add fasta file handle;

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2024-01-18 11:33:36 +08:00
parent dabb69c1af
commit cc702c8fec

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tcr_pmhc_complexes.py Normal file
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#!/usr/bin/env python
# -*- encoding: utf-8 -*-
'''
@file :tcr_pmhc_complexes.py
@Description: : 用于fasta文件构建数据集
@Date :2024/01/17 10:24:08
@Author :lyzeng
@Email :pylyzeng@gmail.com
@version :1.0
'''
from Bio.Data import IUPACData
from pydantic import BaseModel, Field, FilePath, field_validator
from typing import Optional, Dict, List, Any, Union
from pathlib import Path
# 使用 BioPython 导入氨基酸缩写
AMINO_ACIDS = set(IUPACData.protein_letters)
class BaseProteinSequence(BaseModel):
sequence: str
@field_validator('sequence')
def validate_amino_acids(cls, v: str, values, **kwargs):
if not set(v).issubset(AMINO_ACIDS):
raise ValueError('Sequence contains invalid amino acids, not conforming to IUPAC standards')
return v
class ProteinSequence(BaseModel):
label_asym_id: str # PDB 分配的链 ID
auth_asym_id: str # 作者选择的链 ID
sequence: str
is_id_consistent: bool = Field(default=False) # ID 是否一致
@property
def is_id_consistent(self) -> bool:
# 检查两个 ID 是否一致
return self.label_asym_id == self.auth_asym_id
def display_chain_id(self) -> str:
"""
显示链的 ID。如果 PDB ID 和作者 ID 不一致,则以 "label_asym_id [auth auth_asym_id]" 的格式显示。
"""
if not self.is_id_consistent:
return f"{self.label_asym_id} [auth {self.auth_asym_id}]"
return self.label_asym_id
class ProteinComplex(BaseModel):
pdb_id: str
tcr_alpha: Optional[ProteinSequence] = None
tcr_beta: Optional[ProteinSequence] = None
mhc_alpha: Optional[ProteinSequence] = None
mhc_beta: Optional[ProteinSequence] = None
peptide: Optional[ProteinSequence] = None
mhc_class: str # MHC 类型1, 2, 或 '未知'
data_source: str # 数据来源,例如论文的 DOI 号
extra_data: Dict[str, Any] = {}
def add_extra_data(self, **kwargs):
self.extra_data.update(kwargs)
class FastaHeaderInfo(BaseModel):
pdb_id: str
chain_ids: List[str]
auth_chain_ids: Dict[str, str] # 映射 PDB 分配的链 ID 到作者分配的链 ID
description: str
@classmethod
def from_header_line(cls, header_line: str):
parts = header_line.split('|')
pdb_id = parts[0].strip('>')
chain_info = parts[1] if len(parts) > 1 else ''
description = parts[2] if len(parts) > 2 else ''
# 分割链信息以获取链 ID 和作者链 ID
chain_parts = chain_info.replace('Chain ', '').replace('Chains ', '').split(',')
chain_ids = []
auth_chain_ids = {}
for part in chain_parts:
part = part.strip()
if '[' in part:
# 分离作者链 ID
chain_id, auth_chain_id = part.split('[')
chain_id = chain_id.strip()
auth_chain_id = auth_chain_id.strip(']').replace('auth ', '').strip() # 移除 'auth ' 但保留关键信息
chain_ids.append(chain_id)
auth_chain_ids[chain_id] = auth_chain_id
else:
chain_ids.append(part)
auth_chain_ids[part] = part # 没有作者链 ID 时,使用相同的值
return cls(pdb_id=pdb_id, chain_ids=chain_ids, auth_chain_ids=auth_chain_ids, description=description)
class FastaSequence(BaseModel):
header_info: FastaHeaderInfo
sequence: BaseProteinSequence
class FastaFile(BaseModel):
file: FilePath
sequences: List[FastaSequence] = []
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.read_sequence()
@property
def sequence_num(self) -> int:
return len(self.sequences)
def read_sequence(self):
with open(self.file, 'r') as fasta_file:
header_line = ''
sequence = ''
for line in fasta_file:
line = line.strip()
if line.startswith('>'):
if sequence:
header_info = FastaHeaderInfo.from_header_line(header_line)
self.sequences.append(FastaSequence(header_info=header_info, sequence=BaseProteinSequence(sequence=sequence)))
sequence = ''
header_line = line
else:
sequence += line
if sequence:
header_info = FastaHeaderInfo.from_header_line(header_line)
self.sequences.append(FastaSequence(header_info=header_info, sequence=BaseProteinSequence(sequence=sequence)))