GABPA Antibody

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Description

GABPA Antibody Characteristics

GABPA antibodies are produced in various host species (e.g., rabbit, mouse) and validated for applications including Western blot (WB), immunohistochemistry (IHC), immunofluorescence (IF), and ELISA. Key commercial antibodies include:

Antibody CloneHostApplicationsReactivityTarget Region
21542-1-APRabbitWB, IHC, IF, IPHuman, Mouse, RatFull-length GABPA fusion protein
68645-1-PBSMouseWB, IF, Indirect ELISAHuman, Mouse, RatGABPA fusion protein (Ag33705)
MA5-15419MouseWB, IF, Indirect ELISAHuman, MouseRecombinant fragment (aa120–190)
1D6MouseWB, IHC-P, IF, ELISAHumanPartial recombinant protein (1–100 aa)

Key features:

  • Molecular weight: Observed ~56–60 kDa (calculated ~51 kDa) .

  • Epitopes: Target regions vary by clone, including N-terminal domains and specific amino acid sequences .

  • Storage: Typically stored at –20°C or –80°C in PBS-based buffers with stabilizers like glycerol .

Cancer Research

GABPA antibodies have been pivotal in identifying its tumor-suppressive roles:

  • Clear cell renal cell carcinoma (ccRCC): Overexpression of GABPA reduced tumor growth in xenograft models and inhibited cell migration by 40–60% .

  • Hepatocellular carcinoma (HCC): Low GABPA expression correlates with advanced tumor grade (P = 0.017), metastasis (P = 0.021), and poor survival (P = 0.031). Mechanistically, GABPA suppresses invasion by upregulating E-cadherin .

Immunology

  • T-cell homeostasis: GABPA-deficient T cells show impaired S-phase entry (<1% EdU incorporation vs. 20% in wild type) due to dysregulation of Mcm helicases and redox-balance genes .

  • Antiviral responses: GABPA regulates adenovirus E4 gene expression via interactions with Host cell factor C1 .

Developmental Biology

  • Naive pluripotency: GABPA degradation in embryonic stem cells (ESCs) downregulates 2,265 genes, including 54.7% with direct GABPA promoter binding, impairing epiblast (EPI) specification .

Technical Protocols

Standardized protocols for GABPA antibodies include:

ApplicationDilutionSample PreparationKey Steps
Western Blot1:500–1:1,000RIPA lysates + protease inhibitorsSDS-PAGE, transfer to PVDF membrane
IHC-Paraffin1:50–1:200Antigen retrieval (citrate buffer)Blocking with 5% BSA, DAB staining
Immunofluorescence1:100Methanol fixationCo-staining with DAPI

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 orders within 1-3 business days of receipt. Delivery time may vary depending on the shipping method and location. Please contact your local distributor for specific delivery timeframes.
Synonyms
E4TF 1A antibody; E4TF1 60 antibody; E4TF1A antibody; GA binding protein alpha chain antibody; GA binding protein transcription factor alpha subunit 60kDa antibody; GA binding protein transcription factor alpha subunit antibody; GA-binding protein alpha chain antibody; GABP A antibody; GABP alpha subunit antibody; GABP subunit alpha antibody; Gabpa antibody; GABPA_HUMAN antibody; Human nuclear respiratory factor 2 subunit alpha antibody; NFT 2 antibody; NFT2 antibody; NRF 2 antibody; NRF 2A antibody; NRF2 antibody; NRF2A antibody; Nuclear respiratory factor 2 alpha subunit antibody; Nuclear respiratory factor 2 subunit alpha antibody; RCH04A07 antibody; Transcription factor E4TF1 60 antibody; Transcription factor E4TF1-60 antibody
Target Names
Uniprot No.

Target Background

Function
GABPA is a transcription factor that interacts with purine-rich repeats (GA repeats). It plays a crucial role in the expression of the Adenovirus E4 gene.
Gene References Into Functions
  1. Research indicates that GABPA is essential for activating the expression of translocase of inner mitochondrial membrane 23 (TIMM23) and TIMM23B. PMID: 29413900
  2. Studies suggest that GABPA inhibits hepatocellular carcinoma cell migration and may serve as a potential prognostic biomarker. PMID: 28549418
  3. CRISPR-mediated reversal of mutant TERT promoters, or deletion of its long-range interacting chromatin, eliminates GABPA binding and long-range interactions, resulting in the depletion of active histone marks, loss of POL2 recruitment, and suppression of TERT transcription. PMID: 27650951
  4. Research suggests a novel mechanism of TERT reactivation mediated by a long-range chromatin interaction between the TERT promoter on chromosome 5p and a 300-kb upstream region. This interaction allows GABPA recruitment to mutant TERT promoters but not in wild-type promoters. PMID: 27807101
  5. GABPA/B1 is a critical ETS transcription factor that plays a key role in deregulating SDHD expression in the context of highly recurrent promoter mutations in melanoma. PMID: 28108517
  6. Data analysis links GABPa to cognitive disorders, diabetes, KRAB zinc finger (KRAB-ZNF), and human-specific genes. PMID: 26814189
  7. ELF1 binding occurs at both TERT promoter mutations in melanoma in vitro, enabling increased GABP recruitment through the spatial architecture of native and novel ETS motifs in the TERT promoter region. PMID: 26553150
  8. Findings suggest that NRF-2alpha regulates SIRT3 expression, providing insights into the upregulation of SIRT3 during nutrient stress. PMID: 26109058
  9. GABPalpha binding to overlapping ETS and CRE DNA motifs is enhanced by CREB1. PMID: 26185160
  10. Research identifies ITGAM/CD11b as a novel GABP target gene, emphasizing the critical role of GABP in myeloid cell differentiation. PMID: 26170143
  11. GABPA directly links TERT promoter mutations to aberrant expression in multiple cancers. PMID: 25977370
  12. GABPA exhibits an increased binding signal with higher numbers of ETS motifs per promoter. Analysis reveals a coordinated binding pattern for p53, ETS1, and GABPA based on the distance between inverted pairs of ETS motifs within promoters. PMID: 24481480
  13. Studies highlight the functional importance of the C/EBPalpha C-terminus beyond the bZIP DNA-binding and dimerization region, suggesting a cooperative activation mechanism by C/EBPalpha and GABP of myeloid-specific genes. PMID: 24076158
  14. GABP alpha is essential for YAP expression both in vitro and in vivo, and YAP serves as a key downstream effector of GABP for cell survival and cell-cycle progression. PMID: 23684612
  15. When NRF-2alpha and NRF-2beta form a complex, the nuclear import of NRF-2alphabeta becomes strictly dependent on the nuclear localization signal within NRF-2beta. PMID: 23856623
  16. Research suggests that the NRF-2 A/C polymorphism is associated with endurance performance at the elite level in a Spanish population. PMID: 22749526
  17. Although ELK1 and GABPA regulate the same biological process, they do so by targeting different sets of genes involved in cytoskeletal functions and cell migration control. PMID: 23284628
  18. The phenotype associated with CABP4 mutations is best termed congenital cone-rod synaptic disorder. In Saudi Arabia, a founder homozygous c.81_82insA CABP4 mutation is a frequent cause of this disorder. PMID: 23099293
  19. Expression analysis reveals higher-grade frequency of NRF-2alpha expression in tumor-adjacent tissues compared to tumor tissues in hepatocellular carcinoma (HCC), suggesting a potential role for NRF-2alpha in HCC carcinogenesis. PMID: 20127517
  20. Quercetin's hepatoprotective effects against oxidative stress involve induction of metallothionein expression through activation of MAPK and PI3K pathways and enhancement of Nrf2 DNA-binding activity. PMID: 21624509
  21. An Nrf2-dependent response to exogenous stimuli may influence annual FEV1 decline. PMID: 21774808
  22. NRF2 A/C and NRF2 C/T single nucleotide polymorphisms (SNPs) are independently and collectively associated with elite endurance athletes. PMID: 20028934
  23. Data demonstrate that NRF2 binds to the proximal promoter region of genes encoding mTERF, POLRMT, the B subunit of the DNA polymerase-gamma, TWINKLE, and the single-stranded DNA-binding protein mtSSB. PMID: 19951946
  24. Analysis reveals significant overlaps between the ELK1- and SRF-binding regions, and between ELK1- and GABPA-binding regions. PMID: 19687146
  25. GABP is crucial for regulating IL-7Ralpha expression in T cells. PMID: 15361867
  26. A physical interaction exists between the GABPalpha subunit and C/EBPalpha. PMID: 15928042
  27. TRAP220/MED1 plays a novel coregulatory role in facilitating the recruitment of TRAP/Mediator to specific target genes involved in growth and cell cycle progression via GABP. PMID: 16574658
  28. GABPA and p300 are essential components of the retinoic acid-induced enhanceosome in myeloid cells. PMID: 16581781
  29. NRF-2 may play a critical role in regulating mitochondrial protein synthesis in a cell line. PMID: 17161026
  30. Upon activation of AChR, GABP recruits the histone acetyl transferase (HAT) p300 on the AChR epsilon subunit promoter, while it recruits the histone deacetylase HDAC1 when the promoter is not activated. PMID: 17304221
  31. Research demonstrates that GABP regulates the majority of divergent promoters, suggesting that bidirectional transcriptional activity is mediated through GABP binding and transactivation at both divergent and nondivergent promoters. PMID: 18020712
  32. Methylation of the nuclear respiratory factor-2 binding site suppresses the promoter activity of the human TOMM70 gene. PMID: 18852034
  33. ILF-3, known for regulating IL-2 expression in T cells, up-regulates synoviolin expression with GABPalpha in rheumatoid synovial cells. PMID: 19116932
  34. Studies identify a decrease in a transcription factor complex containing NRF-2 in nuclear extracts from multiple sclerosis cortex. This decrease correlates with decreased expression of electron transport chain subunit genes and increased oxidative damage. PMID: 19187944
  35. The intronic DNase I-hypersensitive sites element acts in cis to maintain transcriptional competency at the TMS1 locus, and this activity is mediated by the ets transcription factor, GABPalpha. PMID: 19324871

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Database Links

HGNC: 4071

OMIM: 600609

KEGG: hsa:2551

STRING: 9606.ENSP00000346886

UniGene: Hs.473470

Protein Families
ETS family
Subcellular Location
Nucleus.

Q&A

What is GABPA and why is it important in research?

GABPA (GA binding protein transcription factor, alpha subunit 60kDa) is a transcription factor that plays crucial roles in gene regulation across various biological processes. It has been linked to cognitive disorders, diabetes, KRAB zinc finger (KRAB-ZNF) genes, and human-specific genes . GABPA is particularly significant in evolutionary biology as differences in GABPA binding sites may have contributed to the evolution of human-specific phenotypes . In hematopoietic cells, GABPA regulates important genes such as Pax5 in developing B cells and interleukin-7 receptor α chain in thymocytes . Its critical role in various cell types makes it an important target for antibody-based studies in basic and translational research.

What types of GABPA antibodies are available for research applications?

GABPA antibodies are available in both polyclonal and monoclonal formats. For instance, the GABPA antibody 21542-1-AP is a rabbit polyclonal antibody that targets the human GABPA protein . These antibodies are typically unconjugated and purified using antigen affinity methods . The selection of the appropriate antibody type depends on the specific research application, with monoclonal antibodies offering higher specificity while polyclonal antibodies provide broader epitope recognition. Recent validation efforts through initiatives like the PCRP (Protein Capture Reagents Program) have expanded the availability of well-characterized monoclonal antibodies for transcription factors including GABPA .

What applications can GABPA antibodies be used for?

GABPA antibodies have been validated for multiple applications including:

ApplicationDilution
Western Blot (WB)1:2000-1:16000
Immunoprecipitation (IP)0.5-4.0 μg for 1.0-3.0 mg of total protein lysate
Immunohistochemistry (IHC)1:50-1:500
Immunofluorescence (IF)/ICC1:200-1:800
ChIP-SeqApplication-specific concentrations
ELISAApplication-specific concentrations

These applications allow researchers to detect GABPA protein expression levels, localization, and DNA-binding activities in various experimental contexts .

How should I design a ChIP-Seq experiment using GABPA antibodies?

When designing a ChIP-Seq experiment with GABPA antibodies, several key considerations should be addressed:

  • Antibody selection: Choose a ChIP-validated antibody with demonstrated specificity. For example, GABPA-specific antibodies have been successfully used in HEK293T cells to identify binding sites .

  • Controls: Include appropriate controls such as IgG negative controls and a well-characterized positive control like USF1 to ensure experimental validity .

  • Replication: Perform independent replicates to ensure reproducibility. Studies have shown that >95% of properly designed replicates should produce consistent GABPA-specific aligned read patterns .

  • Peak calling: Implement rigorous peak calling procedures from ChIP-Seq reads. For example, in one study, researchers analyzed 200 bp DNA sequences surrounding the centers of 6,208 peaks to identify a consensus binding motif using the MEME algorithm .

  • Motif analysis: Verify the specificity of binding by demonstrating enrichment of the GABPA consensus binding sequence within peak regions. The GABPA position-specific weight matrix (PWM) is approximately 11 bp in length and should be found near peak centers in successful experiments .

  • Cross-validation: Where possible, validate findings by comparing with public domain datasets (e.g., ENCODE) that used different antibodies against the same target .

What are the optimal conditions for using GABPA antibodies in Western blotting?

For optimal Western blot results with GABPA antibodies:

  • Sample preparation: GABPA antibodies have been successfully tested with various cell lines including HEK-293, A431, MCF-7, A549, K-562, and NIH/3T3 cells, as well as tissues such as mouse liver, rat brain, and mouse brain .

  • Dilution optimization: Begin with the recommended dilution range (1:2000-1:16000), but titrate the antibody in your specific system to achieve optimal signal-to-noise ratio .

  • Expected molecular weight: Look for bands at 56-60 kDa, which corresponds to the observed molecular weight of GABPA. The calculated molecular weight is 51 kDa (454 amino acids) .

  • Blocking and incubation conditions: Standard blocking with 5% non-fat milk or BSA in TBST is typically sufficient, with primary antibody incubation preferably overnight at 4°C.

  • Detection system: Choose a detection system appropriate for the host species (rabbit for the 21542-1-AP antibody) .

  • Validation: Consider using GABPA knockdown samples as negative controls to verify antibody specificity. RNA interference experiments, as described in the literature, can provide suitable control samples .

How can I effectively use GABPA antibodies for immunofluorescence studies?

For successful immunofluorescence experiments with GABPA antibodies:

  • Fixation and permeabilization: Standard fixation with 4% paraformaldehyde followed by permeabilization with 0.1-0.3% Triton X-100 is generally effective.

  • Dilution: Begin with the recommended dilution range (1:200-1:800) for immunofluorescence applications .

  • Positive controls: HEK-293 cells have been validated as positive controls for immunofluorescence with GABPA antibodies .

  • Nuclear localization: As GABPA is a transcription factor, expect predominant nuclear localization in the immunofluorescence signal.

  • Co-staining: Consider co-staining with antibodies against known GABPA interaction partners such as USF1 and USF2 for additional validation .

  • Signal specificity: Validate specificity by comparing staining patterns with GABPA knockdown cells or by using alternative GABPA antibody clones to confirm consistent localization patterns .

How can I identify target genes regulated by GABPA through antibody-based approaches?

To identify GABPA target genes using antibody-based approaches:

  • Combine ChIP-Seq with transcriptomics: Perform ChIP-Seq with GABPA antibodies to identify genome-wide binding sites, then correlate these with gene expression data to identify functional binding events. This approach has identified 1,215 genes as strong candidates for primary GABPA targets .

  • RNA interference validation: Conduct knockdown experiments of GABPA using siRNA molecules (e.g., Qiagen SI00423311 and Invitrogen HSS103907) followed by genome-wide expression profiling. In previous studies, among 14,873 expressed genes, 1,156 (24h after transfection) and 3,238 (72h) were differentially expressed following GABPA knockdown .

  • Motif analysis: Analyze GABPA binding sites to identify the consensus motif (PWM) and determine whether differentially expressed genes are enriched for this motif in their regulatory regions.

  • Functional validation: For selected target genes, perform reporter assays where promoter regions containing GABPA binding sites are cloned into reporter constructs, and the effect of mutating these sites is assessed .

  • Protein expression confirmation: Validate select GABPA target genes by examining their protein expression through techniques like intracellular staining with fluorochrome-labeled antibodies .

What approaches can be used to study evolutionary changes in GABPA binding sites across species?

To study evolutionary changes in GABPA binding sites:

  • Comparative genomics: Compare human GABPA binding regions with orthologous sequences from other mammals. For example, researchers have identified 224 putative human-specific GABPA binding sites through sequence comparisons across 34 mammalian species .

  • Promoter-reporter assays: Test the functional impact of species-specific substitutions by:

    • Creating wild-type human promoters and mutated versions mimicking the ancestral state

    • Introducing human-specific substitutions into non-human primate (e.g., chimpanzee and macaque) promoter backgrounds

    • Assessing activity in both human and non-human cells (e.g., human and African green monkey cells)

  • ChIP-Seq across species: Perform ChIP-Seq with GABPA antibodies in cells from different species to directly compare binding patterns, provided the antibody exhibits cross-reactivity with GABPA from those species.

  • Motif conservation analysis: Analyze conservation of the GABPA binding motif across species and identify lineage-specific gains or losses of binding sites.

  • Functional genomics: Integrate findings with phenotypic data to identify potential links between species-specific GABPA binding sites and species-specific traits or diseases .

How can GABPA antibodies be used to investigate its role in specific cellular contexts like hematopoietic stem cells?

To investigate GABPA's role in specific cellular contexts:

  • Context-specific ChIP-Seq: Perform ChIP-Seq using GABPA antibodies in the specific cell type of interest, such as hematopoietic stem cells (HSCs), to map binding locations in that cellular context .

  • Tissue-specific knockout models: Study the consequences of tissue-specific disruption of GABPA, as has been done using Cre-lox technology (e.g., Mx1Cre-GAB system) in hematopoietic cells .

  • Antibody conjugation for flow cytometry: Conjugate GABPA antibodies with fluorochromes (e.g., using Alexa Fluor 647 monoclonal antibody labeling kit) for intracellular staining and flow cytometry analysis to determine expression levels in specific cell populations .

  • Co-immunoprecipitation: Use GABPA antibodies for co-immunoprecipitation to identify cell type-specific interaction partners that may mediate context-dependent functions.

  • Integration with lineage tracing: Combine GABPA expression analysis with lineage tracing experiments to understand its role in cell fate decisions within hierarchical tissues like the hematopoietic system.

How can I validate the specificity of GABPA antibodies for my application?

To validate GABPA antibody specificity:

  • Knockdown/knockout controls: Perform RNA interference experiments against GABPA and verify the reduction or absence of signal. Published protocols use siRNA molecules like Qiagen SI00423311 and Invitrogen HSS103907 .

  • Multiple antibody clones: Test multiple independent antibody clones against GABPA. Studies have shown that while some clones may fail, others targeting the same protein can produce consistent results .

  • Motif enrichment analysis: For ChIP applications, verify that peaks are enriched for the known GABPA consensus motif. Successful ChIP-Seq experiments show that 93% of motif-contributing sites are located close to peak centers .

  • Cross-validation with interaction partners: Test for co-localization or co-immunoprecipitation with known GABPA interaction partners like USF1 and USF2, which can provide additional validation .

  • Comparison with public datasets: Compare your results with published datasets using different antibodies against the same target to confirm consistent binding patterns .

  • Expected molecular weight: Verify that the detected protein band appears at the expected molecular weight (56-60 kDa for GABPA) .

What are common pitfalls when working with GABPA antibodies and how can they be avoided?

Common pitfalls and their solutions:

  • False positives in ChIP experiments: Single-locus examples ("browser shots") of enrichment over background are insufficient for validation. Instead, use numerous replicates (both target and control) to ensure against false-positives due to sampling variation .

  • Antibody clone variability: Different antibody clones against the same target may have different capabilities. For example, while some HSF1 mAb clones succeeded in ChIP-exo experiments, others failed. Test multiple clones when possible .

  • Cross-reactivity with homologs: GABPA antibodies may cross-react with homologous proteins. For example, USF1 and USF2 are interaction partners and homologs, making it difficult to distinguish whether observed cross-validation is due to biological co-localization or antibody cross-reactivity .

  • Cell type specificity: GABPA functions may be cell type-specific. Ensure that the cells or tissues used in your experiments are appropriate for your research question. GABPA has demonstrated distinct roles in different cell types, including lymphocytes and HSCs .

  • Storage and handling: Improper storage can lead to antibody degradation. Follow the manufacturer's recommendations, typically storing at -20°C with glycerol (e.g., PBS with 0.02% sodium azide and 50% glycerol, pH 7.3) .

How should I interpret discrepancies in results when using different GABPA antibody clones?

When faced with discrepancies between different GABPA antibody clones:

  • Epitope differences: Different antibodies may target different epitopes of GABPA, potentially leading to different detection patterns, especially if certain epitopes are masked in specific protein complexes or conformations.

  • Clone validation status: Assess the validation status of each clone for your specific application. Some clones may be extensively validated for ChIP but not for Western blotting, or vice versa .

  • Technical validation: Perform additional validation experiments such as:

    • Testing the antibodies on known positive and negative control samples

    • Conducting GABPA knockdown experiments to confirm specificity

    • Comparing with published data using the same or different clones

  • Application-specific performance: An antibody that performs well in one application may not be suitable for another. For instance, some HSF1 mAb clones succeeded in ChIP-exo experiments while others failed despite targeting the same protein .

  • Reconciliation strategies: When possible, focus on consistent findings across multiple antibodies, as these are more likely to represent true biological phenomena rather than artifacts.

What role does GABPA play in human-specific gene regulation and evolution?

GABPA appears to have significant implications for human-specific gene regulation and evolution:

  • Human-specific binding sites: Through sequence comparisons of human GABPA binding regions with orthologous sequences from 34 mammals, researchers have identified substitutions resulting in 224 putative human-specific GABPA binding sites .

  • Functional impact: Promoter-reporter gene assays have demonstrated that these human-specific substitutions are functionally significant, both in human and non-human promoters. This suggests that changes in GABPA binding sites contributed to the evolution of human-specific phenotypes .

  • Association with human-specific traits: GABPA target genes have been linked to cognitive disorders, diabetes, and KRAB zinc finger (KRAB-ZNF) genes, suggesting that GABPA-mediated regulation may have played a role in the evolution of human-specific traits in these domains .

  • Regulatory network evolution: Changes in GABPA binding patterns may have contributed to rewiring of transcriptional networks during human evolution, potentially driving phenotypic divergence between humans and closely related species .

  • Future research directions: Current evidence suggests exploring GABPA's role in the evolution of cognitive traits, metabolism, and gene regulation through further comparative genomics and functional studies across primates.

How is GABPA antibody technology advancing our understanding of transcription factor networks?

Advances in GABPA antibody technology are enhancing our understanding of transcription factor networks:

  • Genome-wide binding maps: High-quality GABPA antibodies enable ChIP-Seq experiments that generate comprehensive maps of GABPA binding sites genome-wide, providing insights into its regulatory network .

  • Integration with functional genomics: Combining GABPA ChIP-Seq with knockdown experiments has identified over 1,200 genes as strong candidates for primary GABPA targets, allowing reconstruction of GABPA-centered regulatory networks .

  • Cross-species comparisons: GABPA antibodies with cross-reactivity to orthologous proteins in other species enable comparative studies that illuminate evolutionary changes in transcription factor networks .

  • Technology validation improvements: Recent initiatives like the PCRP have improved antibody validation standards, ensuring more reliable tools for mapping transcription factor binding sites. Technical reproducibility has been evaluated with 43 independent replicates of ChIP-exo experiments on control factors like USF1 .

  • Antibody cross-validation: Studying transcription factors that interact with each other or with the same sites (like USF1 and USF2) provides cross-validation for determining enrichment specificity, strengthening network analyses .

What emerging applications of GABPA antibodies show promise for translational research?

Emerging applications of GABPA antibodies with translational potential include:

  • Disease mechanism elucidation: GABPA has been linked to cognitive disorders and diabetes, suggesting that GABPA antibodies could help elucidate the molecular mechanisms underlying these conditions .

  • Biomarker development: Changes in GABPA binding or expression might serve as biomarkers for certain diseases or developmental states, which could be detected using GABPA antibodies in clinical samples.

  • Drug target identification: Mapping GABPA-regulated networks in disease contexts could identify potential therapeutic targets within these networks.

  • Cell type-specific interventions: Understanding GABPA's role in specific cell types, such as hematopoietic stem cells, could inform the development of targeted interventions for diseases affecting these cell populations .

  • Evolutionary medicine: Insights into human-specific GABPA binding sites and their associated genes might help explain human-specific disease susceptibilities or responses to treatments, potentially informing personalized medicine approaches.

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