msgn1 Antibody

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Description

Biological Context of Msgn1

Msgn1 is a Wnt3a-regulated basic helix-loop-helix (bHLH) transcription factor essential for PSM maturation, epithelial-mesenchymal transition (EMT), and somitogenesis. Key roles include:

  • Direct activation of PSM-specific genes (Tbx6, Pdgfra, Snai1) .

  • Coordination of segmentation via Notch signaling components (Dll1, Lfng) .

  • Regulation of cell motility through EMT drivers (Twist1, Zeb1) .

Msgn1 Antibody Applications

The antibody is widely used in developmental biology for:

ApplicationMethodKey Findings
Chromatin Immunoprecipitation (ChIP)ChIP-Seq in E9–E9.5 mouse embryosIdentified direct binding of Tbx6 to Msgn1 promoter, confirming regulatory synergy .
ImmunofluorescenceESC differentiation assaysValidated Msgn1-induced PSM markers (Pdgfrα, Flk1) in vitro .
Western BlotMsgn1−/− mutant analysisConfirmed loss of Tbx6 and Pdgfra expression in PSM .

Transcriptional Regulation

  • Promoter analysis: Msgn1’s −1.2 kb promoter contains Lef/Tcf and T-box binding sites necessary for Wnt3a/Tbx6-mediated activation . Mutation of these sites reduced reporter activity by 90% in PSM .

  • Direct targets: ChIP-Seq revealed 1,860 genes bound by Msgn1, including Snai1 (EMT) and Epha4 (segmentation) .

Functional Rescue Experiments

  • Wnt3a−/− embryos: Msgn1 overexpression partially restored PSM differentiation, confirming its downstream role in Wnt signaling .

  • EB differentiation: Msgn1 induction in ESCs increased Pdgfrα+/Flk1+ cells fivefold, demonstrating PSM specification capacity .

Key Studies Utilizing Msgn1 Antibody

  1. Chalamalasetty et al. (2014): Demonstrated Msgn1’s sufficiency for PSM fate determination via ChIP-Seq and ESC assays .

  2. Yamaguchi et al. (2012): Linked Msgn1 loss to delayed PSM cell migration and enlarged tailbuds .

  3. Wittler et al. (2007): Elucidated Wnt3a/Tbx6 synergy in Msgn1 promoter activation using reporter constructs .

Product Specs

Buffer
Preservative: 0.03% Proclin 300
Constituents: 50% Glycerol, 0.01M PBS, pH 7.4
Form
Liquid
Lead Time
Made-to-order (14-16 weeks)
Synonyms
msgn1 antibody; mespo antibody; si:ch211-222h17.1 antibody; Mesogenin-1 antibody; MesP-related bHLH factor antibody; Paraxial mesoderm-specific expression and regulatory capacities antibody; pMesogenin1 antibody; pMsgn1 antibody
Target Names
msgn1
Uniprot No.

Target Background

Function
Msgn1 plays a crucial role in specifying the paraxial mesoderm, which contributes to the formation of the body's skeletal muscles, bones, and connective tissues. Importantly, Msgn1 does not influence the development of the dorsal mesoderm, which gives rise to the heart and blood vessels. This protein likely regulates the expression of T-box transcription factors, essential for the development and differentiation of mesoderm.
Gene References Into Functions
  1. Studies in zebrafish have shown that Tbx16 and Msgn1 are essential for the directional migration of mesodermal progenitor cells, which are precursor cells that give rise to different types of mesoderm. ( PMID: 26368502 )
  2. Msgn1, in conjunction with Spt, plays a critical role in the formation of the paraxial mesoderm. Moreover, it helps maintain the population of mesodermal progenitor cells from which the paraxial mesoderm originates. This is achieved by influencing gene expression and cell movement. ( PMID: 23172917 )
  3. Research suggests that Msgn1 expression, in coordination with ntl expression, facilitates the differentiation of progenitor cells during the development of somites in the tail region. Somites are blocks of mesoderm that give rise to vertebrae, ribs, and muscles. ( PMID: 22890044 )
  4. Mespo, another gene involved in mesoderm development, shows increased expression in the involuting mesoderm during early embryonic development. Subsequently, its expression becomes restricted to the presomitic mesoderm, the region that will give rise to somites. The expression of mespo is reduced in the most rostral (front) part of the presomitic mesoderm as the first somite forms. ( PMID: 12684777 )
Database Links
Subcellular Location
Nucleus.
Tissue Specificity
Coexpression of ntl and spt is required for expression.

Q&A

What is Msgn1 and why is it significant in developmental biology?

Msgn1 (mesogenin 1) is a basic helix-loop-helix (bHLH) transcription factor that serves as a master regulator of paraxial presomitic mesoderm (PSM) formation. It controls PSM differentiation by directly activating transcriptional programs that define PSM identity, epithelial-mesenchymal transition (EMT), cell motility, and segmentation . Msgn1 plays a crucial role in the transition from neuromesodermal (NM) stem cells to PSM cells, which are essential progenitors for the musculoskeleton of the trunk and tail. Research indicates that Msgn1 alone is sufficient to drive PSM differentiation, making it a key factor in early embryonic development and somitogenesis .

What are the molecular characteristics of the Msgn1 protein?

The human Msgn1 protein is characterized by:

  • Length: 193 amino acid residues

  • Molecular weight: 20.8 kDa

  • Subcellular localization: Nuclear

  • Functional domains: Contains a basic helix-loop-helix (bHLH) DNA-binding domain

  • DNA binding specificity: Recognizes E-box motifs (CANNTG), specifically CCATTTGT sequences

  • Function: Specifies paraxial, but not dorsal, mesoderm

Msgn1 has been identified in multiple species including mouse, rat, bovine, frog, zebrafish, chimpanzee, and chicken, showing its evolutionary conservation across vertebrates .

What are the common applications for Msgn1 antibodies in research?

Msgn1 antibodies are employed in multiple experimental techniques in developmental biology:

ApplicationCommon UsageTechnical Considerations
ImmunofluorescenceMost common application; visualizing Msgn1 expression patternsRequires optimization for nuclear antigen detection
Western BlotProtein quantification and validationExpected band at ~21 kDa
ImmunohistochemistryTissue localization studiesMay require antigen retrieval for formalin-fixed tissues
ImmunocytochemistryCellular localization in cultured cellsBest with fixed cells to preserve nuclear proteins
ChIP/ChIP-seqIdentifying direct target genesValidated for determining Msgn1 binding sites

These applications enable researchers to study the spatial and temporal expression of Msgn1 during embryonic development and to identify its downstream targets .

How is Msgn1 expression regulated during development?

Msgn1 expression in the presomitic mesoderm is controlled by synergistic activity of multiple factors:

  • Wnt signaling pathway: Msgn1 is downstream of Wnt3a signaling, as evidenced by the downregulation of Msgn1 in Wnt3a mutants .

  • T-box transcription factors: Both T (Brachyury) and Tbx6 directly regulate Msgn1. In T/T mutant embryos, Msgn1 expression is completely absent .

  • Promoter regulation: The -1.2 kb promoter of Msgn1 contains:

    • Four consensus Lef/Tcf binding sites (Wnt pathway mediators)

    • Four consensus T-box binding sites

    • Mutations in either set of sites strongly reduce promoter activity

  • Synergistic control: Chromatin immunoprecipitation (ChIP) experiments confirmed that Tbx6 directly binds to the Msgn1 promoter in vivo. Reporter assays demonstrated that the combination of Wnt signaling (through Lef/β-catenin) and T-box factors produced a synergistic activation of the Msgn1 promoter .

This regulatory network ensures the precise temporal and spatial expression of Msgn1 in the developing embryo, which is critical for proper PSM formation.

How can researchers use Msgn1 antibodies to identify direct target genes?

Chromatin immunoprecipitation followed by sequencing (ChIP-seq) with Msgn1 antibodies has proven effective for identifying direct target genes. A methodological approach includes:

  • Chromatin preparation: Crosslink protein-DNA complexes with formaldehyde from differentiating embryoid bodies or PSM tissues.

  • Immunoprecipitation: Use validated Msgn1 antibodies to pull down Msgn1-bound chromatin fragments.

  • Sequencing and analysis: A typical ChIP-seq experiment can identify thousands of Msgn1 binding sites. For example, one study identified 4,087 Msgn1-binding sites corresponding to 1,860 genes .

  • Peak location analysis: Msgn1 predominantly binds to promoter regions within 2 kb upstream of transcription start sites (TSS) .

  • Motif analysis: Confirm enrichment of E-box motifs (CANNTG), particularly CCATTTGT, which is the characteristic binding sequence for Msgn1 .

  • Functional validation: Confirm direct regulation through reporter assays with wild-type and mutated binding sites, as demonstrated for targets like Tbx6, Pdgfrα, and Snai1 .

This approach has successfully revealed that Msgn1 directly regulates genes involved in mesoderm differentiation, epithelial-mesenchymal transition, and segmentation.

What experimental design is recommended for studying the role of Msgn1 in presomitic mesoderm differentiation?

A comprehensive experimental design should include:

  • Cell/tissue models:

    • Embryoid bodies from embryonic stem cells (ESCs)

    • Conditional expression systems (e.g., Dox-inducible Msgn1 expression)

    • Primary PSM explants

    • In vivo embryonic studies

  • Temporal analysis:

    • Time-course experiments to capture dynamic changes

    • Short intervals (6-72h) after Msgn1 induction to identify early vs. late responses

  • Molecular profiling:

    • Transcriptome analysis (microarray or RNA-seq) after Msgn1 induction

    • ChIP-seq to identify direct Msgn1 targets

    • Proteomics to study protein interactions and post-translational modifications

  • Functional validation:

    • Reporter assays to confirm enhancer activation

    • CRISPR/Cas9-mediated knockout or mutation of Msgn1 binding sites

    • Rescue experiments in Msgn1-null backgrounds

  • Markers for validation:

    • PSM markers: Tbx6, Pdgfrα

    • EMT markers: Snai1, Twist1, Zeb1, Zeb2, Foxc1

    • Other developmental markers to assess specificity

This multi-faceted approach enables researchers to distinguish between direct and indirect effects of Msgn1 on PSM differentiation .

How can researchers distinguish between Msgn1-dependent and Tbx6-dependent effects in presomitic mesoderm development?

Distinguishing the specific contributions of Msgn1 and Tbx6 requires carefully designed experiments:

  • Comparative gene induction studies:

    • Studies have shown that forced expression of Msgn1 in ESCs induces PSM markers like Tbx6 and Pdgfrα

    • In contrast, overexpression of Tbx6 alone does not induce these mesoderm markers to the same extent

    • This suggests a hierarchical relationship where Msgn1 activation precedes and may control Tbx6 function

  • Genetic approaches:

    • Analysis of single and double knockout models

    • Conditional knockout with temporally controlled deletion

    • Rescue experiments (e.g., expressing Tbx6 in Msgn1-null background)

  • Molecular analysis:

    • ChIP-seq comparison of Msgn1 and Tbx6 binding sites to identify unique and shared targets

    • Analysis of binding motifs: Msgn1 binds E-box motifs while Tbx6 binds T-box elements

    • Sequential ChIP (re-ChIP) to identify regions co-bound by both factors

  • Temporal expression analysis:

    • Precise staging of embryos to determine if expression is sequential or simultaneous

    • Inducible systems with different induction timing

These approaches help delineate the regulatory network where Msgn1 appears to function upstream of Tbx6 in controlling PSM development, while also identifying their unique contributions to developmental processes .

What are the technical challenges in detecting Msgn1 in early embryonic tissues and how can they be overcome?

Detecting Msgn1 in early embryonic tissues presents several technical challenges:

ChallengeSolution
Low protein abundanceUse signal amplification techniques (e.g., tyramide signal amplification); Optimize antibody concentration and incubation conditions
Dynamic and transient expressionPrecise embryo staging; Time-course experiments with short intervals; Use of tissue-specific markers to identify relevant regions
Nuclear localizationOptimize nuclear permeabilization protocols; Use antigen retrieval methods for fixed tissues
Cross-reactivity with other bHLH factorsValidate antibody specificity using Msgn1-null tissues; Perform peptide competition assays
Limited tissue availabilityMicrodissection techniques; Single-cell approaches; Pooling of samples when appropriate
Fixation and processing artifactsCompare multiple fixation protocols (e.g., paraformaldehyde vs. methanol); Fresh-frozen vs. paraffin-embedded tissue comparison

The incorporation of proper controls is essential, including:

  • Negative controls: Msgn1-null tissues, pre-immune serum, or isotype-matched irrelevant antibodies

  • Positive controls: Tissues with known high Msgn1 expression (e.g., presomitic mesoderm at appropriate stages)

  • Validation with multiple antibodies recognizing different epitopes of Msgn1

How can researchers resolve contradictory results when using different Msgn1 antibodies?

When faced with discrepancies between results obtained with different Msgn1 antibodies, researchers should:

  • Validate antibody specificity:

    • Western blot analysis to confirm the expected molecular weight (20.8 kDa)

    • Use Msgn1 knockout/knockdown tissues as negative controls

    • Perform peptide competition assays with the immunizing peptide

    • Compare immunostaining patterns with mRNA expression by in situ hybridization

  • Analyze epitope differences:

    • Determine which protein domains (N-terminal, C-terminal, bHLH domain) are recognized by each antibody

    • Consider whether post-translational modifications might affect epitope recognition

    • Evaluate whether conformational changes in different applications might alter epitope accessibility

  • Optimize experimental conditions:

    • Test multiple fixation and permeabilization protocols

    • Compare different antigen retrieval methods

    • Adjust antibody concentration and incubation conditions

    • Evaluate buffer compositions that might affect nuclear protein detection

  • Use complementary approaches:

    • Generate epitope-tagged Msgn1 constructs for validation

    • Employ mRNA detection methods (in situ hybridization, RT-PCR) to confirm expression patterns

    • Utilize mass spectrometry to confirm protein identity in immunoprecipitates

  • Consider biological variables:

    • Precise developmental staging

    • Species-specific differences in Msgn1 structure and expression

    • Potential alternative splicing or protein isoforms

By systematically addressing these factors, researchers can resolve contradictory results and establish reliable detection methods for Msgn1 in their experimental systems .

What factors should be considered when selecting Msgn1 antibodies for ChIP-seq experiments?

For successful ChIP-seq with Msgn1 antibodies, researchers should consider:

  • Antibody characteristics:

    • Specificity: Validated through Western blot, immunoprecipitation, and ideally in Msgn1-null tissues

    • Affinity: High-affinity antibodies improve chromatin enrichment

    • Epitope location: Ensure the epitope is not involved in DNA binding or protein interactions

    • ChIP validation: Previously validated in ChIP applications

  • Experimental controls:

    • Input DNA controls

    • IgG or pre-immune serum negative controls

    • Positive controls targeting known Msgn1 binding sites (e.g., Tbx6, Pdgfrα, or Snai1 enhancers)

    • Spike-in controls for normalization

  • Protocol optimization:

    • Crosslinking conditions (time, temperature, formaldehyde concentration)

    • Chromatin fragmentation method and size range (200-500 bp ideal)

    • Antibody concentration and incubation conditions

    • Washing stringency to reduce background

  • Validation strategies:

    • qPCR of known target genes before sequencing

    • Motif analysis for E-box enrichment (CANNTG, specifically CCATTTGT)

    • Comparison with published Msgn1 binding sites

    • Functional validation of novel binding sites

Previous studies successfully identified Msgn1 binding sites in enhancers of genes like Tbx6, Pdgfrα, and Snai1, confirming direct regulation of these targets through reporter assays and ChIP-qPCR validation .

How can researchers quantitatively assess Msgn1 expression levels in experimental systems?

Quantitative assessment of Msgn1 expression requires careful methodological considerations:

MethodAdvantagesLimitationsBest Practices
Western BlotDirect protein quantification; Size verificationSemi-quantitative; Requires adequate cell numbersUse recombinant Msgn1 standards; Include loading controls; Linear dynamic range verification
qRT-PCRHigh sensitivity; Small sample requirementMeasures mRNA not protein; Post-transcriptional regulation not capturedDesign intron-spanning primers; Validate with melt curves; Use multiple reference genes
Immunofluorescence QuantificationSpatial information preserved; Single-cell resolutionVariability in fixation and antibody penetrationStandardized acquisition parameters; Internal controls; Background subtraction; Z-stack analysis
Flow CytometrySingle-cell quantification; Statistical powerLoss of spatial information; Requires cell dissociationProper compensation; FMO controls; Dead cell exclusion; Isotype controls
ELISA/Protein ArrayHigh-throughput; StandardizedCommercial kits limited; May lack sensitivityStandard curves; Multiple technical replicates; Spike-in controls

For developmental studies tracking Msgn1 expression:

  • Establish clear developmental staging criteria

  • Use precise microdissection techniques to isolate relevant tissues

  • Account for the transient nature of Msgn1 expression with appropriate temporal sampling

  • Consider single-cell approaches to address heterogeneity in developing tissues

  • Normalize to appropriate housekeeping genes or proteins that remain stable during the developmental processes being studied

What considerations are important when designing experiments to study Msgn1's role in epithelial-mesenchymal transition?

Msgn1 directly regulates EMT genes like Snai1, making it a critical factor in mesodermal cell migration. When studying this role:

  • Target gene selection:

    • Focus on known Msgn1-regulated EMT genes: Snai1, Twist1, Zeb1, Zeb2, and Foxc1

    • Include downstream effectors of EMT (cell adhesion, cytoskeletal proteins)

  • Experimental systems:

    • Inducible Msgn1 expression systems to trigger EMT

    • Time-course analysis to distinguish direct vs. indirect effects

    • 3D culture systems to better recapitulate in vivo EMT processes

    • In vivo imaging of cell movements in developing embryos

  • Analytical approaches:

    • ChIP-seq to confirm direct binding to EMT gene enhancers

    • Reporter assays with wild-type and mutated enhancers (e.g., Snai1+5148 enhancer)

    • Live cell tracking to quantify migration parameters

    • Immunostaining for EMT markers before and after Msgn1 induction

    • Cell morphology and adhesion assays

  • Mechanistic studies:

    • Rescue experiments in Msgn1-null backgrounds

    • Epistasis analysis with EMT regulators

    • Identification of co-factors (e.g., ChIP-MS approaches)

    • Signaling pathway inhibitors to dissect interactions with Wnt signaling

  • Validation in vivo:

    • Conditional Msgn1 knockout models

    • Cell lineage tracing during development

    • Correlation with Wnt3a and β-catenin activity, which regulates both Msgn1 and Snai1 expression

Research has demonstrated that Msgn1 directly binds to and activates the Snai1 enhancer, providing a mechanistic link between mesoderm specification and the migratory behavior necessary for proper PSM development .

How can single-cell approaches with Msgn1 antibodies advance understanding of presomitic mesoderm differentiation?

Single-cell technologies combined with Msgn1 antibodies offer powerful new approaches:

  • Single-cell protein detection:

    • Mass cytometry (CyTOF) with Msgn1 antibodies allows simultaneous detection of dozens of proteins

    • Imaging mass cytometry provides spatial context while maintaining single-cell resolution

    • Flow cytometry with Msgn1 antibodies enables isolation of specific PSM subpopulations

  • Integrated multi-omics:

    • CITE-seq (combining surface protein and transcriptome analysis)

    • Single-cell proteomics paired with transcriptomics

    • Spatial transcriptomics with immunofluorescence validation

  • Developmental trajectory analysis:

    • Pseudotime ordering of cells based on Msgn1 and other markers

    • Reconstruction of differentiation pathways from neuromesodermal progenitors to PSM

    • Identification of intermediate cell states during mesoderm specification

  • Heterogeneity assessment:

    • Characterization of PSM subpopulations with varying Msgn1 levels

    • Correlation of Msgn1 expression with cell cycle state

    • Analysis of asynchronous differentiation within the PSM

  • Perturbation analysis:

    • CRISPR screening in Msgn1-expressing cells

    • Single-cell response to Wnt modulation

    • Clonal analysis of Msgn1 mutant cells in chimeric embryos

These approaches can reveal previously undetected heterogeneity in PSM formation and provide insights into the transitional states between neuromesodermal progenitors and differentiated PSM cells .

What are the potential applications of Msgn1 antibodies in regenerative medicine research?

Msgn1 antibodies can facilitate several aspects of regenerative medicine research:

  • Monitoring stem cell differentiation:

    • Quality control for PSM-like cells derived from pluripotent stem cells

    • Optimization of differentiation protocols for skeletal muscle and vertebral tissue engineering

    • Selection of properly specified mesodermal progenitors

  • Disease modeling:

    • Detection of aberrant Msgn1 expression in developmental disorders

    • Assessment of somitogenesis defects in patient-derived iPSCs

    • Evaluation of congenital vertebral malformations

  • Therapeutic cell manufacturing:

    • Antibody-based sorting of appropriately specified progenitors

    • Release testing for cell therapy products

    • Validation of genetic engineering approaches targeting the PSM lineage

  • Tissue engineering applications:

    • Monitoring proper specification in 3D organoid models

    • Quality assessment in bioengineered skeletal muscle

    • Validation of artificial niche environments for PSM development

  • Drug discovery:

    • Screening for compounds that modulate Msgn1 expression or function

    • Target validation in developmental disease models

    • Assessment of teratogenic effects on somitogenesis

Insights from Msgn1's role in activating genes for EMT, cell motility, and differentiation can inform strategies to generate functional mesodermal derivatives for regenerative applications .

How do the regulatory interactions between Wnt signaling, T-box factors, and Msgn1 inform experimental design?

Understanding the regulatory network controlling Msgn1 expression provides important context for experimental design:

  • Hierarchical signaling analysis:

    • Wnt3a activates β-catenin signaling, which works through Lef/Tcf factors to regulate Msgn1

    • The T-box transcription factor T (Brachyury) is also downstream of Wnt3a

    • Tbx6 is activated by both Wnt3a and Msgn1, creating a feed-forward loop

    • Msgn1 in turn activates Snai1 and other EMT genes

  • Synergistic activation:

    • The Msgn1 promoter contains both Lef/Tcf and T-box binding sites

    • Mutations in either set of sites significantly reduce promoter activity

    • Combined mutations completely abolish promoter activity

    • This synergism should be considered when manipulating these pathways

  • Experimental implications:

    • When modulating Wnt signaling, consider effects on both Msgn1 and T-box factors

    • In Tbx6 overexpression studies, monitor endogenous Msgn1 activation

    • For complete PSM induction, both pathways likely need activation

    • ChIP-seq analysis should examine co-binding patterns of Msgn1, Tbx6, and β-catenin/Lef1

  • Technical considerations:

    • Use antibody combinations that allow simultaneous detection of pathway components

    • Design genetic perturbations that can distinguish direct vs. indirect effects

    • Consider temporal dynamics - Wnt activation precedes Msgn1 expression, which precedes Tbx6 activation

This regulatory network understanding enables more precise experimental manipulations and better interpretation of phenotypes in developmental studies .

What are the current limitations of Msgn1 antibodies and potential solutions?

Current limitations and potential solutions for Msgn1 antibody applications include:

LimitationPotential Solution
Variability between antibody sourcesDevelopment of standardized recombinant antibodies
Lack of isoform-specific antibodiesGeneration of antibodies targeting unique epitopes of potential variants
Limited applicability across speciesCreation of cross-species validated antibodies targeting conserved epitopes
Challenges in detecting post-translational modificationsDevelopment of modification-specific antibodies (phospho-Msgn1, etc.)
Insufficient sensitivity for low expression levelsImplementation of signal amplification technologies; nanobody-based detection
Batch-to-batch variabilityAdoption of recombinant antibody technology with consistent production

Future antibody development should focus on:

  • Validation in multiple species to facilitate comparative developmental studies

  • Creation of application-specific antibodies optimized for particular techniques

  • Development of antibodies recognizing distinct conformational states of Msgn1

  • Generation of tagged recombinant antibody fragments for live-cell imaging

  • Production of antibodies recognizing Msgn1 in complex with its binding partners

These advances would significantly enhance the research community's ability to study Msgn1's dynamic roles in development .

How will emerging technologies enhance the application of Msgn1 antibodies in developmental research?

Emerging technologies will transform how Msgn1 antibodies are used in developmental biology:

  • Advanced imaging approaches:

    • Super-resolution microscopy for precise nuclear localization

    • Light sheet microscopy for whole-embryo imaging with cellular resolution

    • Live imaging with split-GFP or nanobody-based detection systems

    • Correlative light and electron microscopy for ultrastructural context

  • New genomic technologies:

    • CUT&Tag and CUT&RUN as alternatives to traditional ChIP

    • HiChIP for simultaneous detection of chromatin interactions and protein binding

    • Single-cell CUT&Tag to examine Msgn1 binding in individual cells

    • Spatial genomics to preserve tissue context while examining protein-DNA interactions

  • Proteomics innovations:

    • Proximity labeling (BioID, APEX) to identify Msgn1 interaction partners

    • Cross-linking mass spectrometry to map protein interaction domains

    • Single-cell proteomics for heterogeneity analysis

    • Targeted protein degradation approaches for acute Msgn1 depletion

  • Computational tools:

    • Machine learning for image analysis of Msgn1 expression patterns

    • Integration of multi-omics data to build comprehensive regulatory networks

    • Predictive modeling of Msgn1 binding sites and target gene expression

    • Systems biology approaches to understand Msgn1's role in the broader developmental context

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