File: dexseq_wrapper.pl

package info (click to toggle)
trinityrnaseq 2.11.0%2Bdfsg-6
  • links: PTS, VCS
  • area: main
  • in suites: bullseye
  • size: 417,528 kB
  • sloc: perl: 48,420; cpp: 17,749; java: 12,695; python: 3,124; sh: 1,030; ansic: 983; makefile: 688; xml: 62
file content (274 lines) | stat: -rwxr-xr-x 9,042 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
#!/usr/bin/env perl

use strict;
use warnings;
use Carp;
use Getopt::Long qw(:config posix_default no_ignore_case bundling pass_through);
use lib "/usr/lib/trinityrnaseq/PerlLib";
use Pipeliner;
use File::Basename;

my $CPU = 2;

my $top_genes_plot = 50;

my $usage = <<__EOUSAGE__;

#################################################################
#
#  Required:
#
#  --genes_fasta <string>     Trinity genes fasta files
#
#  --genes_gtf <string>       Trinity genes gtf file
#
#  --samples_file <string>            Trinity samples file
#
#  --aligner <string>         aligner to use: STAR|HISAT2
#
#  Optional:
#
#  --out_prefix <string>             default: 'dexseq'
#
#  --SS_lib_type <string>            strand-specific library type 'RF|FR|R|F'
#
#  --CPU <int>                       default: $CPU
#
#  --top_genes_plot <int>            default: $top_genes_plot
# 
################################################################


__EOUSAGE__

    ;

#  --aligner <string>                hisat2|gsnap|STAR


my $help_flag;
my $genes_fasta_file;
my $genes_gtf_file;
my $samples_file;
my $out_prefix = "dexseq";
my $aligner;
my $SS_lib_type = "";

&GetOptions ( 'h' => \$help_flag,
              'genes_fasta=s' => \$genes_fasta_file,
              'genes_gtf=s' => \$genes_gtf_file,
              'samples_file=s' => \$samples_file,
              'out_prefix=s' => \$out_prefix,
              'CPU=i' => \$CPU,
              'aligner=s' => \$aligner,
              'SS_lib_type=s' => \$SS_lib_type,
              'top_genes_plot=i' => \$top_genes_plot,
              
    );


if ($help_flag) {
    die $usage;
}

unless ($genes_fasta_file && $genes_gtf_file && $samples_file && $aligner) {
    die $usage;
}
unless ($aligner =~ /^(STAR|HISAT2)$/i) {
    die "Error, dont recognize aligner [$aligner]";
}

$aligner = lc $aligner;

my $TRINITY_HOME = "/usr/lib/trinityrnaseq";

main: {

    my @samples_info = &parse_samples_file($samples_file);

    my $pipeliner = new Pipeliner(-verbose => 2);

    
    my $chkpts_dir = "dexseq_chkpts";
    unless(-d $chkpts_dir) {
        mkdir $chkpts_dir or die "Error, cannot mkdir $chkpts_dir";
    }
    
    my $analysis_token = "$chkpts_dir/" . basename($genes_gtf_file) . ".$aligner";
    
    ## flatten the gtf file
    my $cmd = "$TRINITY_HOME/trinity-plugins/DEXseq_util/dexseq_prepare_annotation.py $genes_gtf_file $genes_gtf_file.dexseq.gff";
    $pipeliner->add_commands(new Command($cmd, "$chkpts_dir/" . basename($genes_gtf_file) . ".flatten_gtf.ok"));

    if ($aligner =~ /HISAT2/i) {
        $cmd = "$TRINITY_HOME/util/misc/run_HISAT2_via_samples_file.pl --genome $genes_fasta_file --gtf $genes_gtf_file --samples_file $samples_file --CPU $CPU --nameSorted ";
        $pipeliner->add_commands(new Command($cmd, "$analysis_token.align.ok"));
        
        $pipeliner->run();
    }
    elsif ($aligner =~ /STAR/i) {
        $cmd = "$TRINITY_HOME/util/misc/run_STAR_via_samples_file.pl --genome $genes_fasta_file --gtf $genes_gtf_file --samples_file $samples_file --CPU $CPU --nameSorted ";
        $pipeliner->add_commands(new Command($cmd, "$analysis_token.align.ok"));
        $pipeliner->run();
    }
    else {
        die "Error, dont recognize aligner: $aligner";
    }

    my $genes_file_basename = basename($genes_fasta_file);
    
    my @counts_files;
    ## process each of the replicates
    foreach my $sample_info_aref (@samples_info) {
        my ($condition, $replicate, $left_fq, $right_fq) = @$sample_info_aref;
        
        my $bam_file = "$replicate.nSorted.__METHOD__.__GENES__.bam";
        $bam_file =~ s/__METHOD__/$aligner/;
        $bam_file =~ s/__GENES__/$genes_file_basename/;
        
        unless (-s $bam_file) {
            die "Error, cannot locate bam file: $bam_file";
        }
        
        # quant
        my $cmd = "featureCounts -T $CPU ";



        # paired or unpaired:
        if ($right_fq) {
            $cmd .= " -p -B ";
        }

        ## strand-specific options:
        if ($SS_lib_type) {
            if ($SS_lib_type =~ /^F/) {
                $cmd .= " -s 1";
            }
            elsif ($SS_lib_type =~ /^R/) {
                $cmd .= " -s 2";
            }
            else {
                die "Error, not recognizing strand-specific lib type [$SS_lib_type]";
            }
        }
        else {
            # unstranded by default
        }
        
        $cmd .= " -O --fraction -M -t exonic_part -g exonic_gene_part_number -a $genes_gtf_file.dexseq.gff -f -o $bam_file.fc  $bam_file";
        
        $pipeliner->add_commands(new Command($cmd, "$analysis_token.$bam_file.fc.ok"));

        
        $pipeliner->add_commands(new Command("/usr/lib/trinityrnaseq/Analysis/SuperTranscripts/DTU/util/reformat_featureCounts.pl $bam_file.fc > $bam_file.counts",
                                             "$analysis_token.$bam_file.counts.ok"));
        
        push (@counts_files, "$bam_file.counts");
        
    }
    
    #############
    ## run DEXseq
    
    # first write a samples table
    my $samples_table_file = "$out_prefix.sample_table";
    {
        open (my $ofh, ">$samples_table_file") or die "Error, cannot write to $samples_table_file";
        
        print $ofh "\t" . join("\t", "condition", "counts_filename") . "\n";
        for (my $i = 0; $i <= $#samples_info; $i++) {
            my $sample_info_aref = $samples_info[$i];
            my ($condition, $replicate_name, $left_fq, $right_fq) = @$sample_info_aref;
            my $counts_file = $counts_files[$i];

            print $ofh join("\t", $replicate_name, $condition, $counts_file) . "\n";
        }

        close $ofh;
    }
    
    my $dexseq_rscript = "$out_prefix.dexseq.Rscript";
    if ($out_prefix !~ /dexseq/i) {
        $out_prefix .= ".dexseq";
    }
    
    {
        
        open (my $ofh, ">$dexseq_rscript") or die "Error, cannot write to $dexseq_rscript";
        print $ofh "library(DEXSeq)\n";
        print $ofh "samples_info = read.table(\"$samples_table_file\", header=T, row.names=1)\n";
        print $ofh "dxd = DEXSeqDataSetFromHTSeq(as.vector(samples_info\$counts_filename), sampleData=samples_info, design = ~ sample + exon + condition:exon, flattenedfile=\"$genes_gtf_file.dexseq.gff\")\n";
        print $ofh "dxd = estimateSizeFactors( dxd )\n";
        print $ofh "dxd = estimateDispersions( dxd )\n";
        print $ofh "plotDispEsts( dxd )\n";
        print $ofh "dxd = testForDEU( dxd )\n";
        print $ofh "dxd = estimateExonFoldChanges( dxd, fitExpToVar=\"condition\")\n";
        print $ofh "dxr1 = DEXSeqResults( dxd )\n";
        print $ofh "dxr1.sorted = dxr1[order(dxr1\$padj),]\n";
        print $ofh "save(list = ls(all=TRUE), file = \"$out_prefix.Rdata\")\n";
        print $ofh "write.table(dxr1.sorted, file=\"$out_prefix.results.dat\", quote=F, sep=\"\t\")\n";
        
        print $ofh "pdf(\"$out_prefix.pdf\")\n";
        
        print $ofh "top_genes = unique(dxr1.sorted\$groupID[dxr1.sorted\$padj < 0.1 & ! is.na(dxr1.sorted\$padj)])\n";
        print $ofh "top_genes = top_genes[1:min($top_genes_plot, length(top_genes))]\n";
        print $ofh "message(\"Top $top_genes_plot genes: (\", paste(top_genes, collapse=','), \")\")\n"; 
        print $ofh "for (gene in top_genes) { \n"
            . "    plotDEXSeq( dxr1 , gene, legend=TRUE, cex.axis=1.2, cex=1.3, lwd=2 , expression=FALSE, norCounts=TRUE, splicing=TRUE, displayTranscripts=TRUE)\n"
            . "}\n";
                        
        #print $ofh "plotMA( dxr1, cex=0.8 )\n";
        close $ofh;
        
    }
    
    $cmd = "R --no-save --no-restore --no-site-file --no-init-file -q < $dexseq_rscript";
    $pipeliner->add_commands(new Command($cmd, "$analysis_token.dexseq.$top_genes_plot.ok"));
    
    $pipeliner->run();

    
}

####
sub parse_samples_file {
    my ($samples_file) = @_;

    my @samples_info;

    my %seen;
    
    open (my $fh, $samples_file) or die "Error, cannot open file: $samples_file";
    while (<$fh>) {
        if (/^\#/) { next; }
        unless (/\w/) { next; }
        chomp;
        my $line = $_;
        my @x = split(/\s+/);
        my $condition = $x[0];
        my $replicate = $x[1];
        my $left_fq = $x[2];
        my $right_fq = $x[3]; # only if paired-end

        unless ($left_fq) {
            die "Error, cannot find required fields in sample file line: $line";
        }
        unless (-s $left_fq) {
            die "Error, cannot locate left_fq: $left_fq as specified in samples file line: $line ";
        }
        if ($right_fq && ! -s $right_fq) {
            die "Error, cannot locate right_fq: $right_fq as specified in samples file line: $line";
        }
        
        if ($seen{$replicate}) {
            die "Error, replicate name: [$replicate] must be unique among all replicate names.  Please update your samples file";
        }
        $seen{$replicate} = 1;
        
        push (@samples_info, [$condition, $replicate, $left_fq, $right_fq]);
    }
    close $fh;

    return(@samples_info);
}