Mercurial > repos > miller-lab > genome_diversity
diff pca.py @ 17:a3af29edcce2
Uploaded Miller Lab Devshed version a51c894f5bed
author | miller-lab |
---|---|
date | Fri, 28 Sep 2012 11:57:18 -0400 |
parents | 2c498d40ecde |
children | 248b06e86022 |
line wrap: on
line diff
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/pca.py Fri Sep 28 11:57:18 2012 -0400 @@ -0,0 +1,258 @@ +#!/usr/bin/env python + +import errno +import os +import shutil +import subprocess +import sys +from BeautifulSoup import BeautifulSoup +import gd_composite + +################################################################################ + +def mkdir_p(path): + try: + os.makedirs(path) + except OSError, e: + if e.errno <> errno.EEXIST: + raise + +################################################################################ + +def run_program(prog, args, stdout_file=None): + #print "args: ", ' '.join(args) + p = subprocess.Popen(args, bufsize=-1, executable=prog, stdin=None, stdout=subprocess.PIPE, stderr=subprocess.PIPE) + (stdoutdata, stderrdata) = p.communicate() + rc = p.returncode + + if stdout_file is not None: + with open(stdout_file, 'w') as ofh: + print >> ofh, stdoutdata + + if rc != 0: + print >> sys.stderr, "FAILED: rc={0}: {1}".format(rc, ' '.join(args)) + print >> sys.stderr, stderrdata + sys.exit(1) + +################################################################################ + +def do_ped2geno(input, output): + lines = [] + with open(input) as fh: + for line in fh: + line = line.rstrip('\r\n') + lines.append(line.split()) + + pair_map = { + '0':{ '0':'9', '1':'9', '2':'9' }, + '1':{ '0':'1', '1':'2', '2':'1' }, + '2':{ '0':'1', '1':'1', '2':'0' } + } + with open(output, 'w') as ofh: + for a_idx in xrange(6, len(lines[0]), 2): + b_idx = a_idx + 1 + print >> ofh, ''.join(map(lambda line: pair_map[line[a_idx]][line[b_idx]], lines)) + +def do_map2snp(input, output): + with open(output, 'w') as ofh: + with open(input) as fh: + for line in fh: + elems = line.split() + print >> ofh, ' {0} 11 0.002 2000 A T'.format(elems[1]) + +def make_ind_file(ind_file, input): + pops = [] + + ofh = open(ind_file, 'w') + + with open(input) as fh: + soup = BeautifulSoup(fh) + misc = soup.find('div', {'id': 'gd_misc'}) + populations = misc('ul')[0] + + i = 0 + for entry in populations: + if i % 2 == 1: + population_name = entry.contents[0].encode('utf8').strip().replace(' ', '_') + pops.append(population_name) + individuals = entry.ol('li') + for individual in individuals: + individual_name = individual.string.encode('utf8').strip() + print >> ofh, individual_name, 'M', population_name + i += 1 + + ofh.close() + return pops + +def make_par_file(par_file, geno_file, snp_file, ind_file, evec_file, eval_file): + with open(par_file, 'w') as fh: + print >> fh, 'genotypename: {0}'.format(geno_file) + print >> fh, 'snpname: {0}'.format(snp_file) + print >> fh, 'indivname: {0}'.format(ind_file) + print >> fh, 'evecoutname: {0}'.format(evec_file) + print >> fh, 'evaloutname: {0}'.format(eval_file) + print >> fh, 'altnormstyle: NO' + print >> fh, 'numoutevec: 2' + +def do_smartpca(par_file): + prog = 'smartpca' + + args = [ prog ] + args.append('-p') + args.append(par_file) + + #print "args: ", ' '.join(args) + p = subprocess.Popen(args, bufsize=-1, stdin=None, stdout=subprocess.PIPE, stderr=sys.stderr) + (stdoutdata, stderrdata) = p.communicate() + rc = p.returncode + + if rc != 0: + print >> sys.stderr, "FAILED: rc={0}: {1}".format(rc, ' '.join(args)) + print >> sys.stderr, stderrdata + sys.exit(1) + + stats = [] + + save_line = False + for line in stdoutdata.split('\n'): + if line.startswith(('## Average divergence', '## Anova statistics', '## Statistical significance')): + stats.append('') + save_line = True + if line.strip() == '': + save_line = False + if save_line: + stats.append(line) + + return '\n'.join(stats[1:]) + +def do_ploteig(evec_file, population_names): + prog = 'gd_ploteig' + + args = [ prog ] + args.append('-i') + args.append(evec_file) + args.append('-c') + args.append('1:2') + args.append('-p') + args.append(':'.join(population_names)) + args.append('-x') + + run_program(None, args) + +def do_eval2pct(eval_file, explained_file): + prog = 'eval2pct' + + args = [ prog ] + args.append(eval_file) + + with open(explained_file, 'w') as ofh: + #print "args:", ' '.join(args) + p = subprocess.Popen(args, bufsize=-1, stdin=None, stdout=ofh, stderr=subprocess.PIPE) + (stdoutdata, stderrdata) = p.communicate() + rc = p.returncode + + if rc != 0: + print >> sys.stderr, "FAILED: rc={0}: {1}".format(rc, ' '.join(args)) + print >> sys.stderr, stderrdata + sys.exit(1) + +def do_coords2admix(coords_file): + prog = 'coords2admix' + + args = [ prog ] + args.append(coords_file) + + with open('fake', 'w') as ofh: + #print "args:", ' '.join(args) + p = subprocess.Popen(args, bufsize=-1, stdin=None, stdout=ofh, stderr=subprocess.PIPE) + (stdoutdata, stderrdata) = p.communicate() + rc = p.returncode + + if rc != 0: + print >> sys.stderr, "FAILED: rc={0}: {1}".format(rc, ' '.join(args)) + print >> sys.stderr, stderrdata + sys.exit(1) + + shutil.copy2('fake', coords_file) + +################################################################################ + +if len(sys.argv) != 5: + print "usage" + sys.exit(1) + +input, input_files_path, output, output_files_path = sys.argv[1:5] + +mkdir_p(output_files_path) + +ped_file = os.path.join(input_files_path, 'admix.ped') +geno_file = os.path.join(output_files_path, 'admix.geno') +do_ped2geno(ped_file, geno_file) + +map_file = os.path.join(input_files_path, 'admix.map') +snp_file = os.path.join(output_files_path, 'admix.snp') +do_map2snp(map_file, snp_file) + +ind_file = os.path.join(output_files_path, 'admix.ind') +population_names = make_ind_file(ind_file, input) + +par_file = os.path.join(output_files_path, 'par.admix') +evec_file = os.path.join(output_files_path, 'coordinates.txt') +eval_file = os.path.join(output_files_path, 'admix.eval') +make_par_file(par_file, geno_file, snp_file, ind_file, evec_file, eval_file) + +smartpca_stats = do_smartpca(par_file) + +do_ploteig(evec_file, population_names) +plot_file = 'coordinates.txt.1:2.{0}.pdf'.format(':'.join(population_names)) +output_plot_file = os.path.join(output_files_path, 'PCA.pdf') +shutil.copy2(plot_file, output_plot_file) +os.unlink(plot_file) + +do_eval2pct(eval_file, os.path.join(output_files_path, 'explained.txt')) +os.unlink(eval_file) + +do_coords2admix(evec_file) + +################################################################################ + +info_page = gd_composite.InfoPage() +info_page.set_title('PCA Galaxy Composite Dataset') + +display_file = gd_composite.DisplayFile() +display_value = gd_composite.DisplayValue() + +out_pdf = gd_composite.Parameter(name='PCA.pdf', value='PCA.pdf', display_type=display_file) +out_evec = gd_composite.Parameter(name='coordinates.txt', value='coordinates.txt', display_type=display_file) +out_explained = gd_composite.Parameter(name='explained.txt', value='explained.txt', display_type=display_file) + +evec_prefix = 'coordinates.txt.1:2.{0}'.format(':'.join(population_names)) +ps_file = '{0}.ps'.format(evec_prefix) +xtxt_file = '{0}.xtxt'.format(evec_prefix) + +os.unlink(os.path.join(output_files_path, ps_file)) +os.unlink(os.path.join(output_files_path, xtxt_file)) + +info_page.add_output_parameter(out_pdf) +info_page.add_output_parameter(out_evec) +info_page.add_output_parameter(out_explained) + +in_admix = gd_composite.Parameter(name='par.admix', value='par.admix', display_type=display_file) +in_geno = gd_composite.Parameter(name='admix.geno', value='admix.geno', display_type=display_file) +in_snp = gd_composite.Parameter(name='admix.snp', value='admix.snp', display_type=display_file) +in_ind = gd_composite.Parameter(name='admix.ind', value='admix.ind', display_type=display_file) + +info_page.add_input_parameter(in_admix) +info_page.add_input_parameter(in_geno) +info_page.add_input_parameter(in_snp) +info_page.add_input_parameter(in_ind) + +misc_stats = gd_composite.Parameter(description='Stats<p/><pre>\n{0}\n</pre>'.format(smartpca_stats), display_type=display_value) + +info_page.add_misc(misc_stats) + +with open (output, 'w') as ofh: + print >> ofh, info_page.render() + +sys.exit(0) +