We’re getting some new flounder RNA-seq data, so I’m playing with Trinity/Trinotate to make sure that it all works.

I picked up some sample data from the Trinity github page at

https://github.com/trinityrnaseq/trinityrnaseq/tree/master/sample_data/test_DATA

setwd("~/Documents/Trinity-Test")
files <- list.files(pattern = "*.fq")
files
[1] "Sp_ds.10k.left.fq"  "Sp_ds.10k.right.fq"

The data files are very small, 1.8mb a piece, so they should hopefully be very quick

I’ll be following the example from here:

ftp://ftp.broadinstitute.org/pub/users/bhaas/rnaseq_workshop/rnaseq_workshop_2014/Trinity_workshop_activities.pdf

It looks like, from this, we jump directly in to Trinity

system(paste0("Trinity --seqType fq --left ", files[1], " --right ", files[2], " --CPU 8 --trimmomatic --max_memory 20G"))
Left read files: $VAR1 = [
          'Sp_ds.10k.left.fq'
        ];
Right read files: $VAR1 = [
          'Sp_ds.10k.right.fq'
        ];
Trinity version: Trinity-v2.4.0
-currently using the latest production release of Trinity.

Friday, March 31, 2017: 11:33:06    CMD: java -Xmx64m -XX:ParallelGCThreads=2 -jar /home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/ExitTester.jar 0
Friday, March 31, 2017: 11:33:06    CMD: java -Xmx64m -XX:ParallelGCThreads=2 -jar /home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/ExitTester.jar 1
Friday, March 31, 2017: 11:33:06    CMD: mkdir -p /home/sean/Documents/Trinity-Test/trinity_out_dir
Friday, March 31, 2017: 11:33:06    CMD: mkdir -p /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis


----------------------------------------------------------------------------------
-------------- Trinity Phase 1: Clustering of RNA-Seq Reads  ---------------------
----------------------------------------------------------------------------------

---------------------------------------------------------------
------ Quality Trimming Via Trimmomatic  ---------------------
<< ILLUMINACLIP:/home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/Trimmomatic/adapters/TruSeq3-PE.fa:2:30:10 SLIDINGWINDOW:4:5 LEADING:5 TRAILING:5 MINLEN:25 >>
---------------------------------------------------------------


## Running Trimmomatic on read files: /home/sean/Documents/Trinity-Test/Sp_ds.10k.left.fq, /home/sean/Documents/Trinity-Test/Sp_ds.10k.right.fq
Friday, March 31, 2017: 11:33:06    CMD: java -jar /home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/Trimmomatic/trimmomatic.jar PE -threads 8 -phred33  /home/sean/Documents/Trinity-Test/Sp_ds.10k.left.fq /home/sean/Documents/Trinity-Test/Sp_ds.10k.right.fq  Sp_ds.10k.left.fq.P.qtrim Sp_ds.10k.left.fq.U.qtrim  Sp_ds.10k.right.fq.P.qtrim Sp_ds.10k.right.fq.U.qtrim  ILLUMINACLIP:/home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/Trimmomatic/adapters/TruSeq3-PE.fa:2:30:10 SLIDINGWINDOW:4:5 LEADING:5 TRAILING:5 MINLEN:25 
TrimmomaticPE: Started with arguments:
 -threads 8 -phred33 /home/sean/Documents/Trinity-Test/Sp_ds.10k.left.fq /home/sean/Documents/Trinity-Test/Sp_ds.10k.right.fq Sp_ds.10k.left.fq.P.qtrim Sp_ds.10k.left.fq.U.qtrim Sp_ds.10k.right.fq.P.qtrim Sp_ds.10k.right.fq.U.qtrim ILLUMINACLIP:/home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/Trimmomatic/adapters/TruSeq3-PE.fa:2:30:10 SLIDINGWINDOW:4:5 LEADING:5 TRAILING:5 MINLEN:25
Using PrefixPair: 'TACACTCTTTCCCTACACGACGCTCTTCCGATCT' and 'GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCT'
ILLUMINACLIP: Using 1 prefix pairs, 0 forward/reverse sequences, 0 forward only sequences, 0 reverse only sequences
Input Read Pairs: 10000 Both Surviving: 9543 (95.43%) Forward Only Surviving: 104 (1.04%) Reverse Only Surviving: 182 (1.82%) Dropped: 171 (1.71%)
TrimmomaticPE: Completed successfully
Friday, March 31, 2017: 11:33:06    CMD: cp Sp_ds.10k.left.fq.P.qtrim Sp_ds.10k.left.fq.PwU.qtrim.fq
Friday, March 31, 2017: 11:33:06    CMD: cp Sp_ds.10k.right.fq.P.qtrim Sp_ds.10k.right.fq.PwU.qtrim.fq
Friday, March 31, 2017: 11:33:06    CMD: touch trimmomatic.ok
Friday, March 31, 2017: 11:33:06    CMD: gzip Sp_ds.10k.left.fq.P.qtrim Sp_ds.10k.left.fq.U.qtrim Sp_ds.10k.right.fq.P.qtrim Sp_ds.10k.right.fq.U.qtrim &
---------------------------------------------------------------
------------ In silico Read Normalization ---------------------
-- (Removing Excess Reads Beyond 50 Coverage --
---------------------------------------------------------------

# running normalization on reads: $VAR1 = [
          [
            'Sp_ds.10k.left.fq.PwU.qtrim.fq'
          ],
          [
            'Sp_ds.10k.right.fq.PwU.qtrim.fq'
          ]
        ];


Friday, March 31, 2017: 11:33:06    CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/insilico_read_normalization.pl --seqType fq --JM 20G  --max_cov 50 --CPU 8 --output /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization   --max_pct_stdev 10000  --left Sp_ds.10k.left.fq.PwU.qtrim.fq --right Sp_ds.10k.right.fq.PwU.qtrim.fq --pairs_together --PARALLEL_STATS  
Converting input files. (both directions in parallel)CMD: seqtk-trinity seq -A /home/sean/Documents/Trinity-Test/trinity_out_dir/Sp_ds.10k.left.fq.PwU.qtrim.fq >> left.fa
CMD: seqtk-trinity seq -A /home/sean/Documents/Trinity-Test/trinity_out_dir/Sp_ds.10k.right.fq.PwU.qtrim.fq >> right.fa
CMD finished (0 seconds)
CMD finished (0 seconds)
CMD: touch left.fa.ok
CMD finished (0 seconds)
CMD: touch right.fa.ok
CMD finished (0 seconds)
Done converting input files.CMD: cat left.fa right.fa > both.fa
CMD finished (0 seconds)
CMD: touch both.fa.ok
-------------------------------------------
----------- Jellyfish  --------------------
-- (building a k-mer catalog from reads) --
-------------------------------------------

CMD finished (0 seconds)
CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/..//trinity-plugins/jellyfish/bin/jellyfish count -t 8 -m 25 -s 100000000  --canonical  both.fa
CMD finished (1 seconds)
CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/..//trinity-plugins/jellyfish/bin/jellyfish histo -t 8 -o jellyfish.K25.min2.kmers.fa.histo mer_counts.jf
CMD finished (0 seconds)
CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/..//trinity-plugins/jellyfish/bin/jellyfish dump -L 2 mer_counts.jf > jellyfish.K25.min2.kmers.fa
CMD finished (0 seconds)
CMD: touch jellyfish.K25.min2.kmers.fa.success
CMD finished (0 seconds)
CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/..//Inchworm/bin/fastaToKmerCoverageStats --reads left.fa --kmers jellyfish.K25.min2.kmers.fa --kmer_size 25  --num_threads 8  --DS  > left.fa.K25.stats
CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/..//Inchworm/bin/fastaToKmerCoverageStats --reads right.fa --kmers jellyfish.K25.min2.kmers.fa --kmer_size 25  --num_threads 8  --DS  > right.fa.K25.stats
-reading Kmer occurrences...-reading Kmer occurrences...


 done parsing 116588 Kmers, 116588 added, taking 1 seconds.

 done parsing 116588 Kmers, 116588 added, taking 1 seconds.
STATS_GENERATION_TIME: 0 seconds.
CMD finished (1 seconds)
STATS_GENERATION_TIME: 0 seconds.
CMD finished (1 seconds)
CMD: touch left.fa.K25.stats.ok
CMD finished (0 seconds)
CMD: touch right.fa.K25.stats.ok
-sorting each stats file by read name.
CMD finished (0 seconds)
CMD: /usr/bin/sort --parallel=8 -k5,5 -T . -S 10G left.fa.K25.stats > left.fa.K25.stats.sort
CMD: /usr/bin/sort --parallel=8 -k5,5 -T . -S 10G right.fa.K25.stats > right.fa.K25.stats.sort
CMD finished (0 seconds)
CMD finished (0 seconds)
CMD: touch left.fa.K25.stats.sort.ok
CMD finished (0 seconds)
CMD: touch right.fa.K25.stats.sort.ok
CMD finished (0 seconds)
CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/..//util/support_scripts//nbkc_merge_left_right_stats.pl --left left.fa.K25.stats.sort --right right.fa.K25.stats.sort --sorted > pairs.K25.stats
-opening left.fa.K25.stats.sort
-opening right.fa.K25.stats.sort
-done opening files.
CMD finished (0 seconds)
CMD: touch pairs.K25.stats.ok
CMD finished (0 seconds)
CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/..//util/support_scripts//nbkc_normalize.pl pairs.K25.stats 50 10000 > pairs.K25.stats.C50.pctSD10000.accs
9543 / 9543 = 100.00% reads selected during normalization.
0 / 9543 = 0.00% reads discarded as likely aberrant based on coverage profiles.
0 / 9543 = 0.00% reads missing kmer coverage (N chars included?).
CMD finished (0 seconds)
CMD: touch pairs.K25.stats.C50.pctSD10000.accs.ok
CMD finished (0 seconds)
CMD: touch /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/Sp_ds.10k.left.fq.PwU.qtrim.fq.normalized_K25_C50_pctSD10000.fq.ok
CMD finished (0 seconds)
CMD: touch /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/Sp_ds.10k.right.fq.PwU.qtrim.fq.normalized_K25_C50_pctSD10000.fq.ok
CMD finished (0 seconds)
CMD: ln -sf /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/Sp_ds.10k.left.fq.PwU.qtrim.fq.normalized_K25_C50_pctSD10000.fq left.norm.fq
CMD finished (0 seconds)
CMD: ln -sf /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/Sp_ds.10k.right.fq.PwU.qtrim.fq.normalized_K25_C50_pctSD10000.fq right.norm.fq
-removing tmp dir /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/tmp_normalized_reads
CMD finished (0 seconds)


Normalization complete. See outputs: 
    /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/Sp_ds.10k.left.fq.PwU.qtrim.fq.normalized_K25_C50_pctSD10000.fq
    /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/Sp_ds.10k.right.fq.PwU.qtrim.fq.normalized_K25_C50_pctSD10000.fq
Friday, March 31, 2017: 11:33:08    CMD: touch /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/normalization.ok
Converting input files. (in parallel)Friday, March 31, 2017: 11:33:08   CMD: cat /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/left.norm.fq | seqtk-trinity seq -A - >> left.fa
Friday, March 31, 2017: 11:33:08    CMD: cat /home/sean/Documents/Trinity-Test/trinity_out_dir/insilico_read_normalization/right.norm.fq | seqtk-trinity seq -A - >> right.fa
Friday, March 31, 2017: 11:33:08    CMD: touch left.fa.ok
Friday, March 31, 2017: 11:33:08    CMD: touch right.fa.ok
Friday, March 31, 2017: 11:33:08    CMD: touch left.fa.ok right.fa.ok
Friday, March 31, 2017: 11:33:08    CMD: cat left.fa right.fa > /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa
Friday, March 31, 2017: 11:33:08    CMD: touch /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa.ok
-------------------------------------------
----------- Jellyfish  --------------------
-- (building a k-mer catalog from reads) --
-------------------------------------------

* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/jellyfish/bin/jellyfish count -t 8 -m 25 -s 100000000  --canonical  /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/jellyfish/bin/jellyfish dump -L 1 mer_counts.jf > jellyfish.kmers.fa
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/jellyfish/bin/jellyfish histo -t 8 -o jellyfish.kmers.fa.histo mer_counts.jf
----------------------------------------------
--------------- Inchworm ---------------------
-- (Linear contig construction from k-mers) --
----------------------------------------------

* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/Inchworm/bin//inchworm --kmers jellyfish.kmers.fa --run_inchworm -K 25 -L 25 --monitor 1   --DS  --num_threads 6  --PARALLEL_IWORM  > /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa.tmp
* Running CMD: mv /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa.tmp /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa
Friday, March 31, 2017: 11:33:11    CMD: touch /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa.finished
--------------------------------------------------------
-------------------- Chrysalis -------------------------
-- (Contig Clustering & de Bruijn Graph Construction) --
--------------------------------------------------------

inchworm_target: /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa
bowite_reads_fa: /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa
chrysalis_reads_fa: /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/filter_iworm_by_min_length_or_cov.pl /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa 100 10 > /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/inchworm.K25.L25.DS.fa.min100
* Running CMD: bowtie2-build -o 3 /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/inchworm.K25.L25.DS.fa.min100 /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/inchworm.K25.L25.DS.fa.min100 1>/dev/null
* Running CMD: bash -c " set -o pipefail;bowtie2 --local -k 2 --threads 8 -f --score-min G,46,0 -x /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/inchworm.K25.L25.DS.fa.min100 /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa  | samtools view -@ 8 -F4 -Sb - | samtools sort -m 1342177280 -@ 8 -no - - > /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/iworm.bowtie.nameSorted.bam" 
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/scaffold_iworm_contigs.pl /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/iworm.bowtie.nameSorted.bam /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa > /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/iworm_scaffolds.txt
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/Chrysalis/GraphFromFasta -i /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa -r /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa -min_contig_length 200 -min_glue 2 -glue_factor 0.05 -min_iso_ratio 0.05 -t 8 -k 24 -kk 48  -scaffolding /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/iworm_scaffolds.txt  > /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/iworm_cluster_welds_graph.txt
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/Chrysalis/BubbleUpClustering -i /home/sean/Documents/Trinity-Test/trinity_out_dir/inchworm.K25.L25.DS.fa  -weld_graph /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/iworm_cluster_welds_graph.txt -min_contig_length 200  > /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/GraphFromIwormFasta.out
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/Chrysalis/CreateIwormFastaBundle -i /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/GraphFromIwormFasta.out -o /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/bundled_iworm_contigs.fasta -min 200
* Running CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/Chrysalis/ReadsToTranscripts -i /home/sean/Documents/Trinity-Test/trinity_out_dir/both.fa -f /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/bundled_iworm_contigs.fasta -o /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/readsToComponents.out -t 8 -max_mem_reads 50000000 
* Running CMD: /usr/bin/sort --parallel=8 -T . -S 20G -k 1,1n /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/readsToComponents.out > /home/sean/Documents/Trinity-Test/trinity_out_dir/chrysalis/readsToComponents.out.sort
Friday, March 31, 2017: 11:33:14    CMD: mkdir -p read_partitions/Fb_0/CBin_0
Friday, March 31, 2017: 11:33:14    CMD: mkdir -p read_partitions/Fb_0/CBin_1
Friday, March 31, 2017: 11:33:14    CMD: touch partitioned_reads.files.list.ok
Friday, March 31, 2017: 11:33:14    CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/write_partitioned_trinity_cmds.pl --reads_list_file partitioned_reads.files.list --CPU 1 --max_memory 1G  --run_as_paired  --seqType fa --trinity_complete --full_cleanup  > recursive_trinity.cmds
Friday, March 31, 2017: 11:33:14    CMD: touch recursive_trinity.cmds.ok
Friday, March 31, 2017: 11:33:14    CMD: touch recursive_trinity.cmds.ok


--------------------------------------------------------------------------------
------------ Trinity Phase 2: Assembling Clusters of Reads ---------------------
--------------------------------------------------------------------------------

Friday, March 31, 2017: 11:33:14    CMD: /home/shared/trinityrnaseq-Trinity-v2.4.0/trinity-plugins/parafly/bin/ParaFly -c recursive_trinity.cmds -CPU 8 -v 
Number of Commands: 159

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succeeded(120)   75.4717% completed.    
succeeded(121)   76.1006% completed.    
succeeded(122)   76.7296% completed.    
succeeded(123)   77.3585% completed.    
succeeded(124)   77.9874% completed.    
succeeded(125)   78.6163% completed.    
succeeded(126)   79.2453% completed.    
succeeded(127)   79.8742% completed.    
succeeded(128)   80.5031% completed.    
succeeded(129)   81.1321% completed.    
succeeded(130)   81.761% completed.    
succeeded(131)   82.3899% completed.    
succeeded(132)   83.0189% completed.    
succeeded(133)   83.6478% completed.    
succeeded(134)   84.2767% completed.    
succeeded(135)   84.9057% completed.    
succeeded(136)   85.5346% completed.    
succeeded(137)   86.1635% completed.    
succeeded(138)   86.7924% completed.    
succeeded(139)   87.4214% completed.    
succeeded(140)   88.0503% completed.    
succeeded(141)   88.6792% completed.    
succeeded(142)   89.3082% completed.    
succeeded(143)   89.9371% completed.    
succeeded(144)   90.566% completed.    
succeeded(145)   91.195% completed.    
succeeded(146)   91.8239% completed.    
succeeded(147)   92.4528% completed.    
succeeded(148)   93.0818% completed.    
succeeded(149)   93.7107% completed.    
succeeded(150)   94.3396% completed.    
succeeded(151)   94.9686% completed.    
succeeded(152)   95.5975% completed.    
succeeded(153)   96.2264% completed.    
succeeded(154)   96.8553% completed.    
succeeded(155)   97.4843% completed.    
succeeded(156)   98.1132% completed.    
succeeded(157)   98.7421% completed.    
succeeded(158)   99.3711% completed.    
succeeded(159)   100% completed.    

All commands completed successfully. :-)



** Harvesting all assembled transcripts into a single multi-fasta file...

Friday, March 31, 2017: 11:33:51    CMD: find read_partitions/  -name '*inity.fasta'  | /home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/partitioned_trinity_aggregator.pl TRINITY_DN > Trinity.fasta.tmp


###################################################################
Butterfly assemblies are written to /home/sean/Documents/Trinity-Test/trinity_out_dir/Trinity.fasta
###################################################################

Wow, less than a minute to finish. Why can’t everything be that fast?

setwd("~/Documents/Trinity-Test/trinity_out_dir")
list.files(pattern = "*")
 [1] "both.fa"                          "both.fa.ok"                       "both.fa.read_count"              
 [4] "chrysalis"                        "inchworm.K25.L25.DS.fa"           "inchworm.K25.L25.DS.fa.finished" 
 [7] "inchworm.kmer_count"              "insilico_read_normalization"      "jellyfish.kmers.fa"              
[10] "jellyfish.kmers.fa.histo"         "left.fa.ok"                       "partitioned_reads.files.list"    
[13] "partitioned_reads.files.list.ok"  "pipeliner.4911.cmds"              "read_partitions"                 
[16] "recursive_trinity.cmds"           "recursive_trinity.cmds.completed" "recursive_trinity.cmds.ok"       
[19] "right.fa.ok"                      "scaffolding_entries.sam"          "Sp_ds.10k.left.fq.P.qtrim.gz"    
[22] "Sp_ds.10k.left.fq.PwU.qtrim.fq"   "Sp_ds.10k.left.fq.U.qtrim.gz"     "Sp_ds.10k.right.fq.P.qtrim.gz"   
[25] "Sp_ds.10k.right.fq.PwU.qtrim.fq"  "Sp_ds.10k.right.fq.U.qtrim.gz"    "trimmomatic.ok"                  
[28] "Trinity.fasta"                    "Trinity.timing"                  
system("head Trinity.fasta")
>TRINITY_DN116_c0_g1_i1 len=205 path=[1217:0-204] [-1, 1217, -2]
TTTGGAAACCTTGACCAGTGGGCCAGTTGGTGGTGTTGGTGGTGTAAGAACCAGTGCTGG
TGTCAACAGTGTCCAAGTATTGGGTAACGGTGGGATAAACAGCAAAGTTGGTCAAGTAAA
GAGCAGCACTGGGTTCATCAGTGGAAACGACATTCCAGGTGATTTGCTCCTCGCCGTTGG
TTTGCCAAGTGTCACCATTGGTGGG
>TRINITY_DN116_c0_g2_i1 len=420 path=[241:0-419] [-1, 241, -2]
GGCTTACCCTGGTCGTCCTGAGCAAATTTATGCTCAATCTCAACAATTTAACATTGTTGA
GGGTGCTGCTTCTTCTTCTTCCTCTTCCTCTTCTTCCTCCAGCTCTTTGGTTTCCTCCAC
AACCTCTTCTTCCAGCTCTGCCACTCCTTCGACCACTTCTTCCTCCTCCTCCTCTTCTTC
TTCCTCTTCCTCATCCTCATCTAAATCTTCATCCTCTTCTTCCAAGTCTTCCTCTCGTAG

Looks like we’ve got transcript data! Now on to Trinotate by way of TransDecoder.

I’ll be following the workflow from the Trinotate website at https://trinotate.github.io/#SeqAnalyses

Trinotate requires the Trinity.fasta file produced by trinity, as well as a Most Likely Longest-ORF peptide candidate from TransDecoder, so lets make that second file now.

system("TransDecoder.LongOrfs -t Trinity.fasta")
CMD: /home/shared/TransDecoder-3.0.1/util/compute_base_probs.pl Trinity.fasta 0 > Trinity.fasta.transdecoder_dir/base_freqs.dat


-first extracting base frequencies, we'll need them later.
CMD: touch Trinity.fasta.transdecoder_dir/base_freqs.dat.ok


- extracting ORFs from transcripts.
-total transcripts to examine: 115

[100/115] = 86.96% done    

#################################
### Done preparing long ORFs.  ###
##################################

    Use file: Trinity.fasta.transdecoder_dir/longest_orfs.pep  for Pfam and/or BlastP searches to enable homology-based coding region identification.

    Then, run TransDecoder.Predict for your final coding region predictions.
system("TransDecoder.Predict -t Trinity.fasta")
CMD: /home/shared/TransDecoder-3.0.1/util/get_top_longest_fasta_entries.pl Trinity.fasta.transdecoder_dir/longest_orfs.cds 5000 > Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_longest_5000
CMD: /home/shared/TransDecoder-3.0.1/util/bin/cd-hit-est -r 1 -i Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_longest_5000 -T 1 -c 0.80 -o Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_longest_5000.nr80 -M 0 
================================================================
Program: CD-HIT, V4.6 (+OpenMP), Mar 31 2017, 09:18:00
Command: /home/shared/TransDecoder-3.0.1/util/bin/cd-hit-est
         -r 1 -i
         Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_longest_5000
         -T 1 -c 0.80 -o
         Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_longest_5000.nr80
         -M 0

Started: Fri Mar 31 11:42:35 2017
================================================================
                            Output                              
----------------------------------------------------------------
total seq: 55
longest and shortest : 1023 and 303
Total letters: 25215
Sequences have been sorted

Approximated minimal memory consumption:
Sequence        : 0M
Buffer          : 1 X 12M = 12M
Table           : 1 X 16M = 16M
Miscellaneous   : 4M
Total           : 33M

Table limit with the given memory limit:
Max number of representatives: 4000000
Max number of word counting entries: 295011500


comparing sequences from          0  to         55

       55  finished         34  clusters

Apprixmated maximum memory consumption: 33M
writing new database
writing clustering information
program completed !

Total CPU time 0.13
CMD: /home/shared/TransDecoder-3.0.1/util/get_top_longest_fasta_entries.pl Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_longest_5000.nr80 500 > Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_500_longest
CMD: touch Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_500_longest.ok
CMD: /home/shared/TransDecoder-3.0.1/util/seq_n_baseprobs_to_logliklihood_vals.pl Trinity.fasta.transdecoder_dir/longest_orfs.cds.top_500_longest Trinity.fasta.transdecoder_dir/base_freqs.dat > Trinity.fasta.transdecoder_dir/hexamer.scores
CMD: touch Trinity.fasta.transdecoder_dir/hexamer.scores.ok
CMD: /home/shared/TransDecoder-3.0.1/util/score_CDS_liklihood_all_6_frames.pl Trinity.fasta.transdecoder_dir/longest_orfs.cds Trinity.fasta.transdecoder_dir/hexamer.scores > Trinity.fasta.transdecoder_dir/longest_orfs.cds.scores
CMD: touch Trinity.fasta.transdecoder_dir/longest_orfs.cds.scores.ok
CMD: /home/shared/TransDecoder-3.0.1/util/index_gff3_files_by_isoform.pl Trinity.fasta.transdecoder_dir/longest_orfs.gff3

#####################
Counts of kept entries according to attributes:
FRAMESCORE  31
FRAMESCORE|LONGORF  3
########################



-indexing [TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.10]  
-indexing [TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9]  
-indexing [TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.11]  
-indexing [TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37]  
-indexing [TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.38]  
-indexing [TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39]  
-indexing [TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.40]  
-indexing [TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.1]  
-indexing [TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2]  
-indexing [TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.27]  
-indexing [TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28]  
-indexing [TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15]  
-indexing [TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16]  
-indexing [TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.7]  
-indexing [TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6]  
-indexing [TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8]  
-indexing [TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13]  
-indexing [TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.29]  
-indexing [TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.30]  
-indexing [TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.31]  
-indexing [TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.33]  
-indexing [TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.32]  
-indexing [TRINITY_DN131_c0_g1::TRINITY_DN131_c0_g1_i1::g.4]  
-indexing [TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.22]  
-indexing [TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.23]  
-indexing [TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.18]  
-indexing [TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.17]  
-indexing [TRINITY_DN139_c0_g1::TRINITY_DN139_c0_g1_i1::g.5]  
-indexing [TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.24]  
-indexing [TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.26]  
-indexing [TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.25]  
-indexing [TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.41]  
-indexing [TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.42]  
-indexing [TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.44]  
-indexing [TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.43]  
-indexing [TRINITY_DN143_c0_g1::TRINITY_DN143_c0_g1_i1::g.14]  
-indexing [TRINITY_DN144_c0_g1::TRINITY_DN144_c0_g1_i1::g.12]  
-indexing [TRINITY_DN150_c0_g1::TRINITY_DN150_c0_g1_i1::g.21]  
-indexing [TRINITY_DN154_c0_g1::TRINITY_DN154_c0_g1_i1::g.3]  
-indexing [TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.20]  
-indexing [TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.19]  
-indexing [TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.34]  
-indexing [TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.35]  
-indexing [TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.36]  
-indexing [TRINITY_DN4_c0_g2::TRINITY_DN4_c0_g2_i1::g.54]  
-indexing [TRINITY_DN58_c0_g1::TRINITY_DN58_c0_g1_i1::g.55]  
-indexing [TRINITY_DN60_c0_g1::TRINITY_DN60_c0_g1_i1::g.53]  
-indexing [TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.52]  
-indexing [TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.51]  
-indexing [TRINITY_DN69_c0_g2::TRINITY_DN69_c0_g2_i1::g.45]  
-indexing [TRINITY_DN80_c0_g1::TRINITY_DN80_c0_g1_i1::g.50]  
-indexing [TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.47]  
-indexing [TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.46]  
-indexing [TRINITY_DN85_c0_g3::TRINITY_DN85_c0_g3_i1::g.49]  
-indexing [TRINITY_DN96_c0_g2::TRINITY_DN96_c0_g2_i1::g.48]  

 Indexed TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.10::m.10 
 Indexed TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9::m.9 
 Indexed TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.11::m.11 
 Indexed TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37::m.37 
 Indexed TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.38::m.38 
 Indexed TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39::m.39 
 Indexed TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.40::m.40 
 Indexed TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.1::m.1 
 Indexed TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2::m.2 
 Indexed TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.27::m.27 
 Indexed TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28::m.28 
 Indexed TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15::m.15 
 Indexed TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16::m.16 
 Indexed TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.7::m.7 
 Indexed TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6::m.6 
 Indexed TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8::m.8 
 Indexed TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13::m.13 
 Indexed TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.29::m.29 
 Indexed TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.30::m.30 
 Indexed TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.31::m.31 
 Indexed TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.33::m.33 
 Indexed TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.32::m.32 
 Indexed TRINITY_DN131_c0_g1::TRINITY_DN131_c0_g1_i1::g.4::m.4 
 Indexed TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.22::m.22 
 Indexed TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.23::m.23 
 Indexed TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.18::m.18 
 Indexed TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.17::m.17 
 Indexed TRINITY_DN139_c0_g1::TRINITY_DN139_c0_g1_i1::g.5::m.5 
 Indexed TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.24::m.24 
 Indexed TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.26::m.26 
 Indexed TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.25::m.25 
 Indexed TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.41::m.41 
 Indexed TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.42::m.42 
 Indexed TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.44::m.44 
 Indexed TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.43::m.43 
 Indexed TRINITY_DN143_c0_g1::TRINITY_DN143_c0_g1_i1::g.14::m.14 
 Indexed TRINITY_DN144_c0_g1::TRINITY_DN144_c0_g1_i1::g.12::m.12 
 Indexed TRINITY_DN150_c0_g1::TRINITY_DN150_c0_g1_i1::g.21::m.21 
 Indexed TRINITY_DN154_c0_g1::TRINITY_DN154_c0_g1_i1::g.3::m.3 
 Indexed TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.20::m.20 
 Indexed TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.19::m.19 
 Indexed TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.34::m.34 
 Indexed TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.35::m.35 
 Indexed TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.36::m.36 
 Indexed TRINITY_DN4_c0_g2::TRINITY_DN4_c0_g2_i1::g.54::m.54 
 Indexed TRINITY_DN58_c0_g1::TRINITY_DN58_c0_g1_i1::g.55::m.55 
 Indexed TRINITY_DN60_c0_g1::TRINITY_DN60_c0_g1_i1::g.53::m.53 
 Indexed TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.52::m.52 
 Indexed TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.51::m.51 
 Indexed TRINITY_DN69_c0_g2::TRINITY_DN69_c0_g2_i1::g.45::m.45 
 Indexed TRINITY_DN80_c0_g1::TRINITY_DN80_c0_g1_i1::g.50::m.50 
 Indexed TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.47::m.47 
 Indexed TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.46::m.46 
 Indexed TRINITY_DN85_c0_g3::TRINITY_DN85_c0_g3_i1::g.49::m.49 
 Indexed TRINITY_DN96_c0_g2::TRINITY_DN96_c0_g2_i1::g.48::m.48 
CMD: /home/shared/TransDecoder-3.0.1/util/gene_list_to_gff.pl Trinity.fasta.transdecoder_dir/longest_orfs.cds.scores.selected Trinity.fasta.transdecoder_dir/longest_orfs.gff3.inx > Trinity.fasta.transdecoder_dir/longest_orfs.cds.best_candidates.gff3
CMD: /home/shared/TransDecoder-3.0.1/util/remove_eclipsed_ORFs.pl Trinity.fasta.transdecoder_dir/longest_orfs.cds.best_candidates.gff3 > Trinity.fasta.transdecoder_dir/longest_orfs.cds.eclipsed_removed.gff3

-indexing [TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9]  
-indexing [TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37]  
-indexing [TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39]  
-indexing [TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2]  
-indexing [TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28]  
-indexing [TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15]  
-indexing [TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16]  
-indexing [TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6]  
-indexing [TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8]  
-indexing [TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13]  
-indexing [TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.30]  
-indexing [TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.32]  
-indexing [TRINITY_DN131_c0_g1::TRINITY_DN131_c0_g1_i1::g.4]  
-indexing [TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.22]  
-indexing [TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.18]  
-indexing [TRINITY_DN139_c0_g1::TRINITY_DN139_c0_g1_i1::g.5]  
-indexing [TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.24]  
-indexing [TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.42]  
-indexing [TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.44]  
-indexing [TRINITY_DN143_c0_g1::TRINITY_DN143_c0_g1_i1::g.14]  
-indexing [TRINITY_DN144_c0_g1::TRINITY_DN144_c0_g1_i1::g.12]  
-indexing [TRINITY_DN150_c0_g1::TRINITY_DN150_c0_g1_i1::g.21]  
-indexing [TRINITY_DN154_c0_g1::TRINITY_DN154_c0_g1_i1::g.3]  
-indexing [TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.20]  
-indexing [TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.34]  
-indexing [TRINITY_DN4_c0_g2::TRINITY_DN4_c0_g2_i1::g.54]  
-indexing [TRINITY_DN58_c0_g1::TRINITY_DN58_c0_g1_i1::g.55]  
-indexing [TRINITY_DN60_c0_g1::TRINITY_DN60_c0_g1_i1::g.53]  
-indexing [TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.51]  
-indexing [TRINITY_DN69_c0_g2::TRINITY_DN69_c0_g2_i1::g.45]  
-indexing [TRINITY_DN80_c0_g1::TRINITY_DN80_c0_g1_i1::g.50]  
-indexing [TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.47]  
-indexing [TRINITY_DN85_c0_g3::TRINITY_DN85_c0_g3_i1::g.49]  
-indexing [TRINITY_DN96_c0_g2::TRINITY_DN96_c0_g2_i1::g.48]  
CMD: cp Trinity.fasta.transdecoder_dir/longest_orfs.cds.eclipsed_removed.gff3 Trinity.fasta.transdecoder.gff3
CMD: /home/shared/TransDecoder-3.0.1/util/gff3_file_to_bed.pl Trinity.fasta.transdecoder.gff3 > Trinity.fasta.transdecoder.bed

-indexing [TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9]  
-indexing [TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37]  
-indexing [TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39]  
-indexing [TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2]  
-indexing [TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28]  
-indexing [TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15]  
-indexing [TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16]  
-indexing [TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6]  
-indexing [TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8]  
-indexing [TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13]  
-indexing [TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.30]  
-indexing [TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.32]  
-indexing [TRINITY_DN131_c0_g1::TRINITY_DN131_c0_g1_i1::g.4]  
-indexing [TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.22]  
-indexing [TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.18]  
-indexing [TRINITY_DN139_c0_g1::TRINITY_DN139_c0_g1_i1::g.5]  
-indexing [TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.24]  
-indexing [TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.42]  
-indexing [TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.44]  
-indexing [TRINITY_DN143_c0_g1::TRINITY_DN143_c0_g1_i1::g.14]  
-indexing [TRINITY_DN144_c0_g1::TRINITY_DN144_c0_g1_i1::g.12]  
-indexing [TRINITY_DN150_c0_g1::TRINITY_DN150_c0_g1_i1::g.21]  
-indexing [TRINITY_DN154_c0_g1::TRINITY_DN154_c0_g1_i1::g.3]  
-indexing [TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.20]  
-indexing [TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.34]  
-indexing [TRINITY_DN4_c0_g2::TRINITY_DN4_c0_g2_i1::g.54]  
-indexing [TRINITY_DN58_c0_g1::TRINITY_DN58_c0_g1_i1::g.55]  
-indexing [TRINITY_DN60_c0_g1::TRINITY_DN60_c0_g1_i1::g.53]  
-indexing [TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.51]  
-indexing [TRINITY_DN69_c0_g2::TRINITY_DN69_c0_g2_i1::g.45]  
-indexing [TRINITY_DN80_c0_g1::TRINITY_DN80_c0_g1_i1::g.50]  
-indexing [TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.47]  
-indexing [TRINITY_DN85_c0_g3::TRINITY_DN85_c0_g3_i1::g.49]  
-indexing [TRINITY_DN96_c0_g2::TRINITY_DN96_c0_g2_i1::g.48]  
CMD: /home/shared/TransDecoder-3.0.1/util/gff3_file_to_proteins.pl --gff3 Trinity.fasta.transdecoder.gff3 --fasta Trinity.fasta  > Trinity.fasta.transdecoder.pep

-indexing [TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9]  
-indexing [TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37]  
-indexing [TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39]  
-indexing [TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2]  
-indexing [TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28]  
-indexing [TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15]  
-indexing [TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16]  
-indexing [TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6]  
-indexing [TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8]  
-indexing [TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13]  
-indexing [TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.30]  
-indexing [TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.32]  
-indexing [TRINITY_DN131_c0_g1::TRINITY_DN131_c0_g1_i1::g.4]  
-indexing [TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.22]  
-indexing [TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.18]  
-indexing [TRINITY_DN139_c0_g1::TRINITY_DN139_c0_g1_i1::g.5]  
-indexing [TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.24]  
-indexing [TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.42]  
-indexing [TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.44]  
-indexing [TRINITY_DN143_c0_g1::TRINITY_DN143_c0_g1_i1::g.14]  
-indexing [TRINITY_DN144_c0_g1::TRINITY_DN144_c0_g1_i1::g.12]  
-indexing [TRINITY_DN150_c0_g1::TRINITY_DN150_c0_g1_i1::g.21]  
-indexing [TRINITY_DN154_c0_g1::TRINITY_DN154_c0_g1_i1::g.3]  
-indexing [TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.20]  
-indexing [TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.34]  
-indexing [TRINITY_DN4_c0_g2::TRINITY_DN4_c0_g2_i1::g.54]  
-indexing [TRINITY_DN58_c0_g1::TRINITY_DN58_c0_g1_i1::g.55]  
-indexing [TRINITY_DN60_c0_g1::TRINITY_DN60_c0_g1_i1::g.53]  
-indexing [TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.51]  
-indexing [TRINITY_DN69_c0_g2::TRINITY_DN69_c0_g2_i1::g.45]  
-indexing [TRINITY_DN80_c0_g1::TRINITY_DN80_c0_g1_i1::g.50]  
-indexing [TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.47]  
-indexing [TRINITY_DN85_c0_g3::TRINITY_DN85_c0_g3_i1::g.49]  
-indexing [TRINITY_DN96_c0_g2::TRINITY_DN96_c0_g2_i1::g.48]  
CMD: /home/shared/TransDecoder-3.0.1/util/gff3_file_to_proteins.pl --gff3 Trinity.fasta.transdecoder.gff3 --fasta Trinity.fasta --seqType CDS  > Trinity.fasta.transdecoder.cds

-indexing [TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9]  
-indexing [TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37]  
-indexing [TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39]  
-indexing [TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2]  
-indexing [TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28]  
-indexing [TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15]  
-indexing [TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16]  
-indexing [TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6]  
-indexing [TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8]  
-indexing [TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13]  
-indexing [TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.30]  
-indexing [TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.32]  
-indexing [TRINITY_DN131_c0_g1::TRINITY_DN131_c0_g1_i1::g.4]  
-indexing [TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.22]  
-indexing [TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.18]  
-indexing [TRINITY_DN139_c0_g1::TRINITY_DN139_c0_g1_i1::g.5]  
-indexing [TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.24]  
-indexing [TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.42]  
-indexing [TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.44]  
-indexing [TRINITY_DN143_c0_g1::TRINITY_DN143_c0_g1_i1::g.14]  
-indexing [TRINITY_DN144_c0_g1::TRINITY_DN144_c0_g1_i1::g.12]  
-indexing [TRINITY_DN150_c0_g1::TRINITY_DN150_c0_g1_i1::g.21]  
-indexing [TRINITY_DN154_c0_g1::TRINITY_DN154_c0_g1_i1::g.3]  
-indexing [TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.20]  
-indexing [TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.34]  
-indexing [TRINITY_DN4_c0_g2::TRINITY_DN4_c0_g2_i1::g.54]  
-indexing [TRINITY_DN58_c0_g1::TRINITY_DN58_c0_g1_i1::g.55]  
-indexing [TRINITY_DN60_c0_g1::TRINITY_DN60_c0_g1_i1::g.53]  
-indexing [TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.51]  
-indexing [TRINITY_DN69_c0_g2::TRINITY_DN69_c0_g2_i1::g.45]  
-indexing [TRINITY_DN80_c0_g1::TRINITY_DN80_c0_g1_i1::g.50]  
-indexing [TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.47]  
-indexing [TRINITY_DN85_c0_g3::TRINITY_DN85_c0_g3_i1::g.49]  
-indexing [TRINITY_DN96_c0_g2::TRINITY_DN96_c0_g2_i1::g.48]  
transdecoder is finished.  See output files Trinity.fasta.transdecoder.*
list.files(pattern = "*.pep")
[1] "Trinity.fasta.transdecoder.pep"

There’s the transdecoder.pep file we needed. On to blastx!

system("blastx -query /home/sean/Documents/Trinity-Test/trinity_out_dir/Trinity.fasta -db /home/shared/Trinotate-3.0.2/admin/uniprot_sprot.pep -num_threads 8 -max_target_seqs 1 -outfmt 6 > blastx.outfmt6")
BLAST Database error: No alias or index file found for protein database [/home/shared/Trinotate-3.0.2/admin/uniprot_sprot.pep] in search path [/home/sean/Documents/Trinity-Test/trinity_out_dir::]

It looks like I forgot to run the makeblastdb command, so I did that real quick via sudo makeblastdb -in uniprot_sprot.pep -dbtype prot. Hopefully it’ll work better now.

system("blastx -query /home/sean/Documents/Trinity-Test/trinity_out_dir/Trinity.fasta -db /home/shared/Trinotate-3.0.2/admin/uniprot_sprot.pep -num_threads 8 -max_target_seqs 1 -outfmt 6 > blastx.outfmt6")

Lets check if blastx made our file.

list.files(pattern = "*.outfmt6")
[1] "blastx.outfmt6"
system("head blastx.outfmt6")
TRINITY_DN116_c0_g1_i1  YJBA_SCHPO  100.00  44  0   0   205 74  22  65  3e-23   94.0
TRINITY_DN116_c0_g2_i1  YJBA_SCHPO  100.00  23  0   0   2   70  93  115 2e-07   52.8
TRINITY_DN116_c0_g2_i1  YJBA_SCHPO  100.00  43  0   0   290 418 189 231 4e-06   48.5
TRINITY_DN152_c0_g1_i1  RL6_SCHPO   100.00  79  0   0   237 1   66  144 2e-49   160
TRINITY_DN154_c0_g1_i1  GLD1_SCHPO  100.00  133 0   0   554 156 318 450 1e-93   286
TRINITY_DN131_c0_g1_i1  GHT5_SCHPO  100.00  232 0   0   1   696 158 389 3e-156  452
TRINITY_DN131_c0_g2_i1  PTR31_ARATH 42.11   38  19  1   177 73  165 202 3.1 29.3
TRINITY_DN118_c0_g1_i1  RTN1_SCHPO  100.00  96  0   0   289 2   24  119 9e-49   162
TRINITY_DN133_c0_g2_i1  LSD90_SCHPO 97.06   34  1   0   102 1   1   34  1e-12   69.3
TRINITY_DN139_c0_g1_i1  HSP72_SCHPO 99.08   109 1   0   327 1   15  123 8e-73   234

Looks like it did!

next we run blastp


system("blastp -query Trinity.fasta.transdecoder.pep -db /home/shared/Trinotate-3.0.2/admin/uniprot_sprot.pep -num_threads 8 -max_target_seqs 1 -outfmt 6 > blastp.outfmt6")

On to HMMER, which required a similar database prep step of sudo hmmpress Pfam-A.hmm. Also, the databases are under the admin directory of Trinotate, so I’ll need to add that to my path variable.

system("hmmscan --cpu 8 --domtblout TrinotatePFAM.out /home/shared/Trinotate-3.0.2/admin/Pfam-A.hmm Trinity.fasta.transdecoder.pep > pfam.log")

Lets check if that was sucessful.

system("head pfam.log")
# hmmscan :: search sequence(s) against a profile database
# HMMER 3.1b2 (February 2015); http://hmmer.org/
# Copyright (C) 2015 Howard Hughes Medical Institute.
# Freely distributed under the GNU General Public License (GPLv3).
# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
# query sequence file:             Trinity.fasta.transdecoder.pep
# target HMM database:             /home/shared/Trinotate-3.0.2/admin/Pfam-A.hmm
# per-dom hits tabular output:     TrinotatePFAM.out
# number of worker threads:        8
# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -

Looks good I guess?

Next, SignalP

system("signalp -f short -n signalp.out Trinity.fasta.transdecoder.pep")
# SignalP-4.1 euk predictions
# name                     Cmax  pos  Ymax  pos  Smax  pos  Smean   D     ?  Dmaxcut    Networks-used
# No sequences predicted with a signal peptide
TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9::m.9  0.113  24  0.105  24  0.125   4  0.098   0.101 N  0.450      SignalP-noTM
TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37::m.37  0.109  64  0.107  38  0.119  27  0.098   0.102 N  0.450      SignalP-noTM
TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39::m.39  0.108   9  0.103  70  0.107  36  0.095   0.099 N  0.450      SignalP-noTM
TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2::m.2  0.252  37  0.275  37  0.482  30  0.242   0.262 N  0.500      SignalP-TM
TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28::m.28  0.125  41  0.152  41  0.339  36  0.152   0.152 N  0.450      SignalP-noTM
TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15::m.15  0.129  35  0.117  11  0.155   1  0.108   0.112 N  0.450      SignalP-noTM
TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16::m.16  0.108  19  0.112  16  0.137  13  0.116   0.114 N  0.450      SignalP-noTM
TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6::m.6  0.119  39  0.133  31  0.222  15  0.154   0.144 N  0.450      SignalP-noTM
TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8::m.8  0.123  14  0.135  14  0.284  20  0.131   0.133 N  0.450      SignalP-noTM
TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13::m.13  0.159  29  0.155  29  0.218  20  0.149   0.152 N  0.450      SignalP-noTM
TRINITY_DN129_c0_g1::TRINITY_DN129_c0_g1_i1::g.30::m.30  0.118  26  0.116  26  0.168  25  0.113   0.114 N  0.450      SignalP-noTM
TRINITY_DN129_c0_g3::TRINITY_DN129_c0_g3_i1::g.32::m.32  0.117  43  0.136  43  0.376  36  0.137   0.136 N  0.450      SignalP-noTM
TRINITY_DN131_c0_g1::TRINITY_DN131_c0_g1_i1::g.4::m.4  0.112  18  0.140  18  0.303  11  0.165   0.150 N  0.500      SignalP-TM
TRINITY_DN134_c0_g1::TRINITY_DN134_c0_g1_i1::g.22::m.22  0.131  70  0.117  70  0.189  49  0.098   0.107 N  0.450      SignalP-noTM
TRINITY_DN137_c0_g1::TRINITY_DN137_c0_g1_i1::g.18::m.18  0.238  23  0.175  23  0.198  21  0.128   0.150 N  0.450      SignalP-noTM
TRINITY_DN139_c0_g1::TRINITY_DN139_c0_g1_i1::g.5::m.5  0.108  31  0.105  58  0.114  38  0.099   0.102 N  0.450      SignalP-noTM
TRINITY_DN141_c0_g1::TRINITY_DN141_c0_g1_i1::g.24::m.24  0.108  36  0.102  36  0.109  15  0.095   0.098 N  0.450      SignalP-noTM
TRINITY_DN142_c0_g1::TRINITY_DN142_c0_g1_i1::g.42::m.42  0.126  67  0.153  15  0.264  13  0.196   0.176 N  0.450      SignalP-noTM
TRINITY_DN142_c0_g2::TRINITY_DN142_c0_g2_i1::g.44::m.44  0.113  19  0.104  59  0.112  54  0.094   0.099 N  0.450      SignalP-noTM
TRINITY_DN143_c0_g1::TRINITY_DN143_c0_g1_i1::g.14::m.14  0.116  18  0.117  18  0.133   7  0.117   0.117 N  0.450      SignalP-noTM
TRINITY_DN144_c0_g1::TRINITY_DN144_c0_g1_i1::g.12::m.12  0.110  41  0.105  41  0.110  28  0.096   0.100 N  0.450      SignalP-noTM
TRINITY_DN150_c0_g1::TRINITY_DN150_c0_g1_i1::g.21::m.21  0.107  66  0.120  12  0.163   1  0.108   0.114 N  0.450      SignalP-noTM
TRINITY_DN154_c0_g1::TRINITY_DN154_c0_g1_i1::g.3::m.3  0.113  24  0.128  11  0.201  10  0.142   0.136 N  0.450      SignalP-noTM
TRINITY_DN155_c0_g1::TRINITY_DN155_c0_g1_i1::g.20::m.20  0.143  43  0.132  43  0.219  41  0.114   0.122 N  0.450      SignalP-noTM
TRINITY_DN156_c0_g1::TRINITY_DN156_c0_g1_i1::g.34::m.34  0.108  62  0.106  44  0.124  35  0.101   0.103 N  0.450      SignalP-noTM
TRINITY_DN4_c0_g2::TRINITY_DN4_c0_g2_i1::g.54::m.54  0.188  43  0.154  24  0.248   3  0.168   0.162 N  0.450      SignalP-noTM
TRINITY_DN58_c0_g1::TRINITY_DN58_c0_g1_i1::g.55::m.55  0.109  33  0.106  43  0.147  32  0.100   0.103 N  0.450      SignalP-noTM
TRINITY_DN60_c0_g1::TRINITY_DN60_c0_g1_i1::g.53::m.53  0.113  62  0.111  11  0.141   1  0.106   0.108 N  0.450      SignalP-noTM
TRINITY_DN62_c0_g1::TRINITY_DN62_c0_g1_i1::g.51::m.51  0.112  23  0.122  12  0.153   1  0.119   0.120 N  0.450      SignalP-noTM
TRINITY_DN69_c0_g2::TRINITY_DN69_c0_g2_i1::g.45::m.45  0.107  68  0.155  11  0.330   2  0.181   0.169 N  0.450      SignalP-noTM
TRINITY_DN80_c0_g1::TRINITY_DN80_c0_g1_i1::g.50::m.50  0.122  27  0.106  27  0.110  24  0.091   0.098 N  0.450      SignalP-noTM
TRINITY_DN83_c0_g2::TRINITY_DN83_c0_g2_i1::g.47::m.47  0.122  55  0.133  23  0.209  18  0.163   0.145 N  0.500      SignalP-TM
TRINITY_DN85_c0_g3::TRINITY_DN85_c0_g3_i1::g.49::m.49  0.127  28  0.111  28  0.113  27  0.097   0.104 N  0.450      SignalP-noTM
TRINITY_DN96_c0_g2::TRINITY_DN96_c0_g2_i1::g.48::m.48  0.215  21  0.153  21  0.161  43  0.106   0.128 N  0.450      SignalP-noTM

For some reason signalp didn’t produce the signalp.out it was supposed to. I just redirected it to signalp.out, and hopefully that will work the same way?

system("signalp -f short -n signalp.out Trinity.fasta.transdecoder.pep > signalp.out")
# No sequences predicted with a signal peptide

Next tmHMM. Looks like I only added /home/shared/tmhmm-2.0c/ to my path, and not /home/shared/tmhmm-2.0c/bin like I needed to. Oops. Once more!

system("/home/shared/tmhmm-2.0c/bin/tmhmm --short < Trinity.fasta.transdecoder.pep > tmhmm.out")
system("head tmhmm.out")
TRINITY_DN104_c0_g1::TRINITY_DN104_c0_g1_i1::g.9::m.9   len=341 ExpAA=1.02  First60=0.70    PredHel=0   Topology=o
TRINITY_DN110_c0_g1::TRINITY_DN110_c0_g1_i1::g.37::m.37 len=138 ExpAA=0.00  First60=0.00    PredHel=0   Topology=o
TRINITY_DN110_c0_g2::TRINITY_DN110_c0_g2_i1::g.39::m.39 len=175 ExpAA=0.00  First60=0.00    PredHel=0   Topology=o
TRINITY_DN116_c0_g2::TRINITY_DN116_c0_g2_i1::g.2::m.2   len=139 ExpAA=66.89 First60=20.85   PredHel=3   Topology=i16-38o81-103i115-137o
TRINITY_DN120_c0_g1::TRINITY_DN120_c0_g1_i1::g.28::m.28 len=106 ExpAA=0.04  First60=0.04    PredHel=0   Topology=o
TRINITY_DN123_c0_g1::TRINITY_DN123_c0_g1_i1::g.15::m.15 len=111 ExpAA=0.08  First60=0.08    PredHel=0   Topology=o
TRINITY_DN123_c0_g5::TRINITY_DN123_c0_g5_i1::g.16::m.16 len=137 ExpAA=0.05  First60=0.00    PredHel=0   Topology=o
TRINITY_DN127_c0_g2::TRINITY_DN127_c0_g2_i1::g.6::m.6   len=210 ExpAA=4.12  First60=4.11    PredHel=0   Topology=o
TRINITY_DN127_c0_g3::TRINITY_DN127_c0_g3_i1::g.8::m.8   len=165 ExpAA=0.85  First60=0.31    PredHel=0   Topology=o
TRINITY_DN128_c0_g1::TRINITY_DN128_c0_g1_i1::g.13::m.13 len=107 ExpAA=11.40 First60=11.38   PredHel=0   Topology=o

Thats some data. On to RNAMMER. Hopefully this works, as it was the thing we had to hack together to install.

system("/home/shared/Trinotate-3.0.2/util/rnammer_support/RnammerTranscriptome.pl --transcriptome Trinity.fasta --path_to_rnammer /home/shared/RNAMMER/rnammer")
CMD: /home/shared/Trinotate-3.0.2/util/rnammer_support/util/superScaffoldGenerator.pl Trinity.fasta transcriptSuperScaffold 100

acc: TRINITY_DN116_c0_g1_i1     
acc: TRINITY_DN116_c0_g2_i1     
acc: TRINITY_DN152_c0_g1_i1     
acc: TRINITY_DN154_c0_g1_i1     
acc: TRINITY_DN131_c0_g1_i1     
acc: TRINITY_DN131_c0_g2_i1     
acc: TRINITY_DN118_c0_g1_i1     
acc: TRINITY_DN133_c0_g1_i1     
acc: TRINITY_DN133_c0_g2_i1     
acc: TRINITY_DN139_c0_g1_i1     
acc: TRINITY_DN127_c0_g1_i1     
acc: TRINITY_DN127_c0_g2_i1     
acc: TRINITY_DN127_c0_g3_i1     
acc: TRINITY_DN140_c0_g1_i1     
acc: TRINITY_DN104_c0_g1_i1     
acc: TRINITY_DN104_c0_g2_i1     
acc: TRINITY_DN144_c0_g1_i1     
acc: TRINITY_DN128_c0_g1_i1     
acc: TRINITY_DN128_c0_g2_i1     
acc: TRINITY_DN143_c0_g1_i1     
acc: TRINITY_DN123_c0_g1_i1     
acc: TRINITY_DN123_c0_g2_i1     
acc: TRINITY_DN123_c0_g3_i1     
acc: TRINITY_DN123_c0_g4_i1     
acc: TRINITY_DN123_c0_g5_i1     
acc: TRINITY_DN126_c0_g1_i1     
acc: TRINITY_DN137_c0_g1_i1     
acc: TRINITY_DN137_c0_g2_i1     
acc: TRINITY_DN122_c0_g1_i1     
acc: TRINITY_DN122_c0_g2_i1     
acc: TRINITY_DN112_c0_g1_i1     
acc: TRINITY_DN112_c0_g2_i1     
acc: TRINITY_DN155_c0_g1_i1     
acc: TRINITY_DN150_c0_g1_i1     
acc: TRINITY_DN157_c0_g1_i1     
acc: TRINITY_DN117_c0_g1_i1     
acc: TRINITY_DN136_c0_g1_i1     
acc: TRINITY_DN111_c0_g1_i1     
acc: TRINITY_DN111_c0_g2_i1     
acc: TRINITY_DN125_c0_g1_i1     
acc: TRINITY_DN148_c0_g1_i1     
acc: TRINITY_DN105_c0_g1_i1     
acc: TRINITY_DN105_c0_g2_i1     
acc: TRINITY_DN153_c0_g1_i1     
acc: TRINITY_DN134_c0_g1_i1     
acc: TRINITY_DN145_c0_g1_i1     
acc: TRINITY_DN119_c0_g1_i1     
acc: TRINITY_DN119_c0_g2_i1     
acc: TRINITY_DN119_c0_g3_i1     
acc: TRINITY_DN119_c0_g4_i1     
acc: TRINITY_DN141_c0_g1_i1     
acc: TRINITY_DN141_c0_g2_i1     
acc: TRINITY_DN120_c0_g1_i1     
acc: TRINITY_DN146_c0_g1_i1     
acc: TRINITY_DN138_c0_g1_i1     
acc: TRINITY_DN114_c0_g1_i1     
acc: TRINITY_DN129_c0_g1_i1     
acc: TRINITY_DN129_c0_g2_i1     
acc: TRINITY_DN129_c0_g3_i1     
acc: TRINITY_DN124_c0_g1_i1     
acc: TRINITY_DN124_c0_g2_i1     
acc: TRINITY_DN124_c1_g1_i1     
acc: TRINITY_DN130_c0_g1_i1     
acc: TRINITY_DN130_c0_g2_i1     
acc: TRINITY_DN147_c0_g1_i1     
acc: TRINITY_DN156_c0_g1_i1     
acc: TRINITY_DN132_c0_g1_i1     
acc: TRINITY_DN158_c0_g1_i1     
acc: TRINITY_DN110_c0_g1_i1     
acc: TRINITY_DN110_c0_g2_i1     
acc: TRINITY_DN142_c0_g1_i1     
acc: TRINITY_DN142_c0_g2_i1     
acc: TRINITY_DN151_c0_g1_i1     
acc: TRINITY_DN69_c0_g1_i1     
acc: TRINITY_DN69_c0_g2_i1     
acc: TRINITY_DN65_c0_g1_i1     
acc: TRINITY_DN83_c0_g1_i1     
acc: TRINITY_DN83_c0_g2_i1     
acc: TRINITY_DN6_c0_g1_i1     
acc: TRINITY_DN45_c0_g1_i1     
acc: TRINITY_DN78_c0_g1_i1     
acc: TRINITY_DN12_c0_g1_i1     
acc: TRINITY_DN96_c0_g1_i1     
acc: TRINITY_DN96_c0_g2_i1     
acc: TRINITY_DN66_c0_g1_i1     
acc: TRINITY_DN61_c0_g1_i1     
acc: TRINITY_DN89_c0_g1_i1     
acc: TRINITY_DN1_c0_g1_i1     
acc: TRINITY_DN81_c0_g1_i1     
acc: TRINITY_DN73_c0_g1_i1     
acc: TRINITY_DN85_c0_g1_i1     
acc: TRINITY_DN85_c0_g2_i1     
acc: TRINITY_DN85_c0_g3_i1     
acc: TRINITY_DN80_c0_g1_i1     
acc: TRINITY_DN62_c0_g1_i1     
acc: TRINITY_DN62_c0_g2_i1     
acc: TRINITY_DN9_c0_g1_i1     
acc: TRINITY_DN38_c0_g1_i1     
acc: TRINITY_DN38_c0_g2_i1     
acc: TRINITY_DN27_c0_g1_i1     
acc: TRINITY_DN60_c0_g1_i1     
acc: TRINITY_DN40_c0_g1_i1     
acc: TRINITY_DN95_c0_g1_i1     
acc: TRINITY_DN49_c0_g1_i1     
acc: TRINITY_DN67_c0_g1_i1     
acc: TRINITY_DN28_c0_g1_i1     
acc: TRINITY_DN91_c0_g1_i1     
acc: TRINITY_DN93_c0_g1_i1     
acc: TRINITY_DN93_c0_g2_i1     
acc: TRINITY_DN17_c0_g1_i1     
acc: TRINITY_DN7_c0_g1_i1     
acc: TRINITY_DN4_c0_g1_i1     
acc: TRINITY_DN4_c0_g2_i1     
acc: TRINITY_DN58_c0_g1_i1     
acc: TRINITY_DN59_c0_g1_i1     

Done.

CMD: perl /home/shared/RNAMMER/rnammer -S euk -m tsu,lsu,ssu -gff tmp.superscaff.rnammer.gff < transcriptSuperScaffold.fasta
CMD: /home/shared/Trinotate-3.0.2/util/rnammer_support/util/rnammer_supperscaffold_gff_to_indiv_transcripts.pl -R tmp.superscaff.rnammer.gff -T transcriptSuperScaffold.bed > Trinity.fasta.rnammer.gff
WARNING: No RNAMMER features are described in file: tmp.superscaff.rnammer.gff at /home/shared/Trinotate-3.0.2/util/rnammer_support/util/rnammer_supperscaffold_gff_to_indiv_transcripts.pl line 46.
Error, cmd: /home/shared/Trinotate-3.0.2/util/rnammer_support/util/rnammer_supperscaffold_gff_to_indiv_transcripts.pl -R tmp.superscaff.rnammer.gff -T transcriptSuperScaffold.bed > Trinity.fasta.rnammer.gff died with ret 65280 at /home/shared/Trinotate-3.0.2/util/rnammer_support/RnammerTranscriptome.pl line 80.

Well… Hmm. I tested RNAMMER the way the Trinotate manual suggested and it worked. Not 100% sure what’s going on here, but since RNAMMER is optional for the funcionality of Trinotate, I’ll skip this for now, and do some more reaseach as to why RNAMMER isn’t outputting anything to the .gff file. Strange.

Now we start combining things in Trinotate’s SQL database. Note, the next command uses Trinity, not Trinotate. Don’t make the same mistake I did.

system("/home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/get_Trinity_gene_to_trans_map.pl Trinity.fasta >  Trinity.fasta.gene_trans_map")
system("head Trinity.fasta.gene_trans_map")
TRINITY_DN116_c0_g1 TRINITY_DN116_c0_g1_i1
TRINITY_DN116_c0_g2 TRINITY_DN116_c0_g2_i1
TRINITY_DN152_c0_g1 TRINITY_DN152_c0_g1_i1
TRINITY_DN154_c0_g1 TRINITY_DN154_c0_g1_i1
TRINITY_DN131_c0_g1 TRINITY_DN131_c0_g1_i1
TRINITY_DN131_c0_g2 TRINITY_DN131_c0_g2_i1
TRINITY_DN118_c0_g1 TRINITY_DN118_c0_g1_i1
TRINITY_DN133_c0_g1 TRINITY_DN133_c0_g1_i1
TRINITY_DN133_c0_g2 TRINITY_DN133_c0_g2_i1
TRINITY_DN139_c0_g1 TRINITY_DN139_c0_g1_i1

Looks like there’s some stuff there.

system("/home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite init --gene_trans_map Trinity.fasta.gene_trans_map --transcript_fasta Trinity.fasta --transdecoder_pep Trinity.fasta.transdecoder.pep")
CMD: /home/shared/Trinotate-3.0.2/util/trinotateSeqLoader/TrinotateSeqLoader.pl --sqlite /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite --gene_trans_map Trinity.fasta.gene_trans_map --transcript_fasta Trinity.fasta --transdecoder_pep Trinity.fasta.transdecoder.pep --bulk_load
-parsing gene/trans map file.... done.
DBD::SQLite::db do failed: attempt to write a readonly database at /home/shared/Trinotate-3.0.2/util/trinotateSeqLoader/TrinotateSeqLoader.pl line 93.
No such file or directory at /home/shared/Trinotate-3.0.2/util/trinotateSeqLoader/TrinotateSeqLoader.pl line 93.
Error, cmd: /home/shared/Trinotate-3.0.2/util/trinotateSeqLoader/TrinotateSeqLoader.pl --sqlite /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite --gene_trans_map Trinity.fasta.gene_trans_map --transcript_fasta Trinity.fasta --transdecoder_pep Trinity.fasta.transdecoder.pep --bulk_load died with ret 512 at /home/shared/Trinotate-3.0.2/Trinotate line 126.

Well, looks like installing things in /home/shared/ may have finally bit us. Trinotate wants to write to the Trinotate.sql stored in the Trinotate directory, but doesn’t have proper rights to do that. Will have to figure out how to fix that long term, but I’ll just run things that need to update those files as sudo in the terminal, and paste the commands here for now.

Next we load the blastx results.


system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_swissprot_blastp blastx.outfmt6")

And then the blastp results


system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_swissprot_blastp blastp.outfmt6")

then PFAM results.


system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_pfam TrinotatePFAM.out")

And signalp results


system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_signalp signalp.out")

Finally the transmembrane domains!


system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_tmhmm tmhmm.out")

I believe we’re done loading results, except for the missing RNAMMER results. Lets make an Annotation file

system("/home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite report > results.txt")
CMD: /home/shared/Trinotate-3.0.2/util/Trinotate_report_writer.pl --sqlite /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite 
library(readr)
results <- read_delim("~/Documents/Trinity-Test/trinity_out_dir/results.txt", 
    "\t", escape_double = FALSE, trim_ws = TRUE)
Parsed with column specification:
cols(
  `#gene_id` = col_character(),
  transcript_id = col_character(),
  sprot_Top_BLASTX_hit = col_character(),
  RNAMMER = col_character(),
  prot_id = col_character(),
  prot_coords = col_character(),
  sprot_Top_BLASTP_hit = col_character(),
  Pfam = col_character(),
  SignalP = col_character(),
  TmHMM = col_character(),
  eggnog = col_character(),
  Kegg = col_character(),
  gene_ontology_blast = col_character(),
  gene_ontology_pfam = col_character(),
  transcript = col_character(),
  peptide = col_character()
)
head(results)

Well, hopefully that’s what we were looking for?

---
title: "Playing with Trinity/Trinotate"
output: html_notebook
---

We're getting some new flounder RNA-seq data, so I'm playing with Trinity/Trinotate to make sure that it all works.

I picked up some sample data from the Trinity github page at

https://github.com/trinityrnaseq/trinityrnaseq/tree/master/sample_data/test_DATA

```{r}

setwd("~/Documents/Trinity-Test")

files <- list.files(pattern = "*.fq")

files

```

The data files are very small, 1.8mb a piece, so they should hopefully be very quick

I'll be following the example from here:

ftp://ftp.broadinstitute.org/pub/users/bhaas/rnaseq_workshop/rnaseq_workshop_2014/Trinity_workshop_activities.pdf

It looks like, from this, we jump directly in to Trinity

```{r}

system(paste0("Trinity --seqType fq --left ", files[1], " --right ", files[2], " --CPU 8 --trimmomatic --max_memory 20G"))


```

Wow, less than a minute to finish. Why can't everything be that fast?


```{r}

setwd("~/Documents/Trinity-Test/trinity_out_dir")

list.files(pattern = "*")

system("head Trinity.fasta")

```

Looks like we've got transcript data! Now on to Trinotate by way of TransDecoder.

I'll be following the workflow from the Trinotate website at https://trinotate.github.io/#SeqAnalyses

Trinotate requires the Trinity.fasta file produced by trinity, as well as a Most Likely Longest-ORF peptide candidate from TransDecoder, so lets make that second file now. 

```{r}

system("TransDecoder.LongOrfs -t Trinity.fasta")

```


```{r}

system("TransDecoder.Predict -t Trinity.fasta")

```

```{r}

list.files(pattern = "*.pep")

```

There's the transdecoder.pep file we needed. On to blastx!



```{r}

system("blastx -query /home/sean/Documents/Trinity-Test/trinity_out_dir/Trinity.fasta -db /home/shared/Trinotate-3.0.2/admin/uniprot_sprot.pep -num_threads 8 -max_target_seqs 1 -outfmt 6 > blastx.outfmt6")

```

It looks like I forgot to run the makeblastdb command, so I did that real quick via  sudo makeblastdb -in uniprot_sprot.pep -dbtype prot. Hopefully it'll work better now.

```{r}

system("blastx -query /home/sean/Documents/Trinity-Test/trinity_out_dir/Trinity.fasta -db /home/shared/Trinotate-3.0.2/admin/uniprot_sprot.pep -num_threads 8 -max_target_seqs 1 -outfmt 6 > blastx.outfmt6")

```

Lets check if blastx made our file.

```{r}

list.files(pattern = "*.outfmt6")

system("head blastx.outfmt6")

```

Looks like it did!

next we run blastp

```{r}

system("blastp -query Trinity.fasta.transdecoder.pep -db /home/shared/Trinotate-3.0.2/admin/uniprot_sprot.pep -num_threads 8 -max_target_seqs 1 -outfmt 6 > blastp.outfmt6")

```

On to HMMER, which required a similar database prep step of sudo hmmpress Pfam-A.hmm. Also, the databases are under the admin directory of Trinotate, so I'll need to add that to my path variable.

```{r}

system("hmmscan --cpu 8 --domtblout TrinotatePFAM.out /home/shared/Trinotate-3.0.2/admin/Pfam-A.hmm Trinity.fasta.transdecoder.pep > pfam.log")

```

Lets check if that was sucessful.

```{r}

system("head pfam.log")

```

Looks good I guess? 

Next, SignalP

```{r}

system("signalp -f short -n signalp.out Trinity.fasta.transdecoder.pep")

```

For some reason signalp didn't produce the signalp.out it was supposed to. I just redirected it to signalp.out, and hopefully that will work the same way?

```{r}

system("signalp -f short -n signalp.out Trinity.fasta.transdecoder.pep > signalp.out")

```

Next tmHMM. Looks like I only added /home/shared/tmhmm-2.0c/ to my path, and not /home/shared/tmhmm-2.0c/bin like I needed to. Oops. Once more!

```{r}

system("/home/shared/tmhmm-2.0c/bin/tmhmm --short < Trinity.fasta.transdecoder.pep > tmhmm.out")

```

```{r}

system("head tmhmm.out")

```

Thats some data. On to RNAMMER. Hopefully this works, as it was the thing we had to hack together to install.

```{r}

system("/home/shared/Trinotate-3.0.2/util/rnammer_support/RnammerTranscriptome.pl --transcriptome Trinity.fasta --path_to_rnammer /home/shared/RNAMMER/rnammer")

```


Well... Hmm. I tested RNAMMER the way the Trinotate manual suggested and it worked. Not 100% sure what's going on here, but since RNAMMER is optional for the funcionality of Trinotate, I'll skip this for now, and do some more reaseach as to why RNAMMER isn't outputting anything to the .gff file. Strange.


Now we start combining things in Trinotate's SQL database. Note, the next command uses Trinity, not Trinotate. Don't make the same mistake I did.


```{r}

system("/home/shared/trinityrnaseq-Trinity-v2.4.0/util/support_scripts/get_Trinity_gene_to_trans_map.pl Trinity.fasta >  Trinity.fasta.gene_trans_map")


```

```{r}

system("head Trinity.fasta.gene_trans_map")

```

Looks like there's some stuff there.

```{r}

system("/home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite init --gene_trans_map Trinity.fasta.gene_trans_map --transcript_fasta Trinity.fasta --transdecoder_pep Trinity.fasta.transdecoder.pep")

```

Well, looks like installing things in /home/shared/ may have finally bit us. Trinotate wants to write to the Trinotate.sql stored in the Trinotate directory, but doesn't have proper rights to do that. Will have to figure out how to fix that long term, but I'll just run things that need to update those files as sudo in the terminal, and paste the commands here for now.

Next we load the blastx results.

```{r}

system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_swissprot_blastp blastx.outfmt6")

```

And then the blastp results

```{r}

system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_swissprot_blastp blastp.outfmt6")

```

then PFAM results.

```{r}

system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_pfam TrinotatePFAM.out")

```

And signalp results

```{r}

system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_signalp signalp.out")

```

Finally the transmembrane domains!

```{r}

system("sudo /home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite LOAD_tmhmm tmhmm.out")

```

I believe we're done loading results, except for the missing RNAMMER results. Lets make an Annotation file

```{r}

system("/home/shared/Trinotate-3.0.2/Trinotate /home/shared/Trinotate-3.0.2/admin/Trinotate.sqlite report > results.txt")

```

```{r}

library(readr)
results <- read_delim("~/Documents/Trinity-Test/trinity_out_dir/results.txt", 
    "\t", escape_double = FALSE, trim_ws = TRUE)

```

```{r}

head(results)

```


Well, hopefully that's what we were looking for?

