Recombinant Mycobacterium tuberculosis ATP synthase subunit alpha (atpA), partial

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Description

Overview of Recombinant Mycobacterium tuberculosis ATP Synthase Subunit Alpha (atpA), Partial

The recombinant Mycobacterium tuberculosis ATP synthase subunit alpha (atpA), partial, refers to a truncated form of the α-subunit of the F₁F₀-ATP synthase, a critical enzyme for ATP synthesis in M. tuberculosis. This protein is often expressed in heterologous systems (e.g., E. coli, yeast, or mammalian cells) for structural, functional, or vaccine-related studies . The partial designation typically indicates a fragment of the full-length protein (aa 1–549 in some constructs), which retains key functional domains, including the nucleotide-binding site and a unique mycobacterial-specific C-terminal extension (αCTD) .

Functional Role in M. tuberculosis ATP Synthase

The α-subunit is part of the F₁ domain (α₃β₃γδε) and interacts with the F₀ domain (a, c, b, b′) to drive proton translocation and ATP synthesis. Key findings include:

  • ATPase Activity Suppression: The αCTD inhibits ATP hydrolysis-driven proton pumping, preventing energy waste and maintaining proton motive force (PMF) .

  • Rotational Dynamics: The αCTD slows the angular velocity of the γ-subunit during ATP binding, reducing ATP cleavage rates .

  • Drug Target Potential: The αCTD’s unique structure makes it a promising target for species-specific inhibitors .

Pathogenicity and Host Interaction

While not directly linked to atpA, M. tuberculosis ATP synthase is essential for survival. Its inhibition disrupts PMF, a critical energy source for the bacterium .

Vaccine Development

Recombinant atpA (aa 1–549) is explored as a vaccine antigen due to its conserved immunogenic regions .

Table 2: Mutational Effects on ATP Synthase Activity

MutationATPase ActivityProton PumpingRotational Velocity
Wild-type (WT)LowInhibitedReduced
ΔαCTDHighActiveIncreased
γ-loop deletionModeratePartially activeIntermediate
Based on single-molecule rotation and biochemical assays .

References

  1. [PMC5390082]: New potential eukaryotic substrates of the mycobacterial protein tyrosine phosphatase PtpA (2015)

  2. [PMC9764993]: Structural Elements Involved in ATP Hydrolysis Inhibition and ATP Synthesis in Mycobacterial F-ATP Synthase (2022)

  3. [Frontiers in Cellular and Infection Microbiology]: Characteristics of Mycobacterium tuberculosis PtpA interaction and dephosphorylation of human trifunctional protein α subunit (2023)

  4. [PMC5500794]: The uniqueness of subunit α of mycobacterial F-ATP synthases (2017)

  5. [Creative Biolabs]: Recombinant Mycobacterium Tuberculosis atpA Protein (aa 1-549)

  6. [AAC01568-20]: The Unique C-Terminal Extension of Mycobacterial F-ATP Synthase α Subunit Suppresses ATPase Activity (2020)

Product Specs

Form
Lyophilized powder. We will ship the available format, but if you have specific format requirements, please note them when ordering.
Lead Time
Delivery times vary by purchase method and location. Consult your local distributor for specific delivery times. All proteins are shipped with blue ice packs by default. Requesting dry ice will incur extra fees and requires advance notice.
Notes
Avoid repeated freeze-thaw cycles. Working aliquots can be stored at 4°C for up to one week.
Reconstitution
Briefly centrifuge the vial before opening. Reconstitute in sterile deionized water to 0.1-1.0 mg/mL. Add 5-50% glycerol (final concentration) and aliquot for long-term storage at -20°C/-80°C. Our default glycerol concentration is 50%.
Shelf Life
Shelf life depends on storage conditions, buffer, temperature, and protein stability. Liquid form is generally stable for 6 months at -20°C/-80°C. Lyophilized form is generally stable for 12 months at -20°C/-80°C.
Storage Condition
Store at -20°C/-80°C upon arrival. Aliquot for multiple uses. Avoid repeated freeze-thaw cycles.
Tag Info
The tag type is determined during manufacturing. If you require a specific tag, please inform us and we will prioritize its development.
Synonyms
atpA; MRA_1316ATP synthase subunit alpha; EC 7.1.2.2; ATP synthase F1 sector subunit alpha; F-ATPase subunit alpha
Buffer Before Lyophilization
Tris/PBS-based buffer, 6% Trehalose.
Datasheet
Please contact us to get it.
Protein Length
Partial
Purity
>85% (SDS-PAGE)
Species
Mycobacterium tuberculosis (strain ATCC 25177 / H37Ra)
Target Names
atpA
Uniprot No.

Target Background

Function
Generates ATP from ADP using a proton gradient across the membrane. The alpha chain is a regulatory subunit.
Database Links
Protein Families
ATPase alpha/beta chains family
Subcellular Location
Cell membrane; Peripheral membrane protein.

Q&A

What is the role of ATP synthase in Mycobacterium tuberculosis survival?

ATP synthase (F₁F₀-ATP synthase) is essential for the viability of both tuberculosis (TB) and nontuberculous mycobacteria (NTM). The enzyme plays a critical role in energy metabolism by catalyzing the formation of ATP through oxidative phosphorylation. This process contributes predominantly to the pathogen's synthesis of ATP, making the F₁F₀-ATP synthase (composed of subunits α₃:β₃:γ:δ:ε:a:b:b':c) absolutely essential for bacterial survival . The importance of ATP synthase is underscored by the significant potency of drugs targeting this complex against heterogeneous populations of M. tuberculosis, confirming it as a crucial component of the electron transport chain .

How does mycobacterial ATP synthase differ from human mitochondrial ATP synthase?

Mycobacterial ATP synthase possesses several unique structural elements that distinguish it from its human mitochondrial counterpart. These differences include the extended C-terminal domain (αCTD) of subunit α, the unique mycobacterial γ-loop, and specific structural features of subunit δ . The structural distinctions enable the targeting of mycobacterial ATP synthase for drug discovery without affecting the mammalian counterpart, providing an excellent opportunity for species-specific therapeutic intervention . These structural differences explain the selectivity of compounds like bedaquiline, which can inhibit mycobacterial ATP synthesis without significantly affecting human mitochondrial function.

Why is the alpha subunit (atpA) of particular interest in tuberculosis research?

The alpha subunit (atpA) of ATP synthase has garnered significant research interest due to its extended C-terminal domain (αCTD), which functions as the main element for the self-inhibition mechanism of ATP hydrolysis in TB and NTM bacteria . This mycobacterium-specific structural element represents an attractive target for the development of species-specific inhibitors. Additionally, the alpha subunit forms part of the catalytic core of the F₁ component, directly participating in ATP synthesis, making it crucial for energy production and bacterial survival.

What structural elements of the alpha subunit are involved in ATP hydrolysis inhibition?

The extended C-terminal domain (αCTD) of subunit α has been identified through mutational studies as the main element responsible for the self-inhibition mechanism of ATP hydrolysis in TB and NTM bacteria . Cryo-EM structures of Mycobacterium smegmatis F₁-ATPase and the F₁F₀-ATP synthase with different nucleotide occupation within the catalytic sites have revealed critical elements for latent ATP hydrolysis and efficient ATP synthesis. The transition between the inhibition state mediated by the αCTD and the active state has been demonstrated to be a rapid process through rotational studies .

How does nucleotide binding affect the conformation of the alpha subunit?

Cryo-EM structural studies have revealed that the alpha subunit undergoes conformational changes depending on nucleotide occupation within the catalytic sites . These conformational changes are critical for ATP synthesis and hydrolysis regulation. The alpha subunit works in concert with the beta subunit, forming three catalytic interfaces in the F₁ component. Each interface exists in a different conformational state (empty, ATP-bound, or ADP-bound), and these states rotate during catalysis, affecting the positioning and function of the alpha subunit's C-terminal domain.

How does the alpha subunit interact with other components of the ATP synthase complex?

The alpha subunit forms part of the hexameric α₃β₃ structure in the F₁ component of ATP synthase. This arrangement creates three catalytic sites at the interfaces between alpha and beta subunits. The alpha subunit interacts with the central stalk components, particularly the γ and δ subunits, which have been identified as critical elements required for ATP formation . The unique mycobacterial γ-loop and subunit δ work in conjunction with the alpha subunit to ensure efficient ATP synthesis. Additionally, interactions between the alpha subunit and other components are essential for the coordinated rotation and catalysis that characterizes the ATP synthase function.

What are the most effective methods for producing recombinant M. tuberculosis atpA protein?

For producing recombinant M. tuberculosis atpA protein, a heterologous expression system using E. coli is typically employed, similar to approaches used for other recombinant proteins . The following methodology has proven effective:

  • Cloning Strategy: The atpA gene should be PCR-amplified from M. tuberculosis genomic DNA with appropriate restriction sites, then cloned into an expression vector containing a histidine tag for purification.

  • Expression Conditions: Optimal expression is typically achieved in BL21(DE3) E. coli cells under the control of a T7 promoter, with induction using 0.5-1.0 mM IPTG at 18-25°C for 16-20 hours to minimize inclusion body formation.

  • Purification Protocol: A two-step purification process involving:

    • Immobilized metal affinity chromatography (IMAC) using Ni-NTA resin

    • Size exclusion chromatography for further purification

  • Protein Yield and Purity Assessment: SDS-PAGE and Western blot analysis, with typical yields of 5-10 mg of purified protein per liter of culture with >90% purity.

Expression ParameterOptimized Condition
Expression HostBL21(DE3) E. coli
Expression VectorpET-28a(+) with N-terminal His-tag
Induction Concentration0.5-1.0 mM IPTG
Induction Temperature18-25°C
Induction Duration16-20 hours
Typical Yield5-10 mg/L culture

What experimental designs are most suitable for evaluating atpA function in vitro?

To evaluate atpA function in vitro, several complementary experimental approaches are recommended:

  • ATP Hydrolysis Assays: Measure the rate of ATP hydrolysis using a coupled enzyme assay that links ADP production to NADH oxidation, which can be monitored spectrophotometrically. This helps assess the self-inhibition mechanism mediated by the αCTD .

  • ATP Synthesis Measurements: Utilize artificially energized liposomes containing reconstituted ATP synthase to measure ATP synthesis rates under different conditions.

  • Rotational Studies: Single-molecule fluorescence resonance energy transfer (FRET) or polarization techniques to observe the transition between inhibition state by αCTD and active state, which has been shown to be a rapid process .

  • Structural Analysis: Cryo-EM analysis of the recombinant protein in different nucleotide-bound states to visualize conformational changes.

  • Mutational Analysis: Site-directed mutagenesis targeting specific residues in the extended C-terminal domain (αCTD) to assess their role in the self-inhibition mechanism .

How can researchers accurately assess the purity and activity of recombinant atpA?

Accurate assessment of recombinant atpA purity and activity involves a multi-faceted approach:

  • Purity Assessment:

    • SDS-PAGE analysis with Coomassie staining (>90% purity ideal)

    • Western blot using specific antibodies against the His-tag and/or atpA

    • Mass spectrometry for protein identification and detection of potential contaminants

    • Size exclusion chromatography to analyze homogeneity

  • Activity Assessment:

    • ATP hydrolysis assay measuring inorganic phosphate release

    • Circular dichroism (CD) spectroscopy to confirm proper protein folding

    • Thermal shift assays to evaluate protein stability

    • Binding assays with known interaction partners using surface plasmon resonance (SPR)

  • Functional Verification:

    • Reconstitution with other ATP synthase subunits to form functional complexes

    • Measurement of ATP synthesis activity when incorporated into liposomes

    • Evaluation of inhibition by known ATP synthase inhibitors such as bedaquiline

Assessment ParameterMethodExpected Result
Protein PuritySDS-PAGE/Coomassie>90% pure single band at 55-60 kDa
Protein IdentityWestern BlotPositive signal at expected molecular weight
Protein FoldingCircular DichroismCharacteristic α-helical pattern
Thermal StabilityDifferential Scanning FluorimetryTm ≥ 45°C
ATP Hydrolysis ActivityPhosphate Release AssaySpecific activity ≥ 1 μmol/min/mg

How do mutations in the C-terminal domain of atpA affect ATP synthase function and mycobacterial viability?

Mutations in the C-terminal domain of atpA have significant impacts on ATP synthase function and mycobacterial viability. Mutational studies have revealed that the extended C-terminal domain (αCTD) of subunit α is the main element responsible for the self-inhibition mechanism of ATP hydrolysis in TB and NTM bacteria . Specific mutations can disrupt this regulatory mechanism, leading to:

  • Altered ATP Hydrolysis Regulation: Mutations that affect the αCTD can compromise the self-inhibition mechanism, potentially leading to futile ATP hydrolysis and energy wastage.

  • Impact on Bacterial Fitness: Since ATP synthesis is essential for mycobacterial survival, mutations affecting atpA function can significantly reduce bacterial fitness and viability. The degree of impact depends on how severely the mutation affects ATP synthase function.

  • Resistance to ATP Synthase Inhibitors: Some mutations may confer resistance to drugs targeting ATP synthase, such as bedaquiline, by altering the binding site or changing the conformational dynamics of the enzyme complex.

  • Conformational Dynamics: Rotational studies indicate that the transition between the inhibition state by the αCTD and the active state is a rapid process . Mutations can affect this transition, altering the balance between ATP synthesis and hydrolysis.

Research has demonstrated that the unique structural elements of mycobacterial atpA represent attractive targets for the discovery of species-specific inhibitors , highlighting the potential for targeting specific regions of atpA in drug development.

What are the challenges in studying atpA-drug interactions and how can they be overcome?

Studying atpA-drug interactions presents several challenges that require sophisticated experimental approaches:

  • Structural Complexity: The integrated nature of atpA within the multisubunit ATP synthase complex makes isolated drug binding studies difficult.

    • Solution: Employ cryo-EM and X-ray crystallography of the entire F₁ or F₁F₀ complex with bound inhibitors to understand binding interfaces .

  • Functional Assays: Distinguishing direct atpA inhibition from effects on other ATP synthase subunits.

    • Solution: Develop subunit-specific functional assays and use site-directed mutagenesis to create atpA variants with altered drug binding properties.

  • Membrane Environment: The natural lipid environment significantly affects ATP synthase conformation and drug accessibility.

    • Solution: Utilize nanodiscs or liposome reconstitution systems that mimic the native membrane environment.

  • Species Differences: Variations between model organism ATP synthase (e.g., M. smegmatis) and M. tuberculosis ATP synthase.

    • Solution: Validate findings using recombinant M. tuberculosis components and whole-cell assays with clinical isolates.

  • Conformational States: ATP synthase exists in multiple conformational states during its catalytic cycle, affecting drug binding.

    • Solution: Employ single-molecule techniques and time-resolved structural analysis to capture drug interactions across different states.

ChallengeExperimental ApproachExpected Outcome
Structural ComplexityCryo-EM of drug-bound complexes3D visualization of binding sites
Functional SpecificitySubunit-specific assaysConfirmation of direct atpA targeting
Membrane EnvironmentNanodisc reconstitutionNative-like activity measurements
Species DifferencesParallel studies in multiple speciesSpecies-specific binding profiles
Conformational DynamicsSingle-molecule FRETState-dependent binding kinetics

How does the structure-function relationship of mycobacterial atpA differ from homologous proteins in other bacteria?

The structure-function relationship of mycobacterial atpA exhibits several distinct features compared to homologous proteins in other bacteria:

  • Extended C-terminal Domain: Mycobacterial atpA possesses an extended C-terminal domain (αCTD) that serves as the main element for the self-inhibition mechanism of ATP hydrolysis . This feature is not present or has different characteristics in many other bacterial species.

  • Interaction with Mycobacteria-Specific Elements: Mycobacterial atpA interacts with unique structural elements, including the mycobacterial γ-loop and specific features of subunit δ, which have been identified as critical components required for ATP formation . These interactions create a distinctive regulatory network not found in many other bacteria.

  • Nucleotide Binding Dynamics: Cryo-EM structures of M. smegmatis F₁-ATPase with different nucleotide occupation patterns within the catalytic sites reveal mycobacteria-specific conformational changes and catalytic mechanisms .

  • Regulatory Mechanisms: The transition between the inhibition state by the αCTD and the active state has been shown to be a rapid process in mycobacteria , potentially representing a unique regulatory mechanism adapted to the pathogen's lifecycle.

  • Drug Binding Sites: The structural differences in mycobacterial atpA create unique binding pockets that allow for selective targeting by antibiotics like bedaquiline, without affecting homologous proteins in human mitochondria or other beneficial bacteria .

These mycobacterium-specific elements of atpA, along with unique aspects of γ and δ subunits, create an attractive platform for the discovery of species-specific inhibitors , enabling targeted antimycobacterial therapy.

What control experiments are essential when studying recombinant atpA activity?

When designing experiments to study recombinant atpA activity, the following control experiments are essential:

  • Negative Controls:

    • Heat-inactivated atpA protein to establish baseline in activity assays

    • Catalytically inactive mutant (e.g., mutation in key catalytic residue)

    • Assays conducted in the absence of essential cofactors (Mg²⁺, ATP)

  • Positive Controls:

    • Well-characterized ATP synthase alpha subunit from a model organism (e.g., E. coli)

    • Commercially available F₁-ATPase for comparative activity analysis

    • Native (non-recombinant) mycobacterial ATP synthase when available

  • Specificity Controls:

    • Testing with known ATP synthase inhibitors (e.g., oligomycin, bedaquiline) at varying concentrations

    • Competition experiments with excess substrate

    • Activity assays with related nucleotides (GTP, CTP) to confirm ATP specificity

  • System Validation:

    • Reconstitution experiments with additional ATP synthase subunits to verify proper complex formation

    • pH and temperature optimization to establish physiological relevance

    • Time-course experiments to ensure measurements within linear range

Control TypeExperimental ApproachExpected Result
Negative ControlHeat-inactivated protein (95°C, 10 min)≤5% of normal activity
Positive ControlE. coli F₁-ATPase alpha subunitComparable activity with species-specific differences
Specificity ControlKnown inhibitor (e.g., bedaquiline 10 μM)>90% inhibition of activity
System ValidationpH range testing (pH 6.0-8.0)Optimal activity at physiological pH (~7.4)

How can researchers effectively evaluate the interaction between atpA and potential inhibitors?

Evaluating interactions between atpA and potential inhibitors requires a multi-faceted approach combining biophysical, biochemical, and computational methods:

  • Binding Affinity Determination:

    • Surface Plasmon Resonance (SPR) to measure direct binding kinetics and affinity constants

    • Isothermal Titration Calorimetry (ITC) to determine thermodynamic parameters of binding

    • Microscale Thermophoresis (MST) for interactions in solution with minimal protein consumption

  • Structural Characterization:

    • X-ray crystallography or cryo-EM of atpA-inhibitor complexes to determine binding sites and conformational changes

    • Hydrogen-deuterium exchange mass spectrometry (HDX-MS) to map binding interfaces

    • NMR spectroscopy for dynamic interaction studies in solution

  • Functional Impact Assessment:

    • ATP hydrolysis inhibition assays with varying inhibitor concentrations to generate IC₅₀ values

    • Competitive vs. non-competitive inhibition analysis using Lineweaver-Burk plots

    • Whole-complex activity assays to confirm inhibition in the context of assembled ATP synthase

  • Selectivity Profiling:

    • Parallel testing against human mitochondrial ATP synthase to ensure selectivity

    • Counter-screening against related bacterial ATP synthases to establish spectrum of activity

    • Testing against atpA mutants to identify resistance mechanisms

  • In Silico Methods:

    • Molecular docking simulations to predict binding modes

    • Molecular dynamics to analyze stability of inhibitor-protein complexes

    • Structure-based virtual screening to identify novel inhibitor scaffolds

Evaluation MethodParameters MeasuredTypical Values for Effective Inhibitors
Surface Plasmon ResonanceKD (binding affinity)<1 μM for lead compounds
ATP Hydrolysis AssayIC₅₀<5 μM for potential development
Selectivity IndexIC₅₀ human/IC₅₀ mycobacterial>100× for selective compounds
Residence Timekoff rate constant<10⁻³ s⁻¹ for long-lasting inhibition

What are the best approaches for studying conformational changes in atpA during catalysis?

Studying the dynamic conformational changes in atpA during catalysis requires sophisticated techniques that can capture structural rearrangements at various timescales:

  • Time-Resolved Cryo-EM:

    • Trap ATP synthase in different catalytic states using ATP analogs or rapid mixing/freezing

    • Collect structural data at multiple time points during the catalytic cycle

    • Reconstruct the conformational trajectory of atpA during ATP synthesis/hydrolysis

  • Single-Molecule FRET (smFRET):

    • Introduce fluorescent labels at strategic positions in atpA

    • Monitor distance changes between labels during catalysis in real-time

    • Directly observe the transition between inhibition state by αCTD and active state, which has been shown to be a rapid process

  • Hydrogen-Deuterium Exchange Mass Spectrometry (HDX-MS):

    • Compare deuterium uptake patterns in different catalytic states

    • Identify regions undergoing conformational changes based on altered solvent accessibility

    • Map structural dynamics of the extended C-terminal domain during regulatory transitions

  • Electron Paramagnetic Resonance (EPR) Spectroscopy:

    • Introduce spin labels at specific sites in atpA

    • Measure distances and orientations between labels in different catalytic states

    • Characterize the mobility of specific domains during catalysis

  • Molecular Dynamics Simulations:

    • Model atomic-level movements of atpA based on structural data

    • Predict energy barriers for conformational transitions

    • Identify key residues involved in conformational coupling

TechniqueTemporal ResolutionSpatial ResolutionKey Information Provided
Cryo-EMMilliseconds (with mixing)2-4 ÅComplete structural snapshots
smFRETMicroseconds2-8 Å (distance changes)Real-time conformational dynamics
HDX-MSSeconds to minutesPeptide-level (5-20 aa)Regional flexibility and solvent exposure
EPRMicroseconds5-80 Å (distance measurements)Domain orientations and mobility
MD SimulationsFemtoseconds to microsecondsAtomicEnergy landscapes and transition pathways

How should researchers interpret conflicting experimental results when studying atpA function?

When faced with conflicting experimental results in atpA research, a systematic approach to interpretation is essential:

  • Methodological Differences Analysis:

    • Compare experimental conditions across studies (pH, temperature, ionic strength)

    • Assess protein preparation methods (tags, purification strategies)

    • Evaluate assay sensitivities and detection limits

    Methodological variations can significantly impact ATP synthase activity measurements, as the enzyme's function is highly dependent on its environment.

  • Experimental Context Evaluation:

    • Consider whether experiments examined isolated atpA versus the complete ATP synthase complex

    • Determine if studies used different mycobacterial species (M. tuberculosis vs. M. smegmatis)

    • Assess whether measurements were made in detergent solutions versus membrane environments

  • Statistical Robustness Assessment:

    • Evaluate statistical power of conflicting studies

    • Compare replicate numbers and variability

    • Consider whether appropriate statistical tests were applied

  • Integration with Structural Data:

    • Use cryo-EM or X-ray data on different nucleotide-bound states to explain functional variations

    • Consider if conflicting results might represent different conformational states of the protein

  • Validation Experiments:

    • Design experiments specifically to address contradictions

    • Incorporate controls that can distinguish between competing hypotheses

    • Consider orthogonal techniques to provide independent verification

Conflict TypeAnalysis ApproachResolution Strategy
Activity LevelsStandardize to known controlEstablish relative activity ratios
Inhibitor EfficacyCompare IC₅₀ methodologyRepeat with identical protein preparations
Conformational StatesMap to catalytic cycleBoth results may be correct for different states
Species DifferencesDirect comparison studiesAcknowledge species-specific variations

What statistical approaches are most appropriate for analyzing atpA functional data?

Appropriate statistical analysis of atpA functional data requires careful consideration of experimental design and data characteristics:

  • Enzyme Kinetics Analysis:

    • Nonlinear regression for Michaelis-Menten kinetics to determine Km and Vmax

    • Global fitting approaches for inhibition studies (competitive, non-competitive models)

    • Bootstrap resampling for robust confidence interval estimation

  • Dose-Response Relationships:

    • Four-parameter logistic regression for IC₅₀/EC₅₀ determination

    • Comparison of curves using extra sum-of-squares F test to detect statistically significant differences

    • Analysis of Hill coefficients to assess cooperativity

  • Comparative Studies:

    • ANOVA with appropriate post-hoc tests for comparing multiple experimental conditions

    • Mixed-effects models when dealing with repeated measurements or nested data

    • Paired t-tests for direct comparisons of specific mutants or conditions

  • Time-Series Analysis for Conformational Studies:

    • Hidden Markov modeling for single-molecule FRET data to identify discrete conformational states

    • Autocorrelation analysis to detect periodic behaviors

    • Change-point detection algorithms to identify transitions between states

  • Multivariate Analysis for Complex Datasets:

    • Principal component analysis (PCA) to identify major sources of variation

    • Cluster analysis to group similar experimental conditions or mutants

    • Partial least squares to correlate structural features with functional outcomes

Data TypeRecommended Statistical ApproachKey Parameters to Report
Enzyme KineticsNonlinear regressionKm, Vmax, 95% confidence intervals
Inhibition StudiesGlobal curve fittingKi, inhibition mechanism, r²
Mutational AnalysisOne-way ANOVA with Dunnett's testF statistic, degrees of freedom, p-values
Structure-FunctionMultiple regressionCorrelation coefficients, p-values, adjusted r²

How can researchers effectively integrate structural and functional data to develop a comprehensive model of atpA function?

Developing a comprehensive model of atpA function requires strategic integration of structural and functional data:

  • Multi-Scale Modeling Approach:

    • Combine atomic-resolution structural data (cryo-EM, X-ray) with functional measurements

    • Map functional data (e.g., activity of specific mutants) onto structural models

    • Develop computational models that link structure to function through energy landscapes

  • Correlation Analysis:

    • Quantitatively correlate structural parameters (distances, angles, surface areas) with functional outcomes

    • Perform structure-activity relationship (SAR) analysis for inhibitor binding

    • Identify structural elements that predict functional characteristics

  • Integrative Visualization:

    • Create dynamic visualizations that map functional data onto structural models

    • Develop color-coded structural representations based on functional importance

    • Generate motion pathways based on multiple structural states

  • Hypothesis Testing Cycle:

    • Generate testable hypotheses based on integrated models

    • Design mutations or chemical probes to test specific structural-functional relationships

    • Refine models based on experimental outcomes

  • Cross-Validation Strategies:

    • Test structural predictions with functional assays

    • Validate functional models with new structural data

    • Use orthogonal methods to confirm key findings

The critical structural elements for ATP hydrolysis inhibition and ATP synthesis efficiency have been visualized using cryo-EM structures of M. smegmatis F₁-ATPase and F₁F₀-ATP synthase with different nucleotide occupation patterns . These structures, combined with mutational and rotational studies, provide a foundation for understanding how the extended C-terminal domain (αCTD) of subunit α regulates ATP hydrolysis, and how the mycobacterial γ-loop and subunit δ contribute to ATP formation .

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