Workflow for read alignment, sorting, indexing, mapping statistics, and downstream-ready alignment artifacts.
日本語の概要は準備中です。原文の説明を表示しています。
Query AlphaFold protein structure predictions. Use when user asks about protein structure, 3D structure, protein folding, or structure prediction. Triggers on "alphafold", "protein structure", "3D structure", "folding", "pLDDT", "structure prediction".
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Query the AlphaFold EBI API for predicted protein structures.
import requests
import json
BASE_URL = "https://alphafold.ebi.ac.uk/api"
# 1. Get prediction info
def get_alphafold_prediction(uniprot_id):
url = f"{BASE_URL}/prediction/{uniprot_id}"
r = requests.get(url)
r.raise_for_status()
return r.json()
# 2. Download structure file
def download_structure(uniprot_id, output_dir="/workspace/group", fmt="pdb", version="v4"):
filename = f"AF-{uniprot_id}-F1-model_{version}.{fmt}"
url = f"https://alphafold.ebi.ac.uk/files/{filename}"
r = requests.get(url)
r.raise_for_status()
filepath = f"{output_dir}/{filename}"
with open(filepath, 'wb') as f:
f.write(r.content)
return filepath
# 3. Get per-residue confidence (pLDDT)
def get_plddt(uniprot_id):
url = f"{BASE_URL}/prediction/{uniprot_id}"
r = requests.get(url)
data = r.json()
if isinstance(data, list) and data:
cif_url = data[0].get("cifUrl", "")
plddt_url = data[0].get("paeImageUrl", "")
return {"cifUrl": cif_url, "paeImageUrl": plddt_url, "data": data[0]}
return data
# Example
data = get_alphafold_prediction("P04637") # TP53
if isinstance(data, list) and data:
entry = data[0]
print(f"UniProt: {entry.get('uniprotAccession')}")
print(f"Gene: {entry.get('gene', 'N/A')}")
print(f"Organism: {entry.get('organismScientificName', 'N/A')}")
print(f"Model confidence: {entry.get('globalMetricValue', 'N/A')}")
print(f"PDB URL: {entry.get('pdbUrl', 'N/A')}")
print(f"CIF URL: {entry.get('cifUrl', 'N/A')}")
| Endpoint | URL | Use |
|---|---|---|
| Prediction | /api/prediction/{uniprot_id} | Get model info & download URLs |
| Summary | /api/uniprot/summary/{uniprot_id}.json | Brief summary |
| Annotations | /api/annotations/{uniprot_id} | Per-residue annotations |
AF-{UNIPROT_ID}-F1-model_v4.pdbAF-{UNIPROT_ID}-F1-model_v4.cifまだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Workflow for read alignment, sorting, indexing, mapping statistics, and downstream-ready alignment artifacts.
日本語の概要は準備中です。原文の説明を表示しています。
Validate protein designs using AlphaFold2 structure prediction. Use this skill when: (1) Validating designed sequences fold correctly, (2) Predicting binder-target complex structures, (3) Calculating confidence metrics (pLDDT, pTM, ipTM), (4) Self-consistency validation of designs, (5) Multi-chain complex prediction with AlphaFold-Multimer. For faster single-chain prediction, use esm. For QC thresholds, use protein-qc.
日本語の概要は準備中です。原文の説明を表示しています。
AlphaFold2 / AlphaFold-Multimer structure prediction for validation and confidence scoring. Use this skill when: (1) Validating designed sequences fold correctly, (2) Predicting binder-target complex structures, (3) Calculating confidence metrics (pLDDT, pTM, ipTM), (4) Self-consistency validation of designs, (5) Multi-chain complex prediction with AlphaFold-Multimer. For faster single-chain prediction, use esm2-sequence-scoring. For QC thresholds, use protein-design-qc.
日本語の概要は準備中です。原文の説明を表示しています。
Workflow for event-level and isoform-level splicing analysis with sashimi-ready outputs and splice QC.
日本語の概要は準備中です。原文の説明を表示しています。
ATAC-seq processing with assay QC, MACS3 peak calling, consensus peak matrices, differential accessibility, and motif or footprint follow-up.
日本語の概要は準備中です。原文の説明を表示しています。
End-to-end binder design using BindCraft hallucination. Use this skill when: (1) Designing protein binders with built-in AF2 validation, (2) Running production-quality binder campaigns, (3) Using different design protocols (fast, default, slow), (4) Need joint backbone and sequence optimization, (5) Want high experimental success rate. For backbone-only generation, use rfdiffusion. For QC thresholds, use protein-qc. For tool selection guidance, use binder-design.
日本語の概要は準備中です。原文の説明を表示しています。