Workflow for read alignment, sorting, indexing, mapping statistics, and downstream-ready alignment artifacts.
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Query UniProt protein database. Use when user asks about protein sequences, functions, annotations, domains, or protein identifiers. Triggers on "uniprot", "protein function", "protein sequence", "gene product", "protein info".
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实测评分 未实测
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Query the UniProt REST API for protein information.
import requests
import json
BASE_URL = "https://rest.uniprot.org"
# 1. Search by gene name (default: human, reviewed/Swiss-Prot)
def search_uniprot(gene_name, organism_id=9606, max_results=5):
url = f"{BASE_URL}/uniprotkb/search"
params = {
"query": f"gene_exact:{gene_name} AND organism_id:{organism_id} AND reviewed:true",
"format": "json",
"size": max_results,
"fields": "accession,id,gene_names,protein_name,organism_name,length,cc_function,ft_domain,sequence"
}
r = requests.get(url, params=params)
r.raise_for_status()
return r.json()
# 2. Get by accession ID
def get_uniprot_entry(accession):
url = f"{BASE_URL}/uniprotkb/{accession}.json"
r = requests.get(url)
r.raise_for_status()
return r.json()
# 3. Get FASTA sequence
def get_fasta(accession):
url = f"{BASE_URL}/uniprotkb/{accession}.fasta"
r = requests.get(url)
r.raise_for_status()
return r.text
# Example usage
data = search_uniprot("TP53")
for entry in data.get("results", []):
acc = entry["primaryAccession"]
name = entry.get("proteinDescription", {}).get("recommendedName", {}).get("fullName", {}).get("value", "N/A")
gene = entry.get("genes", [{}])[0].get("geneName", {}).get("value", "N/A")
length = entry.get("sequence", {}).get("length", "N/A")
# Extract function
functions = [c["texts"][0]["value"] for c in entry.get("comments", []) if c["commentType"] == "FUNCTION"]
func_text = functions[0][:200] if functions else "N/A"
print(f"Accession: {acc}")
print(f"Protein: {name}")
print(f"Gene: {gene}")
print(f"Length: {length} aa")
print(f"Function: {func_text}")
gene_exact:BRCA1 AND organism_id:9606keyword:kinase AND organism_id:9606cc_disease:cancer AND organism_id:9606go:apoptosis AND organism_id:9606Present: Accession, protein name, gene, organism, length, function summary, and UniProt link.
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Workflow for read alignment, sorting, indexing, mapping statistics, and downstream-ready alignment artifacts.
中文简介正在准备中。当前显示原文说明。
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.
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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.
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Workflow for event-level and isoform-level splicing analysis with sashimi-ready outputs and splice QC.
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ATAC-seq processing with assay QC, MACS3 peak calling, consensus peak matrices, differential accessibility, and motif or footprint follow-up.
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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.
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