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bio-research-tools-biomarker-signature-studio

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Multi-omic biomarker discovery studio that ingests expression and metadata to perform QC, feature selection, nested CV model training, survival analysis, and SHAP-based interpretation for translational biomarker panels.

When to use

• QC and harmonization of expression matrices
• Multi-strategy feature selection
• Nested CV model training
• Survival analysis hooks
• SHAP-based interpretation
• Designing translational biomarker panels

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