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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ task_categories:
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+ - tabular-classification
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+ language:
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+ - en
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+ tags:
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+ - biology
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+ - genomics
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+ - base-editing
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+ - CRISPR
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+ - rare-disease
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+ - STXBP1
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+ - neurology
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+ pretty_name: STXBP1 Base Editing Mouse Model Compatibility Sweep
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+ size_categories:
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+ - 100M<n<1B
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+ ---
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+
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+ # STXBP1 Base Editing Parameter Sweep
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+
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+ **654 million parameter combinations analyzed for 171 pathogenic STXBP1 variants**
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+
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+ ## Overview
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+
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+ This dataset contains exhaustive parameter optimization results for base editing guide design targeting STXBP1 mutations. It identifies which variants can be studied in **wild-type mouse models** versus those requiring humanized mice.
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+
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+ ## 🏆 Perfect Score Variants (100/100)
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+
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+ | Variant | cDNA | Editor | WT Mouse Compatible |
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+ |---------|------|--------|---------------------|
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+ | **E53X** | c.157G>T | Prime | ✅ YES |
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+ | **A297S** | c.889G>T | Prime | ✅ YES |
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+ | **E302X** | c.904G>T | Prime | ✅ YES |
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+ | **M443R** | c.1328T>G | Prime | ✅ YES |
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+ | **L446F** | c.1336C>T | CBE | ✅ YES |
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+
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+ ## Dataset Statistics
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+
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+ | Metric | Value |
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+ |--------|-------|
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+ | Total analyses | 654,595,200 |
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+ | Variants | 171 SNVs |
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+ | Parameter combos/variant | 3,850,560 |
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+ | Compatible variants | ~95 |
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+ | Compute time | 35 minutes |
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+ | Hardware | NVIDIA GH200 (ARM64 + H100) |
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+
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+ ## Files
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+
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+ - **`stxbp1_ULTIMATE_best.json`** - Optimal parameters for each variant (recommended)
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+ - **`stxbp1_ULTIMATE_sweep.csv.gz`** - All 654M analyses (~5GB compressed)
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+
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+ ## Parameter Space
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+
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+ | Parameter | Range | Values |
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+ |-----------|-------|--------|
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+ | Scan radius | 10-200 bp | 191 |
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+ | Context radius | 5-100 bp | 96 |
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+ | Edit window | (1,1) to (20,20) | 210 |
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+
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+ ## Scoring System (0-100)
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+
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+ - **Context identity** (40 pts): Human-mouse sequence conservation
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+ - **Guide quality** (30 pts): Protospacer mismatch penalty
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+ - **Edit window** (20 pts): Target base in optimal editing positions
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+ - **WT compatible** (10 pts): Can use wild-type mouse
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+
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+ ## Editor Types
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+
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+ | Editor | Change | Count | Example |
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+ |--------|--------|-------|---------|
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+ | ABE | A→G | 32 | ABE8e |
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+ | CBE | C→T | 50 | BE4max |
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+ | Prime | Any | 82 | PE2/PE3 |
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+
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+ ## Usage
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+
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+ ```python
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+ import json
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+
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+ # Load optimal configurations
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+ with open('stxbp1_ULTIMATE_best.json') as f:
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+ best = json.load(f)
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+
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+ # Get K196X optimal parameters
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+ k196x = best['K196X']
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+ print(f"Score: {k196x['score']}")
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+ print(f"Editor: {k196x['edit_type']}")
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+ print(f"Compatible: {k196x['compatible']}")
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+ ```
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+
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+ ## Query the Full CSV
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+
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+ ```python
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+ import duckdb
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+
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+ # Find all parameter combos for K196X scoring > 90
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+ results = duckdb.query("""
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+ SELECT * FROM 'stxbp1_ULTIMATE_sweep.csv.gz'
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+ WHERE label = 'K196X' AND score > 90
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+ ORDER BY score DESC
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+ LIMIT 100
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+ """).df()
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+ ```
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+
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+ ## Reference Sequences
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+
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+ - Human: NM_001032221.6 (1,785 bp, 594 aa)
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+ - Mouse: NM_009295 (1,785 bp, 594 aa)
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+ - Overall identity: 90.9%
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+
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+ ## Interactive Tool
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+
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+ Test individual variants: [STXBP1 Base Editing Verifier](https://huggingface.co/spaces/SkyWhal3/stxbp1_human_to_mouse_base-editing_context_verifier)
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @dataset{stxbp1_base_editing_sweep_2026,
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+ author = {Freygang, Adam},
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+ title = {STXBP1 Base Editing Mouse Model Compatibility Parameter Sweep},
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+ year = {2026},
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+ publisher = {HuggingFace},
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+ url = {https://huggingface.co/datasets/SkyWhal3/stxbp1-base-editing-sweep}
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+ }
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+ ```
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+
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+ ## License
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+
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+ MIT
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+
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+ ## Acknowledgments
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+
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+ - STXBP1 Foundation
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+ - Lambda Cloud (compute)
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+ - STXBP1-ARIA Project
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+
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+ ---
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+ *For research use. Not medical advice.*