# Last updated Sept 19th 2023 # Author: Xyrus Maurer-Alcala and Auden Cote-L'Heureux # This script classifies translated CDS into gene families by # similarity-searching using Diamond against a reference database of # gene families. We provide the Hook database on the GitHub, but this # may be replaced with a custom reference database by REPLACING the # .dmnd and .fasta files in the Databases/db_OG folder. This script also # includes a filter that removes sequences shorter than 33% and longer than # 150% the average length of the sequence's OG in the OG reference DB. This script # is intended to be run as part of the PhyloToL 6 Part 1 pipeline using # the script wrapper.py. import argparse, os, re, sys from argparse import RawTextHelpFormatter, SUPPRESS from distutils import spawn from Bio import SeqIO from statistics import mean #----------------------------- Colors For Print Statements ------------------------------# class color: PURPLE = '\033[95m' CYAN = '\033[96m' DARKCYAN = '\033[36m' ORANGE = '\033[38;5;214m' BLUE = '\033[94m' GREEN = '\033[92m' YELLOW = '\033[93m' RED = '\033[91m' BOLD = '\033[1m' UNDERLINE = '\033[4m' END = '\033[0m' #------------------------------ UPDATE DIAMOND PATH BELOW! -------------------------------# def check_diamond_path(): ### IF Diamond is IN YOUR PATH then no updating is needed... diamond_path = '' if diamond_path == '': diamond_path = spawn.find_executable("diamond") #diamond_path = /path/to/diamond else: pass if diamond_path == None: print (color.BOLD + '\n\nPlease open this script and check that you have included'\ + ' the PATH to the' + color.BLUE + ' "diamond" '+ color.END + color.BOLD\ + 'executable.\n\n' + color.END) print (color.BOLD + color.BLUE + 'LOOK FOR:\n\n' + color.RED\ +'#------------------------------ UPDATE DIAMOND PATH BELOW! -------------------------------#'\ + color.BLUE + '\n\nThis is somewhere around lines 55 - 80...\n\n' + color.END) sys.exit() else: pass return diamond_path #------------------------------- Main Functions of Script --------------------------------# ########################################################################################### ###--------------------- Parses and Checks Command-Line Arguments ----------------------### ########################################################################################### def check_args(): parser = argparse.ArgumentParser(description= color.BOLD + '\n\nThis script will categorize Contigs into'+color.ORANGE+' "Homologous" '\ +color.END+color.BOLD+'Gene Families (OGs)\nbased on '+color.RED+'OrthoMCL'+color.END\ +color.BOLD+"'s Gene Family Grouping\n\n\nNotes on this script and "+color.GREEN+\ 'OrthoMCL Families'+color.END+color.BOLD+' can be found\nat the bottom of '+color.GREEN\ +'THIS script (4_CountOGsDiamond.py)\n'+color.END+usage_msg(), usage=SUPPRESS, formatter_class=RawTextHelpFormatter) required_arg_group = parser.add_argument_group(color.ORANGE+color.BOLD+'Required Options'+color.END) required_arg_group.add_argument('--input_file','-in', action='store', help=color.BOLD+color.GREEN+'Fasta file of Nucleotide sequences enriched \nwith'\ ' Eukaryotic protein coding transcripts'+color.END) required_arg_group.add_argument('--databases','-d', action='store', help=color.BOLD+color.GREEN+'Path to folder containing db_OG'+color.END) required_arg_group.add_argument('--evalue','-e', action='store', help=color.BOLD+color.GREEN+'Maximum OG assignment e-value'+color.END) optional_arg_group = parser.add_argument_group(color.ORANGE+color.BOLD+'Options'+color.END) optional_arg_group.add_argument('--threads','-t', default='2', help=color.BOLD+color.GREEN+' Number of threads to use for BLAST\n (default = 2)\n'+color.END) optional_arg_group.add_argument('-author', action='store_true', help=color.BOLD+color.GREEN+' Prints author contact information\n'+color.END) if len(sys.argv[1:]) == 0: print (parser.description) print ('\n') sys.exit() args = parser.parse_args() quit_eval = return_more_info(args) if quit_eval > 0: sys.exit() args.diamond = check_diamond_path() args.home_folder = '/'.join(args.input_file.split('/')[:-1]) + '/' args.tsv_out = args.home_folder + args.input_file.split('/')[-1].replace('CDS','CDS.Renamed').replace('.AA.fasta','_allOGCleanresults.tsv') args.aa_out = args.home_folder + args.input_file.split('/')[-1].replace('CDS','CDS.Renamed') args.ntd_out = args.home_folder + args.input_file.split('/')[-1].replace('CDS','CDS.Renamed').replace('AA','NTD') return args ########################################################################################### ###------------------------------- Script Usage Message --------------------------------### ########################################################################################### def usage_msg(): return (color.BOLD+color.RED+'\n\nExample usage:'+color.CYAN+' python 4_CountOGsDiamond.py'\ ' --input_file ../Stentor_coeruleus.WGS.CDS.Prep/Stentor_coeruleus.WGS.CDS.Universal.AA.fasta'+color.END) ########################################################################################## ###-------- Storage for LARGE (Annoying) Print Statements for Flagged Options ---------### ########################################################################################## def return_more_info(args): valid_arg = 0 author = (color.BOLD+color.ORANGE+'\n\n\tQuestions/Comments? Email Xyrus (author) at'\ ' maurerax@gmail.com\n\n'+color.END) if args.author == True: print (author) valid_arg += 1 if args.input_file != None: if os.path.isfile(args.input_file) != False: if args.input_file.split('/')[-1] not in os.listdir('/'.join(args.input_file.split('/')[:-1])): print (color.BOLD+color.RED+'\nError:'+color.END+color.BOLD+' The provided Fasta file '\ '('+color.DARKCYAN+args.input_file.split('/')[-1]+color.END+color.BOLD+')\ndoes not'\ ' exist or is incorrectly formatted.\n\nDouble-check then try again!\n\n'+color.END) valid_arg += 1 elif args.input_file.endswith('AA.fasta') != True: print (color.BOLD+'\n\nInvalid Fasta File! Only Fasta Files that were processed'\ ' with '+color.GREEN+'3g_GCodeTranslate.py '+color.END+color.BOLD+'are valid\n\n'\ 'However, to bypass that issue, Fasta Files MUST end with '+color.CYAN+\ '"AA.fasta"\n\n'+color.END) valid_arg += 1 else: print (color.BOLD+color.RED+'\nError:'+color.END+color.BOLD+' The provided Fasta file '\ '('+color.DARKCYAN+args.input_file.split('/')[-1]+color.END+color.BOLD+')\ndoes not'\ ' exist or is incorrectly formatted.\n\nDouble-check then try again!\n\n'+color.END) valid_arg += 1 if os.path.isdir(args.databases + '/db_OG') != True: print (color.BOLD+color.RED+'\nError:'+color.END+color.BOLD+' Cannot find the '\ +color.ORANGE+'db_OG Folder!\n\n'+color.END+color.BOLD+'Ensure that this folder '\ 'can be found in the main '+color.ORANGE+'Databases Folder'+color.END+color.BOLD\ +'\n\nThen try once again\n\n.'+color.END) valid_arg += 1 ogdb_count = 0 for file in os.listdir(args.databases + '/db_OG'): if file.endswith('.dmnd'): ogdb_count += 1 if ogdb_count == 0: print (color.BOLD+color.RED+'\nError:'+color.END+color.BOLD+' Cannot find the '\ 'Diamond formatted '+color.ORANGE+'Gene Family databases!\n\n'+color.END+color.BOLD+\ 'Ensure that they can be found in the '+color.ORANGE+'db_OG folder'+color.END+\ color.BOLD+',\nwhich can be found in the main '+color.ORANGE+'Databases Folder'+\ color.END+color.BOLD+'\n\nThen try once again.\n\n'+color.END) valid_arg += 1 elif ogdb_count > 1: print('\nMultiple OG databases found. Please only provide 1 database in the db_OG folder.\n') valid_arg += 1 return valid_arg ########################################################################################### ###--------------------------- Does the Inital Folder Prep -----------------------------### ########################################################################################### def prep_folders(args): OG_folder = '/'.join(args.input_file.split('/')[:-1])+'/DiamondOG/' if os.path.isdir(OG_folder) != True: os.system('mkdir '+OG_folder) ########################################################################################### ###--------------------- Runs Diamond on Split OrthoMCL Databases ----------------------### ########################################################################################### def OG_ublast(args): db = [file for file in os.listdir(args.databases + '/db_OG') if file.endswith('.dmnd')][0] OG_diamond_cmd = args.diamond + ' blastp -q ' + args.input_file + ' -d ' + args.databases + '/db_OG/' + db + ' --evalue ' + args.evalue + ' --subject-cover 0.5 --threads ' + args.threads + ' --outfmt 6 -o ' + args.input_file.split('.fas')[0] + '_allOGresults' os.system(OG_diamond_cmd) ########################################################################################### ###--------------- Keeps the Single BEST Hit (HSP-score) Per Transcript ----------------### ########################################################################################### def keep_best(args): print (color.BOLD+color.PURPLE+'\n\nProcessing OG-database results to keep only the BEST'\ '\nmatch for each transcript\n\n'+color.END) inTSV = [i for i in open(args.input_file.split('.fas')[0]+'_allOGresults').read().split('\n') if i != ''] inTSV.sort(key = lambda x: -float(x.split('\t')[-1])) keep = [] for i in inTSV: if any(i.split('\t')[0] in j for j in keep) != True: keep.append(i) updated_lines = list(set([line.split('\t')[0]+'_'+'_'.join(line.split('\t')[1].split('_')[-2:])+\ '\t'+'\t'.join(line.split('\t')[1:]) for line in keep])) with open(args.tsv_out, 'w+') as w: for i in updated_lines: w.write(i+'\n') ########################################################################################### ###-------- Copies and Updates Names of Transcripts With OG Hits to New Fasta ----------### ########################################################################################### def update_fasta(args): print (color.BOLD+color.PURPLE+'Updating Sequence Names with their BEST OG hits\n\n'+color.END) hook_fasta = [file for file in os.listdir(args.databases + '/db_OG') if file.endswith('.fasta')][0] #Getting average length in Hook: addition per 9/2023 update OGLenDB = {} for rec in SeqIO.parse(args.databases + '/db_OG/' + hook_fasta, 'fasta'): if rec.id[-10:] not in OGLenDB: OGLenDB.update({ rec.id[-10:] : [] }) OGLenDB[rec.id[-10:]].append(len(str(rec.seq))) for og in OGLenDB: OGLenDB[og] = mean(OGLenDB[og]) keep = [i for i in open(args.tsv_out).read().split('\n') if i != ''] keep_dict = { } for line in keep: og_number = re.split('OG.{1}_', line.split('\t')[1])[1][:6] og_prefix = line.split('\t')[1].split(og_number)[-2][-4:] og = og_prefix + og_number keep_dict.update({ re.split('_OG.{1}_', line.split('\t')[0])[0] : re.split('_OG.{1}_', line.split('\t')[0])[0] + '_' + og_prefix + line.split('\t')[1].split('_')[-1] }) protFasta = [seq_rec for seq_rec in SeqIO.parse(args.input_file,'fasta')] ntdFasta = [seq_rec for seq_rec in SeqIO.parse(args.input_file.replace('.AA.','.NTD.'),'fasta')] updated_prot_name = { keep_dict[i.description] : str(i.seq).rstrip('*') for i in protFasta if i.description in keep_dict.keys() } updated_ntd_name = { keep_dict[i.description] : str(i.seq).rstrip('*') for i in ntdFasta if i.description in keep_dict.keys() } #Additional length filter here per 9/2023 update with open(args.aa_out,'w+') as w: for rec in updated_prot_name: og_number = re.split('OG.{1}_', rec)[1][:6] og_prefix = rec.split(og_number)[0][-4:] og = og_prefix + og_number if 3*len(updated_prot_name[rec]) > OGLenDB[og] and len(updated_prot_name[rec]) < 1.5*OGLenDB[og]: w.write('>' + rec + '\n' + updated_prot_name[rec] + '\n\n') with open(args.ntd_out,'w+') as x: for rec in updated_ntd_name: og_number = re.split('OG.{1}_', rec)[1][:6] og_prefix = rec.split(og_number)[0][-4:] og = og_prefix + og_number ntd_len = len(updated_ntd_name[rec]) if updated_ntd_name[rec].lower().endswith('tag') or updated_ntd_name[rec].lower().endswith('tga') or updated_ntd_name[rec].lower().endswith('taa'): ntd_len = ntd_len - 3 if ntd_len > OGLenDB[og] and ntd_len < 4.5*OGLenDB[og]: x.write('>' + rec + '\n' + updated_ntd_name[rec] + '\n\n') ########################################################################################## ###--------------------- Cleans up the Folder and Moves Final Files -------------------### ########################################################################################## def clean_up(args): os.system('mv '+args.input_file.replace('.fasta','_allOGresults')+' '+args.home_folder+\ '/DiamondOG') os.system('cp '+args.aa_out+' '+args.home_folder+'/DiamondOG/') os.system('cp '+args.ntd_out+' '+args.home_folder+'/DiamondOG/') os.system('cp '+args.tsv_out+' '+args.home_folder+'/DiamondOG/') ########################################################################################## ###----------------------------- Calls on Above Functions -----------------------------### ########################################################################################## def main(): args = check_args() prep_folders(args) OG_ublast(args) keep_best(args) update_fasta(args) clean_up(args) print (color.BOLD+'Next Script is: '+color.GREEN+'5g_FinalizeName.py\n\n'+color.END) main() #----------------------------------------- NOTES -----------------------------------------# # # This script uses a "BLAST"-based approach to identify ANCIENT homologous gene families. # # Gene family designations were taken from OrthoMCL.org and serve as the database for # this script's gene family assignments. These gene family assignments are NON-EXHAUSTIVE # and most Lineage-Specific families will be missed! # # If you have any questions contact Xyrus (author): maurerax@gmail.com