Recombinant Human Apolipoprotein O (APOO)

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Description

Introduction to Recombinant Human Apolipoprotein O (APOO)

Recombinant Human Apolipoprotein O (APOO) is a protein encoded by the APOO gene in humans. It is a member of the apolipoprotein family, which plays a crucial role in lipid metabolism by binding to lipids and facilitating their transport in the bloodstream. Apolipoproteins are integral components of various lipoproteins, including high-density lipoprotein (HDL), low-density lipoprotein (LDL), and very low-density lipoprotein (VLDL), each serving distinct functions in lipid transport and metabolism.

Apolipoprotein O is particularly notable for being the first apolipoprotein to contain a chondroitin sulfate chain, which is a type of glycosaminoglycan. This unique feature distinguishes it from other apolipoproteins and suggests potential roles in specific biological processes, such as lipid metabolism and possibly myocardial protection against lipid accumulation .

Structure and Function of Apolipoprotein O

Apolipoprotein O is a 198-amino acid protein that includes a 23-amino acid signal peptide. It is secreted via a microsomal triglyceride transfer protein (MTTP)-dependent mechanism, initially associating with VLDL and later transferring to HDL . The presence of a chondroitin sulfate chain in Apolipoprotein O makes it a proteoglycan, which is unusual among apolipoproteins .

Research Findings and Implications

Several studies have explored the effects of Apolipoprotein O on lipid metabolism and cardiovascular health:

  • Overexpression Studies: In a study using human apoA-I transgenic mice, overexpression of Apolipoprotein O did not alter plasma lipid profiles or HDL functionality. This suggests that while Apolipoprotein O is associated with HDL, it may not play a critical role in modulating HDL's anti-atherogenic properties .

  • Mitochondrial Association: Apolipoprotein O has been found to be associated with mitochondria and may contribute to lipotoxicity in the heart. This mitochondrial localization suggests potential roles in energy metabolism and heart function, particularly under conditions of metabolic stress .

  • Expression in Disease States: The expression of Apolipoprotein O is up-regulated in diabetic hearts, indicating a possible link between Apolipoprotein O and metabolic disorders .

Recombinant Production and Potential Applications

Recombinant production of proteins like Apolipoprotein O involves using expression systems such as bacteria or mammalian cells to produce large quantities of the protein. This can be useful for research purposes, such as studying protein structure and function, or for therapeutic applications if the protein is found to have beneficial effects.

References

  1. Wikipedia - Apolipoprotein O

  2. American Heart Association Journals - Effects of Recombinant Apolipoprotein AI Milano

  3. PMC - Consensus Model of Human Apolipoprotein A-I

  4. PubMed - Overexpression of Apolipoprotein O Does Not Impact on Plasma HDL

  5. PubMed - High Yield Expression and Purification of Recombinant Human Apolipoprotein A-II

  6. PubMed - ApoO, a Novel Apolipoprotein

  7. PMC - Apolipoprotein O is Mitochondrial and Promotes Lipotoxicity in Heart

Product Specs

Form
Lyophilized powder
Note: While we prioritize shipping the format currently in stock, please specify your preferred format in order notes for customized preparation.
Lead Time
Delivery times vary depending on the purchasing method and location. Please contact your local distributor for precise delivery estimates.
Note: Products are shipped with standard blue ice packs. Dry ice shipping requires prior arrangement and incurs additional charges.
Notes
Avoid repeated freeze-thaw cycles. Store working aliquots at 4°C for up to one week.
Reconstitution
Centrifuge the vial briefly before opening to collect the contents. Reconstitute the protein in sterile, deionized water to a concentration of 0.1-1.0 mg/mL. For long-term storage, we recommend adding 5-50% glycerol (final concentration) and aliquoting at -20°C/-80°C. Our standard glycerol concentration is 50% and may serve as a reference.
Shelf Life
Shelf life depends on storage conditions, buffer composition, temperature, and protein stability. Generally, liquid formulations have a 6-month shelf life at -20°C/-80°C, while lyophilized formulations have a 12-month shelf life at -20°C/-80°C.
Storage Condition
Upon receipt, store at -20°C/-80°C. Aliquot for multiple uses to prevent repeated freeze-thaw cycles.
Tag Info
Tag type is determined during manufacturing.
The tag type is determined during production. If a specific tag type is required, please inform us for prioritized development.
Buffer Before Lyophilization
Tris/PBS-based buffer, 6% Trehalose.
Datasheet
Please contact us to get it.
Expression Region
26-198
Protein Length
Full Length of Mature Protein
Target Protein Sequence
KKDSPPKNSVKVDELSLYSVPEGQSKYVEEARSQLEESISQLRHYCEPYTTWCQETYSQT KPKMQSLVQWGLDSYDYLQNAPPGFFPRLGVIGFAGLIGLLLARGSKIKKLVYPPGFMGL AASLYYPQQAIVFAQVSGERLYDWGLRGYIVIEDLWKENFQKPGNVKNSPGTK

Q&A

What is Apolipoprotein O and what are its primary biological functions?

Apolipoprotein O (APOO) is a member of the apolipoprotein family that functions as a component of the MICOS complex, a large protein complex located in the mitochondrial inner membrane. This complex plays crucial roles in:

  • Maintenance of crista junctions

  • Inner membrane architecture preservation

  • Formation of contact sites to the outer membrane

Unlike other apolipoproteins that primarily function in lipid transport, APOO's main functions appear to be associated with mitochondrial structure and function. It belongs to the apolipoprotein O/MICOS complex subunit Mic27 family and is also known by several alternative names including CXorf33, FAM121A, MIC27, and MICOS complex subunit MIC27 .

What expression systems are commonly used for producing recombinant human APOO?

Several expression systems have been established for recombinant human APOO production, each with distinct advantages:

Expression SystemAdvantagesTypical YieldPurityApplications
Escherichia coliCost-effective, high yield, rapid expression>50%>50%SDS-PAGE, functional assays
HEK293T cellsProper post-translational modifications, human-like glycosylation>0.05 µg/µL>80%Structural studies, in vitro functional assays

The choice of expression system depends on the specific research requirements. E. coli systems are preferred for high-yield applications where post-translational modifications are less critical, while mammalian expression systems like HEK293T are favored when proper protein folding and modifications are essential for functional studies .

How do I design an appropriate experimental control when working with recombinant APOO?

When designing experiments involving recombinant APOO, appropriate controls are essential for accurate data interpretation. A robust control framework should include:

  • Negative controls:

    • Buffer-only treatments (without recombinant protein)

    • Non-relevant recombinant protein expressed in the same system

    • Empty vector expressions

  • Positive controls:

    • Known functional apolipoproteins (e.g., apoA-I) when assessing general apolipoprotein functions

    • Commercial recombinant APOO with verified activity

  • Technical controls:

    • Multiple batches of recombinant APOO to account for preparation variability

    • Varying concentrations to establish dose-dependent effects

For in vivo studies, consider the experimental design approach demonstrated in apoO overexpression studies, where human apoA-I transgenic mice were used as a humanized model system, with control groups receiving control adenovirus vectors .

What methods are most effective for purifying recombinant human APOO?

Effective purification of recombinant human APOO requires a strategic approach based on the expression system used. Drawing from established protocols for similar apolipoproteins, the following methods have proven successful:

For E. coli-expressed APOO:

  • Cell lysis in appropriate buffer (typically 20 mM Tris-HCl pH 7.9, 500 mM NaCl, 10% glycerol, 5 mM imidazole)

  • Affinity chromatography using His-tag or specific fusion partners

  • Tag removal using specific proteases (e.g., tobacco etch virus protease)

  • Secondary purification using ion-exchange chromatography

  • Final polishing via size-exclusion chromatography

While specific to apoA-I and A-IV, the tobacco etch virus protease cleavage method has shown excellent results for apolipoproteins expressed in E. coli and may be adaptable for APOO purification .

For HEK293T-expressed APOO:

  • Anti-DDK (or other tag-specific) affinity column capture

  • Conventional chromatography steps for further purification

  • Buffer exchange to 25 mM Tris-HCl, 100 mM glycine, pH 7.3, 10% glycerol

The purity should be verified using SDS-PAGE with Coomassie blue staining, and protein concentration can be determined using microplate BCA method. Achieving >80% purity is typical for high-quality preparations suitable for functional assays .

How can I accurately measure APOO levels in biological samples?

Accurate quantification of APOO in biological samples presents unique challenges due to its relatively low abundance compared to major apolipoproteins like apoA-I. Based on established methodologies for apolipoprotein quantification, the following approaches are recommended:

Sandwich Dot-Blot Analysis:
This technique has been specifically developed for APOO quantification in human plasma and offers high sensitivity and specificity. The method involves:

  • Generation of specific monoclonal antibodies against recombinant APOO

  • Verification of antibody specificity using Western blotting against purified recombinant APOO, plasma samples, and culture medium

  • Development of a dot-blot sandwich assay with detectable range of 31.25-1000 ng/ml

  • Calibration using purified recombinant APOO as protein standard

Using this method, normal human plasma APOO concentrations have been determined to range from 1.05 to 5.47 μg/ml with a mean value of 2.21 μg/ml in healthy subjects, significantly lower than major apolipoproteins like apoA-I (approximately 1 g/L) .

Experimental Data Table: APOO Levels in Different Population Groups

Population GroupMean APOO Level (μg/ml)Range (μg/ml)Sample Size
Healthy subjects2.21 ± 0.831.05-5.47111
ACS patients4.94 ± 1.59Not specified50

This significant difference (p<0.001) between healthy subjects and Acute Coronary Syndrome (ACS) patients suggests potential clinical relevance of APOO measurements .

What are the key considerations for maintaining recombinant APOO stability during storage and experimentation?

Maintaining stability of recombinant APOO is critical for experimental reproducibility. Based on established protocols for similar proteins, the following guidelines are recommended:

Storage Conditions:

  • Store at -80°C for long-term preservation

  • Avoid repeated freeze-thaw cycles which can lead to protein degradation

  • Use appropriate buffer composition (e.g., 25 mM Tris-HCl, 100 mM glycine, pH 7.3, 10% glycerol)

Experimental Handling:

  • For cell culture applications, filter the protein solution before use (note that some protein loss during filtration is expected)

  • Maintain protein samples on ice during experiments when possible

  • Consider adding protease inhibitors if working with proteolytically active samples

Stability Assessment:

  • Monitor protein integrity regularly using SDS-PAGE

  • Perform functional assays to ensure biological activity is maintained

  • Consider aliquoting stock solutions to minimize freeze-thaw cycles

These precautions are essential for maintaining the structural and functional integrity of recombinant APOO throughout your experimental timeline .

How do I design experiments to investigate APOO's role in mitochondrial function?

Investigating APOO's role in mitochondrial function requires sophisticated experimental approaches that account for its location in the MICOS complex and specific binding to cardiolipin. A comprehensive experimental design should include:

1. Experimental Framework:

AspectMethodological ApproachControlsMeasurements
APOO knockdown/knockoutCRISPR-Cas9 or siRNA technologiesScrambled siRNA or empty vectorMitochondrial morphology, membrane potential, respiratory capacity
APOO overexpressionRecombinant adenovirus or plasmid transfectionEmpty vector expressionCrista junction formation, mitochondrial function
Mutational analysisSite-directed mutagenesis of cardiolipin binding sitesWild-type APOO expressionBinding affinity, functional impact
Protein-lipid interactionIn vitro binding assays with purified recombinant APOONon-relevant apolipoproteinsBinding constants, specificity

2. Advanced Imaging Approaches:

  • Super-resolution microscopy to visualize crista junction architecture

  • Electron microscopy to assess mitochondrial ultrastructure

  • Live-cell imaging with fluorescently tagged APOO to monitor dynamics

3. Functional Assessments:

  • Oxygen consumption rate measurements

  • ATP production assays

  • Membrane potential measurements using fluorescent probes

  • ROS production measurements

This experimental design framework builds on established protocols for studying mitochondrial proteins and incorporates APOO's specific role in the MICOS complex and its cardiolipin binding properties .

What is the relationship between APOO and inflammation in cardiovascular disease models?

The relationship between APOO and inflammation in cardiovascular disease represents an emerging area of research with significant clinical implications. Evidence suggests APOO may function as an inflammatory marker or mediator:

Key Research Findings:

  • APOO plasma levels are significantly elevated in Acute Coronary Syndrome (ACS) patients (4.94 ± 1.59 μg/ml) compared to healthy controls (2.21 ± 0.83 μg/ml, p<0.001)

  • APOO levels positively correlate with high-sensitivity C-reactive protein (hs-CRP) in ACS patients (r = 0.48, p<0.001)

  • Logistic regression analysis identifies APOO as an independent predictor of ACS (OR = 5.61, 95% CI 2.16–14.60, p<0.001)

  • In vitro studies demonstrate that lipopolysaccharide (LPS), an inflammatory stimulus, significantly increases APOO mRNA expression in both adipocytes (7-fold increase) and HepG2 cells (2.5-fold increase)

Experimental Approaches for Further Investigation:

  • In Vitro Models:

    • Treatment of cell lines with inflammatory cytokines to assess APOO expression

    • Co-culture systems with immune cells to study interactions

    • Knockdown/overexpression studies to determine causality

  • Animal Models:

    • ApoE-/- mice with APOO modulation to assess atherosclerosis progression

    • Inflammatory challenge models (LPS injection) with APOO measurement

    • Human apoA-I transgenic mice for HDL-specific studies

  • Clinical Investigations:

    • Correlation studies between APOO and multiple inflammatory markers

    • Longitudinal studies tracking APOO levels during disease progression

    • Genetic association studies of APOO polymorphisms

This evidence suggests APOO may function as a positive acute-phase protein that is elevated during inflammation, potentially contributing to cardiovascular pathophysiology .

How do post-translational modifications affect recombinant APOO structure and function compared to native human APOO?

Post-translational modifications (PTMs) can significantly impact protein structure and function, making this a critical consideration when using recombinant APOO for research. Differences between recombinant and native APOO may be particularly important:

Observed Modification Differences:

Modification TypeNative Human APOOE. coli-Expressed APOOHEK293T-Expressed APOOFunctional Impact
GlycosylationChondroitin-sulfate glycosylationAbsentPartial glycosylationMay affect lipid binding and stability
N-terminal processingRemoval of signal peptideOften retains Met or fusion tagsMore native-like processingCould affect protein folding
Cardiolipin bindingPresentPresent but may differ in affinityMore native-like bindingCritical for mitochondrial function
Molecular weight~55 kDaLower (depends on construct)~55 kDaIndicates modification differences

The glycosylation status of APOO appears particularly important, as native APOO is characterized by chondroitin-sulfate glycosylation that is absent in prokaryotic expression systems .

Methodological Approaches to Address PTM Differences:

  • Expression System Selection:

    • Use mammalian expression systems like HEK293T for studies requiring native-like PTMs

    • E. coli systems may be sufficient for basic binding or structural studies

  • Functional Validation:

    • Always compare recombinant APOO function to native protein controls

    • Perform in vitro modification of recombinant proteins to better mimic native status

  • Analytical Characterization:

    • Use mass spectrometry to characterize PTMs in both native and recombinant proteins

    • Perform circular dichroism or other structural analyses to assess conformational differences

The selection of an appropriate expression system should be guided by the specific research question, with mammalian systems preferred when PTMs are critical to the protein's function under investigation .

What experimental approaches can accurately assess the impact of APOO on HDL functionality?

Despite APOO's presence in HDL particles, overexpression studies have shown that it does not significantly impact plasma lipids, HDL levels, or HDL functionality. To thoroughly investigate this relationship, comprehensive experimental approaches are needed:

Recommended Experimental Design Framework:

  • HDL Isolation and Characterization:

    • Ultracentrifugation to isolate HDL fractions

    • FPLC separation for detailed lipoprotein profiling

    • Analysis of HDL composition (lipids, proteins) with and without APOO manipulation

  • HDL Functionality Assays:

Functional AspectAssay MethodologyExperimental ConditionsData Collection
Cholesterol efflux capacityMacrophage foam cell efflux assayAPOO-enriched vs. control HDL at equivalent concentrationsPercent efflux at multiple time points (4, 8, 24 hours)
Antioxidant capacityLDL oxidation protection assayCo-incubation of LDL with APOO-enriched or control HDLLag time, propagation rate, maximum oxidation
Anti-inflammatory activityEndothelial cell inflammation assayPre-treatment with APOO-enriched or control HDL followed by inflammatory stimulusExpression of adhesion molecules, cytokine production
NO productionAortic ring vasodilation assay ex vivoExposure to APOO-enriched or control HDLPercent vasodilation, dose-response curves
  • In Vivo Models:

    • Human apoA-I transgenic mice as a humanized HDL model

    • Recombinant adenovirus for APOO overexpression

    • Control adenovirus as appropriate negative control

    • Multiple time points for plasma collection and analysis

This comprehensive approach enables assessment of whether APOO enrichment affects HDL functionality across multiple dimensions, replicating and extending the finding that APOO overexpression does not significantly impact HDL functionality despite its presence in HDL particles .

How can contradictory findings about APOO's function be reconciled in experimental design?

The literature on APOO contains some seemingly contradictory findings that require careful consideration when designing experiments. These include:

Methodological Approaches to Reconcile Contradictions:

  • Comprehensive Experimental Design:

    • Include both in vitro and in vivo systems in the same study

    • Employ multiple model systems (cell lines, primary cells, animal models)

    • Use both gain-of-function and loss-of-function approaches

  • Context-Specific Investigations:

    • Examine APOO function in both normal and pathological states

    • Consider inflammatory context when studying lipoprotein distribution

    • Investigate potential regulatory mechanisms affecting APOO function

  • Standardized Methodologies:

    • Develop standardized assays for APOO quantification and functional assessment

    • Use consistent protein preparations across experiments

    • Establish reference ranges for APOO levels in different populations

  • Data Integration Framework:

Evidence TypeFindingContext/ConditionPotential Explanation
In vitro bindingAPOO binds cardiolipinPurified componentsPrimary mitochondrial function
In vivo overexpressionNo effect on HDLNormal physiological stateRedundant systems compensate
Clinical correlationElevated in ACSInflammatory stateSecondary role as acute phase protein
Lipoprotein distributionShifts to include LDLDisease stateAltered lipoprotein remodeling

By systematically addressing these contradictions through careful experimental design, researchers can develop a more nuanced understanding of APOO's complex biological functions in different contexts .

What statistical approaches are most appropriate for analyzing experiments involving recombinant APOO?

Statistical Analysis Framework:

  • Basic Comparative Studies:

    • Student's t-test for comparing two groups (e.g., APOO-treated vs. control)

    • ANOVA with appropriate post-hoc tests for multiple group comparisons

    • Non-parametric alternatives (Mann-Whitney U, Kruskal-Wallis) when normality assumptions are violated

  • Correlation Studies:

    • Pearson's correlation for normally distributed data

    • Spearman's rank correlation for non-parametric data

    • Example: Correlation between APOO levels and hs-CRP (r = 0.48, p<0.001)

  • Clinical Studies and Biomarker Evaluation:

    • Logistic regression analysis for binary outcomes

    • Calculation of odds ratios with confidence intervals

    • Example: APOO as predictor of ACS (OR = 5.61, 95% CI 2.16–14.60, p<0.001)

    • ROC curve analysis for determining diagnostic value

  • Experimental Design Considerations:

    • Power analysis to determine appropriate sample sizes

    • Account for multiple testing with appropriate corrections

    • Include replicate measurements to assess experimental variation

Data Presentation Recommendations:

Data TypeRecommended VisualizationStatistical Reporting
Group comparisonsBox plots or bar graphs with error barsMean ± SD, median (IQR), p-values
Correlation analysisScatter plots with trend linesCorrelation coefficient, p-values
Time-course dataLine graphs with error barsRepeated measures analysis results
Concentration-dependent effectsDose-response curvesEC50/IC50 values with 95% CI

This statistical framework should be adapted to the specific experimental design while maintaining rigorous standards for data analysis and interpretation .

How do I properly design control experiments for APOO functional studies?

Designing appropriate controls is fundamental to rigorous scientific investigation of APOO function. A comprehensive control strategy includes:

1. Protein-Level Controls:

Control TypePurposeImplementation
Negative ControlEstablish baselineBuffer-only or irrelevant protein treatment
Vehicle ControlAccount for delivery system effectsEmpty vector or delivery vehicle alone
Positive ControlValidate assay performanceKnown functional protein in same system
Concentration ControlsEstablish dose-dependenceMultiple concentrations of recombinant APOO
Timing ControlsAssess temporal effectsMultiple time points for measurements

2. Expression System Controls:

  • Compare APOO from different expression systems (E. coli vs. HEK293T)

  • Include non-APOO proteins expressed in the same system

  • Test multiple batches of recombinant protein

3. Functional Assay Controls:

  • Include standard curves for quantitative assays

  • Incorporate technical replicates to assess method variation

  • Use biological replicates to assess biological variation

4. Experimental Design Table for APOO Functional Study:

Experimental GroupTreatmentConcentrationTime PointsReplicatesMeasurements
Negative controlBuffer onlyN/A0, 6, 24h3Primary outcome measure
Vehicle controlExpression vectorEquivalent0, 6, 24h3Primary outcome measure
Positive controlKnown active proteinOptimized0, 6, 24h3Primary outcome measure
APOO - lowRecombinant APOO1 μg/ml0, 6, 24h3Primary outcome measure
APOO - mediumRecombinant APOO5 μg/ml0, 6, 24h3Primary outcome measure
APOO - highRecombinant APOO10 μg/ml0, 6, 24h3Primary outcome measure

This control framework ensures that observed effects can be confidently attributed to APOO rather than experimental artifacts or system-specific factors .

What emerging techniques show promise for advancing our understanding of APOO function?

Several cutting-edge techniques and approaches show significant promise for elucidating APOO's complex biological functions:

1. Advanced Structural Biology Approaches:

  • Cryo-electron microscopy to visualize APOO within the MICOS complex

  • Hydrogen-deuterium exchange mass spectrometry to map protein-protein interactions

  • Advanced NMR techniques for structural characterization in membrane environments

2. Systems Biology Integration:

  • Multi-omics approaches combining proteomics, lipidomics, and transcriptomics

  • Network analysis to position APOO within broader functional pathways

  • Mathematical modeling of mitochondrial dynamics incorporating APOO function

3. Advanced Genetic Tools:

  • CRISPR-Cas9 gene editing for precise manipulation of APOO expression

  • Base editing for introducing specific mutations without double-strand breaks

  • Conditional knockout models for tissue-specific APOO deletion

4. Live Imaging Technologies:

  • Super-resolution microscopy for visualizing APOO localization and dynamics

  • FRET-based biosensors to monitor APOO interactions in real-time

  • Correlative light and electron microscopy for structural-functional relationships

5. Translational Research Approaches:

  • Development of APOO-based biomarkers for cardiovascular disease

  • Investigation of APOO as a potential therapeutic target

  • Population-scale genetic studies to identify APOO variants associated with disease

These emerging techniques promise to address critical gaps in our understanding of APOO function, particularly regarding its dual roles in mitochondrial structure and potential involvement in inflammatory processes .

How might the study of APOO inform broader understanding of mitochondrial dysfunction in disease?

APOO's position at the intersection of mitochondrial structure and function makes it particularly valuable for understanding broader mechanisms of mitochondrial dysfunction in disease:

Potential Research Applications:

  • Neurodegenerative Diseases:

    • Investigate APOO's role in maintaining mitochondrial integrity in neurons

    • Examine potential disruptions in APOO function in Alzheimer's or Parkinson's disease

    • Explore connections between cardiolipin binding and mitochondrial damage

  • Cardiovascular Disorders:

    • Study APOO's dual role in mitochondria and lipoproteins in cardiomyocytes

    • Investigate the significance of elevated APOO in Acute Coronary Syndrome

    • Examine the relationship between APOO, inflammation, and atherosclerosis progression

  • Metabolic Disorders:

    • Explore APOO function in tissues with high metabolic demands

    • Investigate potential connections to insulin resistance and diabetes

    • Examine APOO expression in obesity and metabolic syndrome

  • Cancer Research:

    • Study APOO in the context of the Warburg effect and mitochondrial reprogramming

    • Investigate potential connections to apoptotic resistance

    • Examine APOO expression in different cancer types

  • Aging Research:

    • Investigate APOO's role in age-related mitochondrial dysfunction

    • Study connections to mitochondrial dynamics and quality control

    • Examine potential interventions targeting APOO or its interactions

By positioning APOO research within these broader disease contexts, investigators can contribute not only to understanding this specific protein but also to developing new paradigms for mitochondrial dysfunction in human disease .

What methodological approaches can address the apparent contradictions in APOO research findings?

Addressing contradictions in the APOO literature requires sophisticated experimental approaches that can reconcile seemingly disparate findings:

Integrative Research Framework:

  • Multi-System Validation:

    • Parallel studies in multiple model systems (cells, tissues, animals)

    • Comparison of in vitro and in vivo findings within single study designs

    • Cross-validation using multiple methodological approaches

  • Context-Dependent Analysis:

    • Systematic exploration of APOO function under both normal and stress conditions

    • Investigation of APOO in both physiological and pathological states

    • Examination of post-translational modifications across contexts

  • Experimental Design Table for Resolving APOO Functional Contradictions:

Research QuestionSystem 1System 2System 3Integrated Analysis
HDL functionalityIn vitro efflux assaysApoA-I transgenic miceHuman plasma samplesComparative pathway analysis
Inflammatory roleCell line stimulationAnimal inflammation modelsClinical correlationsNetwork modeling
Lipoprotein distributionPurified componentsFPLC analysis of plasmaTissue-specific expressionMulti-omics integration
  • Methodological Standardization:

    • Development of standardized assays for APOO quantification

    • Establishment of reference materials for cross-laboratory validation

    • Creation of shared resources (antibodies, recombinant proteins, cell lines)

  • Data Science Approaches:

    • Meta-analysis of existing studies to identify patterns and inconsistencies

    • Bayesian integration of multiple data types

    • Machine learning to identify context-dependent factors influencing APOO function

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