考虑一下,我有File1:
SNP_ID GENE_ID # Header not present in original file
rs1 TRIML1,TRIML2
rs2 D4S234E
rs4 ACCN5,CTSO
rs5 ODZ3
rs6 TRIML1
和File2:
SNP1_ID SNP2_ID DRUG # Header not present in original file
rs1 rs2 xyz
rs1 rs8 abc
rs2 rs4 xyz
rs2 rs5 abc1
rs5 rs7 abc2
rs6 rs5 xyz1
我想将file2中的SNP ID与file1匹配,并替换为相应的Gene ID,并在输出中也有药物名称。输出应如下所示:
GENE1_ID GENE2_ID SNP1_ID SNP2_ID Drug
TRIML1 D4S234E rs1 rs2 xyz
TRIML2 D4S234E rs1 rs2 xyz
TRIML1 rs8 rs1 rs8 abc
TRIML2 rs8 rs1 rs8 abc
D4S234E ACCN5 rs2 rs4 xyz
D4S234E CTSO rs2 rs4 xyz
D4S234E ODZ3 rs2 rs5 abc1
ODZ3 rs7 rs5 rs7 abc2
TRIML1 ODZ3 rs6 rs5 xyz1
我编写了以下代码来进行匹配和替换,但我无法弄清楚输出中的最后三列。此外,当我必须在大文件上执行此操作时,这需要相当长的时间。有效地进行输入吗?
snp_gene_dict = {}
with open('File1') as f1:
for line in f1:
snp_key = line.split()[0]
vals = line.split()[1]
gene_val = vals.split(',')
snp_gene_dict[snp_key] = gene_val
col0 = []
col1 = []
snp_first_col = []
snp_second_col = []
with open('File2') as f2:
for line in f2:
snp0, snp1 = line.split()
col0.append(snp0)
col1.append(snp1)
for i in range(len(col0)):
if col0[i] in snp_gene_dict.keys():
snp_first_col.append(snp_gene_dict[col0[i]])
else:
snp_first_col.append([col0[i]])
for i in range(len(col1)):
if col1[i] in snp_gene_dict.keys():
snp_second_col.append(snp_gene_dict[col1[i]])
else:
snp_second_col.append([col1[i]])
with open('output-gene-gene', 'w') as out:
for i,j in map(None,snp_first_col,snp_second_col):
if len(i) == 1 and len(j) == 1:
out.write ('{a}\t{b} \n'.format(a = '\t'.join(i), b = '\t'.join(j)))
elif len(i) > 1 and len(j) == 1:
for item in i:
out.write ('{a}\t{b} \n'.format(a = item, b = '\t'.join(j)))
elif len(j) > 1 and len(i) == 1:
for item in j:
out.write ('{a}\t{b} \n'.format(a = '\t'.join(i), b= item))
elif len(i) > 1 and len(j) > 1:
for elem1 in i:
for elem2 in j:
out.write('{a}\t{b} \n'.format(a = elem1, b = elem2))
答案 0 :(得分:0)
这是使用SQLITE实现它的一种方法,概念非常简单。只需将FILE1插入数据库,然后从中读取即可。
import logging
INSERT_SPN_STATEMENT = 'INSERT INTO spn_table (spn_id, gene_id) VALUES (?, ?)'
SELECT_SPN_BY_ID_STATEMENT='SELECT ID FROM spn_table WHERE spn_id=? and GENE_ID=?'
def dump_file_to_db(File1, connection):
cursor = connection.cursor()
for l in File1:
#line looks like: rs1 TRIML1,TRIML2, split will split on spaces and since we have 2 we can save it in 2 vars
SPN_ID, GENE_ID = l.split()
for g in GENE_ID.split(','):#now for each gene (comma separated) insert into the spn_table
cursor.execute(SELECT_SPN_BY_ID_STATEMENT , (SPN_ID, g))
if cursor.fetchone(): continue # record exists
cursor.execute(INSERT_SPN_STATEMENT , (SPN_ID, g))
connection.commit()
SELECT_SPN_STATEMENT = 'SELECT ID, spn_id, gene_id FROM spn_table WHERE spn_id=?'
def read_file(File2, connection):
cursor = connection.cursor()
for l in File2:
spn1, spn2, drug = l.split()
#get spn1 from database
cursor.execute(SELECT_SPN_STATEMENT , (spn1,))
_id, spn1_id, gene_id = cursor.fetchone()
cursor.execute(SELECT_SPN_STATEMENT , (spn2,))
_id, spn2_id, gene_id = cursor.fetchone()
logging.info("%s %s %s %s", spn1_id, spn2_id, gene_id, drug)
def initialize_db():
conn = sqlite3.connect('test.db');c = conn.cursor()
# Create table
c.execute('''CREATE TABLE IF NOT EXISTS spn_table
(Id INTEGER PRIMARY KEY, spn_id text, gene_id text)''')
return conn
import sqlite3
connection = initialize_db()
logging.basicConfig(level=logging.DEBUG)
logging.info("Started")
with open('File1.txt') as File1:
dump_file_to_db(File1, connection)
with open('File2.txt') as File2:
read_file(File2, connection)
logging.info("Done")