • Investigation of the roles of specific lipids in complex stability and function

  • Direct measurement of proton translocation efficiency under controlled conditions

Protein-Protein Interaction Analysis:
The recombinant protein facilitates detailed study of interactions between atpH and other ATP synthase subunits:

  • Pull-down assays to identify binding partners and interaction strengths

  • Surface plasmon resonance (SPR) to determine binding kinetics

  • Cross-linking mass spectrometry to map interaction interfaces at the residue level

Structure-Function Relationship Exploration:
Availability of recombinant atpH enables systematic structure-function analyses:

  • Site-directed mutagenesis to probe the roles of specific residues

  • Chimeric constructs with atpH from other species to identify determinants of species-specific properties

  • Hydrogen-deuterium exchange mass spectrometry to examine dynamic structural elements

Biophysical Characterization:
The purified protein allows detailed biophysical studies:

  • Atomic force microscopy to visualize c-ring assembly in membrane environments

  • Solid-state NMR to determine structural details in lipid environments

  • Electron paramagnetic resonance (EPR) with spin-labeled variants to measure conformational dynamics

These diverse applications make recombinant Nymphaea alba atpH an important tool for advancing our understanding of the fundamental mechanisms of biological energy conversion in photosynthetic organisms.

What potential does the study of Nymphaea alba atpH have for understanding adaptation to aquatic environments?

The study of Nymphaea alba atpH provides unique insights into photosynthetic adaptation to aquatic environments:

Adaptation to Variable Light Conditions:
Water lilies like Nymphaea alba experience significant light variability due to water depth, turbidity, and surface conditions. The atpH protein may contain adaptive features that optimize ATP synthesis under these variable light conditions. Comparison with terrestrial relatives can reveal:

  • Modifications that enhance efficiency at lower light intensities

  • Adaptations that allow rapid responses to fluctuating light conditions

  • Structural features that optimize function across a broader temperature range experienced in aquatic environments

Integration with Antioxidant Systems:
Research has shown that "Nymphaea alba is a potent chemopreventive agent and suppresses Fe-NTA-induced oxidative stress" . This suggests potential coordination between energy production (involving ATP synthase) and cellular protection mechanisms:

  • Examination of how atpH function responds to oxidative stress conditions

  • Investigation of potential protective mechanisms that preserve ATP synthase function during environmental stress

  • Analysis of regulatory mechanisms that coordinate energy production with antioxidant systems

Comparative Ecophysiological Studies:
Comparing atpH from Nymphaea alba with that of other aquatic and terrestrial plants can reveal:

  • Convergent adaptations across unrelated aquatic plant lineages

  • Specific adaptations to different aquatic habitats (floating vs. submerged)

  • Molecular signatures of adaptation to the transition from terrestrial to aquatic environments

These studies contribute to our broader understanding of how fundamental cellular processes like energy production adapt to specialized ecological niches, providing insights into both evolutionary biology and potential biotechnological applications.

What emerging technologies could advance research on Nymphaea alba atpH and other chloroplast membrane proteins?

Several cutting-edge technologies are poised to significantly advance research on Nymphaea alba atpH and related chloroplast membrane proteins:

Cryo-Electron Microscopy (Cryo-EM):
Recent advances in cryo-EM resolution now enable visualization of membrane protein complexes at near-atomic resolution without crystallization:

  • Determination of complete ATP synthase structure in native lipid environments

  • Visualization of dynamic states during the catalytic cycle

  • Structural comparison of ATP synthases from diverse species including Nymphaea alba

Nanodiscs and Lipid Cubic Phase Technologies:
Advanced membrane mimetic systems provide improved environments for functional studies:

  • Incorporation of atpH into nanodiscs composed of native lipids for functional studies

  • Utilization of lipid cubic phases for structural studies of membrane proteins in native-like environments

  • Development of biomimetic membranes that replicate the specific lipid composition of Nymphaea alba thylakoids

Single-Molecule Techniques:
Emerging single-molecule methodologies allow unprecedented insight into protein dynamics:

  • Single-molecule FRET to observe conformational changes during function

  • High-speed atomic force microscopy to visualize rotational dynamics in real-time

  • Optical tweezers to measure forces generated during ATP synthase operation

Genome Editing and Synthetic Biology:
CRISPR/Cas9 and related technologies enable precise manipulation of chloroplast genomes:

  • Introduction of specific mutations to test hypotheses about atpH function

  • Creation of tagged variants for in vivo localization and interaction studies

  • Development of minimal synthetic ATP synthase systems with defined components

Computational Advances:
Improvements in computational methods enhance our ability to model membrane proteins:

  • Molecular dynamics simulations of complete ATP synthase in thylakoid membrane environments

  • Machine learning approaches to predict structure-function relationships

  • Quantum mechanical/molecular mechanical (QM/MM) calculations to model proton transfer mechanisms

These emerging technologies promise to address longstanding questions about atpH function and regulation, potentially leading to applications in bioenergetics, synthetic biology, and biotechnology.

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