--- title: "Sequence Retrieval Examples" task: "" lineage_type: import upstream_source: https://github.com/mims-harvard/ToolUniverse/blob/e2520a96/skills/tooluniverse-sequence-retrieval/examples.md upstream_sha: e2520a96 imported_at: 2026-06-26 prompt_class: prompt upstream_changes: accepted author: upstream validated: false --- # Sequence Retrieval Examples ## Example 1: Find E. coli K-12 Genome ```python from tooluniverse import ToolUniverse tu = ToolUniverse() tu.load_tools() # Search result = tu.tools.NCBI_search_nucleotide( operation="search", organism="Escherichia coli", strain="K-12", seq_type="complete_genome", limit=3 ) # Get accessions accessions = tu.tools.NCBI_fetch_accessions( operation="fetch_accession", uids=result["data"]["uids"] ) # Get sequence (RefSeq reference) sequence = tu.tools.NCBI_get_sequence( operation="fetch_sequence", accession="NC_000913.3", format="fasta" ) print(f"Genome size: {len(sequence['data'])} characters") ``` ## Example 2: Get Human BRCA1 Gene ```python # Search for BRCA1 result = tu.tools.NCBI_search_nucleotide( operation="search", organism="Homo sapiens", gene="BRCA1", limit=5 ) print(f"Found {result['data']['count']} BRCA1 sequences") # Get top accessions accessions = tu.tools.NCBI_fetch_accessions( operation="fetch_accession", uids=result["data"]["uids"] ) # Get mRNA sequence with annotations genbank = tu.tools.NCBI_get_sequence( operation="fetch_sequence", accession=accessions["data"][0], format="genbank" ) ``` ## Example 3: SARS-CoV-2 Reference Genome ```python # Search for reference genome result = tu.tools.NCBI_search_nucleotide( operation="search", organism="SARS-CoV-2", keywords="reference genome Wuhan", limit=1 ) # Get accession (NC_045512) accessions = tu.tools.NCBI_fetch_accessions( operation="fetch_accession", uids=result["data"]["uids"] ) # Download complete genome genome = tu.tools.NCBI_get_sequence( operation="fetch_sequence", accession="NC_045512.2", format="fasta" ) print(genome["data"][:200]) # Preview ``` ## Example 4: Compare RefSeq vs GenBank ```python # Search returns both types result = tu.tools.NCBI_search_nucleotide( operation="search", organism="Escherichia coli", strain="K-12", limit=5 ) accessions = tu.tools.NCBI_fetch_accessions( operation="fetch_accession", uids=result["data"]["uids"] ) # Categorize refseq = [a for a in accessions["data"] if a.startswith("NC_")] genbank = [a for a in accessions["data"] if not a.startswith("NC_")] print(f"RefSeq (NCBI only): {refseq}") print(f"GenBank (ENA compatible): {genbank}") ``` ## Example 5: Multi-Format Retrieval ```python accession = "NC_000913.3" # FASTA (sequence only) fasta = tu.tools.NCBI_get_sequence( operation="fetch_sequence", accession=accession, format="fasta" ) # GenBank (with annotations) genbank = tu.tools.NCBI_get_sequence( operation="fetch_sequence", accession=accession, format="genbank" ) # EMBL format embl = tu.tools.NCBI_get_sequence( operation="fetch_sequence", accession=accession, format="embl" ) ```