Analytical framework:
Contextualize with molecular subtypes: In breast cancer, MCM3 overexpression correlates with ER+ endocrine resistance , while in medulloblastoma, it associates with SHH subgroup immune infiltration .
Technical variables: Compare antigen retrieval methods (e.g., EDTA pH 8.0 vs. citrate buffer) .
Quantitative thresholds: Use H-scores or digital pathology tools to standardize "high" vs. "low" expression .
Protocol:
Multi-cohort analysis strategy:
Data integration: Aggregate TCGA, CGGA, and GTEx data to assess expression-survival correlations .
Immune context: Apply ESTIMATE/XCELL algorithms to link MCM3 levels to cytotoxic lymphocyte infiltration .
Therapeutic implications: High MCM3 predicts poor response to ICB in LGG (HR = 2.1, p < 0.001) .
Advanced techniques: