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Simulation_Studies/2_Run_Colocboost.ipynb

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"tags": []
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"source": [
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"# Run Colocboost"
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"# Run ColocBoost"
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Simulation_Studies/9_Fineboost.ipynb

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"kernel": "SoS"
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"source": [
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"# Fineboost (single trait ColocBoost)"
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"# Fineboost (single trait version of ColocBoost)"
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Simulation_Studies/index.md

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## 1. Simulation Design Overview
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This section provides a summary of the simulation notebooks (1-11) that implement different aspects of our multi-trait colocalization method evaluations.
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This section provides a summary of the simulation notebooks that implement different aspects of our multi-trait colocalization method evaluations.
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- **Phenotype simulation**: Establishes the fundamental simulation framework for generating synthetic phenotype data. Simulates phenotype data (Y matrix) based on real genotype data (X matrix) using total heritability and SNP-level heritability approaches. Configurable for different numbers of traits (2, 5, 10, 20) and causal variants with controllable heritability.
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- **Phenotype simulation**: Establishes the fundamental simulation framework for generating synthetic phenotype data. Simulates phenotype data (Y matrix) for $L$ traits based on real genotype data (X matrix) using total heritability and SNP-level heritability approaches. Configurable for different numbers of traits (2, 5, 10, 20) and causal variants with controllable heritability.
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- **Run ColocBoost**: Executes the ColocBoost algorithm on simulated datasets to identify colocalizing variants and trait clusters. Processes and standardizes results for performance evaluation with key output metrics.

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