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skills/pdb-database/SKILL.md
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skills/pdb-database/SKILL.md
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---
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name: pdb-database
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description: "Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates (PDB/mmCIF), retrieve metadata, for structural biology and drug discovery."
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---
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# PDB Database
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## Overview
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RCSB PDB is the worldwide repository for 3D structural data of biological macromolecules. Search for structures, retrieve coordinates and metadata, perform sequence and structure similarity searches across 200,000+ experimentally determined structures and computed models.
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## When to Use This Skill
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This skill should be used when:
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- Searching for protein or nucleic acid 3D structures by text, sequence, or structural similarity
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- Downloading coordinate files in PDB, mmCIF, or BinaryCIF formats
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- Retrieving structural metadata, experimental methods, or quality metrics
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- Performing batch operations across multiple structures
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- Integrating PDB data into computational workflows for drug discovery, protein engineering, or structural biology research
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## Core Capabilities
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### 1. Searching for Structures
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Find PDB entries using various search criteria:
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**Text Search:** Search by protein name, keywords, or descriptions
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```python
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from rcsbapi.search import TextQuery
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query = TextQuery("hemoglobin")
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results = list(query())
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print(f"Found {len(results)} structures")
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```
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**Attribute Search:** Query specific properties (organism, resolution, method, etc.)
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```python
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from rcsbapi.search import AttributeQuery
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from rcsbapi.search.attrs import rcsb_entity_source_organism
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# Find human protein structures
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query = AttributeQuery(
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attribute=rcsb_entity_source_organism.scientific_name,
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operator="exact_match",
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value="Homo sapiens"
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)
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results = list(query())
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```
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**Sequence Similarity:** Find structures similar to a given sequence
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```python
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from rcsbapi.search import SequenceQuery
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query = SequenceQuery(
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value="MTEYKLVVVGAGGVGKSALTIQLIQNHFVDEYDPTIEDSYRKQVVIDGETCLLDILDTAGQEEYSAMRDQYMRTGEGFLCVFAINNTKSFEDIHHYREQIKRVKDSEDVPMVLVGNKCDLPSRTVDTKQAQDLARSYGIPFIETSAKTRQGVDDAFYTLVREIRKHKEKMSKDGKKKKKKSKTKCVIM",
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evalue_cutoff=0.1,
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identity_cutoff=0.9
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)
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results = list(query())
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```
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**Structure Similarity:** Find structures with similar 3D geometry
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```python
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from rcsbapi.search import StructSimilarityQuery
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query = StructSimilarityQuery(
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structure_search_type="entry",
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entry_id="4HHB" # Hemoglobin
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)
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results = list(query())
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```
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**Combining Queries:** Use logical operators to build complex searches
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```python
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from rcsbapi.search import TextQuery, AttributeQuery
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from rcsbapi.search.attrs import rcsb_entry_info
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# High-resolution human proteins
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query1 = AttributeQuery(
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attribute=rcsb_entity_source_organism.scientific_name,
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operator="exact_match",
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value="Homo sapiens"
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)
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query2 = AttributeQuery(
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attribute=rcsb_entry_info.resolution_combined,
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operator="less",
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value=2.0
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)
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combined_query = query1 & query2 # AND operation
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results = list(combined_query())
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```
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### 2. Retrieving Structure Data
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Access detailed information about specific PDB entries:
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**Basic Entry Information:**
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```python
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from rcsbapi.data import Schema, fetch
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# Get entry-level data
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entry_data = fetch("4HHB", schema=Schema.ENTRY)
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print(entry_data["struct"]["title"])
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print(entry_data["exptl"][0]["method"])
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```
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**Polymer Entity Information:**
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```python
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# Get protein/nucleic acid information
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entity_data = fetch("4HHB_1", schema=Schema.POLYMER_ENTITY)
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print(entity_data["entity_poly"]["pdbx_seq_one_letter_code"])
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```
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**Using GraphQL for Flexible Queries:**
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```python
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from rcsbapi.data import fetch
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# Custom GraphQL query
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query = """
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{
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entry(entry_id: "4HHB") {
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struct {
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title
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}
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exptl {
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method
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}
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rcsb_entry_info {
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resolution_combined
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deposited_atom_count
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}
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}
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}
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"""
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data = fetch(query_type="graphql", query=query)
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```
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### 3. Downloading Structure Files
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Retrieve coordinate files in various formats:
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**Download Methods:**
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- **PDB format** (legacy text format): `https://files.rcsb.org/download/{PDB_ID}.pdb`
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- **mmCIF format** (modern standard): `https://files.rcsb.org/download/{PDB_ID}.cif`
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- **BinaryCIF** (compressed binary): Use ModelServer API for efficient access
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- **Biological assembly**: `https://files.rcsb.org/download/{PDB_ID}.pdb1` (for assembly 1)
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**Example Download:**
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```python
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import requests
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pdb_id = "4HHB"
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# Download PDB format
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pdb_url = f"https://files.rcsb.org/download/{pdb_id}.pdb"
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response = requests.get(pdb_url)
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with open(f"{pdb_id}.pdb", "w") as f:
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f.write(response.text)
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# Download mmCIF format
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cif_url = f"https://files.rcsb.org/download/{pdb_id}.cif"
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response = requests.get(cif_url)
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with open(f"{pdb_id}.cif", "w") as f:
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f.write(response.text)
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```
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### 4. Working with Structure Data
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Common operations with retrieved structures:
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**Parse and Analyze Coordinates:**
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Use BioPython or other structural biology libraries to work with downloaded files:
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```python
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from Bio.PDB import PDBParser
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parser = PDBParser()
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structure = parser.get_structure("protein", "4HHB.pdb")
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# Iterate through atoms
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for model in structure:
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for chain in model:
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for residue in chain:
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for atom in residue:
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print(atom.get_coord())
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```
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**Extract Metadata:**
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```python
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from rcsbapi.data import fetch, Schema
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# Get experimental details
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data = fetch("4HHB", schema=Schema.ENTRY)
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resolution = data.get("rcsb_entry_info", {}).get("resolution_combined")
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method = data.get("exptl", [{}])[0].get("method")
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deposition_date = data.get("rcsb_accession_info", {}).get("deposit_date")
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print(f"Resolution: {resolution} Å")
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print(f"Method: {method}")
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print(f"Deposited: {deposition_date}")
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```
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### 5. Batch Operations
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Process multiple structures efficiently:
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```python
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from rcsbapi.data import fetch, Schema
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pdb_ids = ["4HHB", "1MBN", "1GZX"] # Hemoglobin, myoglobin, etc.
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results = {}
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for pdb_id in pdb_ids:
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try:
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data = fetch(pdb_id, schema=Schema.ENTRY)
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results[pdb_id] = {
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"title": data["struct"]["title"],
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"resolution": data.get("rcsb_entry_info", {}).get("resolution_combined"),
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"organism": data.get("rcsb_entity_source_organism", [{}])[0].get("scientific_name")
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}
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except Exception as e:
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print(f"Error fetching {pdb_id}: {e}")
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# Display results
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for pdb_id, info in results.items():
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print(f"\n{pdb_id}: {info['title']}")
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print(f" Resolution: {info['resolution']} Å")
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print(f" Organism: {info['organism']}")
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```
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## Python Package Installation
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Install the official RCSB PDB Python API client:
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```bash
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# Current recommended package
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uv pip install rcsb-api
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# For legacy code (deprecated, use rcsb-api instead)
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uv pip install rcsbsearchapi
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```
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The `rcsb-api` package provides unified access to both Search and Data APIs through the `rcsbapi.search` and `rcsbapi.data` modules.
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## Common Use Cases
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### Drug Discovery
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- Search for structures of drug targets
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- Analyze ligand binding sites
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- Compare protein-ligand complexes
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- Identify similar binding pockets
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### Protein Engineering
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- Find homologous structures for modeling
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- Analyze sequence-structure relationships
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- Compare mutant structures
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- Study protein stability and dynamics
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### Structural Biology Research
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- Download structures for computational analysis
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- Build structure-based alignments
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- Analyze structural features (secondary structure, domains)
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- Compare experimental methods and quality metrics
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### Education and Visualization
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- Retrieve structures for teaching
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- Generate molecular visualizations
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- Explore structure-function relationships
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- Study evolutionary conservation
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## Key Concepts
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**PDB ID:** Unique 4-character identifier (e.g., "4HHB") for each structure entry. AlphaFold and ModelArchive entries start with "AF_" or "MA_" prefixes.
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**mmCIF/PDBx:** Modern file format that uses key-value structure, replacing legacy PDB format for large structures.
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**Biological Assembly:** The functional form of a macromolecule, which may contain multiple copies of chains from the asymmetric unit.
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**Resolution:** Measure of detail in crystallographic structures (lower values = higher detail). Typical range: 1.5-3.5 Å for high-quality structures.
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**Entity:** A unique molecular component in a structure (protein chain, DNA, ligand, etc.).
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## Resources
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This skill includes reference documentation in the `references/` directory:
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### references/api_reference.md
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Comprehensive API documentation covering:
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- Detailed API endpoint specifications
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- Advanced query patterns and examples
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- Data schema reference
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- Rate limiting and best practices
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- Troubleshooting common issues
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Use this reference when you need in-depth information about API capabilities, complex query construction, or detailed data schema information.
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## Additional Resources
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- **RCSB PDB Website:** https://www.rcsb.org
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- **PDB-101 Educational Portal:** https://pdb101.rcsb.org
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- **API Documentation:** https://www.rcsb.org/docs/programmatic-access/web-apis-overview
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- **Python Package Docs:** https://rcsbapi.readthedocs.io/
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- **Data API Documentation:** https://data.rcsb.org/
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- **GitHub Repository:** https://github.com/rcsb/py-rcsb-api
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