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README.md
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### Dataset Description
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**GenomeScreen** represents the largest and most comprehensive virtual screening dataset ever created, containing over **2 million potential drug hits** targeting **>20,000 binding pockets** across **~10,000 human proteins** predicted by AlphaFold2. This dataset was generated through an unprecedented **10 trillion protein-ligand scoring operations**, covering nearly half of the human genome.
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Key features:
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- Screened **500+ million drug-like molecules** from ZINC and Enamine REAL databases
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- Completed in just **24 hours** on 8×A100 GPUs using DrugCLIP technology
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- Includes **diverse chemical clusters** selected via CADD pipeline
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- Covers **all major human protein families**
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- **Curated by:** Yinjun Jia, Bowen Gao, Jiaxin Tan, Jiqing Zheng, Xin Hong, et al. (Tsinghua University)
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- **Hosted at:** [Drug-The-Whole-Genome Portal](https://drug-the-whole-genome.yanyanlan.com)
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## Uses
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### Direct Use
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- **Hit Identification:** Rapid discovery of lead compounds for novel targets
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- **Target Druggability:** Assess ligandability of human proteins at scale
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- **Method Benchmarking:** Test docking/scoring algorithms against gold-standard data
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- **AI Training:** Train foundation models for structure-based drug design
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### Out-of-Scope Use
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- **Clinical Decision Making:** Requires experimental validation
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- **Absolute Affinity Prediction:** Scores reflect relative rankings only
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- **Non-human Applications:** Focused exclusively on human proteome
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## Dataset Structure
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### Files and Formats
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|- top_molecules.csv # Ranked hits with DrugCLIP scores
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|- clustered_hits/ # Chemically diverse subsets
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|- cluster_representatives.csv
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|- pocket_2/
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### Key Contents
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- **Protein Structures:** Processed AlphaFold2 predictions with defined pockets
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- **Docking Grids:** Pre-computed binding site coordinates (x,y,z)
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- **Ranked Hits:** Top molecules with SMILES, DrugCLIP scores, and poses
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- **Cluster Representatives:** Diverse subsets for hit expansion
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### Statistics
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| Metric | Value |
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| Proteins Screened | ~10,000 |
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| Binding Pockets | >20,000 |
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| Molecules Screened
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| Potential Hits Identified | 2+ million |
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| GPU Hours | 192 (8×A100×24h) |
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### Dataset Description
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**GenomeScreen** represents the largest and most comprehensive virtual screening dataset ever created, containing over **2 million potential drug hits** targeting **>20,000 binding pockets** across **~10,000 human proteins** predicted by AlphaFold2. This dataset was generated through an unprecedented **10 trillion protein-ligand scoring operations**, covering nearly half of the human genome.
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- **Curated by:** Yinjun Jia, Bowen Gao, Jiaxin Tan, Jiqing Zheng, Xin Hong, et al. (Tsinghua University)
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- **Hosted at:** [Drug-The-Whole-Genome Portal](https://drug-the-whole-genome.yanyanlan.com)
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## Dataset Structure
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### Files and Formats
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```
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|- folder of target_domain_pocket
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|- target_domain_pocket_template/conformer.pdbgz # Refined protein structure based on aligned template or gen-packed conformer
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|- xxx_grid.in # Grid center coordinates for docking (specific to the pocket)
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|- leader.csv # Representative molecules selected from clusters of top 10K ranked by DrugCLIP
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```
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### Statistics
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| Metric | Value |
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|----------------------------|---------------------|
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| Proteins Screened | ~10,000 |
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| Binding Pockets | >20,000 |
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| Molecules Screened | >500 million |
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| Potential Hits Identified | >2 million |
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---
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