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Upload scripts/download_alphafold_structures.py with huggingface_hub

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scripts/download_alphafold_structures.py ADDED
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+ #!/usr/bin/env python3
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+ """
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+ Download AlphaFold structures from AlphaFold Database.
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+ Part of APED - African Protein Engineering Dataset
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+ """
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+
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+ import argparse
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+ import os
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+ import time
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+ import requests
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+ from pathlib import Path
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+
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+
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+ ALPHAFOLD_DB_URL = "https://alphafold.ebi.ac.uk/files/AF-{uniprot_id}-F1-model_v4.pdb"
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+ UNIPROT_API_URL = "https://rest.uniprot.org/uniprotkb/search"
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+
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+
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+ def get_uniprot_ids_by_taxonomy(taxonomy_ids: list, limit: int = 500) -> list:
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+ """Fetch UniProt IDs for given taxonomy IDs."""
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+ all_ids = []
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+
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+ for tax_id in taxonomy_ids:
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+ print(f"Fetching proteins for taxonomy ID: {tax_id}")
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+
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+ query = f"(taxonomy_id:{tax_id}) AND (reviewed:true)"
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+ params = {
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+ "query": query,
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+ "format": "list",
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+ "size": limit
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+ }
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+
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+ try:
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+ response = requests.get(UNIPROT_API_URL, params=params, timeout=30)
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+ response.raise_for_status()
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+ ids = response.text.strip().split('\n')
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+ ids = [i for i in ids if i]
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+ all_ids.extend(ids)
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+ print(f" Found {len(ids)} proteins")
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+ except requests.RequestException as e:
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+ print(f" Error fetching taxonomy {tax_id}: {e}")
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+
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+ time.sleep(0.5) # Rate limiting
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+
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+ return list(set(all_ids))
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+
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+
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+ def download_alphafold_structure(uniprot_id: str, output_dir: Path) -> bool:
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+ """Download a single AlphaFold structure."""
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+ output_file = output_dir / f"AF-{uniprot_id}-F1-model_v4.pdb"
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+
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+ if output_file.exists():
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+ return True
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+
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+ url = ALPHAFOLD_DB_URL.format(uniprot_id=uniprot_id)
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+
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+ try:
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+ response = requests.get(url, timeout=30)
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+ response.raise_for_status()
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+
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+ with open(output_file, 'w') as f:
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+ f.write(response.text)
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+ return True
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+
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+ except requests.RequestException:
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+ return False
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+
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+
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+ def main():
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+ parser = argparse.ArgumentParser(
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+ description="Download AlphaFold structures for thermophilic organisms"
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+ )
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+ parser.add_argument(
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+ "--taxonomy-ids",
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+ type=str,
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+ required=True,
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+ help="Comma-separated taxonomy IDs (e.g., 274,69014,2287)"
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+ )
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+ parser.add_argument(
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+ "--output-dir",
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+ type=str,
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+ default="data/structures/alphafold_db/",
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+ help="Output directory for PDB files"
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+ )
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+ parser.add_argument(
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+ "--limit",
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+ type=int,
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+ default=500,
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+ help="Max proteins per organism"
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+ )
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+ parser.add_argument(
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+ "--uniprot-ids-file",
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+ type=str,
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+ help="Optional: File with UniProt IDs (one per line)"
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+ )
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+
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+ args = parser.parse_args()
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+
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+ output_dir = Path(args.output_dir)
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+ output_dir.mkdir(parents=True, exist_ok=True)
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+
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+ # Get UniProt IDs
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+ if args.uniprot_ids_file:
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+ with open(args.uniprot_ids_file) as f:
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+ uniprot_ids = [line.strip() for line in f if line.strip()]
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+ else:
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+ taxonomy_ids = [int(t.strip()) for t in args.taxonomy_ids.split(',')]
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+ uniprot_ids = get_uniprot_ids_by_taxonomy(taxonomy_ids, args.limit)
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+
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+ print(f"\nDownloading {len(uniprot_ids)} structures...")
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+
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+ success = 0
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+ failed = 0
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+
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+ for i, uid in enumerate(uniprot_ids):
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+ if download_alphafold_structure(uid, output_dir):
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+ success += 1
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+ else:
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+ failed += 1
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+
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+ if (i + 1) % 50 == 0:
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+ print(f" Progress: {i + 1}/{len(uniprot_ids)} (success: {success}, failed: {failed})")
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+
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+ time.sleep(0.1) # Rate limiting
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+
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+ print(f"\nComplete!")
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+ print(f" Downloaded: {success}")
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+ print(f" Failed: {failed}")
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+ print(f" Output: {output_dir}")
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+
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+
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+ if __name__ == "__main__":
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+ main()