Mercurial > repos > galaxyp > maxquant
view mqparam.py @ 7:d253b379322b draft
"planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/maxquant commit f63ff6d5d0c44012a17e87293811765951655bd5"
author | galaxyp |
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date | Mon, 01 Jun 2020 11:51:25 -0400 |
parents | 2133b0be850a |
children | 37d669de2828 |
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""" Create a project-specific MaxQuant parameter file. """ import copy import ntpath import os import re import yaml import xml.etree.ElementTree as ET from itertools import zip_longest from xml.dom import minidom def et_add_child(el, name, text, attrib=None): "Add a child element to an xml.etree.ElementTree.Element" child = ET.SubElement(el, name, attrib=attrib if attrib else {}) child.text = str(text) return child class ParamGroup: """Represents one parameter Group """ def __init__(self, root): """Initialize with its xml.etree.ElementTree root Element. """ self._root = copy.deepcopy(root) def set_list_param(self, key, vals): """Set a list parameter. """ node = self._root.find(key) if node is None: raise ValueError('Element {} not found in parameter file' .format(key)) node.clear() node.tag = key for e in vals: et_add_child(node, name='string', text=e) def set_simple_param(self, key, value): """Set a simple parameter. """ node = self._root.find(key) if node is None: raise ValueError('Element {} not found in parameter file' .format(key)) node.text = str(value) def set_silac(self, light_labels, medium_labels, heavy_labels): """Set label modifications. """ if medium_labels and not (heavy_labels or light_labels): # medium omly with heavy and light raise Exception("Incorrect SILAC specification. Use medium only together with light and heavy labels.") multiplicity = 3 if medium_labels else 2 if heavy_labels else 1 max_label = str(max(len(light_labels) if light_labels else 0, len(medium_labels) if medium_labels else 0, len(heavy_labels) if heavy_labels else 0)) self._root.find('multiplicity').text = str(multiplicity) self._root.find('maxLabeledAa').text = max_label node = self._root.find('labelMods') node[0].text = ';'.join(light_labels) if light_labels else '' if multiplicity == 3: et_add_child(node, name='string', text=';'.join(medium_labels)) if multiplicity > 1: et_add_child(node, name='string', text=';'.join(heavy_labels) if heavy_labels else '') def set_isobaric_label(self, internalLabel, terminalLabel, cm2, cm1, cp1, cp2, tmtLike): """Add isobaric label info. Args: internalLabel: string terminalLabel: string cm2: (float) correction factor cm1: (float) correction factor cp1: (float) correction factor cp2: (float) correction factor tmtLike: bool or string Returns: None """ iso_labels_node = self._root.find('isobaricLabels') label = et_add_child(iso_labels_node, 'IsobaricLabelInfo', '') et_add_child(label, 'internalLabel', internalLabel) et_add_child(label, 'terminalLabel', terminalLabel) for num, factor in (('M2', cm2), ('M1', cm1), ('P1', cp1), ('P2', cp2)): et_add_child(label, 'correctionFactor' + num, str(float(factor) if factor % 1 else int(factor))) et_add_child(label, 'tmtLike', str(tmtLike)) class MQParam: """Represents a mqpar.xml and provides methods to modify some of its parameters. """ def __init__(self, mqpar_in, exp_design=None, yaml=None, substitution_rx=r'[^\s\S]'): # no sub by default """Initialize MQParam class. mqpar_in can either be a template or a already suitable mqpar file. Args: mqpar_in: a template parameter file exp_design: a experimental design template (see MaxQuant documentation), can be None substitution_rx: a regular expression for replacements in the file names. It is applied before comparing input file names (e.g. from the exp. design) """ self.orig_mqpar = mqpar_in self.exp_design = exp_design self._root = ET.parse(mqpar_in).getroot() self.version = self._root.find('maxQuantVersion').text # regex for substitution of certain file name characters self.substitution_rx = substitution_rx self.pg_node = copy.deepcopy(self._root.find('parameterGroups')[0]) self._paramGroups = [] self.fasta_file_node = copy.deepcopy(self._root.find('fastaFiles')[0]) if yaml: self._from_yaml(yaml) def __getitem__(self, index): """Return paramGroup if indexed with integer, else try to find matching Element in XML root and return its text or None. """ try: return self._paramGroups[index] except TypeError: ret = self._root.find(index) return ret.text if ret is not None else None @staticmethod def _check_validity(design, len_infiles): """Perform some checks on the exp. design template""" design_len = len(design['Name']) # 'Name' can be None, we need at least len_infiles valid entries match = len(list(filter(lambda x: bool(x), design['Name']))) if match < len_infiles: raise Exception(' '.join(["Error parsing experimental design template:", "Found only {} matching entries".format(match), "for {} input files".format(len_infiles)])) for i in range(0, design_len): msg = "(in line " + str(i + 2) + " of experimental design) " if not design['Experiment'][i]: raise ValueError(msg + " Experiment is empty.") if design['PTM'][i].lower() not in ('true', 'false'): raise ValueError(msg + "Defines invalid PTM value, should be 'True' or 'False'.") try: int(design['Fraction'][i]) except ValueError as e: raise ValueError(msg + str(e)) def _make_exp_design(self, groups, files): """Create a dict representing an experimental design from an experimental design template and a list input files. If the experimental design template is None, create a default design with one experiment for each input file and no fractions for all files. Args: files: list of input file paths groups: list of parameter group indices Returns: dict: The (complete) experimental design template """ design = {s: [] for s in ("Name", "PTM", "Fraction", "Experiment", "paramGroup")} if not self.exp_design: design["Name"] = files design["Fraction"] = ('32767',) * len(files) design["Experiment"] = [os.path.split(f)[1] for f in files] design["PTM"] = ('False',) * len(files) design["paramGroup"] = groups else: with open(self.exp_design) as design_file: index_line = design_file.readline().strip() index = [] for i in index_line.split('\t'): if i in design: index.append(i) else: raise Exception("Invalid column index in experimental design template: {}".format(i)) for line in design_file: row = line.strip().split('\t') for e, i in zip_longest(row, index): if i == "Fraction" and not e: e = '32767' elif i == "PTM" and not e: e = 'False' design[i].append(e) # map files to names in exp. design template names = [] names_to_paths = {} # strip path and extension for f in files: b = os.path.basename(f) basename = b[:-11] if b.lower().endswith('.thermo.raw') else b.rsplit('.', maxsplit=1)[0] names_to_paths[basename] = f for name in design['Name']: # same substitution as in maxquant.xml, # when passing the element identifiers fname = re.sub(self.substitution_rx, '_', name) names.append(names_to_paths[fname] if fname in names_to_paths else None) # replace orig. file names with matching links to galaxy datasets design['Name'] = names design['paramGroup'] = groups MQParam._check_validity(design, len(files)) return design def add_infiles(self, infiles): """Add a list of raw/mzxml files to the mqpar.xml. If experimental design template was specified, modify other parameters accordingly. The files must be specified as absolute paths for maxquant to find them. Also add parameter Groups. Args: infiles: a list of infile lists. first dimension denotes the parameter group. Returns: None """ groups, files = zip(*[(num, f) for num, l in enumerate(infiles) for f in l]) self._paramGroups = [ParamGroup(self.pg_node) for i in range(len(infiles))] nodenames = ('filePaths', 'experiments', 'fractions', 'ptms', 'paramGroupIndices', 'referenceChannel') design = self._make_exp_design(groups, files) # Get parent nodes from document nodes = dict() for nodename in nodenames: node = self._root.find(nodename) if node is None: raise ValueError('Element {} not found in parameter file' .format(nodename)) nodes[nodename] = node node.clear() node.tag = nodename # Append sub-elements to nodes (one per file) for i, name in enumerate(design['Name']): if name: et_add_child(nodes['filePaths'], 'string', name) et_add_child(nodes['experiments'], 'string', design['Experiment'][i]) et_add_child(nodes['fractions'], 'short', design['Fraction'][i]) et_add_child(nodes['ptms'], 'boolean', design['PTM'][i]) et_add_child(nodes['paramGroupIndices'], 'int', design['paramGroup'][i]) et_add_child(nodes['referenceChannel'], 'string', '') def translate(self, infiles): """Map a list of given infiles to the files specified in the parameter file. Needed for the mqpar upload in galaxy. Removes the path and then tries to match the files. Args: infiles: list or tuple of the input Returns: None """ # kind of a BUG: fails if filename starts with '.' infilenames = [os.path.basename(f).split('.')[0] for f in infiles] filesNode = self._root.find('filePaths') files_from_mqpar = [e.text for e in filesNode] filesNode.clear() filesNode.tag = 'filePaths' for f in files_from_mqpar: # either windows or posix path win = ntpath.basename(f) posix = os.path.basename(f) basename = win if len(win) < len(posix) else posix basename_with_sub = re.sub(self.substitution_rx, '_', basename.split('.')[0]) # match infiles to their names in mqpar.xml, # ignore files missing in mqpar.xml if basename_with_sub in infilenames: i = infilenames.index(basename_with_sub) et_add_child(filesNode, 'string', infiles[i]) else: raise ValueError("no matching infile found for " + f) def add_fasta_files(self, files, parse_rules={}): """Add fasta file groups. Args: files: (list) of fasta file paths parseRules: (dict) the parse rules as (tag, text)-pairs Returns: None """ fasta_node = self._root.find('fastaFiles') fasta_node.clear() for f in files: fasta_node.append(copy.deepcopy(self.fasta_file_node)) fasta_node[-1].find('fastaFilePath').text = f for rule in parse_rules: fasta_node[-1].find(rule).text = parse_rules[rule] def set_simple_param(self, key, value): """Set a simple parameter. Args: key: (string) XML tag of the parameter value: the text of the parameter XML node Returns: None """ node = self._root.find(key) if node is None: raise ValueError('Element {} not found in parameter file' .format(key)) node.text = str(value) def set_list_param(self, key, values): """Set a list parameter. Args: key: (string) XML tag of the parameter values: the lit of values of the parameter XML node Returns: None """ node = self._root.find(key) if node is None: raise ValueError('Element {} not found in parameter file' .format(key)) node.clear() node.tag = key for e in values: et_add_child(node, name='string', text=e) def _from_yaml(self, conf): """Read a yaml config file. Args: conf: (string) path to the yaml conf file Returns: None """ with open(conf) as f: conf_dict = yaml.safe_load(f.read()) paramGroups = conf_dict.pop('paramGroups') self.add_infiles([pg.pop('files') for pg in paramGroups]) for i, pg in enumerate(paramGroups): silac = pg.pop('labelMods', False) if silac: self[i].set_silac(*silac) isobaricLabels = pg.pop('isobaricLabels', False) if isobaricLabels: for ibl in isobaricLabels: self[i].set_isobaric_label(*ibl) for el in ['fixedModifications', 'variableModifications', 'enzymes']: lst = pg.pop(el, None) if lst is not None: self[i].set_list_param(el, lst) for key in pg: self[i].set_simple_param(key, pg[key]) fastafiles = conf_dict.pop('fastaFiles', False) if fastafiles: self.add_fasta_files(fastafiles, parse_rules=conf_dict.pop('parseRules', {})) else: raise Exception('No fasta files provided.') for key in conf_dict: if key in ['restrictMods']: self.set_list_param(key, conf_dict[key]) else: self.set_simple_param(key, conf_dict[key]) def write(self, mqpar_out): """Write pretty formatted xml parameter file. Compose it from global parameters and parameter Groups. """ if self._paramGroups: pg_node = self._root.find('parameterGroups') pg_node.remove(pg_node[0]) for group in self._paramGroups: pg_node.append(group._root) rough_string = ET.tostring(self._root, 'utf-8', short_empty_elements=False) reparsed = minidom.parseString(rough_string) pretty = reparsed.toprettyxml(indent="\t") even_prettier = re.sub(r"\n\s+\n", r"\n", pretty) with open(mqpar_out, 'w') as f: print(even_prettier, file=f)