From af31cbd7d155d1fb3675bcd8dfbdeedc455b174d Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Thu, 23 Aug 2018 15:48:04 +0200 Subject: [PATCH 01/22] add detector and fragMethod to mgf --- ProteoFileReader.py | 41 +++++++++++++++---------- preprocessing.py | 75 ++++++++++++++++++++++++++------------------- 2 files changed, 68 insertions(+), 48 deletions(-) diff --git a/ProteoFileReader.py b/ProteoFileReader.py index 6d7cbb6..a3c9d78 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -14,6 +14,7 @@ import sys import pyopenms as oms + def mzMLReader(in_file): """ One line wrapper for OpenMS mzML reading. Returns the "exp" of a file. @@ -28,6 +29,7 @@ def mzMLReader(in_file): file.load(in_file, exp) return(exp) + class MS2_spectrum(): """ Class container for MS2 spectra. @@ -50,74 +52,81 @@ class MS2_spectrum(): charge array for the peaks """ - def __init__(self, title, RT, pepmass, pepint, charge, peaks, peakcharge=[]): + def __init__(self, title, RT, pepmz, pepint, charge, peaks, peakcharge=[], fragmethod='', detector=''): self.title = title self.RT = RT - self.pepmz = pepmass + self.pepmz = pepmz self.pepint = pepint self.charge = charge self.peaks = peaks self.peakcharge = peakcharge + self.fragMethod = fragmethod + self.detector = detector def getPrecursorMZ(self): """ Returns the precursor mass """ - return(self.pepmz) + return self.pepmz def getPrecursorIntensity(self): """ Returns the precursor intensity """ - return(self.pepint) + return self.pepint def getRT(self): """ Returns the precursor RT """ - return(self.RT) + return self.RT def getTitle(self): """ Returns the precursor mass """ - return(self.title) + return self.title def getPeaks(self): """ Returns the spectrum peaks """ - return(self.peaks) + return self.peaks def getMZ(self): """ Returns the mz of the MS2 """ - return(self.peaks[:,0]) + return self.peaks[:, 0] def getIntensities(self): """ Returns the MS2 peak intensities """ - return(self.peaks[:,1]) + return self.peaks[:, 1] def getUnchargedMass(self): """ Computs the uncharged mass of a fragment: - uncharged_mass = (mz * z ) - z - TODO: fix Hydrogen mass! + uncharged_mass = (mz - hydrogen mass) * z """ - return( (self.pepmass * self.charge) - self.charge) + return (self.pepmz - 1.007276466879) * self.charge + + def getFragMethod(self): + return self.fragMethod + + def getDetector(self): + return self.detector def printf(self): - print ("Title, RT, PEPMASS, PEPINT, CHARGE") - print (self.title, self.RT, self.pepmz, self.pepint, self.charge) + print "Title, RT, PEPMASS, PEPINT, CHARGE" + print self.title, self.RT, self.pepmz, self.pepint, self.charge def to_mgf(self): # need dummy values in case no peak charges are in the data if len(self.peakcharge) == 0: self.peakcharge = [""]*self.peaks.shape[0] - mgf_str=""" + mgf_str = """ BEGIN IONS TITLE=%s RTINSECONDS=%s @@ -126,7 +135,7 @@ def to_mgf(self): %s END IONS """ % (self.title, self.RT, self.pepmz, self.pepint, self.charge, "\r\n".join(["%s %s %s" % (i[0], i[1], j, ) for i,j in zip(self.peaks, self.peakcharge)])) - return(mgf_str) + return mgf_str #============================================================================== diff --git a/preprocessing.py b/preprocessing.py index 6ec08f2..649ca60 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -69,29 +69,25 @@ def read_cmdline(): return input_arg, outdir, config, recal_conf, recal -def split_mzml(mzml_file, detector="all"): +def mzml_to_MS2_spectra(mzml_file, detector_filter="all"): """ - function to split a mzML file into dict of MS2_Spectra objects (can be written to mgf format) - by fragmentation method + function to split a mzML file into a list of MS2_Spectra objects (can be written to mgf format) + with fragmentation method and detector type Parameters: ----------------------------------------- mzml_file: str, path to mzML file + detector_filter: filter scans by detector type ('all', 'FT', 'IT') - Return: dict {fragMethod: list(MS2_spectrum) + Return: list(MS2_spectrum) """ mzml_reader = mzml.read(mzml_file) - ordered_ms2_spectra = { - "CID": [], - "HCD": [], - "ETD": [], - "ETciD": [], - "EThcD": [], - "unknown": [] - } + sorted_ms2_spectra = [] + unknown_frag_method_count = 0 + n = 0 for spectrum in mzml_reader: @@ -104,8 +100,8 @@ def split_mzml(mzml_file, detector="all"): except AttributeError: raise StandardError("filter string parse error: %s" % filter_str) - if not detector == "all": - if not detector == detector_str: + if not detector_filter == "all": + if not detector_filter == detector_str: continue title = os.path.split(mzml_file)[1].split('.mzML')[0] + " " + spectrum['id'] @@ -119,27 +115,31 @@ def split_mzml(mzml_file, detector="all"): pre_z = precursor['charge state'] peaks = zip(spectrum['m/z array'], spectrum['intensity array']) - ms2class_spectrum = ProteoFileReader.MS2_spectrum(title, rt, pre_mz, pre_int, pre_z, peaks) - frag_methods = [f[0] for f in frag_groups] if "etd" in frag_methods: if "cid" in frag_methods: - ordered_ms2_spectra['ETciD'].append(ms2class_spectrum) + frag_method = "ETciD" elif "hcd" in frag_methods: - ordered_ms2_spectra['EThcD'].append(ms2class_spectrum) + frag_method = "EThcD" else: - ordered_ms2_spectra['ETD'].append(ms2class_spectrum) + frag_method = "ETD" elif "cid" in frag_methods: - ordered_ms2_spectra['CID'].append(ms2class_spectrum) + frag_method = "CID" elif "hcd" in frag_methods: - ordered_ms2_spectra['HCD'].append(ms2class_spectrum) + frag_method = "HCD" else: - ordered_ms2_spectra['unknown'].append(ms2class_spectrum) - if len(ordered_ms2_spectra['unknown']) > 0: - raise Warning("The fragmentation method of %i spectra could not be identified" % len(ordered_ms2_spectra['unknown'])) + frag_method = 'unknown' + unknown_frag_method_count += 1 + + ms2class_spectrum = ProteoFileReader.MS2_spectrum(title, rt, pre_mz, pre_int, pre_z, peaks, frag_method, detector_str) + + sorted_ms2_spectra.append(ms2class_spectrum) + + if unknown_frag_method_count > 0: + raise Warning("The fragmentation method of %i spectra could not be identified" % unknown_frag_method_count) - return {k: v for k, v in ordered_ms2_spectra.items() if len(v) > 0} + return sorted_ms2_spectra def generate_cihcd_spectra(mzml_file): @@ -223,11 +223,16 @@ def write_mgf(spectra, outfile): PEPMASS={} {} CHARGE={}+ RTINSECONDS={} +DETECTOR={} +FRAGMETHOD={} {} END IONS """.format(title, spectrum.getPrecursorMass(), spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), + int(spectrum.charge), + spectrum.getRT(), + spectrum.getDetector(), + spectrum.getFragMethod(), "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) else: stavrox_mgf = """ @@ -237,17 +242,22 @@ def write_mgf(spectra, outfile): PEPMASS={} {} CHARGE={}+ RTINSECONDS={} +DETECTOR={} +FRAGMETHOD={} {} END IONS """.format(title, spectrum.getPrecursorMass(), spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), + int(spectrum.charge), + spectrum.getRT(), + spectrum.getDetector(), + spectrum.getFragMethod(), "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if spectrum.peaks[1][i] > 0])) out_writer.write(stavrox_mgf) -def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=True): #TODO implement option further up +def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=False): # TODO: implement option further up if not os.path.exists(outdir): os.makedirs(outdir) @@ -265,11 +275,12 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m write_mgf(spectra=cihcd_spectra, outfile=os.path.join(outdir, 'CIhcD_ms3_' + filename[:filename.rfind('.')] + '.mgf')) if split_acq: - splitted_spectra = split_mzml(mzml_file, detector_filter) + split_spectra = mzml_to_MS2_spectra(mzml_file, detector_filter) - for acq in splitted_spectra: - write_mgf(spectra=splitted_spectra[acq], - outfile=os.path.join(outdir, acq + '_' + filename[:filename.rfind('.')]+'.mgf')) + write_mgf( + spectra=split_spectra, + outfile=os.path.join(outdir, acq + '_' + filename[:filename.rfind('.')]+'.mgf') + ) if __name__ == '__main__': From 3faffaf2eb166bbae5cf04ce074622be252778ac Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Thu, 23 Aug 2018 16:17:41 +0200 Subject: [PATCH 02/22] fix mgf filename --- preprocessing.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/preprocessing.py b/preprocessing.py index 649ca60..a5892e6 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -279,7 +279,7 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m write_mgf( spectra=split_spectra, - outfile=os.path.join(outdir, acq + '_' + filename[:filename.rfind('.')]+'.mgf') + outfile=os.path.join(outdir, filename[:filename.rfind('.')]+'.mgf') ) From 25316f82e81d245c73511734c880345c441c83dc Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Thu, 23 Aug 2018 16:22:59 +0200 Subject: [PATCH 03/22] simplify title for mgf writing --- preprocessing.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/preprocessing.py b/preprocessing.py index a5892e6..404b0bc 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -202,13 +202,13 @@ def mscon_cmd(filepath, outdir, settings, mgf): def write_mgf(spectra, outfile): out_writer = open(os.path.join(outfile), "w") for spectrum in spectra: - scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] - # title = spectrum.getTitle() - try: - title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - except AttributeError: - title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) + title = spectrum.getTitle() + # scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] + # try: + # title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + # except AttributeError: + # title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + # title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) if 'ms2_scanId' in spectrum.getTitle(): try: ms2_parent = re.search('ms2_scanId=.*scan=([0-9]+)', spectrum.getTitle()).groups()[0] From fa1561f45df1a19631f4bd9f446b39b2ff3c1dac Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Thu, 23 Aug 2018 16:25:11 +0200 Subject: [PATCH 04/22] minor fix --- preprocessing.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/preprocessing.py b/preprocessing.py index 404b0bc..bf0fda6 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -227,7 +227,7 @@ def write_mgf(spectra, outfile): FRAGMETHOD={} {} END IONS """.format(title, - spectrum.getPrecursorMass(), + spectrum.getPrecursorMZ(), spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, int(spectrum.charge), spectrum.getRT(), @@ -246,7 +246,7 @@ def write_mgf(spectra, outfile): FRAGMETHOD={} {} END IONS """.format(title, - spectrum.getPrecursorMass(), + spectrum.getPrecursorMZ(), spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, int(spectrum.charge), spectrum.getRT(), From 9aeea9f2bff348ea816c21d4fe9d8b87a3e4ab0a Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Thu, 23 Aug 2018 16:36:16 +0200 Subject: [PATCH 05/22] MS spectrum argument fix --- preprocessing.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/preprocessing.py b/preprocessing.py index bf0fda6..fd8dc49 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -88,7 +88,6 @@ def mzml_to_MS2_spectra(mzml_file, detector_filter="all"): sorted_ms2_spectra = [] unknown_frag_method_count = 0 - n = 0 for spectrum in mzml_reader: if spectrum['ms level'] == 2: @@ -132,7 +131,16 @@ def mzml_to_MS2_spectra(mzml_file, detector_filter="all"): frag_method = 'unknown' unknown_frag_method_count += 1 - ms2class_spectrum = ProteoFileReader.MS2_spectrum(title, rt, pre_mz, pre_int, pre_z, peaks, frag_method, detector_str) + ms2class_spectrum = ProteoFileReader.MS2_spectrum( + title, + rt, + pre_mz, + pre_int, + pre_z, + peaks, + detector=detector_str, + fragmethod=frag_method + ) sorted_ms2_spectra.append(ms2class_spectrum) From 1cbcc080850992f7fd453071a0e408b314bf478e Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Thu, 23 Aug 2018 17:27:41 +0200 Subject: [PATCH 06/22] minor fix --- mass_recal.py | 2 +- mps_ms1.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/mass_recal.py b/mass_recal.py index b159e78..989fe53 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -72,7 +72,7 @@ def adjust_prec_mz(mgf_file, error, outpath): out_writer = open(os.path.join(outfile), "w") for spectrum in exp: - prec_mz_new = spectrum.getPrecursorMass()/(1-error/10.**6) + prec_mz_new = spectrum.getPrecursorMz()/(1-error/10.**6) if sys.version_info.major < 3: stavrox_mgf = """ MASS=Monoisotopic diff --git a/mps_ms1.py b/mps_ms1.py index 00eb334..6eb0ea6 100755 --- a/mps_ms1.py +++ b/mps_ms1.py @@ -35,10 +35,10 @@ def add_relaxation_mgf(mgf, mps, outfile, create_comparison=False): else: print 'scan %s not found' % scan - mass = spectrum.getPrecursorMass() * spectrum.charge + mass = spectrum.getPrecursorMz() * spectrum.charge spectra_add_mip = [str((mass + x * mass_diff) / spectrum.charge) for x in differences if x != 0] if 0 in differences: - prec_mz = spectrum.getPrecursorMass() + prec_mz = spectrum.getPrecursorMz() else: prec_mz = spectra_add_mip[0] spectra_add_mip = spectra_add_mip[1:] From 53ffdcdade30268361419ff0f48c8041061e2077 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Thu, 23 Aug 2018 17:35:12 +0200 Subject: [PATCH 07/22] correct getPrecursorMZ --- mass_recal.py | 2 +- mps_ms1.py | 468 +++++++++++++++++++++++++------------------------- 2 files changed, 235 insertions(+), 235 deletions(-) diff --git a/mass_recal.py b/mass_recal.py index 989fe53..5398c9c 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -72,7 +72,7 @@ def adjust_prec_mz(mgf_file, error, outpath): out_writer = open(os.path.join(outfile), "w") for spectrum in exp: - prec_mz_new = spectrum.getPrecursorMz()/(1-error/10.**6) + prec_mz_new = spectrum.getPrecursorMZ()/(1-error/10.**6) if sys.version_info.major < 3: stavrox_mgf = """ MASS=Monoisotopic diff --git a/mps_ms1.py b/mps_ms1.py index 6eb0ea6..7ddc444 100755 --- a/mps_ms1.py +++ b/mps_ms1.py @@ -1,234 +1,234 @@ -import os -import pyopenms as oms -import numpy as np -from ProteoFileReader import MGF_Reader -import mass_trace -from joblib import Parallel, delayed -import re - - -def add_relaxation_mgf(mgf, mps, outfile, create_comparison=False): - # mgf_file, outdir, differences = argls[0], argls[1], argls[2] - mass_diff = 1.00335483 - # if '.mgf' in args['file']: - filename = os.path.split(mgf)[1] - # read mgf - spectra = MGF_Reader() - spectra.load(mgf) - out_writer = open(outfile, "w") - for spectrum in spectra: - # calculate mass (neglect proton bec. later on difference used) - regex_match = re.search('(scan=)[0-9]*', spectrum.getTitle()) - if regex_match is not None: - scan = int(regex_match.group(0).split('scan=')[1]) - else: - scan = int(spectrum.getTitle().split('.')[-2]) - # scan = int(spectrum.getTitle().split('.')[-2]) - # try: - differences = [0, 1, 2, 3, 4] #[0, -1, -2, -3, -4] - if not create_comparison: - row = mps[mps[:, 0] == scan, 1:] - if len(row) == 1: - differences = [-i for i in range(len(row[0])) if row[0][i] == 1] - elif len(row) > 1: - raise ValueError('multiple matches to scan %s' % scan) - else: - print 'scan %s not found' % scan - - mass = spectrum.getPrecursorMz() * spectrum.charge - spectra_add_mip = [str((mass + x * mass_diff) / spectrum.charge) for x in differences if x != 0] - if 0 in differences: - prec_mz = spectrum.getPrecursorMz() - else: - prec_mz = spectra_add_mip[0] - spectra_add_mip = spectra_add_mip[1:] - # except KeyError: - # differences = [-2, -1, 0] - - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -ADDITIONALMZ={} -{} -END IONS """.format(spectrum.getTitle(), prec_mz, - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - ';'.join(spectra_add_mip), - "\r".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks])) - out_writer.write(stavrox_mgf) - - -def read_mzml(infile): - # init variables - mzml_file = oms.MzMLFile() - exp = oms.MSExperiment() - - # load spectra into exp - mzml_file.load(infile, exp) - return (exp) - - -def get_error(mz1, mz2, charge=None, ppm=True): - if ppm: - return abs(mz1 - mz2) / mz2 * 1e6 - else: - if charge is not None: - return (mz1 - mz2) * charge - - -def return_mps_range(intensity, mps_max): - if False: #intensity >= 10e6: - return [-1] - else: - return list(range(-1, mps_max - 1, -1)) - - -def ms1_peaks(exp, tolerance=6, mps_range=[-1, -2, -3, -4]): # mps_range=[-1, -2, -3, -4] - # loop through spectra and make count if precursor in MS2 spectrum - peaks_found = [] - n_ms2 = 0 - nspectra = exp.size() - for i, spectrum in enumerate(exp): - - if spectrum.getMSLevel() == 1: - continue - n_ms2 += 1 - if i % 10000 == 0: - print "{}/{} done..".format(i, nspectra) - - # if iidone not in matched_scans: - # continue - precursor = spectrum.getPrecursors()[0] - prec_mz, prec_charge = precursor.getMZ(), precursor.getCharge() - MS1scan = mass_trace.find_parent_MS1_scan(exp, i) - ppm_pseudo = 10 # taken from Svens script, apparently not used in function - mz_trace, scans_trace = mass_trace.extract_mass_trace(exp, MS1scan, prec_mz, prec_charge, ppm_pseudo, tolerance, 10) # test with 20 to see difference - if len(scans_trace) == 1: - tmp_ms1 = exp[MS1scan] # TODO find out why mass_trace does not find anything - else: - # try: - best_isotope_seed = np.argmax(mz_trace[:, 1]) - # except: - # pass - best_seed_spectrum = scans_trace[best_isotope_seed] - - # ms1_prev = 0 - # for j in range(i, 0, -1): - tmp_ms1 = exp[best_seed_spectrum] - - res = tmp_ms1[tmp_ms1.findNearest(prec_mz)] - if abs(res.getMZ() - prec_mz) / prec_mz <= tolerance: - prec_int = res.getIntensity() - # mps_range = return_mps_range(prec_int, mps_max) - # if prec_int >= 3e6: - # peaks_found.append([i + 1, True] + [False] * len(mps_range)) - # continue - # else: - # peaks_found.append([i + 1, True] + [True] * len(mps_range)) - # continue - theo_mip = np.array([prec_mz + (mip_i * 1.00335483) / prec_charge for mip_i in mps_range]) - mip_nearest = [tmp_ms1.findNearest(x) for x in theo_mip] - error = np.array([get_error(tmp_ms1[mea].getMZ(), expi, ppm=True) for expi, mea in - zip(theo_mip, mip_nearest)]) - range_found = [True if x <= tolerance else False for x in error] - if sum(range_found) == 0: - # TODO: try if sensible to not mps search these - if len(mps_range) > 2: - peaks_found.append( - # [i + 1, True] + [True] * len(mps_range) - # [i + 1, True, True, True] + [False] * (len(mps_range) - 2) - # [i + 1, True, True, True, True, False] - [i + 1, True] + [True] * (len(mps_range) - 1) + [False] - ) - else: - peaks_found.append( - [i + 1, True] + [True] * len(mps_range) - ) - continue - else: - # check for continous peaks except -1 peak - # TODO: allow gap? - found = False - lightest_peak = 1 - for i_mip in range(len(range_found), 1, -1): - if range_found[i_mip - 1] & (i_mip > lightest_peak): - lightest_peak = i_mip - if sum(range_found[:i_mip]) == len(range_found[:i_mip]): - # if i_mip == len(range_found): - # sel = [False] * (i_mip - 2) + range_found[i_mip - 2:] - # else: - # sel = [False] * (i_mip - 2) + [True] * 3 + [False] * (len(range_found) - 1 - i_mip) # 2 - # takes lightest 2 continous + existing lighter peaks, excludes heaviar - sel = [False] * (i_mip - 2) + range_found[i_mip - 2:] # 2 - peaks_found.append([i + 1, False] + sel) - found = True - break - # if no continous found take all - if not found: - if not lightest_peak == len(range_found): - peaks_found.append( - # [i + 1, True] + [True] * len(mps_range) - # [i + 1, True] + [True] * (lightest_peak + 1) + [False] * (len(range_found) - lightest_peak - 1) - [i + 1, True] + [True] * (lightest_peak) + [False] * (len(range_found) - lightest_peak) - ) - else: - peaks_found.append([i + 1, True] + [True] * len(mps_range)) - continue - - else: - print 'Precursor not found' - continue - - return np.array(peaks_found) - - -def main(mzmlfile, exp_id, setting, infoout_dir, mgf_in_dir, mgf_out_dir): - exp = read_mzml(mzmlfile) - # exp_id = mzml_file[:10] - - mps_df = ms1_peaks(exp) - np.savetxt(infoout_dir + '/%s_%s.csv' % (setting, exp_id), mps_df, delimiter=',') - corresponding_mgf = [x for x in os.listdir(mgf_in_dir) if exp_id in x][0] - add_relaxation_mgf(mgf=mgf_in_dir + corresponding_mgf, mps=mps_df, - outfile=mgf_out_dir + '/%s_' % setting + corresponding_mgf) - -if __name__ == '__main__': - isotope_diff = 1.00335483 - # mzml_dir = 'D:/user/Swantje/data/PC/mzML/' - # chaet_dir = 'fr7-10' - # mzml_dir = 'D:/user/Swantje/data/Chaetomium/frac7_10/mzML/' - mgf_filtered_dir = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/mscon_PF_20_100_0/' - # mgf_filtered_dir = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/All_prepro_peakfiles/mscon_PF_20/' % chaet_dir - setting_name = 'decoy_pos4_only' - mgf_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/' + setting_name - info_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/relaxation_tbls/' + setting_name - # mgf_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/All_prepro_peakfiles/' % chaet_dir + setting_name - # info_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/relaxation_tbls/' % chaet_dir + setting_name - - if not os.path.exists(mgf_out): - os.makedirs(mgf_out) - if not os.path.exists(info_out): - os.makedirs(info_out) - - # mzmls_in = [x for x in os.listdir(mzml_dir) if '.mzML' in x] - # Parallel(n_jobs=4)(delayed(main)(mzml_dir + x, x[:10], setting_name, info_out, mgf_filtered_dir, - # mgf_out) for x in mzmls_in) - # for x in mzmls_in: - # main(mzml_dir + x, x[:10], setting_name, info_out, mgf_filtered_dir, mgf_out) - # for mzml_file in [x for x in os.listdir(mzml_dir) if '.mzML' in x]: - # exp = read_mzml(mzml_dir + mzml_file) - # exp_id = mzml_file[:10] - # - # mps_df = ms1_peaks(exp) - # np.savetxt(info_out + '/%s_%s.csv' % (setting_name, mzml_file), mps_df, delimiter=',') - # corresponding_mgf = [x for x in os.listdir(mgf_filtered_dir) if exp_id in x][0] - # add_relaxation_mgf(mgf=mgf_filtered_dir + corresponding_mgf, mps=mps_df, - # outfile=mgf_out + '/%s_' % setting_name + corresponding_mgf) - - for mgf_file in os.listdir(mgf_filtered_dir): - add_relaxation_mgf(mgf=mgf_filtered_dir + mgf_file, mps=[], create_comparison=True, - outfile='D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/' + setting_name + '_' + mgf_file) +import os +import pyopenms as oms +import numpy as np +from ProteoFileReader import MGF_Reader +import mass_trace +from joblib import Parallel, delayed +import re + + +def add_relaxation_mgf(mgf, mps, outfile, create_comparison=False): + # mgf_file, outdir, differences = argls[0], argls[1], argls[2] + mass_diff = 1.00335483 + # if '.mgf' in args['file']: + filename = os.path.split(mgf)[1] + # read mgf + spectra = MGF_Reader() + spectra.load(mgf) + out_writer = open(outfile, "w") + for spectrum in spectra: + # calculate mass (neglect proton bec. later on difference used) + regex_match = re.search('(scan=)[0-9]*', spectrum.getTitle()) + if regex_match is not None: + scan = int(regex_match.group(0).split('scan=')[1]) + else: + scan = int(spectrum.getTitle().split('.')[-2]) + # scan = int(spectrum.getTitle().split('.')[-2]) + # try: + differences = [0, 1, 2, 3, 4] #[0, -1, -2, -3, -4] + if not create_comparison: + row = mps[mps[:, 0] == scan, 1:] + if len(row) == 1: + differences = [-i for i in range(len(row[0])) if row[0][i] == 1] + elif len(row) > 1: + raise ValueError('multiple matches to scan %s' % scan) + else: + print 'scan %s not found' % scan + + mass = spectrum.getPrecursorMZ() * spectrum.charge # ToDo: correct? talk to SL -protonMass missing! + spectra_add_mip = [str((mass + x * mass_diff) / spectrum.charge) for x in differences if x != 0] + if 0 in differences: + prec_mz = spectrum.getPrecursorMZ() + else: + prec_mz = spectra_add_mip[0] + spectra_add_mip = spectra_add_mip[1:] + # except KeyError: + # differences = [-2, -1, 0] + + stavrox_mgf = """ +MASS=Monoisotopic +BEGIN IONS +TITLE={} +PEPMASS={} {} +CHARGE={}+ +RTINSECONDS={} +ADDITIONALMZ={} +{} +END IONS """.format(spectrum.getTitle(), prec_mz, + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), spectrum.getRT(), + ';'.join(spectra_add_mip), + "\r".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks])) + out_writer.write(stavrox_mgf) + + +def read_mzml(infile): + # init variables + mzml_file = oms.MzMLFile() + exp = oms.MSExperiment() + + # load spectra into exp + mzml_file.load(infile, exp) + return (exp) + + +def get_error(mz1, mz2, charge=None, ppm=True): + if ppm: + return abs(mz1 - mz2) / mz2 * 1e6 + else: + if charge is not None: + return (mz1 - mz2) * charge + + +def return_mps_range(intensity, mps_max): + if False: #intensity >= 10e6: + return [-1] + else: + return list(range(-1, mps_max - 1, -1)) + + +def ms1_peaks(exp, tolerance=6, mps_range=[-1, -2, -3, -4]): # mps_range=[-1, -2, -3, -4] + # loop through spectra and make count if precursor in MS2 spectrum + peaks_found = [] + n_ms2 = 0 + nspectra = exp.size() + for i, spectrum in enumerate(exp): + + if spectrum.getMSLevel() == 1: + continue + n_ms2 += 1 + if i % 10000 == 0: + print "{}/{} done..".format(i, nspectra) + + # if iidone not in matched_scans: + # continue + precursor = spectrum.getPrecursors()[0] + prec_mz, prec_charge = precursor.getMZ(), precursor.getCharge() + MS1scan = mass_trace.find_parent_MS1_scan(exp, i) + ppm_pseudo = 10 # taken from Svens script, apparently not used in function + mz_trace, scans_trace = mass_trace.extract_mass_trace(exp, MS1scan, prec_mz, prec_charge, ppm_pseudo, tolerance, 10) # test with 20 to see difference + if len(scans_trace) == 1: + tmp_ms1 = exp[MS1scan] # TODO find out why mass_trace does not find anything + else: + # try: + best_isotope_seed = np.argmax(mz_trace[:, 1]) + # except: + # pass + best_seed_spectrum = scans_trace[best_isotope_seed] + + # ms1_prev = 0 + # for j in range(i, 0, -1): + tmp_ms1 = exp[best_seed_spectrum] + + res = tmp_ms1[tmp_ms1.findNearest(prec_mz)] + if abs(res.getMZ() - prec_mz) / prec_mz <= tolerance: + prec_int = res.getIntensity() + # mps_range = return_mps_range(prec_int, mps_max) + # if prec_int >= 3e6: + # peaks_found.append([i + 1, True] + [False] * len(mps_range)) + # continue + # else: + # peaks_found.append([i + 1, True] + [True] * len(mps_range)) + # continue + theo_mip = np.array([prec_mz + (mip_i * 1.00335483) / prec_charge for mip_i in mps_range]) + mip_nearest = [tmp_ms1.findNearest(x) for x in theo_mip] + error = np.array([get_error(tmp_ms1[mea].getMZ(), expi, ppm=True) for expi, mea in + zip(theo_mip, mip_nearest)]) + range_found = [True if x <= tolerance else False for x in error] + if sum(range_found) == 0: + # TODO: try if sensible to not mps search these + if len(mps_range) > 2: + peaks_found.append( + # [i + 1, True] + [True] * len(mps_range) + # [i + 1, True, True, True] + [False] * (len(mps_range) - 2) + # [i + 1, True, True, True, True, False] + [i + 1, True] + [True] * (len(mps_range) - 1) + [False] + ) + else: + peaks_found.append( + [i + 1, True] + [True] * len(mps_range) + ) + continue + else: + # check for continous peaks except -1 peak + # TODO: allow gap? + found = False + lightest_peak = 1 + for i_mip in range(len(range_found), 1, -1): + if range_found[i_mip - 1] & (i_mip > lightest_peak): + lightest_peak = i_mip + if sum(range_found[:i_mip]) == len(range_found[:i_mip]): + # if i_mip == len(range_found): + # sel = [False] * (i_mip - 2) + range_found[i_mip - 2:] + # else: + # sel = [False] * (i_mip - 2) + [True] * 3 + [False] * (len(range_found) - 1 - i_mip) # 2 + # takes lightest 2 continous + existing lighter peaks, excludes heaviar + sel = [False] * (i_mip - 2) + range_found[i_mip - 2:] # 2 + peaks_found.append([i + 1, False] + sel) + found = True + break + # if no continous found take all + if not found: + if not lightest_peak == len(range_found): + peaks_found.append( + # [i + 1, True] + [True] * len(mps_range) + # [i + 1, True] + [True] * (lightest_peak + 1) + [False] * (len(range_found) - lightest_peak - 1) + [i + 1, True] + [True] * (lightest_peak) + [False] * (len(range_found) - lightest_peak) + ) + else: + peaks_found.append([i + 1, True] + [True] * len(mps_range)) + continue + + else: + print 'Precursor not found' + continue + + return np.array(peaks_found) + + +def main(mzmlfile, exp_id, setting, infoout_dir, mgf_in_dir, mgf_out_dir): + exp = read_mzml(mzmlfile) + # exp_id = mzml_file[:10] + + mps_df = ms1_peaks(exp) + np.savetxt(infoout_dir + '/%s_%s.csv' % (setting, exp_id), mps_df, delimiter=',') + corresponding_mgf = [x for x in os.listdir(mgf_in_dir) if exp_id in x][0] + add_relaxation_mgf(mgf=mgf_in_dir + corresponding_mgf, mps=mps_df, + outfile=mgf_out_dir + '/%s_' % setting + corresponding_mgf) + +if __name__ == '__main__': + isotope_diff = 1.00335483 + # mzml_dir = 'D:/user/Swantje/data/PC/mzML/' + # chaet_dir = 'fr7-10' + # mzml_dir = 'D:/user/Swantje/data/Chaetomium/frac7_10/mzML/' + mgf_filtered_dir = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/mscon_PF_20_100_0/' + # mgf_filtered_dir = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/All_prepro_peakfiles/mscon_PF_20/' % chaet_dir + setting_name = 'decoy_pos4_only' + mgf_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/' + setting_name + info_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/relaxation_tbls/' + setting_name + # mgf_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/All_prepro_peakfiles/' % chaet_dir + setting_name + # info_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/relaxation_tbls/' % chaet_dir + setting_name + + if not os.path.exists(mgf_out): + os.makedirs(mgf_out) + if not os.path.exists(info_out): + os.makedirs(info_out) + + # mzmls_in = [x for x in os.listdir(mzml_dir) if '.mzML' in x] + # Parallel(n_jobs=4)(delayed(main)(mzml_dir + x, x[:10], setting_name, info_out, mgf_filtered_dir, + # mgf_out) for x in mzmls_in) + # for x in mzmls_in: + # main(mzml_dir + x, x[:10], setting_name, info_out, mgf_filtered_dir, mgf_out) + # for mzml_file in [x for x in os.listdir(mzml_dir) if '.mzML' in x]: + # exp = read_mzml(mzml_dir + mzml_file) + # exp_id = mzml_file[:10] + # + # mps_df = ms1_peaks(exp) + # np.savetxt(info_out + '/%s_%s.csv' % (setting_name, mzml_file), mps_df, delimiter=',') + # corresponding_mgf = [x for x in os.listdir(mgf_filtered_dir) if exp_id in x][0] + # add_relaxation_mgf(mgf=mgf_filtered_dir + corresponding_mgf, mps=mps_df, + # outfile=mgf_out + '/%s_' % setting_name + corresponding_mgf) + + for mgf_file in os.listdir(mgf_filtered_dir): + add_relaxation_mgf(mgf=mgf_filtered_dir + mgf_file, mps=[], create_comparison=True, + outfile='D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/' + setting_name + '_' + mgf_file) From bd9cc9383b9b16311dc10e5a104edfb2db50ab2d Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Fri, 24 Aug 2018 11:54:27 +0200 Subject: [PATCH 08/22] read and write mgf to ProteoFileReader --- ProteoFileReader.py | 117 +++++++++++++++++++++++++++++++++++++++++++- preprocessing.py | 62 +---------------------- 2 files changed, 118 insertions(+), 61 deletions(-) diff --git a/ProteoFileReader.py b/ProteoFileReader.py index a3c9d78..9da292c 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -13,6 +13,121 @@ import numpy as np import sys import pyopenms as oms +import io +import os + + +def read_mgf(mgf_file): + mgf_reader = io.open(mgf_file, "r") + + spectra = [] + peaks = [] + RT, pep_mz, pep_int, charge, scanID, ms2id = -1, -1, -1, -1, -1, -1 + title, detector, fragmethod = "", "", "" + + for line in mgf_reader: + if len(line.strip()) == 0: + continue + if re.match("^([0-9.]+)\s([0-9.]+)", line): + mz_int_list = re.match('^([0-9.]+)\s([0-9.]+)', line).groups() + peaks.append([float(x) for x in mz_int_list]) + if line.startswith("TITLE"): + title = line.replace('TITLE=', '').strip() + # scan_match = re.search("^TITLE=[^.]*.([0-9]+).", line) + # ms2id_scan_match = re.search("ms2_scanId=([0-9]+)", line) + # scanID = int(scan_match.groups()[0]) + # if ms2id_scan_match: + # ms2id = int(ms2id_scan_match.groups()[0]) + # else: + # ms2id = -1 + + elif line.startswith("RTINSECONDS"): + RT = float(re.search("RTINSECONDS=(.*)", line).groups()[0]) + + elif line.startswith("PEPMASS"): + precursor = re.search("PEPMASS=(.*)", line).groups()[0].split() + pep_mz = float(precursor[0]) + try: + pep_int = float(precursor[1]) + except: + pep_int = -1.0 + + elif line.startswith("CHARGE"): + charge = float(re.search("CHARGE=(-?\d)", line).groups()[0]) + + elif line.startswith("DETECTOR"): + detector = re.search("DETECTOR=(.*)", line).groups()[0].strip() + + elif line.startswith("FRAGMETHOD"): + fragmethod = re.search("FRAGMETHOD=(.*)", line).groups()[0].strip() + + elif "END IONS" in line: + spectra.append( + MS2_spectrum(title, RT, pep_mz, pep_int, charge, peaks, detector=detector, fragmethod=fragmethod) + ) + peaks = [] + title, detector, fragmethod = "", "", "" + RT, pep_mz, pep_int, charge, scanID, ms2id = -1, -1, -1, -1, -1, -1 + + return spectra + + +def write_mgf(spectra, outfile): + out_writer = open(os.path.join(outfile), "w") + out_writer.write('MASS=Monoisotopic\n') + for spectrum in spectra: + title = spectrum.getTitle() + # scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] + # try: + # title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + # except AttributeError: + # title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + # title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) + if 'ms2_scanId' in spectrum.getTitle(): + try: + ms2_parent = re.search('ms2_scanId=.*scan=([0-9]+)', spectrum.getTitle()).groups()[0] + except AttributeError: + ms2_parent = 0 + title += ' ms2_scanId=%s' % ms2_parent + if sys.version_info.major < 3: + stavrox_mgf = """ +BEGIN IONS +TITLE={} +PEPMASS={} {} +CHARGE={}+ +RTINSECONDS={} +DETECTOR={} +FRAGMETHOD={} +{} +END IONS""".format(title, + spectrum.getPrecursorMZ(), + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), + spectrum.getRT(), + spectrum.getDetector(), + spectrum.getFragMethod(), + "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) + else: + stavrox_mgf = """ +BEGIN IONS +TITLE={} +PEPMASS={} {} +CHARGE={}+ +RTINSECONDS={} +DETECTOR={} +FRAGMETHOD={} +{} +END IONS""".format(title, + spectrum.getPrecursorMZ(), + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), + spectrum.getRT(), + spectrum.getDetector(), + spectrum.getFragMethod(), + "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if + spectrum.peaks[1][i] > 0])) + out_writer.write(stavrox_mgf) + def mzMLReader(in_file): @@ -352,6 +467,6 @@ def store(self, out_file, ms_list): charge=%s %s peaklist end -""" % (ms.title, ms.pepmass, ms.charge, "\r\n".join(["%s %s" % (i, j ) for i,j in ms.peaks])) +""" % (ms.title, ms.pepmass, ms.charge, "\r\n".join(["%s %s" % (i, j) for i,j in ms.peaks])) out_mgf.write(mgf_str) out_mgf.close() diff --git a/preprocessing.py b/preprocessing.py index fd8dc49..eb0be70 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -207,64 +207,6 @@ def mscon_cmd(filepath, outdir, settings, mgf): return cmd_list -def write_mgf(spectra, outfile): - out_writer = open(os.path.join(outfile), "w") - for spectrum in spectra: - title = spectrum.getTitle() - # scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] - # try: - # title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - # except AttributeError: - # title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - # title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) - if 'ms2_scanId' in spectrum.getTitle(): - try: - ms2_parent = re.search('ms2_scanId=.*scan=([0-9]+)', spectrum.getTitle()).groups()[0] - except AttributeError: - ms2_parent = 0 - title += ' ms2_scanId=%s' % ms2_parent - if sys.version_info.major < 3: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -DETECTOR={} -FRAGMETHOD={} -{} -END IONS """.format(title, - spectrum.getPrecursorMZ(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), - spectrum.getRT(), - spectrum.getDetector(), - spectrum.getFragMethod(), - "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) - else: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -DETECTOR={} -FRAGMETHOD={} -{} -END IONS """.format(title, - spectrum.getPrecursorMZ(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), - spectrum.getRT(), - spectrum.getDetector(), - spectrum.getFragMethod(), - "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if - spectrum.peaks[1][i] > 0])) - out_writer.write(stavrox_mgf) - - def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=False): # TODO: implement option further up if not os.path.exists(outdir): os.makedirs(outdir) @@ -280,12 +222,12 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m if cihcd_ms3: cihcd_spectra = generate_cihcd_spectra(mzml_file) - write_mgf(spectra=cihcd_spectra, outfile=os.path.join(outdir, 'CIhcD_ms3_' + filename[:filename.rfind('.')] + '.mgf')) + ProteoFileReader.write_mgf(spectra=cihcd_spectra, outfile=os.path.join(outdir, 'CIhcD_ms3_' + filename[:filename.rfind('.')] + '.mgf')) if split_acq: split_spectra = mzml_to_MS2_spectra(mzml_file, detector_filter) - write_mgf( + ProteoFileReader.write_mgf( spectra=split_spectra, outfile=os.path.join(outdir, filename[:filename.rfind('.')]+'.mgf') ) From 6693d0fc5682d94f99bbcaa24a0ee5f14c4fb200 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Fri, 24 Aug 2018 12:15:02 +0200 Subject: [PATCH 09/22] integrate read write mgf into mass recal --- mass_recal.py | 42 +++++++----------------------------------- 1 file changed, 7 insertions(+), 35 deletions(-) diff --git a/mass_recal.py b/mass_recal.py index 5398c9c..ccb472e 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -67,41 +67,13 @@ def adjust_prec_mz(mgf_file, error, outpath): os.makedirs(outpath) elif os.path.isfile(outfile): return - exp = ProteoFileReader.MGF_Reader() - exp.load(mgf_file) - - out_writer = open(os.path.join(outfile), "w") - for spectrum in exp: - prec_mz_new = spectrum.getPrecursorMZ()/(1-error/10.**6) - if sys.version_info.major < 3: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(spectrum.getTitle(), - prec_mz_new, spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) - else: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(spectrum.getTitle(), - prec_mz_new, - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if - spectrum.peaks[1][i] > 0])) - out_writer.write(stavrox_mgf) + + ms2_spectra = ProteoFileReader.read_mgf(mgf_file) + + for spectrum in ms2_spectra: + spectrum.pepmz = spectrum.getPrecursorMZ() / (1 - error / 10.0 ** 6) + + ProteoFileReader.write_mgf(ms2_spectra, outpath) def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.739.jar', val_input=None): From 1a1ad6a436d632be1e2b6ccfa50fe76a37bfe580 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Fri, 24 Aug 2018 15:28:49 +0200 Subject: [PATCH 10/22] fix adjust_prec_mz outfile --- mass_recal.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/mass_recal.py b/mass_recal.py index ccb472e..8bed913 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -51,7 +51,7 @@ def get_ppm_error(xi_df, outfile): err = input('Enter error to correct by (0 for no correction):\n') try: err = float(err) - if (err != 0): + if err != 0: return err elif err == 0: return 0 @@ -61,19 +61,19 @@ def get_ppm_error(xi_df, outfile): return median_err -def adjust_prec_mz(mgf_file, error, outpath): - outfile = os.path.join(outpath, 'recal_' + os.path.split(mgf_file)[1]) - if not os.path.exists(outpath): - os.makedirs(outpath) +def adjust_prec_mz(mgf_file, error, out_path): + outfile = os.path.join(out_path, 'recal_' + os.path.split(mgf_file)[1]) + if not os.path.exists(out_path): + os.makedirs(out_path) elif os.path.isfile(outfile): - return + raise StandardError('File %s already exists!' % outfile) ms2_spectra = ProteoFileReader.read_mgf(mgf_file) for spectrum in ms2_spectra: spectrum.pepmz = spectrum.getPrecursorMZ() / (1 - error / 10.0 ** 6) - ProteoFileReader.write_mgf(ms2_spectra, outpath) + ProteoFileReader.write_mgf(ms2_spectra, outfile) def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.739.jar', val_input=None): @@ -96,7 +96,7 @@ def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6. ms1_input = pd.read_csv(val_input, header=None, index_col=0) ms1_err = ms1_input[ms1_input.index.str.contains('_'.join(filename.split('_')[1:]))].values[0][0] - if ms1_err is not None: # shift all old m/z by value + if ms1_err is not None: # shift all old m/z by value adjust_prec_mz(mgf_file=mgf, error=ms1_err, outpath=os.path.join(outpath)) From 6a44dad4eceffa33ddafb4fdb2218f672e9ab4fc Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Fri, 24 Aug 2018 15:38:41 +0200 Subject: [PATCH 11/22] arg name fix --- mass_recal.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/mass_recal.py b/mass_recal.py index 8bed913..5bf1bd8 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -97,7 +97,7 @@ def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6. ms1_err = ms1_input[ms1_input.index.str.contains('_'.join(filename.split('_')[1:]))].values[0][0] if ms1_err is not None: # shift all old m/z by value - adjust_prec_mz(mgf_file=mgf, error=ms1_err, outpath=os.path.join(outpath)) + adjust_prec_mz(mgf_file=mgf, error=ms1_err, out_path=os.path.join(outpath)) if __name__ == '__main__': From 2c7838bfaa445183a9ba9723a738780df745c2ea Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Fri, 24 Aug 2018 16:32:49 +0200 Subject: [PATCH 12/22] split_mgf_methods --- ProteoFileReader.py | 16 ++++++++++++++++ preprocessing.py | 15 +++++++++++---- 2 files changed, 27 insertions(+), 4 deletions(-) diff --git a/ProteoFileReader.py b/ProteoFileReader.py index 9da292c..0c03a47 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -129,6 +129,22 @@ def write_mgf(spectra, outfile): out_writer.write(stavrox_mgf) +def split_mgf_methods(mgf_in_file): + ms2_spectra = read_mgf(mgf_in_file) + + methods = [ + "CID", + "HCD", + "ETD", + "ETciD", + "EThcD" + ] + + for method in methods: + split_spectra = [spectrum for spectrum in ms2_spectra if spectrum.getFragMethod() == method] + out_file_path = os.path.split(mgf_in_file)[0] + method + '_' + os.path.split(mgf_in_file)[1] + write_mgf(split_spectra, out_file_path) + def mzMLReader(in_file): """ diff --git a/preprocessing.py b/preprocessing.py index eb0be70..4a7511b 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -1,5 +1,4 @@ import os -import numpy as np import subprocess from multiprocessing import Pool import sys @@ -234,7 +233,7 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m if __name__ == '__main__': - # read cmdline arguments / get deafult values + # read cmdline arguments / get default values input_arg, outdir, config_path, recal_conf, recal = read_cmdline() try: execfile(config_path) @@ -261,14 +260,14 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m pool.close() pool.join() - recal_in = [os.path.join(outdir, x) for x in os.listdir(outdir) if '.mgf' in x] + mgf_file_list = [os.path.join(outdir, x) for x in os.listdir(outdir) if '.mgf' in x] if recal: # pool = Pool(processes=nthr) if not os.path.exists(outdir): os.makedirs(outdir) output = zipfile.ZipFile(outdir + '/recalibrated_files.zip', 'w', zipfile.ZIP_DEFLATED) # TODO change to parallel with manual input of error - for inputfile in recal_in: + for inputfile in mgf_file_list: if 'ms3' in os.path.split(inputfile)[1]: continue mass_recal.main(fasta=recal_conf['db'], xi_cnf=recal_conf['xiconf'], outpath=outdir, @@ -282,3 +281,11 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m # xi_jar=xi_offline), recal_in) # pool.close() # pool.join() + + mgf_file_list = [os.path.split(x)[0] + 'recal_' + os.path.split(x)[1] for x in mgf_file_list] + + if split_acq: + for mgf_file in mgf_file_list: + ProteoFileReader.split_mgf_methods(mgf_file) + + From 8b0d263e649a069eafe91f05cbe210a73e54b8af Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Fri, 24 Aug 2018 16:42:45 +0200 Subject: [PATCH 13/22] filename fix --- ProteoFileReader.py | 7 +++++-- preprocessing.py | 2 +- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/ProteoFileReader.py b/ProteoFileReader.py index 0c03a47..041d983 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -142,7 +142,10 @@ def split_mgf_methods(mgf_in_file): for method in methods: split_spectra = [spectrum for spectrum in ms2_spectra if spectrum.getFragMethod() == method] - out_file_path = os.path.split(mgf_in_file)[0] + method + '_' + os.path.split(mgf_in_file)[1] + + out_file_name = '%s_%s' % (method, os.path.split(mgf_in_file)[1]) + out_file_path = os.path.join(os.path.split(mgf_in_file)[0], out_file_name) + write_mgf(split_spectra, out_file_path) @@ -158,7 +161,7 @@ def mzMLReader(in_file): file = oms.MzMLFile() exp = oms.MSExperiment() file.load(in_file, exp) - return(exp) + return exp class MS2_spectrum(): diff --git a/preprocessing.py b/preprocessing.py index 4a7511b..b34beaf 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -282,7 +282,7 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m # pool.close() # pool.join() - mgf_file_list = [os.path.split(x)[0] + 'recal_' + os.path.split(x)[1] for x in mgf_file_list] + mgf_file_list = [os.path.join(os.path.split(x)[0], 'recal_' + os.path.split(x)[1]) for x in mgf_file_list] if split_acq: for mgf_file in mgf_file_list: From 05e040b439a93e01cabeeec1fe6e72de2dcdca62 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Fri, 24 Aug 2018 16:57:45 +0200 Subject: [PATCH 14/22] don't write empty files --- ProteoFileReader.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/ProteoFileReader.py b/ProteoFileReader.py index 041d983..53ea82b 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -143,10 +143,11 @@ def split_mgf_methods(mgf_in_file): for method in methods: split_spectra = [spectrum for spectrum in ms2_spectra if spectrum.getFragMethod() == method] - out_file_name = '%s_%s' % (method, os.path.split(mgf_in_file)[1]) - out_file_path = os.path.join(os.path.split(mgf_in_file)[0], out_file_name) + if len(split_spectra) > 0: + out_file_name = '%s_%s' % (method, os.path.split(mgf_in_file)[1]) + out_file_path = os.path.join(os.path.split(mgf_in_file)[0], out_file_name) - write_mgf(split_spectra, out_file_path) + write_mgf(split_spectra, out_file_path) def mzMLReader(in_file): From bf03284f5fc71e931e75d12e1cf5f1a64b6b02a3 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Mon, 27 Aug 2018 13:24:34 +0200 Subject: [PATCH 15/22] minor indentation fix --- ProteoFileReader.py | 36 +++++++++++++++++++----------------- 1 file changed, 19 insertions(+), 17 deletions(-) diff --git a/ProteoFileReader.py b/ProteoFileReader.py index 53ea82b..3b1832c 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -99,14 +99,15 @@ def write_mgf(spectra, outfile): DETECTOR={} FRAGMETHOD={} {} -END IONS""".format(title, - spectrum.getPrecursorMZ(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), - spectrum.getRT(), - spectrum.getDetector(), - spectrum.getFragMethod(), - "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) +END IONS""".format( + title, + spectrum.getPrecursorMZ(), + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), + spectrum.getRT(), + spectrum.getDetector(), + spectrum.getFragMethod(), + "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) else: stavrox_mgf = """ BEGIN IONS @@ -117,15 +118,16 @@ def write_mgf(spectra, outfile): DETECTOR={} FRAGMETHOD={} {} -END IONS""".format(title, - spectrum.getPrecursorMZ(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), - spectrum.getRT(), - spectrum.getDetector(), - spectrum.getFragMethod(), - "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if - spectrum.peaks[1][i] > 0])) +END IONS""".format( + title, + spectrum.getPrecursorMZ(), + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), + spectrum.getRT(), + spectrum.getDetector(), + spectrum.getFragMethod(), + "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if + spectrum.peaks[1][i] > 0])) out_writer.write(stavrox_mgf) From b0e743fc5676fa8aa2dea2456415e95f794a3016 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Mon, 27 Aug 2018 14:39:39 +0200 Subject: [PATCH 16/22] add print parenthesis --- ProteoFileReader.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ProteoFileReader.py b/ProteoFileReader.py index 3b1832c..5049abf 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -256,8 +256,8 @@ def getDetector(self): return self.detector def printf(self): - print "Title, RT, PEPMASS, PEPINT, CHARGE" - print self.title, self.RT, self.pepmz, self.pepint, self.charge + print ("Title, RT, PEPMASS, PEPINT, CHARGE") + print (self.title, self.RT, self.pepmz, self.pepint, self.charge) def to_mgf(self): # need dummy values in case no peak charges are in the data From ff3d072e519ee1957f7762435302af98d60f3e27 Mon Sep 17 00:00:00 2001 From: swlenz Date: Sat, 19 Jan 2019 11:57:08 +0100 Subject: [PATCH 17/22] small changes for mpa paper --- mass_trace.py | 2 +- mps_ms1.py | 44 ++++++++++++++++++++++---------------------- preprocessing.py | 2 +- 3 files changed, 24 insertions(+), 24 deletions(-) diff --git a/mass_trace.py b/mass_trace.py index 0fe4530..a14b889 100755 --- a/mass_trace.py +++ b/mass_trace.py @@ -84,7 +84,7 @@ def extend_mass_mz(exp, MS1scan, mz, seed_scan, scans_masstrace, currentcount = 0 while RTdiff <= RTdiff_max: currentcount += 1 - if currentcount >= maxcount: + if currentcount >= maxcount or (MS1scan + scan_it <= 1): # print ("max nscan diff reached") # TODO: check if really sensible (data I checked seemed ok for a bit over 200) break scan_it += constant diff --git a/mps_ms1.py b/mps_ms1.py index 00eb334..ed100f7 100755 --- a/mps_ms1.py +++ b/mps_ms1.py @@ -25,7 +25,7 @@ def add_relaxation_mgf(mgf, mps, outfile, create_comparison=False): scan = int(spectrum.getTitle().split('.')[-2]) # scan = int(spectrum.getTitle().split('.')[-2]) # try: - differences = [0, 1, 2, 3, 4] #[0, -1, -2, -3, -4] + differences = [0, -1, -2, -3, -4] if not create_comparison: row = mps[mps[:, 0] == scan, 1:] if len(row) == 1: @@ -200,12 +200,12 @@ def main(mzmlfile, exp_id, setting, infoout_dir, mgf_in_dir, mgf_out_dir): isotope_diff = 1.00335483 # mzml_dir = 'D:/user/Swantje/data/PC/mzML/' # chaet_dir = 'fr7-10' - # mzml_dir = 'D:/user/Swantje/data/Chaetomium/frac7_10/mzML/' - mgf_filtered_dir = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/mscon_PF_20_100_0/' + mzml_dir = 'D:/user/Swantje/dsso/myco_prepro/1c_remaining_frac/test_set/mzml/' + mgf_filtered_dir = '//130.149.167.198/rappsilbergroup/users/lswantje/dsso_opt/searches/mycoplasma_opt/data/filtered/' # mgf_filtered_dir = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/All_prepro_peakfiles/mscon_PF_20/' % chaet_dir - setting_name = 'decoy_pos4_only' - mgf_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/' + setting_name - info_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/relaxation_tbls/' + setting_name + setting_name = 'mpsreductionfilt' + mgf_out = '//130.149.167.198/rappsilbergroup/users/lswantje/dsso_opt/searches/mycoplasma_opt/data/' + setting_name + info_out = '//130.149.167.198/rappsilbergroup/users/lswantje/dsso_opt/searches/mycoplasma_opt/' + setting_name # mgf_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/All_prepro_peakfiles/' % chaet_dir + setting_name # info_out = 'D:/user/Swantje/projects/pipeline_prepro_xi_fdr/chaetomium/%s/relaxation_tbls/' % chaet_dir + setting_name @@ -214,21 +214,21 @@ def main(mzmlfile, exp_id, setting, infoout_dir, mgf_in_dir, mgf_out_dir): if not os.path.exists(info_out): os.makedirs(info_out) - # mzmls_in = [x for x in os.listdir(mzml_dir) if '.mzML' in x] + mzmls_in = [x for x in os.listdir(mzml_dir) if '.mzML' in x] # Parallel(n_jobs=4)(delayed(main)(mzml_dir + x, x[:10], setting_name, info_out, mgf_filtered_dir, # mgf_out) for x in mzmls_in) - # for x in mzmls_in: - # main(mzml_dir + x, x[:10], setting_name, info_out, mgf_filtered_dir, mgf_out) - # for mzml_file in [x for x in os.listdir(mzml_dir) if '.mzML' in x]: - # exp = read_mzml(mzml_dir + mzml_file) - # exp_id = mzml_file[:10] - # - # mps_df = ms1_peaks(exp) - # np.savetxt(info_out + '/%s_%s.csv' % (setting_name, mzml_file), mps_df, delimiter=',') - # corresponding_mgf = [x for x in os.listdir(mgf_filtered_dir) if exp_id in x][0] - # add_relaxation_mgf(mgf=mgf_filtered_dir + corresponding_mgf, mps=mps_df, - # outfile=mgf_out + '/%s_' % setting_name + corresponding_mgf) - - for mgf_file in os.listdir(mgf_filtered_dir): - add_relaxation_mgf(mgf=mgf_filtered_dir + mgf_file, mps=[], create_comparison=True, - outfile='D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/' + setting_name + '_' + mgf_file) + for x in mzmls_in: + main(mzml_dir + x, x[:10], setting_name, info_out, mgf_filtered_dir, mgf_out) + for mzml_file in [x for x in os.listdir(mzml_dir) if '.mzML' in x]: + exp = read_mzml(mzml_dir + mzml_file) + exp_id = mzml_file[:10] + + mps_df = ms1_peaks(exp) + np.savetxt(info_out + '/%s_%s.csv' % (setting_name, mzml_file), mps_df, delimiter=',') + corresponding_mgf = [x for x in os.listdir(mgf_filtered_dir) if exp_id in x][0] + add_relaxation_mgf(mgf=mgf_filtered_dir + corresponding_mgf, mps=mps_df, + outfile=mgf_out + '/%s_' % setting_name + corresponding_mgf) + + # for mgf_file in os.listdir(mgf_filtered_dir): + # add_relaxation_mgf(mgf=mgf_filtered_dir + mgf_file, + # outfile='D:/user/Swantje/projects/pipeline_prepro_xi_fdr/lars_PC_4frag_BS3_Lumos/All_prepro_peakfiles/' + setting_name + '_' + mgf_file) diff --git a/preprocessing.py b/preprocessing.py index 6ec08f2..6ae04b3 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -247,7 +247,7 @@ def write_mgf(spectra, outfile): out_writer.write(stavrox_mgf) -def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=True): #TODO implement option further up +def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=False): #TODO implement option further up if not os.path.exists(outdir): os.makedirs(outdir) From e6b3e5c2079a6b5ab4da24dae9dc4a4a66081582 Mon Sep 17 00:00:00 2001 From: swlenz Date: Sat, 19 Jan 2019 12:03:02 +0100 Subject: [PATCH 18/22] new files for ms2_recal --- mass_recal_ms2.py | 142 +++++++++++++++++ preprocessing_ms2recal.py | 323 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 465 insertions(+) create mode 100755 mass_recal_ms2.py create mode 100755 preprocessing_ms2recal.py diff --git a/mass_recal_ms2.py b/mass_recal_ms2.py new file mode 100755 index 0000000..8ee4411 --- /dev/null +++ b/mass_recal_ms2.py @@ -0,0 +1,142 @@ +import os +import subprocess +import matplotlib.pyplot as plt +import seaborn as sns +import numpy as np +import pandas as pd +import ProteoFileReader +import sys + + +def xi_wrapper(arguments): + xi = subprocess.Popen(arguments) + xi.communicate() + return + + +def run_xi_lin(peakfile, fasta, cnf, outpath, xipath, threads='1'): + if not os.path.exists(outpath): + os.makedirs(outpath) + elif os.path.isfile(outpath + '/xi_' + os.path.split(peakfile)[1].replace('.mgf', '.csv')): + return + + xi_cmds = ['java', '-cp', os.path.join(os.path.dirname(os.path.realpath(__file__)), xipath), + 'rappsilber.applications.Xi', # + '/fastutil-8.1.0.jar;' + xipath + '/XiSearch.jar' + '--fasta=' + fasta, + '--xiconf=UseCPUs:' + threads, + '--peaks=' + peakfile, + '--config=' + cnf, + '--output=' + outpath + '/xi_' + os.path.split(peakfile)[1].replace('.mgf', '.csv'), + '--peaksout=%s_peaks.csv.gz' % peakfile[:len(peakfile) - 4]] + + print('calling ' + subprocess.list2cmdline(xi_cmds)) + xi = subprocess.Popen(xi_cmds) #, stdout=subprocess.PIPE, stderr=subprocess.PIPE) + xi.communicate() + + +def get_ppm_error(xi_df, outfile): + xi_df = xi_df[(xi_df.decoy == 0) & (xi_df['match score'] > 6)] # TODO: new xi version requires lower score? + median_err = np.median(xi_df['Precoursor Error']) + try: + fig, ax = plt.subplots() + sns.distplot(xi_df['Precoursor Error'], norm_hist=False, kde=False) + ax.axvline(median_err) + plt.savefig(outfile) + plt.close() + except ZeroDivisionError: + print(xi_df['Precoursor Error'][:5]) + + if len(xi_df) < 75: + print(os.path.split(outfile)[1] + ': Only %s PSMs found. Median error is %s.' % (len(xi_df), median_err)) + err = input('Enter error to correct by (0 for no correction):\n') + try: + err = float(err) + if (err != 0): + return err + elif err == 0: + return 0 + except ValueError: + return 0 + + return median_err + + +def adjust_prec_mz(mgf_file, error, outpath): + outfile = os.path.join(outpath, 'recal_' + os.path.split(mgf_file)[1]) + if not os.path.exists(outpath): + os.makedirs(outpath) + elif os.path.isfile(outfile): + return + exp = ProteoFileReader.MGF_Reader() + exp.load(mgf_file) + + out_writer = open(os.path.join(outfile), "w") + for spectrum in exp: + prec_mz_new = spectrum.getPrecursorMass()/(1-error/10.**6) + if sys.version_info.major < 3: + stavrox_mgf = """ +MASS=Monoisotopic +BEGIN IONS +TITLE={} +PEPMASS={} {} +CHARGE={}+ +RTINSECONDS={} +{} +END IONS """.format(spectrum.getTitle(), + prec_mz_new, spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), spectrum.getRT(), + "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) + else: + stavrox_mgf = """ +MASS=Monoisotopic +BEGIN IONS +TITLE={} +PEPMASS={} {} +CHARGE={}+ +RTINSECONDS={} +{} +END IONS """.format(spectrum.getTitle(), + prec_mz_new, + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), spectrum.getRT(), + "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if + spectrum.peaks[1][i] > 0])) + out_writer.write(stavrox_mgf) + + +def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.739.jar', val_input=None): + if not os.path.exists(outpath): + os.makedirs(outpath) + + filename = os.path.split(mgf)[1] + if val_input is None: + # linear small search in Xi + run_xi_lin(peakfile=mgf, fasta=fasta, cnf=xi_cnf, outpath=os.path.join(outpath), xipath=xi_jar, threads=threads) + + # evaluate results, get median ms1 error + ms1_err = get_ppm_error(xi_df=pd.read_csv(os.path.join(outpath, 'xi_' + filename.replace('.mgf', '.csv'))), + outfile=os.path.join(outpath, 'MS1_err_' + filename + '.png')) + + error_file = open(outpath + '/ms1_err.csv', 'a') + error_file.write(filename + ',' + str(ms1_err) + '\n') + error_file.close() + else: + ms1_input = pd.read_csv(val_input, header=None, index_col=0) + ms1_err = ms1_input[ms1_input.index.str.contains('_'.join(filename.split('_')[1:]))].values[0][0] + + if ms1_err is not None: # shift all old m/z by value + adjust_prec_mz(mgf_file=mgf, error=ms1_err, outpath=os.path.join(outpath)) + + +if __name__ == '__main__': + base_dir = '//130.149.167.198/rappsilbergroup/users/lswantje/prepro_mito/tryp/new/mgf' + mgf_dir = base_dir + fasta = '//130.149.167.198/rappsilbergroup/users/MitoProject/For Swantje/20170109_uniprot_mitoIDrun_FASTA.fasta' + outpath = base_dir + '/error_shift' + for in_file in os.listdir(mgf_dir): + if '.mgf' in in_file: + main(mgf=os.path.join(mgf_dir, in_file), + fasta=fasta, + xi_cnf='D:/user/Swantje/projects/pipeline_prepro_xi_fdr/resources/xi_linear_by_tryp.conf', + outpath=outpath, + xi_jar='D:/user/Swantje/XiSearch_1.6.731') diff --git a/preprocessing_ms2recal.py b/preprocessing_ms2recal.py new file mode 100755 index 0000000..f5c7450 --- /dev/null +++ b/preprocessing_ms2recal.py @@ -0,0 +1,323 @@ +import os +import numpy as np +import subprocess +from multiprocessing import Pool +import sys +import re +import getopt +from pyteomics import mzml +from functools import partial +import ProteoFileReader +import mass_recal_ms2 +import zipfile + + +def read_cmdline(): + try: + opts, args = getopt.getopt(sys.argv[1:], '', ['input=', 'config=', 'outpath=', 'db=', 'xiconf=', 'shiftcsv=', 'skip_recal=']) + except getopt.GetoptError: + print('preprocessing.py --input ' + '--outpath ' + '--config ' + '--db ' + '--xiconf ', + '--shiftcsv --skip_recal ') + sys.exit() + recal = True + recal_conf = {} + for opt, arg in opts: + if opt == '--input': + input_arg = arg + elif opt == '--outpath': + outdir = arg + elif opt == '--config': + config = arg + elif opt == '--db': + recal_conf['db'] = arg + elif opt == '--xiconf': + recal_conf['xiconf'] = arg + elif opt == '--shiftcsv': + recal_conf['shift_csv'] = arg + elif opt == '--skip_recal': + recal = False + + if 'input_arg' not in locals() or 'config' not in locals(): + print('preprocessing.py --input ' + '--outpath ' + '--config ' + '--db ' + '--xiconf ', + '--shiftcsv --skip_recal ') + sys.exit() + # if no outdir defined use location of input + if 'outdir' not in locals() and os.path.isdir(input_arg): + outdir = os.path.join(input_arg, 'processed') + elif 'outdir' not in locals() and not os.path.isdir(input_arg): + outdir = os.path.join(os.path.split(input_arg)[0], 'processed') + if 'shift_csv' not in recal_conf: + recal_conf['shift_csv'] = None + if ('db' not in recal_conf or 'xiconf' not in recal_conf) and recal: + print('Recalibration enabled but parameters missing! Set --db and --xiconf.' + 'preprocessing.py --input ' + '--outpath ' + '--config ' + '--db ' + '--xiconf ', + '--shiftcsv --skip_recal ') + sys.exit() + + return input_arg, outdir, config, recal_conf, recal + + +def split_mzml(mzml_file, detector="all"): + """ + function to split a mzML file into dict of MS2_Spectra objects (can be written to mgf format) + by fragmentation method + + Parameters: + ----------------------------------------- + mzml_file: str, + path to mzML file + + Return: dict {fragMethod: list(MS2_spectrum) + + """ + + mzml_reader = mzml.read(mzml_file) + ordered_ms2_spectra = { + "CID": [], + "HCD": [], + "ETD": [], + "ETciD": [], + "EThcD": [], + "unknown": [] + } + + n = 0 + for spectrum in mzml_reader: + if spectrum['ms level'] == 2: + n += 1 + filter_str = spectrum['scanList']['scan'][0]['filter string'] + try: + detector_str = re.search("^(FT|IT)", filter_str).groups()[0] + frag_groups = re.findall("@([A-z]+)([0-9.]+)", filter_str) + except AttributeError: + raise StandardError("filter string parse error: %s" % filter_str) + + if not detector == "all": + if not detector == detector_str: + continue + + title = os.path.split(mzml_file)[1].split('.mzML')[0] + " " + spectrum['id'] + rt = spectrum['scanList']['scan'][0]['scan start time'] * 60 + precursor = spectrum['precursorList']['precursor'][0]['selectedIonList']['selectedIon'][0] + pre_mz = precursor['selected ion m/z'] + try: + pre_int = precursor['peak intensity'] + except KeyError: + pre_int = 0 + pre_z = precursor['charge state'] + peaks = zip(spectrum['m/z array'], spectrum['intensity array']) + + ms2class_spectrum = ProteoFileReader.MS2_spectrum(title, rt, pre_mz, pre_int, pre_z, peaks) + + frag_methods = [f[0] for f in frag_groups] + + if "etd" in frag_methods: + if "cid" in frag_methods: + ordered_ms2_spectra['ETciD'].append(ms2class_spectrum) + elif "hcd" in frag_methods: + ordered_ms2_spectra['EThcD'].append(ms2class_spectrum) + else: + ordered_ms2_spectra['ETD'].append(ms2class_spectrum) + elif "cid" in frag_methods: + ordered_ms2_spectra['CID'].append(ms2class_spectrum) + elif "hcd" in frag_methods: + ordered_ms2_spectra['HCD'].append(ms2class_spectrum) + else: + ordered_ms2_spectra['unknown'].append(ms2class_spectrum) + if len(ordered_ms2_spectra['unknown']) > 0: + raise Warning("The fragmentation method of %i spectra could not be identified" % len(ordered_ms2_spectra['unknown'])) + + return {k: v for k, v in ordered_ms2_spectra.items() if len(v) > 0} + + +def generate_cihcd_spectra(mzml_file): + """ + + """ + + mzml_reader = mzml.read(mzml_file) + cihcd_spectra = [] + + n = 0 + for spectrum in mzml_reader: + if spectrum['ms level'] == 3: + n += 1 + filter_str = spectrum['scanList']['scan'][0]['filter string'] + try: + detector_str = re.search("^(FT|IT)", filter_str).groups()[0] + frag_groups = re.findall("@([A-z]+)([0-9.]+)", filter_str) + precursor_mz_groups = re.findall("([0-9.]+)@", filter_str) + except AttributeError: + raise StandardError("filter string parse error: %s" % filter_str) + try: + ms2_id = spectrum['precursorList']['precursor'][0]['spectrumRef'] + except KeyError: + ms2_id = '' # TODO why Key ERror + title = os.path.split(mzml_file)[1].split('.mzML')[0] + " " + spectrum['id'] + " ms2_scanId=" + ms2_id + rt = spectrum['scanList']['scan'][0]['scan start time'] * 60 + + pre_mz = precursor_mz_groups[0] # take ms2 precursor as precursor + pre_int = -1 + pre_z = -1 + peaks = zip(spectrum['m/z array'], spectrum['intensity array']) + + ms2class_spectrum = ProteoFileReader.MS2_spectrum(title, rt, pre_mz, pre_int, pre_z, peaks) + + cihcd_spectra.append(ms2class_spectrum) + + return cihcd_spectra + + +def mscon_cmd(filepath, outdir, settings, mgf): + filename = os.path.split(filepath)[1] + + if (filename[:filename.rfind('.')] in [x[:x.rfind('.')] for x in os.listdir(outdir)]) or (os.path.isdir(filepath)): + print('File ' + filename + ' already existing in output directory, not done again.') + return [] + + filter_formatted = [] + for i in range(len(settings)): + filter_formatted.append('--filter') + filter_formatted.append(settings[i]) + + if mgf: + cmd_list = [filepath, '--mgf', '-o', outdir] + filter_formatted + else: + cmd_list = [filepath, '-o', outdir] + filter_formatted + return cmd_list + + +def write_mgf(spectra, outfile): + out_writer = open(os.path.join(outfile), "w") + for spectrum in spectra: + scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] + # title = spectrum.getTitle() + try: + title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + except AttributeError: + title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) + if 'ms2_scanId' in spectrum.getTitle(): + try: + ms2_parent = re.search('ms2_scanId=.*scan=([0-9]+)', spectrum.getTitle()).groups()[0] + except AttributeError: + ms2_parent = 0 + title += ' ms2_scanId=%s' % ms2_parent + if sys.version_info.major < 3: + stavrox_mgf = """ +MASS=Monoisotopic +BEGIN IONS +TITLE={} +PEPMASS={} {} +CHARGE={}+ +RTINSECONDS={} +{} +END IONS """.format(title, + spectrum.getPrecursorMass(), + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), spectrum.getRT(), + "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) + else: + stavrox_mgf = """ +MASS=Monoisotopic +BEGIN IONS +TITLE={} +PEPMASS={} {} +CHARGE={}+ +RTINSECONDS={} +{} +END IONS """.format(title, + spectrum.getPrecursorMass(), + spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, + int(spectrum.charge), spectrum.getRT(), + "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if + spectrum.peaks[1][i] > 0])) + out_writer.write(stavrox_mgf) + + +def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=False): #TODO implement option further up + if not os.path.exists(outdir): + os.makedirs(outdir) + + conv_cmds = mscon_cmd(filepath=filepath, outdir=outdir, settings=mscon_settings, mgf=not split_acq) + + if len(conv_cmds) > 0: + msconvert = subprocess.Popen([mscon_exe] + conv_cmds) + msconvert.communicate() + + filename = os.path.split(filepath)[1] + mzml_file = os.path.join(outdir, filename[:filename.rfind('.')] + '.mzML') + + if cihcd_ms3: + cihcd_spectra = generate_cihcd_spectra(mzml_file) + write_mgf(spectra=cihcd_spectra, outfile=os.path.join(outdir, 'CIhcD_ms3_' + filename[:filename.rfind('.')] + '.mgf')) + + if split_acq: + splitted_spectra = split_mzml(mzml_file, detector_filter) + + for acq in splitted_spectra: + write_mgf(spectra=splitted_spectra[acq], + outfile=os.path.join(outdir, acq + '_' + filename[:filename.rfind('.')]+'.mgf')) + + +if __name__ == '__main__': + # read cmdline arguments / get deafult values + input_arg, outdir, config_path, recal_conf, recal = read_cmdline() + try: + execfile(config_path) + except NameError: + exec(open(config_path).read()) + + # get files in directory + if os.path.isdir(input_arg): + full_paths = [os.path.join(input_arg, rawfile) for rawfile in os.listdir(input_arg) if rawfile[-4:] == '.raw'] + full_paths = [x for x in full_paths if not os.path.isdir(x)] + # if single file given reformat to list + # TODO allow txt file with filepath + else: + full_paths = [input_arg] + + print("""file input: +{} +""".format('\n'.join(full_paths))) + + # start msconvert for conversion and peak filtering + pool = Pool(processes=nthr) + pool.map(partial(process_file, outdir=outdir, mscon_settings=mscon_settings, split_acq=split_acq, + detector_filter=detector_filter, mscon_exe=msconvert_exe), full_paths) + pool.close() + pool.join() + + recal_in = [os.path.join(outdir, x) for x in os.listdir(outdir) if '.mgf' in x] + if recal: + # pool = Pool(processes=nthr) + if not os.path.exists(outdir): + os.makedirs(outdir) + output = zipfile.ZipFile(outdir + '/recalibrated_files.zip', 'w', zipfile.ZIP_DEFLATED) + # TODO change to parallel with manual input of error + for inputfile in recal_in: + if 'ms3' in os.path.split(inputfile)[1]: + continue + mass_recal_ms2.main(fasta=recal_conf['db'], xi_cnf=recal_conf['xiconf'], outpath=outdir, + mgf=inputfile, threads=str(nthr), + val_input=recal_conf['shift_csv'] #'D:/user/Swantje/dsso_ot_it_error/raw/processed_together/ms1_err.csv' + ) + # val_input='//130.149.167.198/rappsilbergroup/users/lswantje/DSSO_prepro/xlinkx/processed_wosplit/ms1_err.csv' + output.write(os.path.join(outdir, 'recal_' + os.path.split(inputfile)[1]), + arcname='recal_' + os.path.split(inputfile)[1]) + # pool.map(partial(mass_recal.main, fasta=database, xi_cnf=xi_recal_config, outpath=outdir + '/recal', + # xi_jar=xi_offline), recal_in) + # pool.close() + # pool.join() From bc5ac3debe5e45ae99f4a20461b306d6e294a181 Mon Sep 17 00:00:00 2001 From: swlenz Date: Tue, 16 Apr 2019 10:49:49 +0200 Subject: [PATCH 19/22] ms2_recal --- mass_recal.py | 2 +- mass_recal_ms2.py | 52 +++++++++++++++++++++++---------- preprocessing_ms2recal.py | 6 ++-- resources/XiSearch_1.6.739.jar | Bin 3700868 -> 0 bytes resources/XiSearch_1.6.745.jar | Bin 0 -> 1826747 bytes 5 files changed, 41 insertions(+), 19 deletions(-) delete mode 100755 resources/XiSearch_1.6.739.jar create mode 100755 resources/XiSearch_1.6.745.jar diff --git a/mass_recal.py b/mass_recal.py index b159e78..77db412 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -104,7 +104,7 @@ def adjust_prec_mz(mgf_file, error, outpath): out_writer.write(stavrox_mgf) -def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.739.jar', val_input=None): +def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.745.jar', val_input=None): if not os.path.exists(outpath): os.makedirs(outpath) diff --git a/mass_recal_ms2.py b/mass_recal_ms2.py index 8ee4411..0e98881 100755 --- a/mass_recal_ms2.py +++ b/mass_recal_ms2.py @@ -34,8 +34,8 @@ def run_xi_lin(peakfile, fasta, cnf, outpath, xipath, threads='1'): xi.communicate() -def get_ppm_error(xi_df, outfile): - xi_df = xi_df[(xi_df.decoy == 0) & (xi_df['match score'] > 6)] # TODO: new xi version requires lower score? +def get_ppm_error(xi_df, peaks_df, outfile): + xi_df = xi_df[(xi_df.decoy == 0) & (xi_df['match score'] > 6)] median_err = np.median(xi_df['Precoursor Error']) try: fig, ax = plt.subplots() @@ -50,18 +50,35 @@ def get_ppm_error(xi_df, outfile): print(os.path.split(outfile)[1] + ': Only %s PSMs found. Median error is %s.' % (len(xi_df), median_err)) err = input('Enter error to correct by (0 for no correction):\n') try: - err = float(err) - if (err != 0): - return err - elif err == 0: - return 0 + # err = float(err) + if (err != '0'): + return float(err), 0 + elif err == '0': + return 0, 0 except ValueError: - return 0 + return 0, 0 - return median_err + xi_ms2_df = peaks_df[peaks_df["IsPrimaryMatch"] == 1] + xi_ms2_df["MS2Error_ppm"] = (xi_ms2_df["MS2Error"] * 10. ** 6) / xi_ms2_df["CalcMZ"] + xi_ms2_df = xi_ms2_df.merge(xi_df[['Scan', 'Run', 'decoy']], + left_on=['ScanNumber', 'Run'], right_on=['Scan', 'Run'], how='inner') + xi_ms2_df = xi_ms2_df[(xi_ms2_df["MS2Error_ppm"] <= 30) & (xi_ms2_df["MS2Error_ppm"] >= -30)] + median_err_ms2 = np.median(xi_ms2_df["MS2Error_ppm"]) + fig, ax = plt.subplots() + sns.distplot(xi_ms2_df["MS2Error_ppm"], norm_hist=False, kde=False) + ax.axvline(median_err_ms2) + plt.xlabel("mass error") + plt.title("MS2 Error distribution \n median: " + str(median_err_ms2)) + plt.ylabel("# of identifications") + plt.xlim(-20, 20) + plt.savefig(os.path.join(outfile.replace('MS1', "MS2"))) + plt.close() -def adjust_prec_mz(mgf_file, error, outpath): + return median_err, median_err_ms2 + + +def adjust_prec_mz(mgf_file, ms1_error, ms2_error, outpath): outfile = os.path.join(outpath, 'recal_' + os.path.split(mgf_file)[1]) if not os.path.exists(outpath): os.makedirs(outpath) @@ -72,7 +89,11 @@ def adjust_prec_mz(mgf_file, error, outpath): out_writer = open(os.path.join(outfile), "w") for spectrum in exp: - prec_mz_new = spectrum.getPrecursorMass()/(1-error/10.**6) + prec_mz_new = spectrum.getPrecursorMass()/(1 + ms1_error / 10. ** 6) # TODO wrong sign if newer version + ms2_mass_new = spectrum.getPeaks() + for i in range(0, len(ms2_mass_new)): + ms2_mass_new[i][0] = ms2_mass_new[i][0] / (1 + ms2_error / 10. ** 6) + if sys.version_info.major < 3: stavrox_mgf = """ MASS=Monoisotopic @@ -104,7 +125,7 @@ def adjust_prec_mz(mgf_file, error, outpath): out_writer.write(stavrox_mgf) -def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.739.jar', val_input=None): +def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.745.jar', val_input=None): if not os.path.exists(outpath): os.makedirs(outpath) @@ -114,8 +135,9 @@ def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6. run_xi_lin(peakfile=mgf, fasta=fasta, cnf=xi_cnf, outpath=os.path.join(outpath), xipath=xi_jar, threads=threads) # evaluate results, get median ms1 error - ms1_err = get_ppm_error(xi_df=pd.read_csv(os.path.join(outpath, 'xi_' + filename.replace('.mgf', '.csv'))), - outfile=os.path.join(outpath, 'MS1_err_' + filename + '.png')) + ms1_err, ms2_err = get_ppm_error(xi_df=pd.read_csv(os.path.join(outpath, 'xi_' + filename.replace('.mgf', '.csv'))), + peaks_df=pd.read_csv(os.path.join(outpath, filename.replace('.mgf', '_peaks.csv.gz')), sep='\t', index_col=False, thousands=','), + outfile=os.path.join(outpath, 'MS1_err_' + filename + '.png')) error_file = open(outpath + '/ms1_err.csv', 'a') error_file.write(filename + ',' + str(ms1_err) + '\n') @@ -125,7 +147,7 @@ def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6. ms1_err = ms1_input[ms1_input.index.str.contains('_'.join(filename.split('_')[1:]))].values[0][0] if ms1_err is not None: # shift all old m/z by value - adjust_prec_mz(mgf_file=mgf, error=ms1_err, outpath=os.path.join(outpath)) + adjust_prec_mz(mgf_file=mgf, ms1_error=ms1_err, ms2_error=ms2_err, outpath=os.path.join(outpath)) if __name__ == '__main__': diff --git a/preprocessing_ms2recal.py b/preprocessing_ms2recal.py index f5c7450..558e25a 100755 --- a/preprocessing_ms2recal.py +++ b/preprocessing_ms2recal.py @@ -305,7 +305,7 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m # pool = Pool(processes=nthr) if not os.path.exists(outdir): os.makedirs(outdir) - output = zipfile.ZipFile(outdir + '/recalibrated_files.zip', 'w', zipfile.ZIP_DEFLATED) + # output = zipfile.ZipFile(outdir + '/recalibrated_files.zip', 'w', zipfile.ZIP_DEFLATED) # TODO change to parallel with manual input of error for inputfile in recal_in: if 'ms3' in os.path.split(inputfile)[1]: @@ -315,8 +315,8 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m val_input=recal_conf['shift_csv'] #'D:/user/Swantje/dsso_ot_it_error/raw/processed_together/ms1_err.csv' ) # val_input='//130.149.167.198/rappsilbergroup/users/lswantje/DSSO_prepro/xlinkx/processed_wosplit/ms1_err.csv' - output.write(os.path.join(outdir, 'recal_' + os.path.split(inputfile)[1]), - arcname='recal_' + os.path.split(inputfile)[1]) + # output.write(os.path.join(outdir, 'recal_' + os.path.split(inputfile)[1]), + # arcname='recal_' + os.path.split(inputfile)[1]) # pool.map(partial(mass_recal.main, fasta=database, xi_cnf=xi_recal_config, outpath=outdir + '/recal', # xi_jar=xi_offline), recal_in) # pool.close() 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ze-GQ33Uhxd3ClrqL|`cvYg+)tm*J3g=I0%i+z$Tp8dEfG@P_jhLB&E3Z2YB{3(lS1 z!8#;2_}VWNAjN>=-v8z#y(keS8RLtULcq*6*nut^ypBlz2-%4C(Yd`Jej|VkOp1#O zN-`%VnK66A3W{9#)QYc|F9Wc(U~`_~6W6JL6^p-SL*V?~7^e@M$d&o#qzyvQ_(+|x z7hS$3@^(sWpIkoCdLf2c2E*itlQ#Hl=Zcp2@r(XjtAF2iSrAhk*Xx2#z5)&>6kS`gH@3(fj z2OGUXey_!bc;IJQP^~5wlDT7!8~f;BmlBYk zV^%*Yi%C2AsFrfJ`8%q5hCc+~B?+P<8A_PqQ64bWytEuDyo28lm@0dn6Cvv226;pa z?u#LbcehScmlcpo!kDBEEDJuOy$TIvpiB{8gij7u^sb&2y^?x+Bfr?i9+r@QH7hS5jlkrhpEQ8x+dTsgF^UJFXg!!4zWfS#I9R#7}@U^NypsmPZ6qR zDbzukUN>~%l*7m_(n&+x{FS60M>zmJl)|Ke#6Q|?dSg9QES)rTE2seMVA4Ry)gH!2 zhC!*XQCMrTQ2y7&F|t^t$7gOIyb1Yb7pA%R&eZmkmO7`L0FRU@28uVdX+tNZOCSsK z)IX}F0LZdjUy1j43E_J3!R1FT#?!ZX@8$gqdwJhP J<1B&Z{{Y%GH}e1h literal 0 HcmV?d00001 From ba9d88106d62cefc54124ee3830413b344c001dd Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Wed, 10 Jul 2019 11:09:30 +0200 Subject: [PATCH 20/22] fix scientific notation peak bug clean up code --- ProteoFileReader.py | 39 ++--- mass_recal.py | 2 +- mass_recal_ms2.py | 80 +++------- preprocessing.py | 99 ++++-------- preprocessing_ms2recal.py | 323 -------------------------------------- requirements.txt | 32 ++-- 6 files changed, 76 insertions(+), 499 deletions(-) delete mode 100755 preprocessing_ms2recal.py diff --git a/ProteoFileReader.py b/ProteoFileReader.py index 5049abf..dd816cd 100755 --- a/ProteoFileReader.py +++ b/ProteoFileReader.py @@ -24,14 +24,15 @@ def read_mgf(mgf_file): peaks = [] RT, pep_mz, pep_int, charge, scanID, ms2id = -1, -1, -1, -1, -1, -1 title, detector, fragmethod = "", "", "" + peak_re = re.compile(r'^([0-9.e+\-]+)\s([0-9.e+\-]+)') for line in mgf_reader: if len(line.strip()) == 0: continue - if re.match("^([0-9.]+)\s([0-9.]+)", line): - mz_int_list = re.match('^([0-9.]+)\s([0-9.]+)', line).groups() + if re.match(peak_re, line): + mz_int_list = re.match(peak_re, line).groups() peaks.append([float(x) for x in mz_int_list]) - if line.startswith("TITLE"): + elif line.startswith("TITLE"): title = line.replace('TITLE=', '').strip() # scan_match = re.search("^TITLE=[^.]*.([0-9]+).", line) # ms2id_scan_match = re.search("ms2_scanId=([0-9]+)", line) @@ -77,11 +78,11 @@ def write_mgf(spectra, outfile): out_writer.write('MASS=Monoisotopic\n') for spectrum in spectra: title = spectrum.getTitle() - # scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] + # scan = re.search('scan=[0-9]*', title).group(0)[5:] # try: - # title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + # title = re.match('([A-Z])[0-9]{6}_[0-9]{2}.+?( )', title).group(0)[:-1] # except AttributeError: - # title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] + # title = re.match('[0-9]{8}_[0-9]{2}.+?( )', title).group(0)[:-1] # title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) if 'ms2_scanId' in spectrum.getTitle(): try: @@ -89,8 +90,7 @@ def write_mgf(spectra, outfile): except AttributeError: ms2_parent = 0 title += ' ms2_scanId=%s' % ms2_parent - if sys.version_info.major < 3: - stavrox_mgf = """ + stavrox_mgf = """ BEGIN IONS TITLE={} PEPMASS={} {} @@ -107,27 +107,8 @@ def write_mgf(spectra, outfile): spectrum.getRT(), spectrum.getDetector(), spectrum.getFragMethod(), - "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) - else: - stavrox_mgf = """ -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -DETECTOR={} -FRAGMETHOD={} -{} -END IONS""".format( - title, - spectrum.getPrecursorMZ(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), - spectrum.getRT(), - spectrum.getDetector(), - spectrum.getFragMethod(), - "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if - spectrum.peaks[1][i] > 0])) + "\n".join([f"{mz} {i}" for mz, i in spectrum.peaks if i > 0]) + ) out_writer.write(stavrox_mgf) diff --git a/mass_recal.py b/mass_recal.py index 46f87a6..5a8816c 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -66,7 +66,7 @@ def adjust_prec_mz(mgf_file, error, out_path): if not os.path.exists(out_path): os.makedirs(out_path) elif os.path.isfile(outfile): - raise StandardError('File %s already exists!' % outfile) + raise Exception('File %s already exists!' % outfile) ms2_spectra = ProteoFileReader.read_mgf(mgf_file) diff --git a/mass_recal_ms2.py b/mass_recal_ms2.py index 0e98881..ada4cd3 100755 --- a/mass_recal_ms2.py +++ b/mass_recal_ms2.py @@ -51,7 +51,7 @@ def get_ppm_error(xi_df, peaks_df, outfile): err = input('Enter error to correct by (0 for no correction):\n') try: # err = float(err) - if (err != '0'): + if err != '0': return float(err), 0 elif err == '0': return 0, 0 @@ -83,46 +83,21 @@ def adjust_prec_mz(mgf_file, ms1_error, ms2_error, outpath): if not os.path.exists(outpath): os.makedirs(outpath) elif os.path.isfile(outfile): - return - exp = ProteoFileReader.MGF_Reader() - exp.load(mgf_file) - - out_writer = open(os.path.join(outfile), "w") - for spectrum in exp: - prec_mz_new = spectrum.getPrecursorMass()/(1 + ms1_error / 10. ** 6) # TODO wrong sign if newer version - ms2_mass_new = spectrum.getPeaks() - for i in range(0, len(ms2_mass_new)): - ms2_mass_new[i][0] = ms2_mass_new[i][0] / (1 + ms2_error / 10. ** 6) - - if sys.version_info.major < 3: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(spectrum.getTitle(), - prec_mz_new, spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) - else: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(spectrum.getTitle(), - prec_mz_new, - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if - spectrum.peaks[1][i] > 0])) - out_writer.write(stavrox_mgf) + raise Exception('File %s already exists!' % outfile) + ms2_spectra = ProteoFileReader.read_mgf(mgf_file) + + for spectrum in ms2_spectra: + # ms1/precursor correction + spectrum.pepmz = spectrum.getPrecursorMZ() / (1 + ms1_error / 10.0 ** 6) # TODO wrong sign if newer version + + # ms2 peak correction + ms2_peaks = spectrum.getPeaks() + for i in range(0, len(ms2_peaks)): + ms2_peaks[i][0] = ms2_peaks[i][0] / (1 + ms2_error / 10. ** 6) + + spectrum.peaks = ms2_peaks + + ProteoFileReader.write_mgf(ms2_spectra, outfile) def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6.745.jar', val_input=None): @@ -134,9 +109,11 @@ def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6. # linear small search in Xi run_xi_lin(peakfile=mgf, fasta=fasta, cnf=xi_cnf, outpath=os.path.join(outpath), xipath=xi_jar, threads=threads) + xi_df = pd.read_csv(os.path.join(outpath, 'xi_' + filename.replace('.mgf', '.csv'))) + peaks_df = pd.read_csv(os.path.join(outpath, filename.replace('.mgf', '_peaks.csv.gz')), + sep='\t', index_col=False, thousands=',') # evaluate results, get median ms1 error - ms1_err, ms2_err = get_ppm_error(xi_df=pd.read_csv(os.path.join(outpath, 'xi_' + filename.replace('.mgf', '.csv'))), - peaks_df=pd.read_csv(os.path.join(outpath, filename.replace('.mgf', '_peaks.csv.gz')), sep='\t', index_col=False, thousands=','), + ms1_err, ms2_err = get_ppm_error(xi_df=xi_df, peaks_df=peaks_df, outfile=os.path.join(outpath, 'MS1_err_' + filename + '.png')) error_file = open(outpath + '/ms1_err.csv', 'a') @@ -145,20 +122,7 @@ def main(mgf, fasta, xi_cnf, outpath, threads, xi_jar='./resources/XiSearch_1.6. else: ms1_input = pd.read_csv(val_input, header=None, index_col=0) ms1_err = ms1_input[ms1_input.index.str.contains('_'.join(filename.split('_')[1:]))].values[0][0] + ms2_err = 0 # ToDo val input for ms2 error? - if ms1_err is not None: # shift all old m/z by value + if ms1_err is not None: # shift all old m/z by value adjust_prec_mz(mgf_file=mgf, ms1_error=ms1_err, ms2_error=ms2_err, outpath=os.path.join(outpath)) - - -if __name__ == '__main__': - base_dir = '//130.149.167.198/rappsilbergroup/users/lswantje/prepro_mito/tryp/new/mgf' - mgf_dir = base_dir - fasta = '//130.149.167.198/rappsilbergroup/users/MitoProject/For Swantje/20170109_uniprot_mitoIDrun_FASTA.fasta' - outpath = base_dir + '/error_shift' - for in_file in os.listdir(mgf_dir): - if '.mgf' in in_file: - main(mgf=os.path.join(mgf_dir, in_file), - fasta=fasta, - xi_cnf='D:/user/Swantje/projects/pipeline_prepro_xi_fdr/resources/xi_linear_by_tryp.conf', - outpath=outpath, - xi_jar='D:/user/Swantje/XiSearch_1.6.731') diff --git a/preprocessing.py b/preprocessing.py index 327b48e..5e82ddd 100755 --- a/preprocessing.py +++ b/preprocessing.py @@ -7,22 +7,26 @@ from pyteomics import mzml from functools import partial import ProteoFileReader +import mass_recal_ms2 import mass_recal -import zipfile def read_cmdline(): try: - opts, args = getopt.getopt(sys.argv[1:], '', ['input=', 'config=', 'outpath=', 'db=', 'xiconf=', 'shiftcsv=', 'skip_recal=']) + opts, args = getopt.getopt(sys.argv[1:], '', ['input=', 'config=', 'outpath=', 'db=', 'xiconf=', 'shiftcsv=', + 'skip_recal=', 'skip_ms2_recal=']) except getopt.GetoptError: print('preprocessing.py --input ' '--outpath ' '--config ' '--db ' '--xiconf ', - '--shiftcsv --skip_recal ') + '--shiftcsv ', + '--skip_recal ', + '--skip_ms2_recal ') sys.exit() recal = True + ms2recal = True recal_conf = {} for opt, arg in opts: if opt == '--input': @@ -39,6 +43,8 @@ def read_cmdline(): recal_conf['shift_csv'] = arg elif opt == '--skip_recal': recal = False + elif opt == '--skip_ms2_recal': + ms2recal = False if 'input_arg' not in locals() or 'config' not in locals(): print('preprocessing.py --input ' @@ -65,7 +71,7 @@ def read_cmdline(): '--shiftcsv --skip_recal ') sys.exit() - return input_arg, outdir, config, recal_conf, recal + return input_arg, outdir, config, recal_conf, recal, ms2recal def mzml_to_MS2_spectra(mzml_file, detector_filter="all"): @@ -96,7 +102,7 @@ def mzml_to_MS2_spectra(mzml_file, detector_filter="all"): detector_str = re.search("^(FT|IT)", filter_str).groups()[0] frag_groups = re.findall("@([A-z]+)([0-9.]+)", filter_str) except AttributeError: - raise StandardError("filter string parse error: %s" % filter_str) + raise Exception("filter string parse error: %s" % filter_str) if not detector_filter == "all": if not detector_filter == detector_str: @@ -167,11 +173,11 @@ def generate_cihcd_spectra(mzml_file): frag_groups = re.findall("@([A-z]+)([0-9.]+)", filter_str) precursor_mz_groups = re.findall("([0-9.]+)@", filter_str) except AttributeError: - raise StandardError("filter string parse error: %s" % filter_str) + raise Exception("filter string parse error: %s" % filter_str) try: ms2_id = spectrum['precursorList']['precursor'][0]['spectrumRef'] except KeyError: - ms2_id = '' # TODO why Key ERror + ms2_id = '' # TODO why Key Error title = os.path.split(mzml_file)[1].split('.mzML')[0] + " " + spectrum['id'] + " ms2_scanId=" + ms2_id rt = spectrum['scanList']['scan'][0]['scan start time'] * 60 @@ -206,55 +212,7 @@ def mscon_cmd(filepath, outdir, settings, mgf): return cmd_list -def write_mgf(spectra, outfile): - out_writer = open(os.path.join(outfile), "w") - for spectrum in spectra: - scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] - # title = spectrum.getTitle() - try: - title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - except AttributeError: - title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) - if 'ms2_scanId' in spectrum.getTitle(): - try: - ms2_parent = re.search('ms2_scanId=.*scan=([0-9]+)', spectrum.getTitle()).groups()[0] - except AttributeError: - ms2_parent = 0 - title += ' ms2_scanId=%s' % ms2_parent - if sys.version_info.major < 3: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(title, - spectrum.getPrecursorMass(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) - else: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(title, - spectrum.getPrecursorMass(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if - spectrum.peaks[1][i] > 0])) - out_writer.write(stavrox_mgf) - - -def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=False): #TODO implement option further up +def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=False): #TODO implement option further up if not os.path.exists(outdir): os.makedirs(outdir) @@ -282,7 +240,7 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m if __name__ == '__main__': # read cmdline arguments / get default values - input_arg, outdir, config_path, recal_conf, recal = read_cmdline() + input_arg, outdir, config_path, recal_conf, recal, ms2recal = read_cmdline() try: execfile(config_path) except NameError: @@ -310,30 +268,27 @@ def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, m mgf_file_list = [os.path.join(outdir, x) for x in os.listdir(outdir) if '.mgf' in x] if recal: - # pool = Pool(processes=nthr) + if not os.path.exists(outdir): os.makedirs(outdir) - output = zipfile.ZipFile(outdir + '/recalibrated_files.zip', 'w', zipfile.ZIP_DEFLATED) + # TODO change to parallel with manual input of error for inputfile in mgf_file_list: if 'ms3' in os.path.split(inputfile)[1]: continue - mass_recal.main(fasta=recal_conf['db'], xi_cnf=recal_conf['xiconf'], outpath=outdir, - mgf=inputfile, threads=str(nthr), - val_input=recal_conf['shift_csv'] #'D:/user/Swantje/dsso_ot_it_error/raw/processed_together/ms1_err.csv' - ) - # val_input='//130.149.167.198/rappsilbergroup/users/lswantje/DSSO_prepro/xlinkx/processed_wosplit/ms1_err.csv' - output.write(os.path.join(outdir, 'recal_' + os.path.split(inputfile)[1]), - arcname='recal_' + os.path.split(inputfile)[1]) - # pool.map(partial(mass_recal.main, fasta=database, xi_cnf=xi_recal_config, outpath=outdir + '/recal', - # xi_jar=xi_offline), recal_in) - # pool.close() - # pool.join() + if ms2recal: + mass_recal_ms2.main(fasta=recal_conf['db'], xi_cnf=recal_conf['xiconf'], outpath=outdir, + mgf=inputfile, threads=str(nthr), + val_input=recal_conf['shift_csv'] + ) + else: + mass_recal.main(fasta=recal_conf['db'], xi_cnf=recal_conf['xiconf'], outpath=outdir, + mgf=inputfile, threads=str(nthr), + val_input=recal_conf['shift_csv'] + ) mgf_file_list = [os.path.join(os.path.split(x)[0], 'recal_' + os.path.split(x)[1]) for x in mgf_file_list] if split_acq: for mgf_file in mgf_file_list: ProteoFileReader.split_mgf_methods(mgf_file) - - diff --git a/preprocessing_ms2recal.py b/preprocessing_ms2recal.py deleted file mode 100755 index 558e25a..0000000 --- a/preprocessing_ms2recal.py +++ /dev/null @@ -1,323 +0,0 @@ -import os -import numpy as np -import subprocess -from multiprocessing import Pool -import sys -import re -import getopt -from pyteomics import mzml -from functools import partial -import ProteoFileReader -import mass_recal_ms2 -import zipfile - - -def read_cmdline(): - try: - opts, args = getopt.getopt(sys.argv[1:], '', ['input=', 'config=', 'outpath=', 'db=', 'xiconf=', 'shiftcsv=', 'skip_recal=']) - except getopt.GetoptError: - print('preprocessing.py --input ' - '--outpath ' - '--config ' - '--db ' - '--xiconf ', - '--shiftcsv --skip_recal ') - sys.exit() - recal = True - recal_conf = {} - for opt, arg in opts: - if opt == '--input': - input_arg = arg - elif opt == '--outpath': - outdir = arg - elif opt == '--config': - config = arg - elif opt == '--db': - recal_conf['db'] = arg - elif opt == '--xiconf': - recal_conf['xiconf'] = arg - elif opt == '--shiftcsv': - recal_conf['shift_csv'] = arg - elif opt == '--skip_recal': - recal = False - - if 'input_arg' not in locals() or 'config' not in locals(): - print('preprocessing.py --input ' - '--outpath ' - '--config ' - '--db ' - '--xiconf ', - '--shiftcsv --skip_recal ') - sys.exit() - # if no outdir defined use location of input - if 'outdir' not in locals() and os.path.isdir(input_arg): - outdir = os.path.join(input_arg, 'processed') - elif 'outdir' not in locals() and not os.path.isdir(input_arg): - outdir = os.path.join(os.path.split(input_arg)[0], 'processed') - if 'shift_csv' not in recal_conf: - recal_conf['shift_csv'] = None - if ('db' not in recal_conf or 'xiconf' not in recal_conf) and recal: - print('Recalibration enabled but parameters missing! Set --db and --xiconf.' - 'preprocessing.py --input ' - '--outpath ' - '--config ' - '--db ' - '--xiconf ', - '--shiftcsv --skip_recal ') - sys.exit() - - return input_arg, outdir, config, recal_conf, recal - - -def split_mzml(mzml_file, detector="all"): - """ - function to split a mzML file into dict of MS2_Spectra objects (can be written to mgf format) - by fragmentation method - - Parameters: - ----------------------------------------- - mzml_file: str, - path to mzML file - - Return: dict {fragMethod: list(MS2_spectrum) - - """ - - mzml_reader = mzml.read(mzml_file) - ordered_ms2_spectra = { - "CID": [], - "HCD": [], - "ETD": [], - "ETciD": [], - "EThcD": [], - "unknown": [] - } - - n = 0 - for spectrum in mzml_reader: - if spectrum['ms level'] == 2: - n += 1 - filter_str = spectrum['scanList']['scan'][0]['filter string'] - try: - detector_str = re.search("^(FT|IT)", filter_str).groups()[0] - frag_groups = re.findall("@([A-z]+)([0-9.]+)", filter_str) - except AttributeError: - raise StandardError("filter string parse error: %s" % filter_str) - - if not detector == "all": - if not detector == detector_str: - continue - - title = os.path.split(mzml_file)[1].split('.mzML')[0] + " " + spectrum['id'] - rt = spectrum['scanList']['scan'][0]['scan start time'] * 60 - precursor = spectrum['precursorList']['precursor'][0]['selectedIonList']['selectedIon'][0] - pre_mz = precursor['selected ion m/z'] - try: - pre_int = precursor['peak intensity'] - except KeyError: - pre_int = 0 - pre_z = precursor['charge state'] - peaks = zip(spectrum['m/z array'], spectrum['intensity array']) - - ms2class_spectrum = ProteoFileReader.MS2_spectrum(title, rt, pre_mz, pre_int, pre_z, peaks) - - frag_methods = [f[0] for f in frag_groups] - - if "etd" in frag_methods: - if "cid" in frag_methods: - ordered_ms2_spectra['ETciD'].append(ms2class_spectrum) - elif "hcd" in frag_methods: - ordered_ms2_spectra['EThcD'].append(ms2class_spectrum) - else: - ordered_ms2_spectra['ETD'].append(ms2class_spectrum) - elif "cid" in frag_methods: - ordered_ms2_spectra['CID'].append(ms2class_spectrum) - elif "hcd" in frag_methods: - ordered_ms2_spectra['HCD'].append(ms2class_spectrum) - else: - ordered_ms2_spectra['unknown'].append(ms2class_spectrum) - if len(ordered_ms2_spectra['unknown']) > 0: - raise Warning("The fragmentation method of %i spectra could not be identified" % len(ordered_ms2_spectra['unknown'])) - - return {k: v for k, v in ordered_ms2_spectra.items() if len(v) > 0} - - -def generate_cihcd_spectra(mzml_file): - """ - - """ - - mzml_reader = mzml.read(mzml_file) - cihcd_spectra = [] - - n = 0 - for spectrum in mzml_reader: - if spectrum['ms level'] == 3: - n += 1 - filter_str = spectrum['scanList']['scan'][0]['filter string'] - try: - detector_str = re.search("^(FT|IT)", filter_str).groups()[0] - frag_groups = re.findall("@([A-z]+)([0-9.]+)", filter_str) - precursor_mz_groups = re.findall("([0-9.]+)@", filter_str) - except AttributeError: - raise StandardError("filter string parse error: %s" % filter_str) - try: - ms2_id = spectrum['precursorList']['precursor'][0]['spectrumRef'] - except KeyError: - ms2_id = '' # TODO why Key ERror - title = os.path.split(mzml_file)[1].split('.mzML')[0] + " " + spectrum['id'] + " ms2_scanId=" + ms2_id - rt = spectrum['scanList']['scan'][0]['scan start time'] * 60 - - pre_mz = precursor_mz_groups[0] # take ms2 precursor as precursor - pre_int = -1 - pre_z = -1 - peaks = zip(spectrum['m/z array'], spectrum['intensity array']) - - ms2class_spectrum = ProteoFileReader.MS2_spectrum(title, rt, pre_mz, pre_int, pre_z, peaks) - - cihcd_spectra.append(ms2class_spectrum) - - return cihcd_spectra - - -def mscon_cmd(filepath, outdir, settings, mgf): - filename = os.path.split(filepath)[1] - - if (filename[:filename.rfind('.')] in [x[:x.rfind('.')] for x in os.listdir(outdir)]) or (os.path.isdir(filepath)): - print('File ' + filename + ' already existing in output directory, not done again.') - return [] - - filter_formatted = [] - for i in range(len(settings)): - filter_formatted.append('--filter') - filter_formatted.append(settings[i]) - - if mgf: - cmd_list = [filepath, '--mgf', '-o', outdir] + filter_formatted - else: - cmd_list = [filepath, '-o', outdir] + filter_formatted - return cmd_list - - -def write_mgf(spectra, outfile): - out_writer = open(os.path.join(outfile), "w") - for spectrum in spectra: - scan = re.search('scan=[0-9]*', spectrum.getTitle()).group(0)[5:] - # title = spectrum.getTitle() - try: - title = re.match('(B|E)[0-9]{6}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - except AttributeError: - title = re.match('[0-9]{8}_[0-9]{2}.+?( )', spectrum.getTitle()).group(0)[:-1] - title = '.'.join([title, scan, scan, str(int(spectrum.charge))]) - if 'ms2_scanId' in spectrum.getTitle(): - try: - ms2_parent = re.search('ms2_scanId=.*scan=([0-9]+)', spectrum.getTitle()).groups()[0] - except AttributeError: - ms2_parent = 0 - title += ' ms2_scanId=%s' % ms2_parent - if sys.version_info.major < 3: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(title, - spectrum.getPrecursorMass(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (i[0], i[1]) for i in spectrum.peaks if i[1] > 0])) - else: - stavrox_mgf = """ -MASS=Monoisotopic -BEGIN IONS -TITLE={} -PEPMASS={} {} -CHARGE={}+ -RTINSECONDS={} -{} -END IONS """.format(title, - spectrum.getPrecursorMass(), - spectrum.getPrecursorIntensity() if spectrum.getPrecursorIntensity() > 0 else 0, - int(spectrum.charge), spectrum.getRT(), - "\n".join(["%s %s" % (mz, spectrum.peaks[1][i]) for i, mz in enumerate(spectrum.peaks[0]) if - spectrum.peaks[1][i] > 0])) - out_writer.write(stavrox_mgf) - - -def process_file(filepath, outdir, mscon_settings, split_acq, detector_filter, mscon_exe, cihcd_ms3=False): #TODO implement option further up - if not os.path.exists(outdir): - os.makedirs(outdir) - - conv_cmds = mscon_cmd(filepath=filepath, outdir=outdir, settings=mscon_settings, mgf=not split_acq) - - if len(conv_cmds) > 0: - msconvert = subprocess.Popen([mscon_exe] + conv_cmds) - msconvert.communicate() - - filename = os.path.split(filepath)[1] - mzml_file = os.path.join(outdir, filename[:filename.rfind('.')] + '.mzML') - - if cihcd_ms3: - cihcd_spectra = generate_cihcd_spectra(mzml_file) - write_mgf(spectra=cihcd_spectra, outfile=os.path.join(outdir, 'CIhcD_ms3_' + filename[:filename.rfind('.')] + '.mgf')) - - if split_acq: - splitted_spectra = split_mzml(mzml_file, detector_filter) - - for acq in splitted_spectra: - write_mgf(spectra=splitted_spectra[acq], - outfile=os.path.join(outdir, acq + '_' + filename[:filename.rfind('.')]+'.mgf')) - - -if __name__ == '__main__': - # read cmdline arguments / get deafult values - input_arg, outdir, config_path, recal_conf, recal = read_cmdline() - try: - execfile(config_path) - except NameError: - exec(open(config_path).read()) - - # get files in directory - if os.path.isdir(input_arg): - full_paths = [os.path.join(input_arg, rawfile) for rawfile in os.listdir(input_arg) if rawfile[-4:] == '.raw'] - full_paths = [x for x in full_paths if not os.path.isdir(x)] - # if single file given reformat to list - # TODO allow txt file with filepath - else: - full_paths = [input_arg] - - print("""file input: -{} -""".format('\n'.join(full_paths))) - - # start msconvert for conversion and peak filtering - pool = Pool(processes=nthr) - pool.map(partial(process_file, outdir=outdir, mscon_settings=mscon_settings, split_acq=split_acq, - detector_filter=detector_filter, mscon_exe=msconvert_exe), full_paths) - pool.close() - pool.join() - - recal_in = [os.path.join(outdir, x) for x in os.listdir(outdir) if '.mgf' in x] - if recal: - # pool = Pool(processes=nthr) - if not os.path.exists(outdir): - os.makedirs(outdir) - # output = zipfile.ZipFile(outdir + '/recalibrated_files.zip', 'w', zipfile.ZIP_DEFLATED) - # TODO change to parallel with manual input of error - for inputfile in recal_in: - if 'ms3' in os.path.split(inputfile)[1]: - continue - mass_recal_ms2.main(fasta=recal_conf['db'], xi_cnf=recal_conf['xiconf'], outpath=outdir, - mgf=inputfile, threads=str(nthr), - val_input=recal_conf['shift_csv'] #'D:/user/Swantje/dsso_ot_it_error/raw/processed_together/ms1_err.csv' - ) - # val_input='//130.149.167.198/rappsilbergroup/users/lswantje/DSSO_prepro/xlinkx/processed_wosplit/ms1_err.csv' - # output.write(os.path.join(outdir, 'recal_' + os.path.split(inputfile)[1]), - # arcname='recal_' + os.path.split(inputfile)[1]) - # pool.map(partial(mass_recal.main, fasta=database, xi_cnf=xi_recal_config, outpath=outdir + '/recal', - # xi_jar=xi_offline), recal_in) - # pool.close() - # pool.join() diff --git a/requirements.txt b/requirements.txt index 8dc241c..9923e04 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,16 +1,16 @@ -backports.functools-lru-cache==1.5 -cycler==0.10.0 -kiwisolver==1.0.1 -lxml==4.2.3 -matplotlib==2.2.2 -numpy==1.14.5 -pandas==0.23.3 -pyopenms==2.3.0.4 -pyparsing==2.2.0 -pyteomics==3.5.1 -python-dateutil==2.7.3 -pytz==2018.5 -scipy==1.1.0 -seaborn==0.9.0 -six==1.11.0 -subprocess32==3.5.2 +backports.functools-lru-cache>=1.5 +cycler>=0.10.0 +kiwisolver>=1.0.1 +lxml>=4.2.3 +matplotlib>=2.2.2 +numpy>=1.14.5 +pandas>=0.23.3 +pyopenms>=2.3.0.4 +pyparsing>=2.2.0 +pyteomics>=3.5.1 +python-dateutil>=2.7.3 +pytz>=2018.5 +scipy>=1.1.0 +seaborn>=0.9.0 +six>=1.11.0 +subprocess32>=3.5.2 From a2e9d821bc8261de10683feebf8767e30782a6d1 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Wed, 10 Jul 2019 11:10:01 +0200 Subject: [PATCH 21/22] add pipfile --- Pipfile | 27 ++++++ Pipfile.lock | 267 +++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 294 insertions(+) create mode 100755 Pipfile create mode 100755 Pipfile.lock diff --git a/Pipfile b/Pipfile new file mode 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"hashes": [ + "sha256:88e37c1aac5388df41cc8a8456bb49ebffd321a3ad4d70358e3518176de3a56b", + "sha256:eb2937c80497978d181efa1b839ec2d9622cf9600a039a79d0e108d1f9aec79d" + ], + "index": "pypi", + "version": "==3.5.4" + } + }, + "develop": {} +} From e98d78ec0a2cf8502ac29a0b5e145ff19b2cbed6 Mon Sep 17 00:00:00 2001 From: Lars Kolbowski Date: Wed, 10 Jul 2019 11:41:38 +0200 Subject: [PATCH 22/22] delete unused files/imports --- gui.py | 39 --------------------------------------- mass_recal.py | 1 - mass_recal_ms2.py | 1 - requirements.txt | 16 ---------------- 4 files changed, 57 deletions(-) delete mode 100755 gui.py delete mode 100644 requirements.txt diff --git a/gui.py b/gui.py deleted file mode 100755 index 36ad1b8..0000000 --- a/gui.py +++ /dev/null @@ -1,39 +0,0 @@ -import os -import preprocessing -from multiprocessing import Pool -from functools import partial -import sys - -sys.path.append('D:/software/wxpython/wx-3.0-msw') -from gooey import Gooey, GooeyParser - - -@Gooey( - program_description="Converts raw files to mgfs whith optional MS2 denoising.", - default_size=(610, 400)) -# if __name__ == '__main__': -def main(): - parser = GooeyParser() - parser.add_argument('input', widget="DirChooser") - parser.add_argument('output', widget="DirChooser") - parser.add_argument('config', widget="FileChooser") - - args = parser.parse_args() - - full_paths = [os.path.join(args.input, rawfile) for rawfile in os.listdir(args.input)] - full_paths = [x for x in full_paths if not os.path.isdir(x)] - - if args.input == args.output: - args.output = os.path.join(args.output, 'processed') - - execfile(args.config, globals()) - - pool = Pool(processes=int(nthr)) - pool.map(partial(preprocessing.process_file, outdir=args.output, mscon_settings=mscon_settings, split_acq=split_acq, - detector_filter=detector_filter, mscon_exe=msconvert_exe), full_paths) - pool.close() - pool.join() - - -if __name__ == '__main__': - main() diff --git a/mass_recal.py b/mass_recal.py index 5a8816c..466ad2e 100755 --- a/mass_recal.py +++ b/mass_recal.py @@ -5,7 +5,6 @@ import numpy as np import pandas as pd import ProteoFileReader -import sys def xi_wrapper(arguments): diff --git a/mass_recal_ms2.py b/mass_recal_ms2.py index ada4cd3..32c0a44 100755 --- a/mass_recal_ms2.py +++ b/mass_recal_ms2.py @@ -5,7 +5,6 @@ import numpy as np import pandas as pd import ProteoFileReader -import sys def xi_wrapper(arguments): diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 9923e04..0000000 --- a/requirements.txt +++ /dev/null @@ -1,16 +0,0 @@ -backports.functools-lru-cache>=1.5 -cycler>=0.10.0 -kiwisolver>=1.0.1 -lxml>=4.2.3 -matplotlib>=2.2.2 -numpy>=1.14.5 -pandas>=0.23.3 -pyopenms>=2.3.0.4 -pyparsing>=2.2.0 -pyteomics>=3.5.1 -python-dateutil>=2.7.3 -pytz>=2018.5 -scipy>=1.1.0 -seaborn>=0.9.0 -six>=1.11.0 -subprocess32>=3.5.2

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