bio-seq-objects
bio-seq-objects,来自 FreedomIntelligence/OpenClaw-Medical-Skills 的 agent 技能。
它会碰到什么
这一栏是扫描器报的事实,不是结论。命中多不等于有毒(安全工具、规则库、示例脚本本来就会包含危险写法),命中少也不等于干净。它和你手上的凭据、文件、网络有什么关系,需要你自己看。
技能内容
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name: bio-seq-objects
description: Create and manipulate Seq, MutableSeq, and SeqRecord objects using Biopython. Use when creating sequences from strings, modifying sequence data in-place, or building annotated sequence records.
tool_type: python
primary_tool: Bio.Seq
measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes.
allowed-tools:
- read_file
- run_shell_command
Seq Objects
Create and manipulate biological sequence objects using Biopython.
Required Imports
from Bio.Seq import Seq, MutableSeq
from Bio.SeqRecord import SeqRecord
Core Objects
Seq - Immutable Sequence
The basic sequence object. Immutable like Python strings.
seq = Seq('ATGCGATCGATCG')
Seq objects support string-like operations:
len(seq) # Length
seq[0] # First base
seq[-1] # Last base
seq[0:10] # Slice (returns Seq)
str(seq) # Convert to string
'ATG' in seq # Membership test
seq.count('G') # Count occurrences
seq.find('ATG') # Find position (-1 if not found)
seq.upper() # Uppercase
seq.lower() # Lowercase
seq * 3 # Repeat sequence
seq.strip() # Remove leading/trailing whitespace
MutableSeq - Mutable Sequence
For in-place modifications when performance matters.
mut_seq = MutableSeq('ATGCGATCG')
mut_seq[0] = 'C' # Modify single position
mut_seq[0:3] = 'GGG' # Replace slice
mut_seq.append('A') # Add to end
mut_seq.insert(0, 'G') # Insert at position
mut_seq.pop() # Remove and return last
mut_seq.remove('G') # Remove first occurrence
mut_seq.reverse() # Reverse in place
Convert between types:
seq = Seq(mut_seq) # MutableSeq to Seq
mut_seq = MutableSeq(seq) # Seq to MutableSeq
SeqRecord - Annotated Sequence
Sequence with metadata for file I/O and analysis.
record = SeqRecord(
Seq('ATGCGATCG'),
id='gene1',
name='example_gene',
description='An example gene sequence'
)
SeqRecord attributes:
record.seq # The Seq object
record.id # Identifier string
record.name # Name string
record.description # Description string
record.features # List of SeqFeature objects
record.annotations # Dict of annotations
record.letter_annotations # Per-letter annotations (quality scores)
record.dbxrefs # Database cross-references
SeqRecord Methods
Transform entire records while preserving metadata:
# Reverse complement (preserves ID, updates features)
rc_record = record.reverse_complement(id='gene1_rc', description='reverse complement')
# Translate to protein (creates new SeqRecord with protein)
protein_record = record.translate(id='gene1_protein')
# Quick format output (returns string in file format)
fasta_str = record.format('fasta')
genbank_str = record.format('genbank')
Slicing preserves features (adjusted to new coordinates):
# Slice SeqRecord - features are clipped/adjusted automatically
subset = record[10:50] # Features outside range are dropped
Code Patterns
Create Seq from String
dna = Seq('ATGCGATCGATCG')
rna = Seq('AUGCGAUCGAUCG')
protein = Seq('MRCRS')
Create SeqRecord for File Output
record = SeqRecord(Seq('ATGCGATCG'), id='seq1', description='My sequence')
Create SeqRecord with Annotations
record = SeqRecord(Seq('ATGCGATCG'), id='gene1', description='Example')
record.annotations['organism'] = 'Homo sapiens'
record.annotations['molecule_type'] = 'DNA'
Build SeqRecord from Parsed Data
from Bio.SeqFeature import SeqFeature, FeatureLocation
record = SeqRecord(Seq('ATGCGATCGATCG'), id='gene1')
feature = SeqFeature(FeatureLocation(0, 9), type='CDS', qualifiers={'product': ['Example protein']})
record.features.append(feature)
Batch Create SeqRecords
sequences = ['ATGC', 'GCTA', 'TTAA']
records = [SeqRecord(Seq(s), id=f'seq_{i}') for i, s in enumerate(sequences)]
Copy a SeqRecord
from copy import deepcopy
new_record = deepcopy(record)
new_record.id = 'modified_copy'
Modify SeqRecord Sequence
record = SeqRecord(Seq('ATGCGATCG'), id='seq1')
record.seq = Seq('GGGGGATCG') # Replace entire sequence
Join Sequences into One SeqRecord
combined_seq = seq1 + Seq('NNNN') + seq2 # With linker
combined_record = SeqRecord(combined_seq, id='combined')
Transform SeqRecord with reverse_complement
# Reverse complement a gene sequence
record = SeqRecord(Seq('ATGCGATCGATCG'), id='gene1', description='Forward strand')
rc_record = record.reverse_complement(id=f'{record.id}_rc', description='Reverse complement')
# Features are remapped to new coordinates
Translate SeqRecord to Protein
# Translate coding sequence
cds_record = SeqRecord(Seq('ATGCGATCGATCGTAA'), id='cds1', description='Coding sequence')
protein_record = cds_record.translate(id=f'{cds_record.id}_protein', to_stop=True)
Quick Output with format()
record = SeqRecord(Seq('ATGCGATCG'), id='seq1', description='Example sequence')
print(record.format('fasta'))
# >seq1 Example sequence
# ATGCGATCG
Common Errors
| Error | Cause | Solution |
|-------|-------|----------|
| TypeError: 'Seq' object does not support item assignment | Trying to modify immutable Seq | Use MutableSeq instead |
| TypeError: SeqRecord object argument must be a Seq object | Passed string instead of Seq | Wrap string in Seq() |
| Missing annotations in output | Didn't set required annotations | Add molecule_type to annotations for GenBank output |
Decision Tree
Need to work with sequence data?
├── Just doing string-like operations?
│ └── Use Seq
├── Need to modify sequence in-place?
│ └── Use MutableSeq
├── Need metadata (ID, description, features)?
│ └── Use SeqRecord
└── Need to write to file?
└── Use SeqRecord with appropriate annotations
Related Skills
- sequence-io/read-sequences - Parse files to get SeqRecord objects
- sequence-io/write-sequences - Write SeqRecord objects to files
- transcription-translation - Transform Seq objects (DNA to protein)
- reverse-complement - Get reverse complement of Seq
- sequence-slicing - Slice and extract from Seq/SeqRecord
- database-access/entrez-fetch - Fetch sequences from NCBI as SeqRecords
<!-- AUTHOR_SIGNATURE: 9a7f3c2e-MD-BABU-MIA-2026-MSSM-SECURE -->
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它属于哪个仓库
skills/bio-seq-objects/SKILL.md