''' #Author, date: Godwin Ani and Laura Katz, 9th- Feb - 2023. #Dependencies: Python3, CD-Hit #Intent: For clustering nucleotide or amino acid sequences with the CD-Hit program. #Inputs: A folder of containing Amino acid or DNA fasta files. #Outputs: A folder of clustered files. #Example: python Cluster.py --type dna --identity 0.95 --overlap 0.67 --input input_folder_dna --output output_folder_dna ''' import os import argparse from tqdm import tqdm import subprocess def input_validation(value, error_message): try: integer, fractional = value.split('.') value = float(value) if int(integer) == 0 and len(fractional) == 2: return value except ValueError: pass print(error_message) exit(1) def cluster_sequences(program, identity, overlap, input_folder, output_folder): for file in tqdm(os.listdir(input_folder)): if file.endswith('.fasta'): subprocess.run([f'{program}', '-i', f'{input_folder}/{file}', '-o', f'{output_folder}/{file}', '-c', f'{identity}', '-d', '0', '-aS', f'{overlap}']) for file in os.listdir(output_folder): if file.endswith('.clstr'): os.rename(f'{output_folder}/{file}', f'{output_folder}/{file.split("FILE")[0]}Clustered.txt') def main(): parser = argparse.ArgumentParser(description='Cluster amino acid or DNA sequences using CD-HIT.') parser.add_argument('--type', choices=['aa', 'dna'], required=True, help='Type of sequences (aa for Amino Acids, dna for DNA)') parser.add_argument('--identity', type=str, required=True, help='Sequence Identity Threshold (e.g., 0.99, 0.95)') parser.add_argument('--overlap', type=str, required=True, help='Sequence Alignment Overlap Value (e.g., 0.67, 0.75)') parser.add_argument('--input_files', type=str, required=True, help='Input folder containing sequences in fasta format') parser.add_argument('--output', type=str, required=True, help='Output folder for clustered sequences') args = parser.parse_args() if not os.path.isdir(args.input): print(f'Error: Input folder "{args.input}" does not exist.') exit(1) if not os.path.isdir(args.output): os.mkdir(args.output) if args.type == 'aa': identity = input_validation(args.identity, 'ERROR! Use format 0.## for Amino acids sequence identity threshold.') overlap = input_validation(args.overlap, 'ERROR! Use format 0.## for Amino acids sequence alignment overlap value.') cluster_sequences('cd-hit', identity, overlap, args.input, args.output) elif args.type == 'dna': identity = input_validation(args.identity, 'ERROR! Use format 0.## for DNA sequence identity threshold.') overlap = input_validation(args.overlap, 'ERROR! Use format 0.## for DNA sequence alignment overlap value.') cluster_sequences('cd-hit-est', identity, overlap, args.input_files, args.output) else: print('Invalid sequence type. Choose "aa" for Amino Acids or "dna" for DNA.') exit(1) if __name__ == "__main__": main()