EukPhylo/Utilities/for_fastas/Cluster_v2.0.py
2024-01-15 14:55:27 -05:00

102 lines
4.3 KiB
Python

#Professor L. Katz and Godwin Ani
#9th- Feb- 2023
#A clustering program that accepts and validates users input
import os, sys, re
from tqdm import tqdm
def cluster():
''' This function takes an amino acid or DNA sequence stored in a fasta format and clusters it.
It uses two nested functions (cluster_AA and cluster_DNA) to perform this operation.
Ensure that fasta files to be clustered are stored in a root directory folder named "to_cluster". This folder will automatically be created if none exists.
The result of the clustering process is saved into a root directory folder named "Clustered" which is created automatically if none exists. '''
if not os.path.isdir('to_cluster'):
os.mkdir('to_cluster')
if not os.path.isdir('Clustered'):
os.mkdir('Clustered')
# Nested function for amino acids clustering.
def cluster_AA():
#input validation for the sequence identity threshold.
while True:
try:
val1 =input( 'Amino Acids Sequence Identity Threshold (e.g. 0.99, 0.95)? : ')
integer, fractional = val1.split('.')
val1 = float(val1)
if int(integer)== 0 and len(fractional) == 2:
break
except ValueError:
pass
print('ERROR! Use format 0.## for Amino acids sequence identity threshold.')
#Input validation for the overlap value.
while True:
try:
val2 =input( 'Amino Acids Alignment Overlap Value (e.g. 0.67, 0.75)? : ')
integer, fractional = val2.split('.')
val2 = float(val2)
if int(integer)== 0 and len(fractional) == 2:
break
except ValueError:
pass
print('ERROR! Use format 0.## for Amino acids sequence alignment overlap value')
#Selects amino acids fasta files in "to_cluster" folder and clusters them with CD-HIT.
for file in tqdm(os.listdir('to_cluster')):
if file.endswith('.fasta'):
os.system('cd-hit -i to_cluster/' + file + ' -o Clustered/' + file + ' -c %s -d 0 -aS %s' %( val1, val2))
#Renaming the result of the clustering.
for file in os.listdir('Clustered'):
if file.endswith('.clstr'):
os.rename('Clustered/' + file, 'Clustered/' + file.split('FILE')[0] + 'Clustered.txt')
#Nested function for DNA clustering.
def cluster_DNA():
#Input validation for the sequence identity threshold.
while True:
try:
val1 =input( 'DNA Sequence Identity Threshold (e.g. 0.99, 0.95)? : ')
integer, fractional = val1.split('.')
val1 = float(val1)
if int(integer)== 0 and len(fractional) == 2:
break
except ValueError:
pass
print('ERROR! Use format 0.## for DNA sequence identity threshold.')
#Input validation for the overlap value.
while True:
try:
val2 =input( 'DNA Sequence Alignment Overlap Value (e.g. 0.67, 0.75)? : ')
integer, fractional = val2.split('.')
val2 = float(val2)
if int(integer)== 0 and len(fractional) == 2:
break
except ValueError:
pass
print('ERROR! Use format 0.## for DNA sequence alignment overlap value.')
#Selects DNA fasta files in "to_cluster" folder and clusters them with CD-HIT.
for file in tqdm(os.listdir('to_cluster')):
if file.endswith('.fasta'):
os.system('cd-hit-est -i to_cluster/' + file + ' -o Clustered/' + file + ' -c %s -d 0 -aS %s' %( val1, val2))
#Renaming the result of the clustering.
for file in os.listdir('Clustered'):
if file.endswith('.clstr'):
os.rename('Clustered/' + file, 'Clustered/' + file.split('FILE')[0] + 'Clustered.txt')
# Prompts for user input and function call.
choice_1 = input('Are you clustering Amino Acids or DNA? (AA or DNA) : ')
if choice_1 in ['AA', 'Aa', 'aa']:
cluster_AA()
elif choice_1 in ['DNA', 'Dna', 'dna']:
cluster_DNA()
else:
print('Sorry. This program can only cluster Amino Acids and DNA')
cluster()