SOS2 Antibody, FITC conjugated

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Description

Overview of SOS2 Antibody, FITC Conjugated

SOS2 is a guanine nucleotide exchange factor (GEF) critical for Ras signaling activation. The FITC-conjugated SOS2 antibody enables fluorescence-based detection methods, including immunofluorescence (IF), flow cytometry (FCM), and immunohistochemistry (IHC) .

Key Features

  • Target Protein: SOS2 (UniProt ID: Q07890) .

  • Conjugate: Fluorescein isothiocyanate (FITC), a green fluorescent dye (Ex/Em: 495/519 nm) .

  • Host Species: Available in both mouse monoclonal (IgG1) and rabbit polyclonal formats .

  • Applications: Western blot (WB), IF, IHC, ELISA, and immunocytochemistry (ICC) .

Mechanistic Insights

  • SOS2 facilitates GTP-GDP exchange on Ras, activating downstream MAP kinase pathways .

  • In T-cell receptor signaling, SOS2 interacts with adaptor proteins like Grb2 to mediate Ras activation .

Key Studies

  • Metabolic Stress in Melanoma (2022): FITC-conjugated SOS2 antibody was used in ICC to study BRAF activation under metabolic stress in NRAS-mutated melanomas .

  • Ras-GRF Interactions: Studies highlight SOS2’s lower biological activity compared to SOS1 due to its shorter half-life, despite higher Grb2 binding affinity .

Validation and Quality Control

  • Purity: >95% verified via SDS-PAGE .

  • Specificity: Detects endogenous SOS2 at ~153 kDa in WB .

  • Neutralization Controls: Available through peptide-blocking assays (e.g., sc-393667 P) .

Supplier Comparison

SupplierHostConjugateApplications
Santa Cruz MouseFITCWB, IP, IF, IHC, ELISA
Cusabio/ARP RabbitFITCWB, IHC, IF
Antibodies.com RabbitUnconjugated*WB, ICC

*Note: Antibodies.com offers unconjugated SOS2 antibody, requiring secondary FITC-labeled reagents .

Product Specs

Buffer
**Preservative:** 0.03% Proclin 300
**Constituents:** 50% Glycerol, 0.01M PBS, pH 7.4
Form
Liquid
Lead Time
Typically, we can ship your order within 1-3 business days of receiving it. Delivery time may vary depending on the shipping method and destination. Please consult your local distributor for specific delivery timelines.
Synonyms
FLJ25596 antibody; Guanine nucleotide exchange factor antibody; Guanine nucleotide releasing factor antibody; Son of sevenless (Drosophilia) homolog 2 antibody; Son of sevenless homolog 2 (Drosophila) antibody; Son of sevenless homolog 2 antibody; SOS 2 antibody; SOS-2 antibody; Sos2 antibody; SOS2_HUMAN antibody
Target Names
Uniprot No.

Target Background

Function
SOS2 Antibody, FITC conjugated, promotes the exchange of Ras-bound GDP by GTP.
Gene References Into Functions
  1. Activating Mutations Affecting the Dbl Homology Domain of SOS2 Cause Noonan Syndrome PMID: 26173643
  2. We identified two novel genes, SOS2 and LZTR1, associated with Noonan syndrome, thereby expanding the molecular spectrum of RASopathies. PMID: 25795793
  3. A multicenter pharmacogenetic study in children (ages 6-11) demonstrated that a SNP in SOS2 (rs13379306) in children with growth hormone deficiency is associated with drug resistance to hormone replacement therapy with recombinant human growth hormone. PMID: 23761422
  4. Intracellular Francisella tularensis novicida triggers temporal and early activation of Ras through the SOS2/GrB2/PKCalpha/PKCbetaI quaternary complex; Ras signaling by intracellular F. tularensis is essential for intracellular proliferation in the cytosol PMID: 20618341
  5. A significant association of single nucleotide polymorphism within three genes--PPARgamma, SOS2, and PCK1--with Alzheimer's disease, was confirmed. PMID: 17440948

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Database Links

HGNC: 11188

OMIM: 601247

KEGG: hsa:6655

STRING: 9606.ENSP00000216373

UniGene: Hs.291533

Involvement In Disease
Noonan syndrome 9 (NS9)

Q&A

What is SOS2 protein and why is it important in cellular signaling research?

SOS2 (Son of Sevenless Homolog 2) is a guanine nucleotide exchange factor that promotes the exchange of Ras-bound GDP by GTP, thus activating the Ras signaling pathway . In T-cell signaling, SOS2 plays a critical role in the activation cascade following T-cell receptor stimulation. Research has shown that SOS2 is regulated by microRNAs such as miR-15a/16, which modulate T-cell activation processes .

When designing experiments to study SOS2, consider its interactions within the Ras-MAPK pathway. Specifically, SOS2 functions upstream of MEK1 and ERK1, making it a valuable target for investigating signal transduction mechanisms in both normal and pathological conditions. In T-cell studies, SOS2 antibodies can help visualize the temporal and spatial dynamics of receptor-mediated signaling events.

How do I select the appropriate epitope region when choosing a SOS2 antibody?

When selecting a SOS2 antibody, careful consideration of the epitope region is critical for experimental success. Available SOS2 antibodies target different regions of the protein:

  • N-terminal region (AA 188-215)

  • Central region (AA 300-600)

  • AA 187-404 region

The choice depends on your research objectives:

  • For protein-protein interaction studies: Select antibodies targeting regions outside known interaction domains to avoid epitope masking.

  • For phosphorylation studies: Choose antibodies that don't target regions containing phosphorylation sites, unless using phospho-specific antibodies.

  • For evolutionarily conserved studies across species: Select antibodies targeting highly conserved regions if cross-reactivity is desired.

The AA 187-404 region appears well-represented among available antibodies , suggesting this region may contain immunogenic epitopes that produce reliable detection results.

What are the key considerations for optimizing FITC-conjugated antibody signal in flow cytometry?

When using FITC-conjugated SOS2 antibodies in flow cytometry, several methodological factors must be optimized:

  • Compensation settings: FITC has emission spectrum overlap with other fluorophores like PE. Perform proper compensation using single-stained controls to avoid false-positive signals.

  • Signal amplification: Since FITC is less bright than newer fluorophores, consider:

    • Using higher antibody concentrations (typically 1:50 - 1:200 dilution)

    • Implementing signal amplification systems for low-abundance targets

  • Photobleaching prevention: FITC is prone to rapid photobleaching. Minimize light exposure by:

    • Keeping samples in the dark during incubation

    • Using anti-fading agents in the mounting medium

    • Processing samples quickly after staining

  • Validation controls: Include an isotype control to establish background fluorescence levels, as demonstrated in flow cytometry studies where isotype controls help distinguish specific from non-specific binding .

How can I effectively use FITC-conjugated SOS2 antibodies to study T-cell activation dynamics?

For investigating SOS2's role in T-cell activation dynamics, implement the following methodological approach:

  • Cell preparation: Isolate primary T-cells using negative selection methods (e.g., Mouse Pan T-Cell Isolation Kit) to maintain native receptor densities and signaling capacity.

  • Activation protocol: Stimulate T-cells using:

    • Plate-bound anti-CD3 (10 μg/ml) and anti-CD28 (1 μg/ml) antibodies for in vitro activation

    • SIINFEKL peptide for antigen-specific stimulation in OT-I T-cell models

  • Temporal analysis: Track SOS2 localization and expression at multiple time points (0, 30 min, 2h, 24h, 72h) post-stimulation using FITC-conjugated SOS2 antibodies.

  • Quantification: Calculate the proliferation index (total number of divisions divided by cells that underwent division) and division index (average number of cell divisions per original cell) to correlate SOS2 dynamics with functional outcomes.

  • Co-localization studies: Combine FITC-conjugated SOS2 antibodies with markers for signaling compartments (e.g., plasma membrane, endosomes) to track spatial redistribution during activation.

Research has demonstrated that T-cell activation decreases miRNA-15a/16 levels, which normally suppress SOS2 and MEK1 expression, thereby facilitating increased SOS2 availability for Ras activation .

What methods can accurately assess the impact of SOS2 phosphorylation on its function using FITC-conjugated antibodies?

Studying SOS2 phosphorylation requires a multi-faceted approach:

  • Phospho-enrichment strategy: Employ TiO₂-MOAC (metal oxide affinity chromatography) combined with HILIC (hydrophilic interaction liquid chromatography) to enrich and separate phosphorylated peptides . This removes 80-90% of non-phosphorylated peptides, enhancing phospho-SOS2 detection sensitivity.

  • Dual-labeling workflow:

    • Use phospho-specific primary antibodies for specific phosphorylation sites

    • Apply FITC-conjugated SOS2 antibodies to detect total SOS2

    • Calculate phosphorylation ratios to assess activation state

  • Functional correlation:

    • Monitor SOS2 GEF activity using fluorescent GDP-release assays

    • Correlate phosphorylation status with subcellular localization using confocal microscopy

    • Track downstream ERK activation as a functional readout

  • Inhibitor studies: Use kinase inhibitors to block specific phosphorylation events and assess the impact on SOS2 localization and function using the FITC-conjugated antibody signal as readout.

This approach allows researchers to establish causal relationships between specific phosphorylation events and functional outcomes in the Ras-MAPK pathway.

How do I design experiments to investigate SOS2-dependent miRNA regulatory networks using FITC-labeled antibodies?

Based on recent findings that TCR stimulation reduces miR-15a/16 levels to facilitate increased SOS2 and MEK1 expression , design experiments as follows:

  • Expression correlation analysis:

    • Transfect cells with miR-15a/16 mimics or inhibitors

    • Use FITC-conjugated SOS2 antibodies to quantify SOS2 protein levels by flow cytometry

    • Compare expression patterns with the data in Table 1 of source , which showed SOS2 decreased by 18.4% with miR-15a/16 overexpression

  • Temporal dynamics assessment:

    • Stimulate T-cells with anti-CD3/CD28

    • Collect cells at multiple timepoints (0h, 2h, 6h, 24h)

    • Simultaneously quantify miR-15a/16 levels by qRT-PCR and SOS2 protein by FITC-antibody labeling

  • In vivo validation:

    • Adopt the double transgenic mouse model approach from reference

    • Use DOX-inducible miR-15a/16 expression system

    • Perform adoptive transfer experiments with CFSE-labeled T-cells

    • Analyze proliferation using FITC-conjugated SOS2 antibodies to correlate SOS2 levels with proliferative capacity

  • Epitope accessibility assessment:

    • Compare FITC-SOS2 antibody binding efficiency in cells with different miRNA expression profiles

    • Evaluate whether miRNA binding to SOS2 mRNA affects protein conformation and subsequent antibody recognition

How can I minimize photobleaching when using FITC-conjugated SOS2 antibodies in long-term imaging experiments?

FITC is prone to rapid photobleaching, which presents challenges for extended imaging experiments. Implement these methodological approaches:

  • Sample preparation optimization:

    • Use fixing agents that minimize autofluorescence (e.g., methanol fixation shown effective for SOS2 detection)

    • Adjust antibody concentration to achieve optimal signal-to-noise ratio (1:500 dilution was effective in immunofluorescence applications)

  • Anti-fading strategies:

    • Include anti-fading agents in mounting media

    • Store slides at 4°C in the dark when not imaging

    • Consider using commercially available oxygen scavenging systems

  • Imaging parameters:

    • Reduce exposure time and increase camera gain

    • Use neutral density filters to attenuate excitation light

    • Employ deconvolution algorithms to enhance signal from fewer photons

    • Capture reference images at regular intervals to quantify and correct for photobleaching

  • Alternative approaches:

    • Consider using alternative SOS2 antibody conjugates with more photostable fluorophores (Alexa Fluor® 488, 546, 594, 647, 680, or 790) for experiments requiring extended imaging periods

Implementing these strategies will help maintain signal integrity throughout long-term imaging experiments.

What are the optimal controls for validating specificity of FITC-conjugated SOS2 antibodies in experimental systems?

Rigorous validation requires multiple control strategies:

  • Negative controls:

    • Isotype control antibodies conjugated to FITC to establish background and non-specific binding

    • Secondary antibody-only controls when using indirect detection methods

    • Unstained cell controls to establish autofluorescence baseline (as demonstrated in flow cytometry experiments)

  • Specificity controls:

    • Pre-incubation with blocking peptides (specific peptide competitors like sc-393667 P) to demonstrate signal reduction

    • Knockdown/knockout validation using siRNA or CRISPR-Cas9 to reduce/eliminate target protein

    • Overexpression systems to demonstrate proportional signal increase

  • Cross-reactivity assessment:

    • Test antibodies on samples from different species to confirm species specificity claims

    • When studying human samples, confirm reported human reactivity

  • Quantitative validation:

    • Compare FITC-conjugated antibody results with unconjugated primary + FITC-secondary approach

    • Verify signal localization patterns match known SOS2 distribution

    • Demonstrate appropriate molecular weight detection (approximately 150 kDa) in complementary assays like Western blot

How do different fixation and permeabilization protocols affect the detection of SOS2 using FITC-conjugated antibodies?

Fixation and permeabilization methods significantly impact antibody accessibility to SOS2, particularly when using FITC conjugates:

  • Fixation comparison:

    • Methanol fixation: Effectively used for SOS2 detection in A549 cells , preserves protein epitopes while providing good membrane permeabilization

    • Paraformaldehyde (PFA): Preserves cellular morphology but may require additional permeabilization

    • Acetone: Rapid fixation but may alter some epitopes

  • Permeabilization optimization:

    • For flow cytometry: Successful detection demonstrated using fixed and permeabilized A549 cells

    • For immunofluorescence: Methanol alone provided sufficient permeabilization for nuclear staining with Hoechst 33342 and cytoplasmic SOS2 detection

  • Protocol recommendations:

    • For membrane-associated SOS2 detection: Use gentler fixation (0.5-2% PFA) with mild detergent permeabilization

    • For total SOS2 detection: Methanol fixation (-20°C, 10 minutes) provides good results

    • For dual detection with phospho-epitopes: Sequential fixation with PFA followed by methanol may preserve both phospho-epitopes and total SOS2

  • Epitope accessibility considerations:

    • Different SOS2 antibodies target different regions (AA 188-215 , AA 300-600 ), which may respond differently to fixation methods

    • Test multiple conditions when establishing protocols for new experimental systems

How can FITC-conjugated SOS2 antibodies be used to study the Ras-GTP/GDP exchange process in live cell imaging?

For studying SOS2's role in Ras-GTP/GDP exchange using FITC-conjugated antibodies, implement this methodological approach:

  • Live cell antibody delivery strategies:

    • Utilize cell-penetrating peptide (CPP) conjugation to enable intracellular delivery

    • Consider electroporation or microinjection for controlled introduction

    • Use Fab fragments of FITC-conjugated SOS2 antibodies to minimize interference with protein function

  • Simultaneous visualization of exchange dynamics:

    • Combine FITC-SOS2 antibody with FRET-based Ras activity sensors

    • Implement fluctuation-based microscopy techniques (FCS/FCCS) to measure interaction kinetics

    • Use photoactivatable or photoconvertible Ras constructs to track newly activated Ras molecules

  • Quantitative analysis methods:

    • Apply single-particle tracking to monitor SOS2 clustering at activation sites

    • Implement ratiometric imaging to normalize for expression level differences

    • Use computational modeling to correlate SOS2 dynamics with Ras activation patterns

  • Technical considerations:

    • Balance antibody concentration to achieve sufficient signal without disrupting native interactions

    • Use minimal laser power to reduce photobleaching while maintaining temporal resolution

    • Consider light-sheet microscopy for reduced phototoxicity during extended imaging

This approach enables direct visualization of SOS2's role in promoting the exchange of Ras-bound GDP by GTP .

What are the methodological considerations for studying SOS2 and miR-15a/16 interactions in T-cell proliferation models?

Building on findings that T-cell activation decreases miR-15a/16 levels to promote MEK1 and SOS2 expression , implement these methodological strategies:

  • Experimental design for in vivo T-cell studies:

    • Use the double transgenic mouse model with DOX-inducible miR-15a/16 and Tcrα-V2/Tcrβ-V5 (OT-I)

    • Perform adoptive transfer of CD8+ T cells (10^6 cells per mouse) into recipient mice

    • Vaccinate with appropriate peptide (e.g., SIINFEKL) in adjuvant on day 0 and boost on day 10

    • Harvest spleen cells on day 17 for analysis

  • Proliferation assessment:

    • Label cells with CellTrace CFSE (5 mM in DMSO)

    • Analyze proliferation using flow cytometry

    • Calculate both proliferation index and division index

    • Correlate with SOS2 expression using FITC-conjugated SOS2 antibodies

  • Multi-parameter analysis protocol:

    • Simultaneously stain for SOS2 (using FITC-conjugated antibody), activation markers (CD69, CD25), and proliferation markers

    • Include isotype controls as demonstrated in flow cytometry validation

    • Use spectral unmixing for accurate signal separation

  • Validation strategy:

    • Confirm SOS2 suppression by miR-15a/16 using Western blot analysis

    • Correlate with Table 1 data showing 18.4% decrease in SOS2 with miR-15a/16 overexpression

    • Implement rescue experiments by expressing miR-15a/16-resistant SOS2 constructs

This comprehensive approach enables robust investigation of the regulatory relationship between miR-15a/16 and SOS2 in T-cell activation and proliferation.

How do I design experiments to assess SOS2 interaction with other signaling proteins using FITC-conjugated antibodies?

For studying SOS2 interactions with other signaling proteins, implement this methodological framework:

  • Co-localization studies:

    • Use FITC-conjugated SOS2 antibodies combined with differently labeled antibodies against interaction partners

    • Implement super-resolution microscopy (STORM, PALM) to overcome diffraction limits

    • Calculate Pearson's correlation coefficients to quantify spatial overlap

    • Consider proximity ligation assays (PLA) for detecting proteins within 40nm proximity

  • Interaction kinetics analysis:

    • Design FRET-based approaches using FITC as donor fluorophore

    • Implement FLIM (Fluorescence Lifetime Imaging Microscopy) to detect interactions independent of concentration

    • Use photobleaching approaches (FRAP, iFRAP) to measure dynamic exchange rates

  • Functional validation protocol:

    • Develop expression constructs for known SOS2-interacting proteins

    • Perform immunoprecipitation using SOS2 antibodies (e.g., sc-393667 AC agarose conjugate)

    • Assess interaction disruption using site-directed mutagenesis of key residues

    • Correlate interaction patterns with functional outcomes (e.g., Ras activation)

  • Multi-dimensional data acquisition:

    • Collect spectral, spatial, and temporal information simultaneously

    • Implement computational image analysis pipelines for unbiased quantification

    • Use machine learning algorithms to identify subtle interaction patterns

This approach enables comprehensive characterization of SOS2's dynamic protein interaction network in various cellular contexts.

How can FITC-conjugated SOS2 antibodies be combined with phospho-specific antibodies to study signaling dynamics?

For comprehensive analysis of SOS2 phosphorylation dynamics:

  • Dual staining protocol optimization:

    • Use FITC-conjugated SOS2 antibodies to detect total SOS2 protein

    • Apply phospho-specific primary antibodies with spectrally distinct secondary antibodies

    • Implement sequential staining protocols to minimize cross-reactivity

    • Consider phospho-enrichment methods like TiO₂-MOAC with HILIC for enhanced detection

  • Temporal analysis methodology:

    • Stimulate cells with appropriate activators (e.g., growth factors, TCR stimulation)

    • Fix cells at defined time points (0, 2, 5, 10, 30, 60 min)

    • Quantify phosphorylation-to-total protein ratios across time course

  • Spatial distribution assessment:

    • Use confocal microscopy to track subcellular localization changes

    • Implement computational image analysis to quantify co-localization coefficients

    • Correlate phosphorylation status with membrane recruitment dynamics

  • Validation approaches:

    • Employ phosphatase treatments as negative controls

    • Use phosphomimetic and phospho-dead SOS2 mutants as reference points

    • Implement kinase inhibitors to confirm signaling pathway specificity

This integrative approach enables researchers to correlate SOS2 phosphorylation events with functional outcomes in the Ras-MAPK pathway activation.

What are the considerations for using FITC-conjugated SOS2 antibodies in multiplexed super-resolution microscopy?

When implementing super-resolution microscopy with FITC-conjugated SOS2 antibodies:

  • Sample preparation optimization:

    • Use thin (10-20μm) tissue sections or monolayer cultures to minimize light scattering

    • Implement methanol fixation, shown effective for SOS2 detection in A549 cells

    • Carefully titrate antibody concentration to achieve single-molecule level detection

    • Consider using F(ab')₂ fragments for improved epitope access and reduced linkage error

  • FITC-specific considerations:

    • Account for FITC's relatively rapid photobleaching in acquisition protocols

    • Implement oxygen scavenging systems to extend fluorophore lifetime

    • Consider switching buffer systems compatible with FITC for STORM imaging

    • For multi-color super-resolution, select partner fluorophores with minimal spectral overlap

  • Data acquisition parameters:

    • Optimize camera frame rates based on FITC photophysics

    • Implement calibration routines using fluorescent beads

    • Adjust laser power to balance between signal quality and photobleaching

    • For STORM/PALM: collect 20,000-50,000 frames with appropriate exposure times

  • Analytical approaches:

    • Apply drift correction algorithms during reconstruction

    • Implement cluster analysis to identify SOS2 nanoclusters

    • Use coordinate-based co-localization analysis for multi-protein studies

    • Consider Voronoi tessellation methods for quantifying molecular distributions

This methodology enables nanoscale visualization of SOS2 organization within signaling complexes.

How can phosphoproteomic approaches be integrated with FITC-conjugated SOS2 antibody imaging to understand signaling networks?

To integrate phosphoproteomics with SOS2 antibody imaging:

  • Sample preparation workflow:

    • Split samples for parallel phosphoproteomic and imaging analysis

    • Implement TiO₂-MOAC with HILIC for phosphopeptide enrichment

    • Process matching samples for imaging using FITC-conjugated SOS2 antibodies

    • Include appropriate stimulation time points and inhibitor treatments

  • Phosphopeptide identification strategy:

    • Analyze enriched samples by LC-MS/MS

    • Identify SOS2 phosphorylation sites and quantify relative abundance

    • Map phosphosites to functional domains and known interaction surfaces

    • Cross-reference with phosphorylation databases and literature

  • Correlative analysis protocol:

    • Match phosphorylation dynamics to subcellular localization changes

    • Correlate specific phosphorylation events with interaction partner associations

    • Develop predictive models linking phosphorylation patterns to functional outcomes

    • Validate key phosphorylation events using phospho-specific antibodies

  • Functional validation methodology:

    • Generate phosphomimetic (S/T→D/E) and phospho-dead (S/T→A) SOS2 mutants

    • Assess impact on subcellular localization using FITC-conjugated antibodies

    • Evaluate effects on protein-protein interactions and signaling outputs

    • Implement CRISPR-Cas9 knock-in strategies for endogenous mutations

This integrative approach provides mechanistic insights into how phosphorylation regulates SOS2 function within the broader signaling network.

What statistical approaches are recommended for quantifying SOS2 expression changes in flow cytometry experiments using FITC-conjugated antibodies?

For robust quantification of SOS2 expression using flow cytometry:

  • Data normalization protocol:

    • Use median fluorescence intensity (MFI) rather than mean for non-normally distributed data

    • Calculate signal-to-noise ratio using isotype controls

    • Implement standardized beads for day-to-day calibration

    • Consider fluorescence minus one (FMO) controls for accurate gating

  • Statistical analysis methodology:

    • For comparing two conditions: Apply paired t-tests or Wilcoxon signed-rank tests

    • For multiple conditions: Use ANOVA with appropriate post-hoc tests (Tukey's, Bonferroni)

    • For time-course experiments: Consider repeated measures ANOVA or mixed-effects models

    • Always report effect sizes alongside p-values (as in Table 1 )

  • Visualization approaches:

    • Use histogram overlays to compare expression distributions

    • Implement biaxial plots for co-expression analysis

    • For complex datasets, consider dimensionality reduction (tSNE, UMAP)

    • Present paired data to show within-subject changes

  • Validation requirements:

    • Perform power analysis to determine appropriate sample sizes

    • Implement bootstrapping for robust confidence intervals

    • Use appropriate multiple testing corrections (e.g., Benjamini-Hochberg)

    • Report both adjusted and unadjusted p-values (as shown in Table 1 )

This comprehensive statistical approach enables accurate quantification of SOS2 expression changes while minimizing false discoveries.

How do I optimize image analysis workflows for quantifying SOS2 localization changes using FITC-conjugated antibodies?

For quantitative analysis of SOS2 localization from fluorescence microscopy:

  • Image acquisition standardization:

    • Maintain consistent exposure settings across experimental conditions

    • Implement flat-field correction to account for illumination heterogeneity

    • Acquire z-stacks to capture complete cellular volume

    • Use methanol fixation protocol that has proven effective for SOS2 visualization

  • Image preprocessing pipeline:

    • Apply background subtraction using rolling ball algorithm

    • Implement deconvolution to improve signal-to-noise ratio

    • Correct for photobleaching if acquiring time-lapse data

    • Use nucleus counter-staining (e.g., Hoechst 33342) for cell segmentation

  • Quantification methodology:

    • Segment individual cells using watershed or deep learning approaches

    • Define subcellular regions (membrane, cytoplasm, nucleus) using marker channels

    • Calculate intensity ratios between compartments rather than absolute values

    • Implement distance mapping to quantify membrane proximity

  • Statistical analysis approach:

    • Use nested hierarchical analysis to account for multiple cells per condition

    • Implement bootstrapping for confidence interval estimation

    • Apply mixed-effects models for experiments with multiple variables

    • Perform correlation analysis between localization metrics and functional readouts

This workflow enables robust quantification of SOS2 redistribution during signaling events while minimizing technical artifacts.

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