changeset 0:1563554bb3f0 draft

planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/trinity commit e23a8ad798830209db722d5496d19ec7a5e06214
author iuc
date Mon, 01 Aug 2016 14:43:38 -0400
parents
children 18213f29e0b9
files README.rst macros.xml run_de_analysis.xml test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.DESeq2.DE_results test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.DESeq2.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.edgeR.DE_results test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.edgeR.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.voom.DE_results test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.voom.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.DESeq2.DE_results test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.edgeR.DE_results test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.voom.DE_results test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.voom.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.DESeq2.DE_results test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.edgeR.DE_results test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano.pdf test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.voom.DE_results test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.voom.DE_results.MA_n_Volcano.pdf test-data/count/express_bowtie/results.xprs test-data/count/express_bowtie/results.xprs.genes test-data/count/express_bowtie/results_B.xprs test-data/count/express_bowtie/results_B.xprs.genes test-data/count/matrix_express_bowtie/matrix.TMM.EXPR.matrix test-data/count/matrix_express_bowtie/matrix.TPM.not_cross_norm test-data/count/matrix_express_bowtie/matrix.counts.matrix test-data/count/matrix_rsem_bowtie/matrix.TMM.EXPR.matrix test-data/count/matrix_rsem_bowtie/matrix.TPM.not_cross_norm test-data/count/matrix_rsem_bowtie/matrix.counts.matrix test-data/count/matrix_rsem_bowtie2/matrix.TMM.EXPR.matrix test-data/count/matrix_rsem_bowtie2/matrix.TPM.not_cross_norm test-data/count/matrix_rsem_bowtie2/matrix.counts.matrix test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.TPM.not_cross_norm test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.TPM.not_cross_norm.upper_quartile_norm.matrix test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.UpperQuartile.EXPR.matrix test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.counts.matrix test-data/count/matrix_rsem_bowtie_none/matrix.TPM.not_cross_norm test-data/count/matrix_rsem_bowtie_none/matrix.counts.matrix test-data/count/qcheck/input.matrix.CPM.log2.principal_components.pdf test-data/count/qcheck/input.matrix.CPM.log2.sample_cor_matrix.pdf test-data/count/qcheck/matrix.counts.matrix test-data/count/qcheck/wt_37.rep_compare.pdf test-data/count/qcheck/wt_GSNO.rep_compare.pdf test-data/count/qcheck/wt_ph8.rep_compare.pdf test-data/count/rsem_bowtie/RSEM.genes.results test-data/count/rsem_bowtie/RSEM.genes_B.results test-data/count/rsem_bowtie/RSEM.isoforms.results test-data/count/rsem_bowtie/RSEM.isoforms_B.results test-data/count/rsem_bowtie2/RSEM.genes.results test-data/count/rsem_bowtie2/RSEM.genes_B.results test-data/count/rsem_bowtie2/RSEM.isoforms.results test-data/count/rsem_bowtie2/RSEM.isoforms_B.results test-data/count/salmon/quant.sf test-data/count/salmon/quant.sf.genes test-data/count/samples.txt test-data/filtered/Trinity_filtered_exp.fasta test-data/filtered/Trinity_filtered_pct_iso.fasta test-data/filtered/counts.matrix test-data/norm/Trinity.fasta test-data/raw/Trinity.fasta test-data/raw/map.tsv test-data/reads.left.fq test-data/reads.right.fq tool_dependencies.xml
diffstat 66 files changed, 1867 insertions(+), 0 deletions(-) [+]
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/README.rst	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,18 @@
+Trinity memory usage
+====================
+
+As described on the official Trinity website
+`FAQ <http://trinityrnaseq.sourceforge.net/trinity_faq.html#ques_comp_resources_required>`_,
+trinity requires a large amount of memory to perform the assembly: "roughly
+~1G of RAM per 1M reads to be assembled"
+
+By default, this tool is configured to limit the memory consumption to 30G.
+You might need to lower this limit if the machine(s) executing the jobs have less memory available.
+If you have a lot of reads to assemble and a machine with enough memory, you can increase it.
+In both cases, you can edit the TRINITY_MEM_OPTIONS in the file:
+
+<tool_dependency_dir>/environment_settings/TRINITY_MEM_OPTIONS/iuc/trinity/<hash_string>/env.sh
+
+to lower the maximum memory usage to 2G for example:
+
+TRINITY_MEM_OPTIONS='--max_memory 2G --bflyHeapSpaceMax 2G'
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/macros.xml	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,23 @@
+<?xml version="1.0"?>
+<macros>
+    <xml name="requirements">
+        <requirements>
+            <requirement type="package" version="2.2.0">trinity</requirement>
+            <yield/>
+        </requirements>
+    </xml>
+
+    <token name="@WRAPPER_VERSION@">2.2.0</token>
+
+    <xml name="stdio">
+        <stdio>
+            <exit_code range="1:" level="fatal" description="Error in Trinity execution" />
+        </stdio>
+    </xml>
+
+    <xml name="citation">
+        <citations>
+            <citation type="doi">10.1038/nbt.1883</citation>
+        </citations>
+    </xml>
+</macros>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/run_de_analysis.xml	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,171 @@
+<tool id="trinity_run_de_analysis" name="Differential expression analysis" version="@WRAPPER_VERSION@.0">
+    <description>using a Trinity assembly</description>
+    <macros>
+        <import>macros.xml</import>
+    </macros>
+    <expand macro="requirements">
+        <!-- odering is crucial, otherwise R will override the ENV variables from deseq2 -->
+        <requirement type="package" version="1.10.0">deseq2</requirement>
+        <requirement type="package" version="3.14.0">bioconductor-edger</requirement>
+        <requirement type="package" version="3.28.10">bioconductor-limma</requirement>
+        <requirement type="package" version="1.10.0">bioconductor-deseq2</requirement>
+    </expand>
+    <expand macro="stdio"/>
+    <command><![CDATA[
+
+        ln -s "${matrix}" "input.matrix"
+
+        &&
+
+        run_DE_analysis.pl
+
+        --matrix "input.matrix"
+
+        --samples_file "${samples}"
+
+        --method ${method_choice.method}
+
+        #if $method_choice.method == "edgeR":
+            --dispersion ${method_choice.edger_dispersion}
+        #end if
+
+        #if $method_choice.method == "ROTS":
+            --ROTS_B ${method_choice.rots_b}
+            --ROTS_K ${method_choice.rots_k}
+        #end if
+
+        --min_rowSum_counts ${additional_params.min_rowSum_counts}
+
+        #if $additional_params.reference_sample:
+            --reference_sample ${additional_params.reference_sample}
+        #end if
+
+        #if $additional_params.contrasts:
+            --contrasts ${additional_params.contrasts}
+        #end if
+
+        --output results
+
+    ]]></command>
+    <inputs>
+        <param format="tabular" name="matrix" argument="--matrix" type="data" label="Expression matrix" help="output of abundance_estimates_to_matrix tool"/>
+        <param format="tabular" name="samples" argument="--samples_file" type="data" label="Sample description" help="file describing samples and replicates"/>
+
+        <conditional name="method_choice">
+            <param type="select" name="method" argument="--method" label="Differential analysis method">
+                <option value="edgeR">edgeR</option>
+                <option value="DESeq2">DESeq2</option>
+                <option value="voom">voom</option>
+                <option value="ROTS">ROTS</option>
+            </param>
+            <when value="edgeR">
+                <param name="edger_dispersion" argument="--dispersion" type="float" value="0.1" label="edgeR dispersion value" help="Read edgeR manual to guide your value choice" />
+            </when>
+            <when value="ROTS">
+                <param name="rots_b" argument="--ROTS_B" type="integer" value="500" label="number of bootstraps and permutation resampling" />
+                <param name="rots_k" argument="--ROTS_K" type="integer" value="5000" label="largest top genes size" />
+            </when>
+            <when value="voom">
+            </when>
+            <when value="DESeq2">
+            </when>
+        </conditional>
+
+        <section name="additional_params" title="Additional Options" expanded="False">
+            <param name="min_rowSum_counts" argument="--min_rowSum_counts" type="integer" value="2" label="Minimum count" help="Only those rows of matrix meeting requirement will be tested"/>
+            <param name="reference_sample" argument="--reference_sample" type="text" optional="true" value="" label="Name of a sample to which all other samples should be compared" help="default is doing all pairwise-comparisons among samples"/>
+            <param format="tabular" name="contrasts" argument="--contrasts" optional="true" type="data" label="Pairs of sample comparisons to perform" help="A 2-column tabular with lists of pairs of samples to compare"/>
+        </section>
+    </inputs>
+    <outputs>
+        <collection name="DE_results" type="list" label="Differential expression results on ${on_string}">
+            <discover_datasets pattern="(?P&lt;name&gt;.+)\.DE_results$" ext="tabular" directory="results" />
+        </collection>
+        <collection name="PDF_results" type="list" label="Differential expression plots on ${on_string}">
+            <discover_datasets pattern="(?P&lt;name&gt;.+)\.pdf$" ext="pdf" directory="results" />
+        </collection>
+    </outputs>
+    <tests>
+        <test>
+            <param name="matrix" value="count/qcheck/matrix.counts.matrix"/>
+            <param name="samples" value="count/samples.txt"/>
+            <param name="method" value="DESeq2"/>
+            <output_collection name="DE_results">
+                <element name="input.matrix.wt_37_vs_wt_GSNO.DESeq2" compare="sim_size" file="count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.DESeq2.DE_results"/>
+                <element name="input.matrix.wt_37_vs_wt_ph8.DESeq2" compare="sim_size" file="count/exp_diff/input.matrix.wt_37_vs_wt_ph8.DESeq2.DE_results"/>
+                <element name="input.matrix.wt_GSNO_vs_wt_ph8.DESeq2" compare="sim_size" file="count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.DESeq2.DE_results"/>
+            </output_collection>
+            <output_collection name="PDF_results">
+                <element name="input.matrix.wt_37_vs_wt_GSNO.DESeq2.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.DESeq2.DE_results.MA_n_Volcano.pdf"/>
+                <element name="input.matrix.wt_37_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_37_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano.pdf"/>
+                <element name="input.matrix.wt_GSNO_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano.pdf"/>
+            </output_collection>
+        </test>
+        <test>
+            <param name="matrix" value="count/qcheck/matrix.counts.matrix"/>
+            <param name="samples" value="count/samples.txt"/>
+            <param name="method" value="edgeR"/>
+            <output_collection name="DE_results">
+                <element name="input.matrix.wt_37_vs_wt_GSNO.edgeR" compare="sim_size" file="count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.edgeR.DE_results"/>
+                <element name="input.matrix.wt_37_vs_wt_ph8.edgeR" compare="sim_size" file="count/exp_diff/input.matrix.wt_37_vs_wt_ph8.edgeR.DE_results"/>
+                <element name="input.matrix.wt_GSNO_vs_wt_ph8.edgeR" compare="sim_size" file="count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.edgeR.DE_results"/>
+            </output_collection>
+            <output_collection name="PDF_results">
+                <element name="input.matrix.wt_37_vs_wt_GSNO.edgeR.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.edgeR.DE_results.MA_n_Volcano.pdf"/>
+                <element name="input.matrix.wt_37_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_37_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano.pdf"/>
+                <element name="input.matrix.wt_GSNO_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano.pdf"/>
+            </output_collection>
+        </test>
+        <test>
+            <param name="matrix" value="count/qcheck/matrix.counts.matrix"/>
+            <param name="samples" value="count/samples.txt"/>
+            <param name="method" value="voom"/>
+            <output_collection name="DE_results">
+                <element name="input.matrix.wt_37_vs_wt_GSNO.voom" compare="sim_size" file="count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.voom.DE_results"/>
+                <element name="input.matrix.wt_37_vs_wt_ph8.voom" compare="sim_size" file="count/exp_diff/input.matrix.wt_37_vs_wt_ph8.voom.DE_results"/>
+                <element name="input.matrix.wt_GSNO_vs_wt_ph8.voom" compare="sim_size" file="count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.voom.DE_results"/>
+            </output_collection>
+            <output_collection name="PDF_results">
+                <element name="input.matrix.wt_37_vs_wt_GSNO.voom.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.voom.DE_results.MA_n_Volcano.pdf"/>
+                <element name="input.matrix.wt_37_vs_wt_ph8.voom.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_37_vs_wt_ph8.voom.DE_results.MA_n_Volcano.pdf"/>
+                <element name="input.matrix.wt_GSNO_vs_wt_ph8.voom.DE_results.MA_n_Volcano" compare="sim_size" delta="100" file="count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.voom.DE_results.MA_n_Volcano.pdf"/>
+            </output_collection>
+        </test>
+    </tests>
+    <help>
+<![CDATA[
+Trinity_ assembles transcript sequences from Illumina RNA-Seq data.
+This tool performs differential expression analyses on a transcriptome assembled with Trinity.
+
+**Inputs**
+
+This tool uses the matrix produced by 'Build expression matrix for a de novo assembly of RNA-Seq data by Trinity' tool.
+
+You must describe your samples and replicates with a tabular file looking like this:
+
+=========== ================
+ConditionA  CondA_replicate1
+----------- ----------------
+ConditionA  CondA_replicate2
+----------- ----------------
+ConditionB  CondB_replicate1
+----------- ----------------
+ConditionB  CondB_replicate2
+----------- ----------------
+ConditionC  CondC_replicate1
+----------- ----------------
+ConditionC  CondC_replicate2
+----------- ----------------
+ConditionC  CondC_replicate3
+=========== ================
+
+It will probably be the same file as used in the tool 'RNASeq samples quality check for transcript quantification'.
+The names in column 2 must match the names given in the tool 'Build expression matrix for a de novo assembly of RNA-Seq data by Trinity'.
+
+
+.. _Trinity: http://trinityrnaseq.github.io
+]]>
+    </help>
+
+    <expand macro="citation" />
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.DESeq2.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,39 @@
+id	baseMeanA	baseMeanB	baseMean	log2FoldChange	lfcSE	stat	pvalue	padj
+TR4277|c0_g1_i1	3852.97388871986	161.116814813422	2007.04535176664	-4.57259674791206	0.121601866332754	-37.6030145409076	0	0
+TR131|c0_g1_i1	26.1866396538608	1340.30918254958	683.247911101723	5.67372481552909	0.187406695960058	30.274931140872	2.45144211418965e-201	4.04487948841292e-200
+TR4761|c0_g1_i1	1645.20640957447	193.196157329029	919.201283451752	-3.08847487551254	0.143642016580712	-21.5011940728159	1.51733402752078e-102	1.66906743027286e-101
+TR3091|c0_g1_i1	16.7444693227929	328.569936894811	172.657203108802	4.29039998257063	0.240421038467916	17.8453599980735	3.14072644239509e-71	2.59109931497595e-70
+TR3638|c0_g1_i1	583.00358519031	183.754416330029	383.37900076017	-1.66018915730897	0.144484444213305	-11.4904352945982	1.47367477630653e-30	9.72625352362312e-30
+TR2487|c0_g1_i1	342.210853400436	920.407318992504	631.30908619647	1.42690938766606	0.124693202553469	11.4433614539188	2.5385551583546e-30	1.39620533709503e-29
+TR3788|c0_g1_i1	19.5075441237117	134.95369713876	77.2306206312357	2.77038513264018	0.262760026053246	10.5434040871909	5.44900939296595e-26	2.56881871382681e-25
+TR1479|c0_g1_i1	129.593534475689	371.064629188207	250.329081831948	1.51441163103673	0.145431922863633	10.4131995315551	2.1584296431011e-25	8.90352227779205e-25
+TR2107|c1_g1_i1	48.9228907410258	7.40521775805688	28.1640542495414	-2.6949883047084	0.431525668867458	-6.24525607429428	4.23106352657394e-10	1.55138995974378e-09
+TR3854|c0_g1_i1	1573.69549271337	2374.56159860719	1974.12854566028	0.593513416954248	0.111306645736399	5.33223701987958	9.70102011419466e-08	3.20133663768424e-07
+TR2122|c0_g2_i2	119.534640490118	199.143666337033	159.339153413576	0.738656537188098	0.168436715892782	4.38536534788702	1.15791268060543e-05	3.47373804181628e-05
+TR1449|c0_g1_i1	180.814952011467	104.755290736358	142.785121373912	-0.784194659361461	0.185749133486416	-4.2217944420118	2.42365089281258e-05	6.61949164163031e-05
+TR4163|c0_g1_i1	347.283468916919	232.772947466212	290.028208191566	-0.576744528291395	0.137147958253208	-4.20527243450891	2.60767852549073e-05	6.61949164163031e-05
+TR2672|c0_g1_i1	18.3155337236093	2.26581902751323	10.2906763755613	-2.88818323474529	0.724350842979802	-3.98727117216294	6.68376171815065e-05	0.000157545811927837
+TR127|c1_g1_i1	13.461799216177	1.21881296083961	7.34030608850831	-3.33218181130749	0.914685635912973	-3.64298036448506	0.000269499403689035	0.000576210779000196
+TR5055|c0_g2_i1	23.3590211688541	5.52768338415684	14.4433522765055	-2.04478780320925	0.562727305023446	-3.63370994255211	0.00027937492315161	0.000576210779000196
+TR2844|c0_g1_i1	158.206282615139	231.762548186068	194.984415400603	0.550641897280872	0.154759496937021	3.55804915484414	0.000373619406412113	0.000725261200682336
+TR5212|c0_g1_i1	65.7079302129484	107.875371765755	86.7916509893515	0.713884138135847	0.209708011296715	3.40418152707468	0.000663626354411326	0.00121664831642076
+TR1894|c2_g1_i1	13.3497721959996	2.96749216411516	8.15863218005739	-2.04982326482473	0.714661961266818	-2.8682417365424	0.00412760030232129	0.00716898999876856
+TR24|c0_g1_i1	69.9065207344592	41.2394742844514	55.5729975094553	-0.760369639593845	0.269117661787534	-2.8254170853868	0.00472191070589177	0.00779115266472142
+TR4669|c0_g2_i1	0	167.096667347181	83.5483336735905	4.37844609928899	2.00484514683835	2.18393231327309	0.0289672221614669	0.0455199205394479
+TR2779|c0_g1_i1	155.915506826481	205.619872596257	180.767689711369	0.402360429872658	0.188906223389576	2.12994798505331	0.0331759079102528	0.0497638618653791
+TR1492|c0_g1_i2	1640.89375005483	1435.64893261411	1538.27134133447	-0.192484740220531	0.101376439014472	-1.89871277874588	0.0576022504671541	0.0796285639028554
+TR3807|c0_g1_i1	3.48709246029019	0.350050334268211	1.9185713972792	-2.70461238638113	1.4262081182078	-1.89636586123194	0.0579116828384403	0.0796285639028554
+TR4084|c0_g1_i1	93.2264707954139	121.352438036668	107.289454416041	0.3802042378315	0.213056828958299	1.78452030704877	0.0743391580521785	0.0981276886288757
+TR1891|c0_g1_i1	107.628573623499	135.399287466928	121.513930545214	0.328806752550927	0.189034600977243	1.73939982866159	0.0819644583677276	0.104031812543654
+TR1837|c2_g1_i1	0.308903905435236	2.22601224010275	1.26745807276899	2.42365647560727	1.53486167088074	1.57907160077593	0.114319634794044	1
+TR5075|c0_g1_i1	15.8633018853512	9.23822794034992	12.5507649128506	-0.764079585128418	0.506894456921462	-1.50737411840904	0.131714788977897	0.158065100778825
+TR4859|c0_g1_i1	7.32690480813971	3.17910584569163	5.25300532691567	-1.18284590433612	0.789581441931072	-1.49806700299749	0.134115843085064	0.158065100778825
+TR939|c0_g1_i1	84.2568220960088	96.9171174594069	90.5869697777078	0.202696971338398	0.202184598546511	1.00253418309589	0.316085665578007	0.354180332604713
+TR2278|c0_g1_i1	486.5272515724	448.140178813055	467.333715192727	-0.118822731208233	0.119975347874694	-0.990392887481645	0.321982120549739	0.354180332604713
+TR2011|c5_g1_i1	5.60408627995835	7.88255079488408	6.74331853742122	0.488779860259128	0.689341019893534	0.70905378637502	0.478291099766969	0.509148590074515
+TR2182|c3_g2_i6	2.24974854180929	1.3031439398571	1.77644624083319	-0.780861388045469	1.28191780274725	-0.609135302101293	0.54243475986365	0.559385846109389
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+TR1678|c0_g1_i1	0.595141051681226	0.700100668536423	0.647620860108824	0.247986780508542	1.73527723872539	0.142909026277954	0.886362029808798	1
+TR1122|c0_g1_i1	1.41370386226057	1.3031439398571	1.35842390105883	-0.16283641618004	1.43170451886811	-0.113736049606644	0.909447034479058	1
+TR1982|c2_g1_i1	5.73684100209948	5.71221669652109	5.72452884931028	0.0102126833240523	0.713573951255734	0.0143120181252136	0.988581051536513	0.988581051536513
+TR2090|c0_g1_i1	0	9.55638889228537	4.77819444614269	3.06235120305875	2.04796345977052	1.49531535264887	NA	1
Binary file test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.DESeq2.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.edgeR.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,39 @@
+logFC	logCPM	PValue	FDR
+TR131|c0_g1_i1	5.8364197685119	16.0402624962907	0	0
+TR4277|c0_g1_i1	-4.41329137350676	17.4523259866001	0	0
+TR3091|c0_g1_i1	4.45193883524837	14.0450613692144	2.75977672027703e-191	3.0023764016608e-190
+TR4761|c0_g1_i1	-2.92753980838104	16.3343761538543	3.16039621227453e-191	3.0023764016608e-190
+TR2487|c0_g1_i1	1.58705373680526	15.8895982491351	1.69098562804069e-123	1.28514907731092e-122
+TR1479|c0_g1_i1	1.67068054401246	14.5625418524933	4.82942248775202e-81	3.05863424224295e-80
+TR3638|c0_g1_i1	-1.49936398500381	15.1049693447894	1.31792237756209e-64	7.15443576390849e-64
+TR3854|c0_g1_i1	0.756865722480515	17.5147652035186	8.35417282711821e-40	3.96823209288115e-39
+TR2122|c0_g2_i2	0.903942128151819	13.8996874045924	3.62505920095794e-13	1.53058055151558e-12
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+TR4669|c0_g2_i1	10.5374101870061	13.0322839834498	3.83881845042015e-08	1.21562584263305e-07
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+TR127|c1_g1_i1	-3.25307512484374	9.84850588284066	0.000331345441643876	0.000740654516615722
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+TR4084|c0_g1_i1	0.527023803952886	13.333880353991	0.19596368831627	0.301997237380275
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+TR24|c0_g1_i1	-0.590671163985234	12.3854267629296	0.21115333494008	0.308608720297039
+TR1837|c2_g1_i1	2.67943439258847	8.19914223144978	0.242162966500684	0.336820885113627
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+TR2011|c5_g1_i1	0.672074276530526	9.63297397547156	0.357699118838244	0.453085550528442
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+TR1492|c0_g1_i2	-0.0311770185465736	17.1360846492483	0.562063331952301	0.647224442854165
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+TR1678|c0_g1_i1	0.476522568809639	7.93710096737952	1	1
+TR1122|c0_g1_i1	-0.015204817268041	8.26206767263358	1	1
Binary file test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.edgeR.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.voom.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,39 @@
+logFC	logCPM	PValue	FDR
+TR131|c0_g1_i1	5.8235943392439	16.1127963113785	7.14846919291531e-10	2.71641829330782e-08
+TR4277|c0_g1_i1	-4.41182125975734	17.3835558041266	1.56187740933885e-09	2.96756707774382e-08
+TR3091|c0_g1_i1	4.43711915085412	14.1189484156579	4.80332538807657e-08	5.96619459206176e-07
+TR2487|c0_g1_i1	1.58597331690052	15.926957585609	6.28020483374923e-08	5.96619459206176e-07
+TR4761|c0_g1_i1	-2.92047098366841	16.2714320125634	5.50582910815067e-07	4.18443012219451e-06
+TR1479|c0_g1_i1	1.67737907773679	14.6004783880878	9.51214752241748e-07	5.52604916020242e-06
+TR3638|c0_g1_i1	-1.50273266496817	15.0596817330556	1.02518921423282e-06	5.52604916020242e-06
+TR3788|c0_g1_i1	2.93902285611693	12.9382150715361	2.41689084349911e-06	1.02046502281074e-05
+TR3854|c0_g1_i1	0.759398996973938	17.5343629610585	1.16337877056893e-06	5.52604916020242e-06
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+TR127|c1_g1_i1	-3.10441694967501	9.33201892428652	0.0147505107490706	0.0271381068158418
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+TR5055|c0_g2_i1	-1.80082179647401	10.290740057161	0.014997374819281	0.0271381068158418
+TR1894|c2_g1_i1	-1.81920882927282	9.4761161835092	0.0211021355265418	0.0348643978264604
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+TR4669|c0_g2_i1	6.27373933776222	13.1239272719772	0.48073138273468	0.553569471027814
+TR1122|c0_g1_i1	-0.199192308627843	7.01379133029712	0.87736931102229	0.87736931102229
+TR3249|c0_g1_i1	0.258869539778469	7.31927198802943	0.798677928444158	0.820263818402108
+TR1982|c2_g1_i1	0.132112224684827	9.08491674138301	0.763974995328257	0.806418050624271
+TR2278|c0_g1_i1	0.0407550618622219	15.423513715505	0.613273487399665	0.685423309446684
+TR1492|c0_g1_i2	-0.0324123498367541	17.1356104672946	0.389074079094509	0.462025468924729
Binary file test-data/count/exp_diff/input.matrix.wt_37_vs_wt_GSNO.voom.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.DESeq2.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,39 @@
+id	baseMeanA	baseMeanB	baseMean	log2FoldChange	lfcSE	stat	pvalue	padj
+TR4277|c0_g1_i1	4705.34614971641	162.902721493704	2434.12443560506	-4.84860951090545	0.124597307945428	-38.9142397284305	0	0
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+TR4761|c0_g1_i1	2012.6141923276	384.620292965437	1198.61724264652	-2.38450946693381	0.143863830576436	-16.5747669680385	1.06073316501088e-61	1.34359534234711e-60
+TR3091|c0_g1_i1	20.4914097091341	321.651020117047	171.071214913091	3.96886910507283	0.256323110469072	15.4838519937191	4.45952081812589e-54	4.2365447772196e-53
+TR2779|c0_g1_i1	191.51955185349	1058.15934185376	624.839446853626	2.46616535412611	0.177102083131526	13.9251064161374	4.4587691300744e-44	3.38866453885655e-43
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+TR1859|c3_g1_i1	0.361569353912422	2.25550826604853	1.30853880998047	2.09887277242766	1.59427549709957	1.31650569568817	0.188004367989136	0.255148785128113
+TR1982|c2_g1_i1	7.00144976454503	11.520013112092	9.26073143831853	0.70490953188932	0.647715898283926	1.0883004937148	0.276462472665158	0.362261171078483
+TR3854|c0_g1_i1	1925.26464813324	2107.16376011081	2016.21420412203	0.130534071096341	0.124633726123269	1.04734147936199	0.29494211171073	0.373593341500258
+TR5212|c0_g1_i1	80.2050001877881	94.8352723753388	87.5201362815635	0.236773654582184	0.240888724170321	0.982917134862537	0.325648223857982	0.399181693761397
+TR1837|c2_g1_i1	0.377330628439655	1.67813520813222	1.02773291828594	1.63744709452968	1.70484764845029	0.960465350682869	0.336821061516539	0.39997501055089
+TR2844|c0_g1_i1	193.030766468894	213.82243412349	203.426600296192	0.144163413939115	0.182129405153131	0.791543868591151	0.428626687374099	0.493570124855023
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+TR2182|c3_g2_i6	2.76248771922916	1.94482465855284	2.353656188891	-0.463555959442342	1.17585679724627	-0.394228243207794	0.69341253558072	0.731935454224094
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+TR939|c0_g1_i1	103.002135647151	102.820214322362	102.911174984756	-0.00127076378479059	0.216917077821033	-0.00585829293643274	0.995325785249569	0.995325785249569
Binary file test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.edgeR.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,39 @@
+logFC	logCPM	PValue	FDR
+TR131|c0_g1_i1	5.83867709149149	16.0447742820606	3.67956255674e-64	1.3982337715612e-62
+TR3091|c0_g1_i1	4.35104356420213	13.9337836495047	7.47918124727105e-59	1.4210444369815e-57
+TR4277|c0_g1_i1	-4.51249642920563	17.4585638169146	1.30305812944242e-53	1.65054029729373e-52
+TR5075|c0_g1_i1	3.18286810352713	12.8084040893566	8.25600206225396e-24	7.84320195914126e-23
+TR2107|c1_g1_i1	-4.48477961203985	11.2510359028096	1.80754966502889e-22	1.37373774542196e-21
+TR2779|c0_g1_i1	2.75442228103487	15.7797198210508	8.23352696880425e-15	5.21456708024269e-14
+TR1891|c0_g1_i1	1.85607282303223	14.4424161372431	4.82341414399837e-12	2.61842482102769e-11
+TR4761|c0_g1_i1	-2.05815692521639	16.4916266891202	6.53530817860542e-12	3.10427138483757e-11
+TR1479|c0_g1_i1	1.43256512308186	14.3771181295432	1.13197856555697e-09	4.77946505457389e-09
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+TR2487|c0_g1_i1	1.52157644373511	15.8810635663776	2.37540305111961e-07	7.52210966187877e-07
+TR4084|c0_g1_i1	0.991060679215133	13.5661427311877	4.21767858359174e-07	1.23285989366528e-06
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+TR1894|c2_g1_i1	-2.85359093751189	9.70265145133598	3.82707393478771e-05	9.08930059512081e-05
+TR5055|c0_g2_i1	-1.8545312748531	10.5508309427169	0.000561739096452478	0.0012556520979526
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+TR3807|c0_g1_i1	-2.92018331334326	8.37863764275674	0.0119536481076316	0.0206472103677272
+TR1449|c0_g1_i1	-0.576747771663695	13.7363876885022	0.0130185393324759	0.0215088910710471
+TR1982|c2_g1_i1	1.11743546508384	9.86122459596308	0.024471659211255	0.0382656346855499
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+TR1859|c3_g1_i1	2.64648031785777	8.0811923384908	0.0677782555815868	0.0858524570700099
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+TR3788|c0_g1_i1	0.512277745155381	11.1125640718165	0.129462204245195	0.149077689736891
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+TR2011|c5_g1_i1	-0.075980865610854	9.27931055760989	0.901508002533997	0.925873083683564
+TR2182|c3_g2_i6	-0.147124070779728	8.45393312498213	1	1
Binary file test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.voom.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,39 @@
+logFC	logCPM	PValue	FDR
+TR131|c0_g1_i1	5.89108692370307	16.0946870940125	4.52958285205525e-36	1.721241483781e-34
+TR4277|c0_g1_i1	-4.47812345668175	17.3786096664403	1.7008141018303e-32	3.23154679347758e-31
+TR3091|c0_g1_i1	4.37454375877296	13.9751350003907	7.58044859691792e-23	9.60190155609603e-22
+TR2779|c0_g1_i1	2.89398117484377	15.8061264352363	3.97828335136821e-18	3.7793691837998e-17
+TR5075|c0_g1_i1	3.21512246000432	12.8334153580766	2.0588784190888e-14	1.56474759850749e-13
+TR2107|c1_g1_i1	-4.32040270723487	11.0762608486921	9.69490500265428e-11	6.14010650168104e-10
+TR4761|c0_g1_i1	-2.00464775189483	16.4172477083723	2.27235196662378e-10	1.23356249616719e-09
+TR1891|c0_g1_i1	1.89490003648365	14.4620196202787	1.18363400337593e-09	5.62226151603565e-09
+TR2122|c0_g2_i2	1.68823123696301	14.4430864744705	3.40183177422869e-08	1.436328971341e-07
+TR24|c0_g1_i1	1.665273448047	13.6146325155501	1.25297628243395e-07	4.76130987324901e-07
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+TR1678|c0_g1_i1	3.32711159096413	8.62991286220581	4.44668660347576e-05	0.000129980069947753
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+TR2090|c0_g1_i1	3.12073361486577	8.21515298661506	0.000414922023762837	0.000985439806436737
+TR5055|c0_g2_i1	-1.75449782198233	10.3047459168783	0.000987360143376457	0.0020844269693503
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+TR1859|c3_g1_i1	2.08358066039446	6.92308482511994	0.0216139227266133	0.0357099592874481
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+TR3854|c0_g1_i1	0.504473372285636	17.3527799714624	0.0956174473541405	0.117208483853463
+TR1122|c0_g1_i1	-0.501746583160273	6.50836597017328	0.595453777887275	0.628534543325457
+TR3788|c0_g1_i1	0.524753873079964	11.0311382344715	0.215975804877357	0.234488016723988
+TR2278|c0_g1_i1	-0.424377145183038	15.1829447141358	0.145500439954072	0.167545961159234
+TR2182|c3_g2_i6	0.0429471548350905	7.57134083040984	0.956400717774849	0.956400717774849
+TR939|c0_g1_i1	0.398499350568058	13.0523653134109	0.192129988432482	0.214733516483362
+TR2011|c5_g1_i1	0.0410416962762211	8.85697121679121	0.9477445647389	0.956400717774849
Binary file test-data/count/exp_diff/input.matrix.wt_37_vs_wt_ph8.voom.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.DESeq2.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,40 @@
+id	baseMeanA	baseMeanB	baseMean	log2FoldChange	lfcSE	stat	pvalue	padj
+TR2779|c0_g1_i1	195.849684476753	966.924129135581	581.386906806167	2.25621220756415	0.156114979193812	14.4522467940961	2.42639762934434e-47	5.82335431042642e-46
+TR1891|c0_g1_i1	128.246229498835	343.028289972482	235.637259735659	1.40479466067472	0.104376051709838	13.4589749052781	2.72672776456232e-41	3.27207331747478e-40
+TR4761|c0_g1_i1	184.029205648389	351.782300021135	267.905752834762	0.934185686537064	0.0945413616088594	9.88123791152932	5.0208774429335e-23	4.0167019543468e-22
+TR24|c0_g1_i1	39.3724575919554	183.288101009647	111.330279300801	2.11680322693425	0.240338854880295	8.80757806717753	1.27878744153922e-18	7.67272464923531e-18
+TR3638|c0_g1_i1	174.266398355818	297.555274221606	235.910836288712	0.75598517202537	0.0975355931355663	7.75086455848598	9.12689947000201e-15	3.81892706573808e-14
+TR2122|c0_g2_i2	190.673533226329	328.707071692642	259.690302459485	0.782528370953275	0.101034702024136	7.74514454218254	9.54731766434521e-15	3.81892706573808e-14
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+TR2011|c5_g1_i1	7.597917075274	4.42090354598533	6.00941031062966	-0.246737820349972	0.517913150509813	-0.476407714511773	0.633783939711306	1
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+TR2182|c3_g2_i6	1.29006258579706	1.76655578876639	1.52830918728173	0.209843639881372	0.537581597903129	0.390347513195914	0.696279593847798	1
+TR1449|c0_g1_i1	98.9943307118646	106.843279101242	102.918804906553	0.100194141469895	0.276715374273995	0.362083753867198	0.717289443676285	0.9108498942696
+TR4277|c0_g1_i1	153.969096204861	149.159426886469	151.564261545665	-0.0459267760105497	0.128823197370029	-0.356510139075578	0.721458560376159	0.9108498942696
+TR1982|c2_g1_i1	5.5352448786851	10.687042573374	8.11114372602957	0.110416157924497	0.359967068804195	0.306739608962835	0.759041578558	0.9108498942696
+TR127|c1_g1_i1	1.20754470361908	1.49113571265046	1.34934020813477	0.142968860758062	0.541343527667515	0.26410006484066	0.791702813929264	1
+TR3854|c0_g1_i1	2260.55060252051	1927.46472630351	2094.00766441201	-0.135348942475858	0.546438760787258	-0.247692792291784	0.804372109047297	0.919282410339768
+TR2090|c0_g1_i1	9.46045896251181	5.6546754787973	7.55756722065455	-0.0586395744056909	0.302337767579782	-0.193953851267414	0.846212017000596	1
+TR3807|c0_g1_i1	0.347502979754365	0.292870809896544	0.320186894825454	-0.0640837282416973	0.445995787050203	-0.143686846608001	0.885747758296628	1
+TR131|c0_g1_i1	1275.67603302799	1312.2934796972	1293.9847563626	0.0343724958045096	0.405262489992082	0.0848153891695754	0.932408158838271	0.963782835492881
+TR5055|c0_g2_i1	5.17791343714095	5.60171771495863	5.38981557604979	0.043552763660028	0.53975688204026	0.0806895939805349	0.935688812631814	1
+TR939|c0_g1_i1	92.2508462008296	94.0990807885678	93.1749634946987	0.0253693962827489	0.353966153466169	0.0716718139130601	0.942863087697354	0.963782835492881
+TR2487|c0_g1_i1	875.181494043204	882.631049341941	878.906271692572	0.0115839334384507	0.255112918612705	0.0454070828770402	0.963782835492881	0.963782835492881
Binary file test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.DESeq2.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.edgeR.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,40 @@
+logFC	logCPM	PValue	FDR
+TR2779|c0_g1_i1	2.23948335958727	15.9163308249372	1.20766376889896e-237	4.70988869870595e-236
+TR1492|c0_g1_i2	-0.807859120941235	16.8439348559211	2.37986391219743e-61	4.64073462878498e-60
+TR1891|c0_g1_i1	1.35697452203657	14.6311197032228	1.60645028176433e-35	2.08838536629363e-34
+TR4761|c0_g1_i1	0.880921757190946	14.8138260614735	1.59143301924913e-24	1.5516471937679e-23
+TR2122|c0_g2_i2	0.729785350305026	14.7699678361852	6.52776857951534e-13	5.09165949202196e-12
+TR3854|c0_g1_i1	-0.289859344737128	17.7786469452325	6.1302236270955e-12	3.98464535761207e-11
+TR3638|c0_g1_i1	0.702510801497461	14.6355179638282	5.62335492840333e-11	3.133012031539e-10
+TR2278|c0_g1_i1	-0.490901034745758	15.2921454021456	1.53296499052609e-09	7.47320432881468e-09
+TR24|c0_g1_i1	2.16007337608378	13.5636496776551	8.67157466173412e-09	3.75768235341812e-08
+TR5075|c0_g1_i1	3.7524485458028	12.8683202800317	5.50095216588421e-08	2.14537134469484e-07
+TR4669|c0_g2_i1	-10.4044948993067	13.1110475123695	1.35189372056785e-06	4.79307773655872e-06
+TR3788|c0_g1_i1	-2.47698512550917	13.0240883091698	1.80487840553907e-05	5.86585481800198e-05
+TR1479|c0_g1_i1	-0.272661827455658	15.1172528121102	0.000483095512098729	0.00144928653629619
+TR1678|c0_g1_i1	3.02812287247775	9.36059212330112	0.0074853976481696	0.0208521791627582
+TR2107|c1_g1_i1	-1.98032359155541	9.36544178725855	0.0305238827180189	0.0756824353198294
+TR2844|c0_g1_i1	-0.244755727600329	14.4560017424587	0.0310492042337762	0.0756824353198294
+TR1859|c3_g1_i1	4.12978123132011	8.37588761488442	0.0428877609330621	0.0983895691993777
+TR3091|c0_g1_i1	-0.148576217250104	14.9963238698071	0.0547318692708507	0.11858571675351
+TR2672|c0_g1_i1	1.64029381826409	9.53984158811941	0.100507062957769	0.206303971334369
+TR4163|c0_g1_i1	-0.156926020788278	14.5006265631178	0.113620071038851	0.22155913852576
+TR4859|c0_g1_i1	-1.3062724221166	8.73091245897321	0.181160758857669	0.3364414093071
+TR4084|c0_g1_i1	0.390578563212142	13.8603174460746	0.270419882900116	0.479380701504752
+TR1982|c2_g1_i1	0.866592651710305	10.0958159836705	0.312186869456376	0.515984430920105
+TR1894|c2_g1_i1	-0.989932992780787	8.78384403630691	0.317528880566218	0.515984430920105
+TR4277|c0_g1_i1	-0.107189584823599	14.0046148411409	0.347278576725125	0.541754579691195
+TR2487|c0_g1_i1	-0.0467513454249246	16.526653433485	0.376403968202147	0.560230359736405
+TR3249|c0_g1_i1	1.00369455926223	9.08504250192555	0.387851787509819	0.560230359736405
+TR5212|c0_g1_i1	-0.310409394484433	13.3365591825697	0.416163942507532	0.572783249883747
+TR2011|c5_g1_i1	-0.799376994792807	9.70509536731836	0.425915749913555	0.572783249883747
+TR1837|c2_g1_i1	-0.59484087321072	8.66193471010726	0.588495494688377	0.76504414309489
+TR2090|c0_g1_i1	-0.766971023107968	9.89421471118339	0.638322407555079	0.8030507707951
+TR131|c0_g1_i1	-0.0187996511046741	17.0827735361623	0.697507705031756	0.850087515507453
+TR1122|c0_g1_i1	-0.908051089281089	8.22928258978683	0.753364106379395	0.890339398448377
+TR1449|c0_g1_i1	0.0452741219590205	13.4583026590017	0.919111339143084	1
+TR939|c0_g1_i1	-0.0309689709592036	13.3146949564453	0.956245904999637	1
+TR5055|c0_g2_i1	0.0548476287872344	9.62768102188797	0.999999999999985	1
+TR2182|c3_g2_i6	0.517423422896207	8.5297276065799	1	1
+TR127|c1_g1_i1	0.299043611515333	8.4576897025083	1	1
+TR3807|c0_g1_i1	-0.266132577378544	7.94319410024963	1	1
Binary file test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.edgeR.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.voom.DE_results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,40 @@
+logFC	logCPM	PValue	FDR
+TR2779|c0_g1_i1	2.23795519272237	15.9076254017254	2.92187316761645e-09	1.13953053537042e-07
+TR1492|c0_g1_i2	-0.807554446371668	16.8426446227048	5.58321346448906e-08	1.08872662557537e-06
+TR24|c0_g1_i1	2.16839334936064	13.5222768601527	3.73856822091501e-07	4.86013868718952e-06
+TR3788|c0_g1_i1	-2.47096654484901	13.0144557887788	1.245732049043e-06	9.71670998253539e-06
+TR5075|c0_g1_i1	3.68481140303272	12.7944067233298	3.44359702134355e-06	2.23833806387331e-05
+TR3854|c0_g1_i1	-0.290746293924475	17.7782076349597	5.25322144866517e-07	5.12189091244854e-06
+TR1891|c0_g1_i1	1.35768165107067	14.6117632515968	5.28666359293828e-06	2.79053243123467e-05
+TR4761|c0_g1_i1	0.878920056028248	14.8002262876656	5.72416908971214e-06	2.79053243123467e-05
+TR2122|c0_g2_i2	0.730166040402744	14.7551588447381	0.000213340170514583	0.000924474072229861
+TR3638|c0_g1_i1	0.708321413581678	14.6195575978943	0.000258928735946659	0.00100982207019197
+TR2107|c1_g1_i1	-1.90861736829884	8.90712643491077	0.00457979737107378	0.0148843414559898
+TR1678|c0_g1_i1	2.86408187112217	8.67828416118206	0.00614682516189	0.01844047548567
+TR2278|c0_g1_i1	-0.503051556783977	15.2850549214884	0.00155857674629228	0.00552586300958173
+TR1859|c3_g1_i1	1.96144637998691	6.77065030795652	0.0428269385052548	0.0982500353944082
+TR2672|c0_g1_i1	1.69730734417424	8.97832173338033	0.0866262290356731	0.160877282494822
+TR1479|c0_g1_i1	-0.277933522953326	15.1098597149167	0.0157877120065803	0.0439800548754737
+TR1982|c2_g1_i1	0.859948395691952	9.74982883974683	0.0845253825418736	0.160877282494822
+TR4859|c0_g1_i1	-1.04376243585308	7.84838377560073	0.178339170085147	0.289801151388364
+TR2011|c5_g1_i1	-0.835627288758852	9.33803398810951	0.117576176969539	0.20843049553691
+TR4084|c0_g1_i1	0.383433512314591	13.8345091917852	0.0320674039619619	0.083375250301101
+TR1894|c2_g1_i1	-0.899367664455804	7.86698528437277	0.236693956821629	0.369242572641742
+TR5212|c0_g1_i1	-0.317453614519532	13.3093804544918	0.0408068910563242	0.0982500353944082
+TR2182|c3_g2_i6	0.988859576038597	7.34392475064937	0.332144974966109	0.462630500845651
+TR3249|c0_g1_i1	1.18548803762213	8.36747688877935	0.296376188714782	0.444564283072173
+TR1837|c2_g1_i1	-0.83411458992077	7.6102620160458	0.393260306376011	0.528867308574635
+TR3807|c0_g1_i1	-0.40219136988549	5.09566487188118	0.681998347783062	0.765740423023185
+TR4669|c0_g2_i1	-6.05037553674292	13.1239272719772	0.480074268471172	0.603964402270185
+TR1122|c0_g1_i1	-0.184244267394782	6.64199260311611	0.869699168726351	0.892585988955992
+TR127|c1_g1_i1	0.354388761220407	7.15556768591471	0.687202943738756	0.765740423023185
+TR2844|c0_g1_i1	-0.251980888130202	14.4425124782726	0.0594765231313145	0.128865800117848
+TR2090|c0_g1_i1	0.862128177746631	9.64998833298881	0.646749723219784	0.764340581987017
+TR3091|c0_g1_i1	-0.148831558112849	14.9878570236746	0.0841354210369957	0.160877282494822
+TR5055|c0_g2_i1	-0.0583511298028353	9.18288041060754	0.918331019801174	0.918331019801174
+TR4163|c0_g1_i1	-0.161834057105857	14.4879250602579	0.126768900432688	0.214955961603254
+TR4277|c0_g1_i1	-0.103273026252208	13.9874746529507	0.30829078508145	0.445308911784317
+TR939|c0_g1_i1	-0.0333503331526365	13.2856573711711	0.715260879184748	0.774865952450143
+TR1449|c0_g1_i1	0.049884213852527	13.4293306544833	0.75234222467997	0.793009371959969
+TR2487|c0_g1_i1	-0.0480185034754555	16.5239765307922	0.407818984620182	0.530164680006236
+TR131|c0_g1_i1	-0.0203187870937255	17.0810493411762	0.539920494505425	0.658028102678487
Binary file test-data/count/exp_diff/input.matrix.wt_GSNO_vs_wt_ph8.voom.DE_results.MA_n_Volcano.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/express_bowtie/results.xprs	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+bundle_id	target_id	length	eff_length	tot_counts	uniq_counts	est_counts	eff_counts	ambig_distr_alpha	ambig_distr_beta	fpkm	fpkm_conf_low	fpkm_conf_high	solvable	tpm
+1	TRINITY_DN2_c3_g1_i1	202	0.000000	0	0	0.000000	0.000000	0.000000e00	0.000000e00	0.000000e00	0.000000e00	0.000000e00	F	0.000000e+00
+2	TRINITY_DN1_c0_g1_i1	380	109.247050	5	5	5.000000	17.391774	0.000000e00	0.000000e00	4.160711e06	4.160711e06	4.160711e06	T	6.610131e+05
+3	TRINITY_DN2_c0_g1_i1	279	0.000000	0	0	0.000000	0.000000	0.000000e00	0.000000e00	0.000000e00	0.000000e00	0.000000e00	F	0.000000e+00
+4	TRINITY_DN0_c0_g1_i1	229	0.000000	0	0	0.000000	0.000000	0.000000e00	0.000000e00	0.000000e00	0.000000e00	0.000000e00	F	0.000000e+00
+5	TRINITY_DN2_c1_g1_i1	541	259.008053	5	5	5.000000	10.443691	0.000000e00	0.000000e00	1.754947e06	1.754947e06	1.754947e06	T	2.788088e+05
+6	TRINITY_DN2_c2_g1_i1	240	240.000000	1	1	1.000000	1.000000	0.000000e00	0.000000e00	3.787879e05	3.787879e05	3.787879e05	T	6.017811e+04
+7	TRINITY_DN3_c0_g1_i1	216	0.000000	0	0	0.000000	0.000000	0.000000e00	0.000000e00	0.000000e00	0.000000e00	0.000000e00	F	0.000000e+00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/express_bowtie/results.xprs.genes	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+bundle_id	target_id	length	eff_length	tot_counts	uniq_counts	est_counts	eff_counts	ambig_distr_alpha	ambig_distr_beta	fpkm	fpkm_conf_low	fpkm_conf_high	solvable	tpm
+NA	TRINITY_DN3_c0_g1	216.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN2_c2_g1	240.00	240.00	NA	NA	NA	1.00	NA	NA	378787.90	NA	NA	NA	60178.11
+NA	TRINITY_DN2_c3_g1	202.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN0_c0_g1	229.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN2_c0_g1	279.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN1_c0_g1	380.00	109.25	NA	NA	NA	17.39	NA	NA	4160711.00	NA	NA	NA	661013.1
+NA	TRINITY_DN2_c1_g1	541.00	259.01	NA	NA	NA	10.44	NA	NA	1754947.00	NA	NA	NA	278808.8
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/express_bowtie/results_B.xprs	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+bundle_id	target_id	length	eff_length	tot_counts	uniq_counts	est_counts	eff_counts	ambig_distr_alpha	ambig_distr_beta	fpkm	fpkm_conf_low	fpkm_conf_high	solvable	tpm
+1	TRINITY_DN0_c0_g1_i1	380	109.247050	5	5	5.000000	17.391774	0.000000e+00	0.000000e+00	4.160711e+06	4.160711e+06	4.160711e+06	T	6.610131e+05
+2	TRINITY_DN2_c0_g1_i1	279	0.000000	0	0	0.000000	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	F	0.000000e+00
+3	TRINITY_DN2_c1_g1_i1	240	240.000000	1	1	1.000000	1.000000	0.000000e+00	0.000000e+00	3.787879e+05	3.787879e+05	3.787879e+05	T	6.017811e+04
+4	TRINITY_DN1_c0_g1_i1	229	0.000000	0	0	0.000000	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	F	0.000000e+00
+5	TRINITY_DN3_c0_g1_i1	216	0.000000	0	0	0.000000	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	F	0.000000e+00
+6	TRINITY_DN2_c3_g1_i1	202	0.000000	0	0	0.000000	0.000000	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	F	0.000000e+00
+7	TRINITY_DN2_c2_g1_i1	541	259.008053	5	5	5.000000	10.443691	0.000000e+00	0.000000e+00	1.754947e+06	1.754947e+06	1.754947e+06	T	2.788088e+05
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/express_bowtie/results_B.xprs.genes	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+bundle_id	target_id	length	eff_length	tot_counts	uniq_counts	est_counts	eff_counts	ambig_distr_alpha	ambig_distr_beta	fpkm	fpkm_conf_low	fpkm_conf_high	solvable	tpm
+NA	TRINITY_DN3_c0_g1	216.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN2_c1_g1	240.00	240.00	NA	NA	NA	1.00	NA	NA	378787.90	NA	NA	NA	60178.11
+NA	TRINITY_DN2_c3_g1	202.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN0_c0_g1	380.00	109.25	NA	NA	NA	17.39	NA	NA	4160711.00	NA	NA	NA	661013.1
+NA	TRINITY_DN1_c0_g1	229.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN2_c0_g1	279.00	1.00	NA	NA	NA	0.00	NA	NA	0.00	NA	NA	NA	0
+NA	TRINITY_DN2_c2_g1	541.00	259.01	NA	NA	NA	10.44	NA	NA	1754947.00	NA	NA	NA	278808.8
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_express_bowtie/matrix.TMM.EXPR.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN2_c1_g1_i1	278808.8	60178.11
+TRINITY_DN1_c0_g1_i1	0	0
+TRINITY_DN2_c2_g1_i1	60178.11	278808.8
+TRINITY_DN2_c0_g1_i1	0	0
+TRINITY_DN3_c0_g1_i1	0	0
+TRINITY_DN2_c3_g1_i1	0	0
+TRINITY_DN0_c0_g1_i1	661013.1	661013.1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_express_bowtie/matrix.TPM.not_cross_norm	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN2_c1_g1_i1	278808.8	60178.11
+TRINITY_DN1_c0_g1_i1	0	0
+TRINITY_DN2_c2_g1_i1	60178.11	278808.8
+TRINITY_DN2_c0_g1_i1	0	0
+TRINITY_DN3_c0_g1_i1	0	0
+TRINITY_DN2_c3_g1_i1	0	0
+TRINITY_DN0_c0_g1_i1	661013.1	661013.1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_express_bowtie/matrix.counts.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN2_c1_g1_i1	10.443691	1.000000
+TRINITY_DN1_c0_g1_i1	0.000000	0.000000
+TRINITY_DN2_c2_g1_i1	1.000000	10.443691
+TRINITY_DN2_c0_g1_i1	0.000000	0.000000
+TRINITY_DN3_c0_g1_i1	0.000000	0.000000
+TRINITY_DN2_c3_g1_i1	0.000000	0.000000
+TRINITY_DN0_c0_g1_i1	17.391774	17.391774
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie/matrix.TMM.EXPR.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0	0
+TRINITY_DN4_c0_g1	0	0
+TRINITY_DN0_c0_g1	331152.79	331152.79
+TRINITY_DN2_c0_g1	0	0
+TRINITY_DN3_c2_g1	524034.76	144812.45
+TRINITY_DN3_c1_g1	144812.45	524034.76
+TRINITY_DN3_c3_g1	0	0
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie/matrix.TPM.not_cross_norm	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0	0
+TRINITY_DN4_c0_g1	0	0
+TRINITY_DN0_c0_g1	331152.79	331152.79
+TRINITY_DN2_c0_g1	0	0
+TRINITY_DN3_c2_g1	524034.76	144812.45
+TRINITY_DN3_c1_g1	144812.45	524034.76
+TRINITY_DN3_c3_g1	0	0
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie/matrix.counts.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0.00	0.00
+TRINITY_DN4_c0_g1	0.00	0.00
+TRINITY_DN0_c0_g1	5.00	5.00
+TRINITY_DN2_c0_g1	0.00	0.00
+TRINITY_DN3_c2_g1	1.00	5.00
+TRINITY_DN3_c1_g1	5.00	1.00
+TRINITY_DN3_c3_g1	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie2/matrix.TMM.EXPR.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0	0
+TRINITY_DN2_c2_g1	529174.03	161779.66
+TRINITY_DN2_c3_g1	0	0
+TRINITY_DN0_c0_g1	309046.31	309046.31
+TRINITY_DN2_c0_g1	0	0
+TRINITY_DN1_c0_g1	0	0
+TRINITY_DN2_c1_g1	161779.66	529174.03
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie2/matrix.TPM.not_cross_norm	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0	0
+TRINITY_DN2_c2_g1	529174.03	161779.66
+TRINITY_DN2_c3_g1	0	0
+TRINITY_DN0_c0_g1	309046.31	309046.31
+TRINITY_DN2_c0_g1	0	0
+TRINITY_DN1_c0_g1	0	0
+TRINITY_DN2_c1_g1	161779.66	529174.03
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie2/matrix.counts.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0.00	0.00
+TRINITY_DN2_c2_g1	1.00	6.00
+TRINITY_DN2_c3_g1	0.00	0.00
+TRINITY_DN0_c0_g1	5.00	5.00
+TRINITY_DN2_c0_g1	0.00	0.00
+TRINITY_DN1_c0_g1	0.00	0.00
+TRINITY_DN2_c1_g1	6.00	1.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.TPM.not_cross_norm	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0	0
+TRINITY_DN4_c0_g1	0	0
+TRINITY_DN0_c0_g1	331152.79	331152.79
+TRINITY_DN2_c0_g1	0	0
+TRINITY_DN3_c2_g1	524034.76	144812.45
+TRINITY_DN3_c1_g1	144812.45	524034.76
+TRINITY_DN3_c3_g1	0	0
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.TPM.not_cross_norm.upper_quartile_norm.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+RSEM	RSEM.isoforms_B.results
+TRINITY_DN3_c2_g1_i1	524034.76	144812.45
+TRINITY_DN4_c0_g1_i1	0	0
+TRINITY_DN3_c3_g1_i1	0	0
+TRINITY_DN3_c1_g1_i1	144812.45	524034.76
+TRINITY_DN2_c0_g1_i1	0	0
+TRINITY_DN3_c0_g1_i1	0	0
+TRINITY_DN0_c0_g1_i1	331152.79	331152.79
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.UpperQuartile.EXPR.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+sample_A	sample_B
+TRINITY_DN2_c0_g1	0	0
+TRINITY_DN1_c0_g1	329523.81	329523.81
+TRINITY_DN0_c0_g1	0	0
+TRINITY_DN2_c1_g1	145165.14	525311.05
+TRINITY_DN3_c0_g1	0	0
+TRINITY_DN2_c2_g1	525311.05	145165.14
+TRINITY_DN2_c3_g1	0	0
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie_UpperQuartile/matrix.counts.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0.00	0.00
+TRINITY_DN4_c0_g1	0.00	0.00
+TRINITY_DN0_c0_g1	5.00	5.00
+TRINITY_DN2_c0_g1	0.00	0.00
+TRINITY_DN3_c2_g1	1.00	5.00
+TRINITY_DN3_c1_g1	5.00	1.00
+TRINITY_DN3_c3_g1	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie_none/matrix.TPM.not_cross_norm	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0	0
+TRINITY_DN4_c0_g1	0	0
+TRINITY_DN0_c0_g1	331152.79	331152.79
+TRINITY_DN2_c0_g1	0	0
+TRINITY_DN3_c2_g1	524034.76	144812.45
+TRINITY_DN3_c1_g1	144812.45	524034.76
+TRINITY_DN3_c3_g1	0	0
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/matrix_rsem_bowtie_none/matrix.counts.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	sample_A.tsv	sample_B.tsv
+TRINITY_DN3_c0_g1	0.00	0.00
+TRINITY_DN4_c0_g1	0.00	0.00
+TRINITY_DN0_c0_g1	5.00	5.00
+TRINITY_DN2_c0_g1	0.00	0.00
+TRINITY_DN3_c2_g1	1.00	5.00
+TRINITY_DN3_c1_g1	5.00	1.00
+TRINITY_DN3_c3_g1	0.00	0.00
Binary file test-data/count/qcheck/input.matrix.CPM.log2.principal_components.pdf has changed
Binary file test-data/count/qcheck/input.matrix.CPM.log2.sample_cor_matrix.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/qcheck/matrix.counts.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,41 @@
+	wt_37_2	wt_37_3	wt_37_1	wt_GSNO_3	wt_GSNO_1	wt_GSNO_2	wt_ph8_3	wt_ph8_1	wt_ph8_2
+TR24|c0_g1_i1	90.00	67.00	85.00	36.00	35.00	34.00	222.00	196.00	201.00
+TR2779|c0_g1_i1	186.00	137.00	217.00	147.00	186.00	197.00	1088.00	1094.00	1086.00
+TR127|c1_g1_i1	9.00	23.00	16.00	2.00	0.00	1.00	3.00	1.00	1.00
+TR2107|c1_g1_i1	59.00	65.00	47.00	6.00	6.00	7.00	3.00	1.00	2.00
+TR2011|c5_g1_i1	11.00	4.00	4.00	8.00	5.00	7.00	3.00	4.00	8.00
+TR4163|c0_g1_i1	368.00	422.00	425.00	172.00	216.00	210.00	234.00	254.00	212.00
+TR5055|c0_g2_i1	36.00	17.00	27.00	4.00	7.00	3.00	4.00	4.00	11.00
+TR1449|c0_g1_i1	196.00	230.00	207.00	66.00	113.00	91.00	124.00	130.00	107.00
+TR1982|c2_g1_i1	7.00	7.00	6.00	4.00	3.00	8.00	16.00	9.00	11.00
+TR1859|c3_g1_i1	0.00	0.00	1.00	0.00	0.00	0.00	1.00	2.00	4.00
+TR1492|c0_g1_i2	1895.00	1906.00	1921.00	1104.00	1263.00	1319.00	899.00	929.00	922.00
+TR1122|c0_g1_i1	2.00	3.00	0.00	3.00	0.00	0.00	1.00	1.00	0.00
+TR2278|c0_g1_i1	497.00	610.00	598.00	333.00	406.00	413.00	323.00	409.00	337.00
+TR4084|c0_g1_i1	95.00	148.00	86.00	77.00	111.00	127.00	175.00	201.00	158.00
+TR4761|c0_g1_i1	2089.00	1746.00	1875.00	155.00	174.00	165.00	394.00	389.00	406.00
+TR3638|c0_g1_i1	647.00	676.00	712.00	117.00	184.00	174.00	324.00	344.00	338.00
+TR2090|c0_g1_i1	0.00	0.00	0.00	22.00	0.00	0.02	10.33	0.00	9.09
+TR3854|c0_g1_i1	1878.00	1734.00	1864.00	1775.00	2173.00	2151.00	2216.00	2142.00	2155.00
+TR131|c0_g1_i1	32.00	28.00	31.00	1001.00	1233.00	1208.00	1486.00	1492.00	1457.00
+TR5075|c0_g1_i1	13.00	22.00	21.00	6.00	8.00	10.00	163.00	121.00	142.00
+TR2182|c3_g2_i6	1.44	2.70	3.84	3.35	0.00	0.00	1.22	2.18	2.63
+TR3788|c0_g1_i1	17.00	30.00	22.00	91.00	132.00	125.00	32.00	22.00	27.00
+TR4859|c0_g1_i1	6.00	12.00	8.00	4.00	1.00	3.00	1.00	1.00	2.00
+TR2487|c0_g1_i1	386.00	383.00	424.00	689.00	866.00	806.00	963.00	989.00	1032.00
+TR2122|c0_g2_i2	145.00	135.00	136.00	155.00	157.00	201.00	369.00	398.00	344.00
+TR4277|c0_g1_i1	4466.00	4701.00	4284.00	118.00	134.00	164.00	172.00	162.00	170.00
+TR4669|c0_g2_i1	0.00	0.00	0.00	209.00	0.00	217.50	0.14	0.06	0.18
+TR3091|c0_g1_i1	22.00	17.00	19.00	250.00	308.00	284.00	333.00	343.00	316.00
+TR2130|c1_g3_i1	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
+TR3807|c0_g1_i1	6.00	4.00	2.00	0.00	0.00	1.00	0.00	1.00	0.00
+TR1894|c2_g1_i1	21.00	14.00	11.00	1.00	2.00	5.00	1.00	3.00	1.00
+TR5212|c0_g1_i1	64.00	89.00	78.00	73.00	98.00	108.00	103.00	105.00	84.00
+TR939|c0_g1_i1	96.00	99.00	99.00	72.00	89.00	88.00	107.00	103.00	108.00
+TR1891|c0_g1_i1	115.00	137.96	124.00	96.53	139.00	110.94	364.77	411.00	384.00
+TR2672|c0_g1_i1	14.00	29.00	22.00	0.00	4.00	2.00	14.00	4.00	7.00
+TR2844|c0_g1_i1	166.00	211.00	178.00	161.00	214.00	223.00	199.00	245.00	213.00
+TR1837|c2_g1_i1	1.00	0.00	0.00	1.00	1.00	4.00	0.00	3.00	2.00
+TR1678|c0_g1_i1	1.00	0.00	1.00	0.00	0.00	2.00	8.00	10.00	6.00
+TR3249|c0_g1_i1	1.00	2.00	1.00	4.00	1.00	0.00	6.00	1.00	7.00
+TR1479|c0_g1_i1	136.00	178.00	141.00	277.00	324.00	354.00	367.00	363.00	302.00
Binary file test-data/count/qcheck/wt_37.rep_compare.pdf has changed
Binary file test-data/count/qcheck/wt_GSNO.rep_compare.pdf has changed
Binary file test-data/count/qcheck/wt_ph8.rep_compare.pdf has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie/RSEM.genes.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+gene_id	transcript_id(s)	length	effective_length	expected_count	TPM	FPKM
+TRINITY_DN0_c0_g1	TRINITY_DN0_c0_g1_i1	229.00	11.55	0.00	0.00	0.00
+TRINITY_DN1_c0_g1	TRINITY_DN1_c0_g1_i1	380.00	123.91	5.00	329523.81	3668378.58
+TRINITY_DN2_c0_g1	TRINITY_DN2_c0_g1_i1	279.00	35.45	0.00	0.00	0.00
+TRINITY_DN2_c1_g1	TRINITY_DN2_c1_g1_i1	541.00	281.27	5.00	145165.14	1616031.03
+TRINITY_DN2_c2_g1	TRINITY_DN2_c2_g1_i1	240.00	15.55	1.00	525311.05	5847953.22
+TRINITY_DN2_c3_g1	TRINITY_DN2_c3_g1_i1	202.00	3.45	0.00	0.00	0.00
+TRINITY_DN3_c0_g1	TRINITY_DN3_c0_g1_i1	216.00	6.82	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie/RSEM.genes_B.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+gene_id	transcript_id(s)	length	effective_length	expected_count	TPM	FPKM
+TRINITY_DN0_c0_g1	TRINITY_DN0_c0_g1_i1	229.00	11.55	0.00	0.00	0.00
+TRINITY_DN1_c0_g1	TRINITY_DN1_c0_g1_i1	380.00	123.91	5.00	329523.81	3668378.58
+TRINITY_DN2_c0_g1	TRINITY_DN2_c0_g1_i1	279.00	35.45	0.00	0.00	0.00
+TRINITY_DN2_c2_g1	TRINITY_DN2_c2_g1_i1	541.00	281.27	5.00	145165.14	1616031.03
+TRINITY_DN2_c1_g1	TRINITY_DN2_c1_g1_i1	240.00	15.55	1.00	525311.05	5847953.22
+TRINITY_DN2_c3_g1	TRINITY_DN2_c3_g1_i1	202.00	3.45	0.00	0.00	0.00
+TRINITY_DN3_c0_g1	TRINITY_DN3_c0_g1_i1	216.00	6.82	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie/RSEM.isoforms.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+transcript_id	gene_id	length	effective_length	expected_count	TPM	FPKM	IsoPct
+TRINITY_DN0_c0_g1_i1	TRINITY_DN0_c0_g1	229	11.55	0.00	0.00	0.00	0.00
+TRINITY_DN1_c0_g1_i1	TRINITY_DN1_c0_g1	380	123.91	5.00	329523.81	3668378.58	100.00
+TRINITY_DN2_c0_g1_i1	TRINITY_DN2_c0_g1	279	35.45	0.00	0.00	0.00	0.00
+TRINITY_DN2_c1_g1_i1	TRINITY_DN2_c1_g1	541	281.27	5.00	145165.14	1616031.03	100.00
+TRINITY_DN2_c2_g1_i1	TRINITY_DN2_c2_g1	240	15.55	1.00	525311.05	5847953.22	100.00
+TRINITY_DN2_c3_g1_i1	TRINITY_DN2_c3_g1	202	3.45	0.00	0.00	0.00	0.00
+TRINITY_DN3_c0_g1_i1	TRINITY_DN3_c0_g1	216	6.82	0.00	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie/RSEM.isoforms_B.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+transcript_id	gene_id	length	effective_length	expected_count	TPM	FPKM	IsoPct
+TRINITY_DN0_c0_g1_i1	TRINITY_DN0_c0_g1	229	11.55	0.00	0.00	0.00	0.00
+TRINITY_DN1_c0_g1_i1	TRINITY_DN1_c0_g1	380	123.91	5.00	329523.81	3668378.58	100.00
+TRINITY_DN2_c0_g1_i1	TRINITY_DN2_c0_g1	279	35.45	0.00	0.00	0.00	0.00
+TRINITY_DN2_c2_g1_i1	TRINITY_DN2_c2_g1	541	281.27	5.00	145165.14	1616031.03	100.00
+TRINITY_DN2_c1_g1_i1	TRINITY_DN2_c1_g1	240	15.55	1.00	525311.05	5847953.22	100.00
+TRINITY_DN2_c3_g1_i1	TRINITY_DN2_c3_g1	202	3.45	0.00	0.00	0.00	0.00
+TRINITY_DN3_c0_g1_i1	TRINITY_DN3_c0_g1	216	6.82	0.00	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie2/RSEM.genes.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+gene_id	transcript_id(s)	length	effective_length	expected_count	TPM	FPKM
+TRINITY_DN0_c0_g1	TRINITY_DN0_c0_g1_i1	229.00	10.58	0.00	0.00	0.00
+TRINITY_DN1_c0_g1	TRINITY_DN1_c0_g1_i1	380.00	122.00	5.00	309046.31	3415300.55
+TRINITY_DN2_c0_g1	TRINITY_DN2_c0_g1_i1	279.00	32.50	0.00	0.00	0.00
+TRINITY_DN2_c1_g1	TRINITY_DN2_c1_g1_i1	541.00	279.67	6.00	161779.66	1787842.67
+TRINITY_DN2_c2_g1	TRINITY_DN2_c2_g1_i1	240.00	14.25	1.00	529174.03	5847953.22
+TRINITY_DN2_c3_g1	TRINITY_DN2_c3_g1_i1	202.00	3.17	0.00	0.00	0.00
+TRINITY_DN3_c0_g1	TRINITY_DN3_c0_g1_i1	216.00	6.25	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie2/RSEM.genes_B.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+gene_id	transcript_id(s)	length	effective_length	expected_count	TPM	FPKM
+TRINITY_DN0_c0_g1	TRINITY_DN0_c0_g1_i1	380.00	122.00	5.00	309046.31	3415300.55
+TRINITY_DN1_c0_g1	TRINITY_DN1_c0_g1_i1	229.00	10.58	0.00	0.00	0.00
+TRINITY_DN2_c0_g1	TRINITY_DN2_c0_g1_i1	279.00	32.50	0.00	0.00	0.00
+TRINITY_DN2_c2_g1	TRINITY_DN2_c2_g1_i1	541.00	279.67	6.00	161779.66	1787842.67
+TRINITY_DN2_c1_g1	TRINITY_DN2_c1_g1_i1	240.00	14.25	1.00	529174.03	5847953.22
+TRINITY_DN2_c3_g1	TRINITY_DN2_c3_g1_i1	202.00	3.17	0.00	0.00	0.00
+TRINITY_DN3_c0_g1	TRINITY_DN3_c0_g1_i1	216.00	6.25	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie2/RSEM.isoforms.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+transcript_id	gene_id	length	effective_length	expected_count	TPM	FPKM	IsoPct
+TRINITY_DN0_c0_g1_i1	TRINITY_DN0_c0_g1	229	10.58	0.00	0.00	0.00	0.00
+TRINITY_DN1_c0_g1_i1	TRINITY_DN1_c0_g1	380	122.00	5.00	309046.31	3415300.55	100.00
+TRINITY_DN2_c0_g1_i1	TRINITY_DN2_c0_g1	279	32.50	0.00	0.00	0.00	0.00
+TRINITY_DN2_c1_g1_i1	TRINITY_DN2_c1_g1	541	279.67	6.00	161779.66	1787842.67	100.00
+TRINITY_DN2_c2_g1_i1	TRINITY_DN2_c2_g1	240	14.25	1.00	529174.03	5847953.22	100.00
+TRINITY_DN2_c3_g1_i1	TRINITY_DN2_c3_g1	202	3.17	0.00	0.00	0.00	0.00
+TRINITY_DN3_c0_g1_i1	TRINITY_DN3_c0_g1	216	6.25	0.00	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/rsem_bowtie2/RSEM.isoforms_B.results	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+transcript_id	gene_id	length	effective_length	expected_count	TPM	FPKM	IsoPct
+TRINITY_DN0_c0_g1_i1	TRINITY_DN0_c0_g1	380	122.00	5.00	309046.31	3415300.55	100.00
+TRINITY_DN1_c0_g1_i1	TRINITY_DN1_c0_g1	229	10.58	0.00	0.00	0.00	0.00
+TRINITY_DN2_c0_g1_i1	TRINITY_DN2_c0_g1	279	32.50	0.00	0.00	0.00	0.00
+TRINITY_DN2_c2_g1_i1	TRINITY_DN2_c2_g1	541	279.67	6.00	161779.66	1787842.67	100.00
+TRINITY_DN2_c1_g1_i1	TRINITY_DN2_c1_g1	240	14.25	1.00	529174.03	5847953.22	100.00
+TRINITY_DN2_c3_g1_i1	TRINITY_DN2_c3_g1	202	3.17	0.00	0.00	0.00	0.00
+TRINITY_DN3_c0_g1_i1	TRINITY_DN3_c0_g1	216	6.25	0.00	0.00	0.00	0.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/salmon/quant.sf	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+Name	Length	EffectiveLength	TPM	NumReads
+TRINITY_DN1_c0_g1_i1	380	120.403	179183	13
+TRINITY_DN0_c0_g1_i1	229	229	55271.5	7.62686
+TRINITY_DN2_c0_g1_i1	279	31.1522	565494	10.6151
+TRINITY_DN2_c1_g1_i1	541	278.129	113370	19
+TRINITY_DN2_c2_g1_i1	240	240	32900.7	4.75801
+TRINITY_DN2_c3_g1_i1	202	202	0	0
+TRINITY_DN3_c0_g1_i1	216	216	53781.8	7
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/salmon/quant.sf.genes	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+Name	Length	EffectiveLength	TPM	NumReads
+TRINITY_DN2_c2_g1	240.00	240.00	32900.70	4.76
+TRINITY_DN0_c0_g1	229.00	229.00	55271.50	7.63
+TRINITY_DN1_c0_g1	380.00	120.40	179183.00	13.00
+TRINITY_DN2_c0_g1	279.00	31.15	565494.00	10.62
+TRINITY_DN2_c3_g1	202.00	202.00	0.00	0.00
+TRINITY_DN3_c0_g1	216.00	216.00	53781.80	7.00
+TRINITY_DN2_c1_g1	541.00	278.13	113370.00	19.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/count/samples.txt	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,9 @@
+wt_37	wt_37_1	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_37_1-SRX707647-SRR1582649_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_37_1-SRX707647-SRR1582649_2.fastq
+wt_37	wt_37_2	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_37_2-SRX707648-SRR1582650_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_37_2-SRX707648-SRR1582650_2.fastq
+wt_37	wt_37_3	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_37_3-SRX707649-SRR1582651_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_37_3-SRX707649-SRR1582651_2.fastq
+wt_GSNO	wt_GSNO_1	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_GSNO_1-SRX707644-SRR1582646_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_GSNO_1-SRX707644-SRR1582646_2.fastq
+wt_GSNO	wt_GSNO_2	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_GSNO_2-SRX707645-SRR1582647_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_GSNO_2-SRX707645-SRR1582647_2.fastq
+wt_GSNO	wt_GSNO_3	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_GSNO_3-SRX707646-SRR1582648_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_GSNO_3-SRX707646-SRR1582648_2.fastq
+wt_ph8	wt_ph8_1	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_ph8_1-SRX707641-SRR1582643_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_ph8_1-SRX707641-SRR1582643_2.fastq
+wt_ph8	wt_ph8_2	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_ph8_2-SRX707642-SRR1582644_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_ph8_2-SRX707642-SRR1582644_2.fastq
+wt_ph8	wt_ph8_3	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_ph8_3-SRX707643-SRR1582645_1.fastq	/broad/hptmp/bhaas/candida/FASTQ/2M/2M.wt_ph8_3-SRX707643-SRR1582645_2.fastq
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/filtered/Trinity_filtered_exp.fasta	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,34 @@
+>TRINITY_DN1_c0_g1_i1 len=380 path=[358:0-379] [-1, 358, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+CCAAGGTAGAAAACATCCCTGCTGACAAGACCTACCTGTGACATACTCACTCTCTTAGGG
+CTTTTAAAGACAAGCCATTAAAATAGATGACCTTTCACAGACTGAAACTTGAATCACTGC
+AAAATGAATCTAGGTTGCTGTCACTTTTTCTTTTGGGTGGCGGGGCTTGATGTAGATTTT
+ATTCTATGTACAGAATTTAATGTTGAATATATTAAAAATAACAAACCTGGCATGGTTTTG
+GGAGGTTAGATTTACTGGAAATGTATTCATACTGTGAACTGTGCTCTGATGGTTAGAATG
+AAAAGCTTATCAAGCATTCCATATAACAGTGGATGTAGAAAATGTTTTCAGGTGGATATG
+TATATGGTACAGATGTAAAG
+>TRINITY_DN0_c0_g1_i1 len=229 path=[207:0-228] [-1, 207, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+AAATATCACAACCACCTGAACAGGAACTTGGGATAAACAGGCAATGATGAGAGCCGATGT
+TTTTCTGTTGGTGTTTACATTGCTCTGCTCTGTGAAAGGATCCTGCAGCAGAGGCTTCCT
+ACCTGAAAAATGTTTCTCTCAATTGTAGTGTGTGAGTTACTGGTAAGACGCTTACACCTA
+TAACTCAAGGTCGGAATAGTCCCTCCAGTCCCTTTAGTAACCCAGTGGC
+>TRINITY_DN2_c1_g1_i1 len=541 path=[519:0-540] [-1, 519, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+GTCTGAATTCGCATGTAATGCAGCTTTCCCAGACACAAGTATGGAAGCAATCCGACTTAT
+TCGCCATTGTGCAAAATATGTGTCTGATAGACCGCAGGCTTTCAAGGAGTACACAAGTGA
+TGACATGAGCGTGGCACCTGAAGACAGGGTGTGGGTGAGAGGGTGGTTCCCGATCCTCTT
+TGAGTTGTCTTGTATCATCAATAGATGCAAATTAGATGTAAGAACCAGGGGCTTAACAGT
+AATGTTTGAAATAATGAAAACATATGGCCACACTTATGAAAAACATTGGTGGCAGGACTT
+ATTCAGAATTGTTTTCAGAATCTTTGACAACATGAAATTGCCAGAACAGCAGACAGAGAA
+AGCTGAATGGATGACAACAACTTGTAACCATGTCCTTTATGCAATATGTGATGTATTCAC
+CCAGTATTTAGAAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTG
+GTGTGTACAACAAGACAATGAGCAGTTAGCACGATCTGGTACAAACTGCTTAGAAAACGT
+G
+>TRINITY_DN2_c3_g1_i1 len=202 path=[180:0-201] [-1, 180, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+GGTGAAAAGTTTACTCTTGAAATCTGGGATAAAACGTGTAACTGCACCCTGGATATCTTC
+AAAACCACAATTCCTCACGCGCTTCTGACTTGGCGTCCCACCTCTGGCGAGGCCGAACCC
+CCATCTCCATCAGCTGTGAGTGAAAAGCCGTTGGATGCAATATCACAAAAATCTGTAGAC
+ATACATGATTCTATTCAACCAA
+>TRINITY_DN3_c0_g1_i1 len=216 path=[194:0-215] [-1, 194, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+ATTGATTTATTTAATAAGAAACCAAAGAGAGGAATACAATACCTCCAAGAACAAGGGATG
+CTTGGCACCACACCCGAAGATATAGCTCAGTTCTTACATCAAGAAGAAAGATTAGACTCT
+ACTCAGGTGGGTGAGTTCCTGGGAGATAATGATAAATTCAATAAAGAAGTCATGTATGCA
+TATGTAGACCAACATGACTTTTCAGGAAAAGACTTT
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/filtered/Trinity_filtered_pct_iso.fasta	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,45 @@
+>TRINITY_DN1_c0_g1_i1 len=380 path=[358:0-379] [-1, 358, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+CCAAGGTAGAAAACATCCCTGCTGACAAGACCTACCTGTGACATACTCACTCTCTTAGGG
+CTTTTAAAGACAAGCCATTAAAATAGATGACCTTTCACAGACTGAAACTTGAATCACTGC
+AAAATGAATCTAGGTTGCTGTCACTTTTTCTTTTGGGTGGCGGGGCTTGATGTAGATTTT
+ATTCTATGTACAGAATTTAATGTTGAATATATTAAAAATAACAAACCTGGCATGGTTTTG
+GGAGGTTAGATTTACTGGAAATGTATTCATACTGTGAACTGTGCTCTGATGGTTAGAATG
+AAAAGCTTATCAAGCATTCCATATAACAGTGGATGTAGAAAATGTTTTCAGGTGGATATG
+TATATGGTACAGATGTAAAG
+>TRINITY_DN0_c0_g1_i1 len=229 path=[207:0-228] [-1, 207, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+AAATATCACAACCACCTGAACAGGAACTTGGGATAAACAGGCAATGATGAGAGCCGATGT
+TTTTCTGTTGGTGTTTACATTGCTCTGCTCTGTGAAAGGATCCTGCAGCAGAGGCTTCCT
+ACCTGAAAAATGTTTCTCTCAATTGTAGTGTGTGAGTTACTGGTAAGACGCTTACACCTA
+TAACTCAAGGTCGGAATAGTCCCTCCAGTCCCTTTAGTAACCCAGTGGC
+>TRINITY_DN2_c0_g1_i1 len=279 path=[257:0-278] [-1, 257, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+TCCAGACCATCGACAACATTGTCTTCTTCCCAGCCACAAGCAAGAAGGAGGATGCAGAGA
+ACTTAGCTGCAGCCCAGAGAGATGCAGTAGACTTCGATGTTCGAGTTGATACTCAAGACC
+AAGGAATGTACCGCTTTTTAACATCACAACAACTGTTCAAGCTACTGGACTGCTTATTAG
+AGTCGCATAGATTTGCAAAAGCATTTAATTCCAACAATGAACAGAGGACTGCTCTGTGGA
+AAGCAGGCTTCAAAGGCAAGTCCAAGCCCAATCTTCTAA
+>TRINITY_DN2_c1_g1_i1 len=541 path=[519:0-540] [-1, 519, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+GTCTGAATTCGCATGTAATGCAGCTTTCCCAGACACAAGTATGGAAGCAATCCGACTTAT
+TCGCCATTGTGCAAAATATGTGTCTGATAGACCGCAGGCTTTCAAGGAGTACACAAGTGA
+TGACATGAGCGTGGCACCTGAAGACAGGGTGTGGGTGAGAGGGTGGTTCCCGATCCTCTT
+TGAGTTGTCTTGTATCATCAATAGATGCAAATTAGATGTAAGAACCAGGGGCTTAACAGT
+AATGTTTGAAATAATGAAAACATATGGCCACACTTATGAAAAACATTGGTGGCAGGACTT
+ATTCAGAATTGTTTTCAGAATCTTTGACAACATGAAATTGCCAGAACAGCAGACAGAGAA
+AGCTGAATGGATGACAACAACTTGTAACCATGTCCTTTATGCAATATGTGATGTATTCAC
+CCAGTATTTAGAAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTG
+GTGTGTACAACAAGACAATGAGCAGTTAGCACGATCTGGTACAAACTGCTTAGAAAACGT
+G
+>TRINITY_DN2_c2_g1_i1 len=240 path=[218:0-239] [-1, 218, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+ACAAGCAGCCTGGCGTGTGGGCTGCGCATTCTCTTCCGGATGTACATGGACGAGAGCAGA
+GTCAGTGCCTGGGAAGAAGTCCAGCAGAGGCTTTTAAACGTCTGCAGGGAAGCGCTGAGC
+TACTTCCTCACTCTAACATCCGAAAGTCACCGGGAAGCCTGGACTAACTTACTGTTACTG
+TTCCTCACTAAAGTTCTGAAGATCAGTGACAGCAGGTTTAAAGCTCACGCATCATTCTAC
+>TRINITY_DN2_c3_g1_i1 len=202 path=[180:0-201] [-1, 180, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+GGTGAAAAGTTTACTCTTGAAATCTGGGATAAAACGTGTAACTGCACCCTGGATATCTTC
+AAAACCACAATTCCTCACGCGCTTCTGACTTGGCGTCCCACCTCTGGCGAGGCCGAACCC
+CCATCTCCATCAGCTGTGAGTGAAAAGCCGTTGGATGCAATATCACAAAAATCTGTAGAC
+ATACATGATTCTATTCAACCAA
+>TRINITY_DN3_c0_g1_i1 len=216 path=[194:0-215] [-1, 194, -2] top_iso:1 pct_iso_expr=100 pct_dom_iso_expr=100
+ATTGATTTATTTAATAAGAAACCAAAGAGAGGAATACAATACCTCCAAGAACAAGGGATG
+CTTGGCACCACACCCGAAGATATAGCTCAGTTCTTACATCAAGAAGAAAGATTAGACTCT
+ACTCAGGTGGGTGAGTTCCTGGGAGATAATGATAAATTCAATAAAGAAGTCATGTATGCA
+TATGTAGACCAACATGACTTTTCAGGAAAAGACTTT
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/filtered/counts.matrix	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,8 @@
+	wt_37_2	wt_37_3	wt_37_1	wt_GSNO_3	wt_GSNO_1	wt_GSNO_2	wt_ph8_3	wt_ph8_1	wt_ph8_2
+TRINITY_DN1_c0_g1_i1	90.00	67.00	85.00	36.00	35.00	34.00	222.00	196.00	201.00
+TRINITY_DN0_c0_g1_i1	186.00	137.00	217.00	147.00	186.00	197.00	1088.00	1094.00	1086.00
+TRINITY_DN2_c0_g1_i1	9.00	23.00	16.00	2.00	0.00	1.00	3.00	1.00	1.00
+TRINITY_DN2_c1_g1_i1	59.00	65.00	47.00	6.00	6.00	7.00	3.00	1.00	2.00
+TRINITY_DN2_c2_g1_i1	11.00	4.00	4.00	8.00	5.00	7.00	3.00	4.00	8.00
+TRINITY_DN2_c3_g1_i1	368.00	422.00	425.00	172.00	216.00	210.00	234.00	254.00	212.00
+TRINITY_DN3_c0_g1_i1	36.00	17.00	27.00	4.00	7.00	3.00	4.00	4.00	11.00
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/norm/Trinity.fasta	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,46 @@
+>TRINITY_DN1_c0_g1_i1 len=229 path=[207:0-228] [-1, 207, -2]
+AAATATCACAACCACCTGAACAGGAACTTGGGATAAACAGGCAATGATGAGAGCCGATGT
+TTTTCTGTTGGTGTTTACATTGCTCTGCTCTGTGAAAGGATCCTGCAGCAGAGGCTTCCT
+ACCTGAAAAATGTTTCTCTCAATTGTAGTGTGTGAGTTACTGGTAAGACGCTTACACCTA
+TAACTCAAGGTCGGAATAGTCCCTCCAGTCCCTTTAGTAACCCAGTGGC
+>TRINITY_DN0_c0_g1_i1 len=380 path=[358:0-379] [-1, 358, -2]
+CCAAGGTAGAAAACATCCCTGCTGACAAGACCTACCTGTGACATACTCACTCTCTTAGGG
+CTTTTAAAGACAAGCCATTAAAATAGATGACCTTTCACAGACTGAAACTTGAATCACTGC
+AAAATGAATCTAGGTTGCTGTCACTTTTTCTTTTGGGTGGCGGGGCTTGATGTAGATTTT
+ATTCTATGTACAGAATTTAATGTTGAATATATTAAAAATAACAAACCTGGCATGGTTTTG
+GGAGGTTAGATTTACTGGAAATGTATTCATACTGTGAACTGTGCTCTGATGGTTAGAATG
+AAAAGCTTATCAAGCATTCCATATAACAGTGGATGTAGAAAATGTTTTCAGGTGGATATG
+TATATGGTACAGATGTAAAG
+>TRINITY_DN2_c0_g1_i1 len=279 path=[257:0-278] [-1, 257, -2]
+TCCAGACCATCGACAACATTGTCTTCTTCCCAGCCACAAGCAAGAAGGAGGATGCAGAGA
+ACTTAGCTGCAGCCCAGAGAGATGCAGTAGACTTCGATGTTCGAGTTGATACTCAAGACC
+AAGGAATGTACCGCTTTTTAACATCACAACAACTGTTCAAGCTACTGGACTGCTTATTAG
+AGTCGCATAGATTTGCAAAAGCATTTAATTCCAACAATGAACAGAGGACTGCTCTGTGGA
+AAGCAGGCTTCAAAGGCAAGTCCAAGCCCAATCTTCTAA
+>TRINITY_DN2_c1_g1_i1 len=541 path=[519:0-540] [-1, 519, -2]
+GTCTGAATTCGCATGTAATGCAGCTTTCCCAGACACAAGTATGGAAGCAATCCGACTTAT
+TCGCCATTGTGCAAAATATGTGTCTGATAGACCGCAGGCTTTCAAGGAGTACACAAGTGA
+TGACATGAGCGTGGCACCTGAAGACAGGGTGTGGGTGAGAGGGTGGTTCCCGATCCTCTT
+TGAGTTGTCTTGTATCATCAATAGATGCAAATTAGATGTAAGAACCAGGGGCTTAACAGT
+AATGTTTGAAATAATGAAAACATATGGCCACACTTATGAAAAACATTGGTGGCAGGACTT
+ATTCAGAATTGTTTTCAGAATCTTTGACAACATGAAATTGCCAGAACAGCAGACAGAGAA
+AGCTGAATGGATGACAACAACTTGTAACCATGTCCTTTATGCAATATGTGATGTATTCAC
+CCAGTATTTAGAAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTG
+GTGTGTACAACAAGACAATGAGCAGTTAGCACGATCTGGTACAAACTGCTTAGAAAACGT
+G
+>TRINITY_DN2_c2_g1_i1 len=240 path=[218:0-239] [-1, 218, -2]
+ACAAGCAGCCTGGCGTGTGGGCTGCGCATTCTCTTCCGGATGTACATGGACGAGAGCAGA
+GTCAGTGCCTGGGAAGAAGTCCAGCAGAGGCTTTTAAACGTCTGCAGGGAAGCGCTGAGC
+TACTTCCTCACTCTAACATCCGAAAGTCACCGGGAAGCCTGGACTAACTTACTGTTACTG
+TTCCTCACTAAAGTTCTGAAGATCAGTGACAGCAGGTTTAAAGCTCACGCATCATTCTAC
+>TRINITY_DN2_c3_g1_i1 len=202 path=[180:0-201] [-1, 180, -2]
+GGTGAAAAGTTTACTCTTGAAATCTGGGATAAAACGTGTAACTGCACCCTGGATATCTTC
+AAAACCACAATTCCTCACGCGCTTCTGACTTGGCGTCCCACCTCTGGCGAGGCCGAACCC
+CCATCTCCATCAGCTGTGAGTGAAAAGCCGTTGGATGCAATATCACAAAAATCTGTAGAC
+ATACATGATTCTATTCAACCAA
+>TRINITY_DN3_c0_g1_i1 len=216 path=[194:0-215] [-1, 194, -2]
+ATTGATTTATTTAATAAGAAACCAAAGAGAGGAATACAATACCTCCAAGAACAAGGGATG
+CTTGGCACCACACCCGAAGATATAGCTCAGTTCTTACATCAAGAAGAAAGATTAGACTCT
+ACTCAGGTGGGTGAGTTCCTGGGAGATAATGATAAATTCAATAAAGAAGTCATGTATGCA
+TATGTAGACCAACATGACTTTTCAGGAAAAGACTTT
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/raw/Trinity.fasta	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,46 @@
+>TRINITY_DN1_c0_g1_i1 len=380 path=[358:0-379] [-1, 358, -2]
+CCAAGGTAGAAAACATCCCTGCTGACAAGACCTACCTGTGACATACTCACTCTCTTAGGG
+CTTTTAAAGACAAGCCATTAAAATAGATGACCTTTCACAGACTGAAACTTGAATCACTGC
+AAAATGAATCTAGGTTGCTGTCACTTTTTCTTTTGGGTGGCGGGGCTTGATGTAGATTTT
+ATTCTATGTACAGAATTTAATGTTGAATATATTAAAAATAACAAACCTGGCATGGTTTTG
+GGAGGTTAGATTTACTGGAAATGTATTCATACTGTGAACTGTGCTCTGATGGTTAGAATG
+AAAAGCTTATCAAGCATTCCATATAACAGTGGATGTAGAAAATGTTTTCAGGTGGATATG
+TATATGGTACAGATGTAAAG
+>TRINITY_DN0_c0_g1_i1 len=229 path=[207:0-228] [-1, 207, -2]
+AAATATCACAACCACCTGAACAGGAACTTGGGATAAACAGGCAATGATGAGAGCCGATGT
+TTTTCTGTTGGTGTTTACATTGCTCTGCTCTGTGAAAGGATCCTGCAGCAGAGGCTTCCT
+ACCTGAAAAATGTTTCTCTCAATTGTAGTGTGTGAGTTACTGGTAAGACGCTTACACCTA
+TAACTCAAGGTCGGAATAGTCCCTCCAGTCCCTTTAGTAACCCAGTGGC
+>TRINITY_DN2_c0_g1_i1 len=279 path=[257:0-278] [-1, 257, -2]
+TCCAGACCATCGACAACATTGTCTTCTTCCCAGCCACAAGCAAGAAGGAGGATGCAGAGA
+ACTTAGCTGCAGCCCAGAGAGATGCAGTAGACTTCGATGTTCGAGTTGATACTCAAGACC
+AAGGAATGTACCGCTTTTTAACATCACAACAACTGTTCAAGCTACTGGACTGCTTATTAG
+AGTCGCATAGATTTGCAAAAGCATTTAATTCCAACAATGAACAGAGGACTGCTCTGTGGA
+AAGCAGGCTTCAAAGGCAAGTCCAAGCCCAATCTTCTAA
+>TRINITY_DN2_c1_g1_i1 len=541 path=[519:0-540] [-1, 519, -2]
+GTCTGAATTCGCATGTAATGCAGCTTTCCCAGACACAAGTATGGAAGCAATCCGACTTAT
+TCGCCATTGTGCAAAATATGTGTCTGATAGACCGCAGGCTTTCAAGGAGTACACAAGTGA
+TGACATGAGCGTGGCACCTGAAGACAGGGTGTGGGTGAGAGGGTGGTTCCCGATCCTCTT
+TGAGTTGTCTTGTATCATCAATAGATGCAAATTAGATGTAAGAACCAGGGGCTTAACAGT
+AATGTTTGAAATAATGAAAACATATGGCCACACTTATGAAAAACATTGGTGGCAGGACTT
+ATTCAGAATTGTTTTCAGAATCTTTGACAACATGAAATTGCCAGAACAGCAGACAGAGAA
+AGCTGAATGGATGACAACAACTTGTAACCATGTCCTTTATGCAATATGTGATGTATTCAC
+CCAGTATTTAGAAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTG
+GTGTGTACAACAAGACAATGAGCAGTTAGCACGATCTGGTACAAACTGCTTAGAAAACGT
+G
+>TRINITY_DN2_c2_g1_i1 len=240 path=[218:0-239] [-1, 218, -2]
+ACAAGCAGCCTGGCGTGTGGGCTGCGCATTCTCTTCCGGATGTACATGGACGAGAGCAGA
+GTCAGTGCCTGGGAAGAAGTCCAGCAGAGGCTTTTAAACGTCTGCAGGGAAGCGCTGAGC
+TACTTCCTCACTCTAACATCCGAAAGTCACCGGGAAGCCTGGACTAACTTACTGTTACTG
+TTCCTCACTAAAGTTCTGAAGATCAGTGACAGCAGGTTTAAAGCTCACGCATCATTCTAC
+>TRINITY_DN2_c3_g1_i1 len=202 path=[180:0-201] [-1, 180, -2]
+GGTGAAAAGTTTACTCTTGAAATCTGGGATAAAACGTGTAACTGCACCCTGGATATCTTC
+AAAACCACAATTCCTCACGCGCTTCTGACTTGGCGTCCCACCTCTGGCGAGGCCGAACCC
+CCATCTCCATCAGCTGTGAGTGAAAAGCCGTTGGATGCAATATCACAAAAATCTGTAGAC
+ATACATGATTCTATTCAACCAA
+>TRINITY_DN3_c0_g1_i1 len=216 path=[194:0-215] [-1, 194, -2]
+ATTGATTTATTTAATAAGAAACCAAAGAGAGGAATACAATACCTCCAAGAACAAGGGATG
+CTTGGCACCACACCCGAAGATATAGCTCAGTTCTTACATCAAGAAGAAAGATTAGACTCT
+ACTCAGGTGGGTGAGTTCCTGGGAGATAATGATAAATTCAATAAAGAAGTCATGTATGCA
+TATGTAGACCAACATGACTTTTCAGGAAAAGACTTT
+
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/raw/map.tsv	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,7 @@
+TRINITY_DN1_c0_g1	TRINITY_DN1_c0_g1_i1
+TRINITY_DN0_c0_g1	TRINITY_DN0_c0_g1_i1
+TRINITY_DN2_c0_g1	TRINITY_DN2_c0_g1_i1
+TRINITY_DN2_c1_g1	TRINITY_DN2_c1_g1_i1
+TRINITY_DN2_c2_g1	TRINITY_DN2_c2_g1_i1
+TRINITY_DN2_c3_g1	TRINITY_DN2_c3_g1_i1
+TRINITY_DN3_c0_g1	TRINITY_DN3_c0_g1_i1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/reads.left.fq	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,400 @@
+@61DFRAAXX100204:1:100:10494:3070/1
+ACTGCATCCTGGAAAGAATCAATGGTGGCCGGAAAGTGTTTTTCAAATACAAGAGTGACAATGTGCCCTGTTGTTT
++
+ACCCCCCCCCCCCCCCCCCCCCCCCCCCCCBC?CCCCCCCCC@@CACCCCCACCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:100:10497:13422/1
+GTAATTTCCGTACCTGCCACAGTGTGGGCTCACCCTGCTTAGAGGACAGGGAAGGACCCTAAAGGTAGGCTGATGC
++
+CCCCCCCCCCCCCCCCCCCCCCDCDCCCCCCCCCCCCCCCCCCCDDCCDDCDCBDCCDDDDBADDADDB@DBBBA@
+@61DFRAAXX100204:1:100:10546:4478/1
+CTGGGCTGCAGCTAAGTTCTCTGCATCCTCCTTCTTGCTTGTGGCTGGGAAGAAGACAATGTTGTCGATGGTCTGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC7CB@CA:>AB?C=C@@@@?A@?5:88:
+@61DFRAAXX100204:1:100:10609:6818/1
+CACGTTTTCTAAGCAGTTTGTACCAGATCGTGCTAACTGCTCATTGTCTTGTTGTACACACCAGTAAAGCTGGGCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:100:10648:5988/1
+TGCTCATTGTCTTGTTGTACACACCAGTAAAGCTGGGCAAAAATATCATCCAAAAGTACATCGCTGAGAACTCCTA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCCCCCCCDCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:100:11486:13583/1
+CCCACCTGAAAACATTTTCTACATCCACTGTTATATGGAATGCTTGATAAGCTTTTCATTCTAACCATCAGAGCAC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBC
+@61DFRAAXX100204:1:100:1176:14271/1
+TCTGAATAAGTCCTGCCACCAATGTTTTTCATAAGTGTGGCCATATGTTTTCATTATTTCAAACATTACTGTTAAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCCDCDCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCDBBABDB
+@61DFRAAXX100204:1:100:12152:16425/1
+CTCCGTTTTTTGAGAGTGCAACACATAGATACTGCTTGATAGCATTAATAAACATCTCATTTGTCCTGAAAACAGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:100:14680:13081/1
+GCCTGAGTGTGCAAAAATCTTCAGAGTAAGAATACCATAGTTGCTAAATATCTTTTACCATGAGCAATAATTTTTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC;CCCCCC
+@61DFRAAXX100204:1:100:16086:14019/1
+TCTGGTGCAGCTAGATGGAATACTGAGAAAATGTTCTTCCATCCTGAACGAATATTTGCAGCCTGAGAATTAACCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCBCCDDCDCC
+@61DFRAAXX100204:1:100:17458:1622/1
+GTGAAAGGTCATCTATTTTAATGGCTTGTCTTTAAAAACCCTAAGAGAGGGAGGATGTCACAGGGAGGGCTTGTCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCC5A###############################################
+@61DFRAAXX100204:1:100:17716:21197/1
+CCAGGCTTCCCGGTGACTTTCGGATGTTAGAGTGAGGAAGTAGCTCAGCGCTTCCCTGCAGACGTTTAAAAGCCTC
++
+CCCCCCCCCCCCCBCCCCCCCCC@CCCCCC@BBCCCCCCCBDB>CCCCAC@BCBBCDDBD@?BCBA@6BBB>;A;:
+@61DFRAAXX100204:1:100:19734:13092/1
+ATCATCTTGGAGACTTTTATCCACATCATGTGTTTGGGGCTCAAGATCCCCTTCATGCTCTTGGTTTATATGATCA
++
+;CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCDC
+@61DFRAAXX100204:1:100:2082:1789/1
+ACGGGTGTGGTGCCAAGCATCCCTTGTTCTTGGAGGTATTGTATTCCTCTCTTTGGTTTCTTATTAAATAAATCAA
++
+CCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCCC@CCADCCCDBCCCCCCCCCCDABBCCDCC@CBBBDDDD;@B?=
+@61DFRAAXX100204:1:100:2172:8797/1
+GCCAAAACATAAGCAGTATCTGCACTAGCAAAAAGGGTTTGTCCTTGGTTGCACTCTAGGGATCTTGCAGCAAATT
++
+############################################################################
+@61DFRAAXX100204:1:100:2238:12815/1
+ACCATAGTTGCTAAATATCTTTTACCATGAGCAATAATTTTTTTCTCCCTTCCCCCACCCCCAATTATAAACATTT
++
+############################################################################
+@61DFRAAXX100204:1:100:2327:5980/1
+CTCCTAAATAATTTCCATCAGTGTGGGCCACCGTGATGAGTGTTTTTATTGTGTCGATATTCTTCTGTTTCATTTC
++
+CCCCCCCCCCCCCCCCCCCCCCCCC0BBBACCCBCCCCCC=CCCCCB@B@=DC@CCDDBCC-CC@CABBBB<CCCA
+@61DFRAAXX100204:1:100:3665:17139/1
+ATACTTCTTTGGGTAATTTCCGTACCTGCCACAGTGTGGGCTCACCCTGCTTAGAGGACAGGGAAGGACCCTAAAG
++
+CCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCDCBCCCCCCCCCCCCCCCCCCCCCCCCBCBCDCCCBDBA>DC
+@61DFRAAXX100204:1:100:6480:5393/1
+TGGAGACTTTTATCCACATCATGTGTTTGGGGCTCAAGATCCCCTTCATGCTCTTGGTTTATATGATCAACAGTCT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCBCCCCBDCBDDADBDC
+@61DFRAAXX100204:1:100:8693:14085/1
+AGCTATTTCGTTATAAATGGCTGATAGATACTCTTCAGGGAGATCTTTACTGTCATTGATACCACGATTCATTTTA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:100:9306:14527/1
+GTAGAATGATGCGTGAGCTTTAAACCTGCTGTCACTGATCTTCAGAACTTTAGTGAGGAACAGTAACAGTAAGTTA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCCCCCCCCBACDCCBCDCBCC
+@61DFRAAXX100204:1:100:9656:2687/1
+CTTCTAGGCAAAGAGAGGCTACTTCAGTATCATCACAGTCTTGGAGACCCACACTGAATGCAGCCAGAAAAGGTGT
++
+BBBBBBBBBBBBBBBBBBBBB>>B>;=;=7>>?>>B>>;>BB>B################################
+@61DFRAAXX100204:1:101:11219:19264/1
+TTTGCTAACTTCTTCACTCACAGTAGAAACAGAAACCAGTGGTGCTTGCTGTCTGTTATCTGAAGATCTNGGTTGA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCABCCCCCCCCCCCCCC@CBCC;DB<>>A&>99>;@
+@61DFRAAXX100204:1:101:11349:8542/1
+GGGTAATTTCCGTACCTGCCACAGTGTGGGCTCACCCTGCTTAGAGGACAGGGAAGGACCCTAAAGGTANGCTGAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCAA;A'??@=@>
+@61DFRAAXX100204:1:101:11674:10443/1
+CACCCACACCCTGTCTTCAGGTGCCACGCTCATGTCATCACTTGTGTACTCCTTGAAAGCCTGCGGTCTNTCAGAC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCACCCCCCCCCCACC&AAA?AC
+@61DFRAAXX100204:1:101:1179:19106/1
+TTGGTTGAATAGAATCATGTATGTCTACAGATTTTTGTGATATTGCATCCAACGGCTTTTCACTCACAGNTGATGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@BCCCCCCCCCCCCCCCCCACCCCADCCBCA@'AA=@??
+@61DFRAAXX100204:1:101:12110:12654/1
+CTTCCCAGGCACTGACTCTGCTCTCGTCCATGTACATCCGGAAGAGAATGCGCAGCCCACACGCCAGGCNGCTTGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCDCDCCCBCCDCCBCCDCCDCBCDAD@ABBDDDAD@BABB.625'?A=:@0
+@61DFRAAXX100204:1:101:13165:4417/1
+CTGGATTATCAGTGCCAGACATCTGTGTACTGTAGCTGCCAATTCCTGATGATGATGTGGATTCTAAGGNGTTTAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCA?&75:;8C
+@61DFRAAXX100204:1:101:13420:13159/1
+GGTGGATCCCCTCCTGTTGTCATCTTGACAGGCATCAGCCACAACAGATTCAGGGCACAGCAAGCCCTCNAAATGA
++
+CCCCCCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACAC&89848C
+@61DFRAAXX100204:1:101:14810:10441/1
+CAGGAAAGAATCAATGGTGGCCGGAAAGTGTTTTTCAAATACAAGAGTGACAATGTGCCCTGTTGTCTGNAATGCA
++
+CCCCCCCCCCCCCCCCCDCCCCCCCCCCBCBCCCBBCCCCCCCBCCCDCCCCCCCDCCDCCCDCC:A?A'AAAAAC
+@61DFRAAXX100204:1:101:15025:8342/1
+GTGGGTAGGAAGCCTCTGCTGCAGGATCCTTTCACAGAGCAGAGCAATGTAAACACCAACAGAAAAACANCGGCTC
++
+CCCCCDCCCCC@CCCCCCCCCCCCCCCCCCCCCCCCCDCCCCBDBCCBCDCCCDCCDCBDACBBD=999%8====B
+@61DFRAAXX100204:1:101:15551:15592/1
+CTCCCAAAACCATGCCAGGTTTGTTATTTTTAATATATTCAACATTAAATTCTGTACATAGAATAAAATNTACATC
++
+CCCCCCCCCCCCCCCCCCCDCCCCCCCCCBBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCA=7A'AAB?AC
+@61DFRAAXX100204:1:101:16061:6897/1
+ATGGAATGCTTGATAAGCTTTTCATTCTAACCATCAGAGCACAGTTCACAGTATGAATACATTTCCAGTNAATCTA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCDCCCCCCCDCCCCDC=C@'ABAAAC
+@61DFRAAXX100204:1:101:16516:11581/1
+GGCCCTAAAGGTAGGCTGATGCTGTGGGAACAGCCTTTCTGCTCAATATGAGCCCAACACGCGACAGAGNCCACTG
++
+74/8588857;-84;<<<<<-88;8488+8A<286A9AA#####################################
+@61DFRAAXX100204:1:101:17825:1193/1
+ACGCTCATGTCATCACTTGTGTACTCCTTGAAAGCCTGCGGTCTATCAGACACATATTTTGCACAATGGNGAATAA
++
+BCCCCCCCCCCCCCCCDCCCCCCCCCCCC@CBCCCCCCC@CCCCCBCDCCCCCCCCCCCCCCCCCAABA&A>>??A
+@61DFRAAXX100204:1:101:2920:3823/1
+TCCATCAGAGCACAGTTCACAGTATGAATACATTTCCAGTAAATCTAACCTCCCAAAACCATGCCAGGTNTGTTAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCB'CCBC@C
+@61DFRAAXX100204:1:101:4549:18278/1
+AGGTGGATCCCCTCCTGTTGTCATCTTGACAGGCATCAGCCACAACAGATTCAGGGCACAGCAAGCCCTNAAAATG
++
+AB?BA:?B<?>:>:7;=BB=??>A>>>:+>//000BBBB@B@BBBBABBBB>B@?ABBBBBB>@############
+@61DFRAAXX100204:1:101:5059:19347/1
+TTTGGACTTGCCTTTGAAGCCTGCTTTCCACAGAGCAGTCCTCTGTTCATTGTTGGAATTAAATGCTTTNGCAAAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCC&89:79C
+@61DFRAAXX100204:1:101:5741:4886/1
+CCCACCCCCAATTATAAACATTTTATCCTTCAAAATACAGCTCTCCTGAGTTGTACTTCTCGCAGAAGCNCAGTCT
++
+CCCCCCBBBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'B?BAAC
+@61DFRAAXX100204:1:101:6207:10801/1
+GCCAAAACATAAGCAGTATCTGCACTAGCAAAAAGGGTTTGTCCTTGGTTGCACTCTAGGTATCTTGCANCAAATT
++
+DCCCCCCCDBCCCCCCCCCCCCCCCCCCCCCAC@CAA9AACCCCCCCC@CCCCCCCCCCB@CCCC###########
+@61DFRAAXX100204:1:101:6228:11229/1
+CAGTGATTCAAGTTTCAGTCTGTGAAAGGTCATCTATTTTAATGGCTTTTCTTTAAAAGCCCTAAGAGANTGAGTA
++
+CBCCCCCCCCCCCCC@CCBBCC@CC@<BB@C@CC@CC?CBC?C<CCC?CCC?>>:<5?/:>A?:A###########
+@61DFRAAXX100204:1:101:7284:17741/1
+CAGGTTTGTTATTTTTAATATATTCAACATTAAATTCTGTACATAGAATAAAATCTACATCAAGCCCCGNCACCCA
++
+CCCCCCCCCCCCCCBBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCCCCCCCCCCC@'CCCCCC
+@61DFRAAXX100204:1:101:7317:19738/1
+ATGAGAATCAATATTGTACAGAAAGTTGTACAGAATTTTTTTACATAGAAAACTTTACATCTGTACCATNTACATA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCCCACC'AAAAA@
+@61DFRAAXX100204:1:101:7386:20759/1
+CCCGGAAAGTGTTTTTCAAATACAAGAGTGACAATGTGCCCTGTTGTCTGAAATGCAAGTTCTACTATGNTTTCAT
++
+CCCCCCCCCCCCCCCBBCCCCCCCCCCCBCCCCCCCDCCCCCCDCCBCCCCCCDCCBBCBCCCCCCBBC)ACBA@D
+@61DFRAAXX100204:1:101:7661:3279/1
+TTGGGGCTCAAGATCCCCTTCATGCTCTTGGTTTATATGATCAACAGTCTGAGGTGGCAAATATCTAAGNTGAGGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCC'@????=
+@61DFRAAXX100204:1:101:7989:14539/1
+CGTGCTCCAAGTGTGTTGCACTTGTAAAAGGTGCCTGAACATGGCTCACAGCTTCCATGAGTGCTTTAGNCGTCTT
++
+CCCDCCCCCCCCCCCCCCCCCCCCCCCCCCCBDCCCCCCCCCABCCCCCBCCCCCCBCC=CBCCCCCCC'AA<A@C
+@61DFRAAXX100204:1:101:8630:9416/1
+GAGGGAGACAGGCGAGTAGGTGGCGGTGGGGGCGAGGAGGCGTGGATGCTAGCCGCCGTCTCCGTTAGCNTCCGTC
++
+############################################################################
+@61DFRAAXX100204:1:101:9622:17436/1
+GCCAAAACATAAGCAGTATCTGCACTAGCAAAAAGGGTTTGTCCTTGGTTGCACTCTAGGTATCTTGCANCAAATT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCBBCCCBBBB'AAA=AC
+@61DFRAAXX100204:1:102:10071:12692/1
+TGCGTGAGCTTTAAATTTAAAAGCCTCTGCTGGANTTCTTCCCAGGCACTGACTCTGCTCTCGTCCATGTACATCC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'CCCCCCCCCCCCCCCCCCCCCCCCCCCCDCDBCCDCCDDAC
+@61DFRAAXX100204:1:102:10556:11503/1
+TCCTGGGATTCCATTTGCTTGGATGTTTTCACTGNCACTACCATCTTCTACAGTTCCAGTGTTGCCTTCTGTACTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'BBBBBCCCCCCCCCCCCCCCCCBCBCDCDCCCDBDBCAABB
+@61DFRAAXX100204:1:102:10558:14342/1
+ATGTTTTCTACCTTGGTGGATCCCCTCCTGTTGTNATCTTGACAGGCATCAGCCACAACAGATTCAGGGCACAGCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCC'CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBC
+@61DFRAAXX100204:1:102:12109:19420/1
+TCTGTTATCTGAAGATCTTGGTTGAATAGAATCANGTATGTCTACAGATTTTTGTGATATTGCATCTTACCAACGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'>????DCCCCCCCCCCCCC@BACCCCCCBCDCCCDCDBDDB
+@61DFRAAXX100204:1:102:12757:13134/1
+GGGATGTATTGAACCACTGCTCTCAGGACAGGAANAAACAATGCACAAGCAATTTTCTTCCTAAATAACAATTCAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC)BBBBBCCCCCCCCCCCCCCCCCC@BCCCCCCCCCCACCCCC
+@61DFRAAXX100204:1:102:13549:15464/1
+GTCCATGTACATCCGGAAGAGAATGCGCAGCCCANACGCCAGGCTGCTTGTCTCCTGTTTTAGAAGATTGGGCTTG
++
+CCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCC'CCCCCCCCCCC?CCCDCCBCCCBDCDBDDBBCADA<AC@BB
+@61DFRAAXX100204:1:102:13777:6235/1
+CGCAGGACTCACAAGGGTAAAGCAAATTAAGAACNCGTCTGTCTGCGGGTAGGAGAGGGGACGCAATCTGTCATAC
++
+############################################################################
+@61DFRAAXX100204:1:102:14960:18241/1
+GCCACGAATTTCCTAAATAATTTCCATCAGTGTGNGCCACCGTGATGAGTGTTTTTATTGTGTCGATATTCTTCTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC&CCCCCCCCCCCCCCDCCCCCB@BB@DCCCCDCBCCCCCCCC
+@61DFRAAXX100204:1:102:15063:6971/1
+CAGAAAAGGTGTCCAAGCCAACTTAAACATCGGCNTCACGTGCTCCAAGTGTGTTGCACTTGTAAAAGGTGCCTGA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'8;9;9CCCCCCC@CBCCCCCCCCCCCCCCCCDCAACBBBBC
+@61DFRAAXX100204:1:102:16420:15231/1
+GTTGTACTTCTCGCAGAAGCTCAGTCTTTACATCNATACTTCTTTGGGTAATTTCCGTACCTGCCACAGTGTGGGC
++
+CCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCC'CCCBCCCCACCCCCCDCCCDCDDDCAB@BDBBDDCBCACCB
+@61DFRAAXX100204:1:102:16908:12433/1
+CACTGATGAAATAATTCAAAAACTTTATTGACCTNTAACCTGATTAGATATGCCAGATGAGAATCAATATTGTACA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCC
+@61DFRAAXX100204:1:102:17677:10400/1
+CGCACATCTTATCCCTTCTAGGCAAAGAGAGGCTNCTTCAGTATCATCACAGTCTTGGAGACCCACACTGAATGCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC',00.-;7;<4?@>:A##########################
+@61DFRAAXX100204:1:102:17711:7491/1
+ACTCTGGACAATATCAAGTGGCTTTTCTTCATAGNCTCCATCATACAAGATATCATTTTTAGATAATGTTTCAGCT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCC'CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCDCCCCBCA
+@61DFRAAXX100204:1:102:17798:2084/1
+CCTTGTTCTTGGAGGTTTTGTATTCCTCTCTTTGNTTTCTTATTAAATAAATCAATCCCTTGTTCTATTATTTCTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBBB'BBBBBCCCCCCCCCCBBCCACCCCCCCCCCCCCCDCCCCCC
+@61DFRAAXX100204:1:102:18807:10059/1
+CTGCACTGGAAATATCAGATCCGTTTTCAGGCTCNGTATCATCTTGGAGACTTTTATCCACATCATGTGTTTGGGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC&CBCCCCCCCCCC@CDCCCCCCCDCDCDC@ACDBADDBB;BA
+@61DFRAAXX100204:1:102:19518:11565/1
+CCTGGGAAGAAGACAATGTTGTCGATGGTCTGGANGAGTTCCAGCTGCACAACACATTTAATCAACAGGGCAGCAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCC'BAB>BCCCBCCCCCCCDDACABCCBACCACDAD@DDBD<>C
+@61DFRAAXX100204:1:102:2639:2051/1
+CTGCCTCAGAGAGTCTACTGCAAATATGGCTACANCTTCATTAGGATTACAACCAACCTTATTAAAATGATCTCCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCAA3A##########################################
+@61DFRAAXX100204:1:102:3101:2926/1
+CTTCCCAGGCACTGACTCTGCTCTCGTCCATGTANATCCGGAAGAGAATGCGCAGCCCACACGCCAGGCTGCTTGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'BBBBBCCBCCCCCCCCCCCCCCCCCCC<CCCDDCAAB@B<B
+@61DFRAAXX100204:1:102:5977:14503/1
+GGGGGTTCGGCCTCGCCAGAGGTGGGACGCCAAGNCAGAAGCGCGTGAGGAATTGTGGTTTTGAAGATATCCAGGG
++
+CCCCCCCCCCCCCCCCCCCCCCACCCCCCCCCCC'CCCCCCCCCCDCACCBCBCC?CCBCCCCAACDCCCBCDCCA
+@61DFRAAXX100204:1:102:6251:21399/1
+CCCAGCTATTTCGTTATAAATGGCTGATAGATACNCTTCAGGGAGATCTTTACTGTCATTGATACCACGATTCATT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'BBBBACCCCCCCCCCC@CCCDCCCCCDCDCCBCCBCDD@CC
+@61DFRAAXX100204:1:102:7093:4246/1
+CGGGTCTTGTCAGCAGGGATGTTTTCTACCTTGGNGGATCCCCTCCTGTTGTCATCTTGACAGGCATCAGCCACAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC(CCCCCCCCCCB@CDCCDCCCCCCCDDDCBDDBDDBDCDABB
+@61DFRAAXX100204:1:102:7907:21314/1
+AGACACATATTTTGCACAATGGCGAATAAGTCGGNTTGCTTCCATACTTGTGTCTGGGAAAGCTGCATTACATGCG
++
+>BBB>BB>BBB<B?>?>??<99:<9:A<??0000%*000089:;<74;?8BABBBBA>B#################
+@61DFRAAXX100204:1:102:8037:6949/1
+TCTAGGTATCTTGCAGCAAATTTTTCCATTAATCNATCAATTTTCTGAGCTTCTCCTGGAAGCCGGAATCCTTCCA
++
+CCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCCC(BBBBBCCCCCCCCCCCCCCCCCCCBCCCCCCDDDCCCCCCC
+@61DFRAAXX100204:1:102:8724:1888/1
+CGGGTGTGGTGCCAAGCATCCCTTGTTCTTGGAGNTATTGTATTCCTCTCTTTGGTTTCTTATTAAATAAATCAAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBB@B&28;88DCCCCCCCCCCCCCCDCCCCCBCCDC@BCA>@BD@B
+@61DFRAAXX100204:1:102:8903:16361/1
+CCTATAAGTTGTGCCAGCTCTAACTGACTGATGCNCTTCAGGATCTCATGCCACGAATTTCCTAAATAATTTCCAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC(CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:102:9691:18717/1
+ATAAGTTGTGCCAGCTCTAACTGACTGATGCACTNCAGGATCTCATGCCACGAATTTCCTAAATAATTTCCATCAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC'BABBACCCCCCC;CCCCCBCCCCCCCCCCCCCCCCDCCCAC
+@61DFRAAXX100204:1:103:10201:1449/1
+CTGAACACTAGAAAGGCATCCTTTTGTAAAATGTGGGAAAACTTAGCACCAGGTGAAGGTCCTGAAGAATTTCCAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@CCCCCCCDCCCCCCCC?CCBCCCCCACC;CCCCCCC
+@61DFRAAXX100204:1:103:11572:6697/1
+CAAAATTGAAACTAAACATTCTAACCCCTTTTTTCGCAGGCTCAATTCCTGAACATTACTCATACCGAGTTCTTGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC8CDCCCCDD
+@61DFRAAXX100204:1:103:12517:20251/1
+GCCGGAAAGTGTTTTTCAAATACAAGAGTGACAATGTGCCCTGTTGTCTGAAATGCAAGTTCTACTATGCTTTCAT
++
+CCCCCCCCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:103:13105:12342/1
+CTGGACTTCTTCCCAGGCACTGACTCTGCTCTCGTCCATGTACATCCGGAAGAGAATGCGCAGCCCACACGCCAGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCBCCCB@CCCCCB?BCCCCCCB@C@B;
+@61DFRAAXX100204:1:103:13548:1359/1
+GGTGACTTTCGGATGTTAGAGTGAGGAAGAAGCTCAGCGCTTCCCTGCAGACGTTTAAAAGCCTCTGCTGGACTTC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCC+??AA?CCCCCCCCCCDCCDCBDCBCC@BBDDBDDDDBBABBACAAB
+@61DFRAAXX100204:1:103:13762:1440/1
+CTCCCTTCCCCCACCCCCAATTATAAACATTTTATCCTCCAAAATACAGCTCTCCTGAGTTGTACTTCTCGCTGAA
++
+CCCCCCCCCCCCCBBBBBBCCCCCCCCCC?CCCCCCCCCCCCACCCCCCCCCCCCCCCCDCCDCCCCCCCACCBB@
+@61DFRAAXX100204:1:103:13776:4298/1
+TGATATTTGAAATACTATTCCAATTCGCAGGAAAAATCTTCTAAGAACAGCACGCAGTTCCGGAATCAAGTCAAAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDC@BCC
+@61DFRAAXX100204:1:103:13798:6365/1
+GGTCACAGTCATAATTTACATAAATGTCCACCACACTCTGAGCATCTGCACAGATCCTTGTCAGTGTCTGAATAAC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCC
+@61DFRAAXX100204:1:103:14748:1375/1
+CCAGGTTTGTTATTTTTAATATATTCAACATTAAATTCTGTACATAGAATAAAATCTACATCAAGCCCCGCCACCC
++
+CCCCCCCCCCCCCCCBBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@BCCCCCCCCCACCCDBD@@DDB
+@61DFRAAXX100204:1:103:16156:9928/1
+CATGAGCAATAATTTTTTTCTCCCTTCCCCCACCCCCAATTATAAACATTTTATCCTTCAAAATACAGCTCTCCTG
++
+CCCCCCCCCCCCCCCCCCBBBBCCCCCCCCCC@B@BB@CCCCCCCCCACCCCCCCCCCCCAACCCCCCCCCCCCCC
+@61DFRAAXX100204:1:103:16292:7311/1
+CTGGTTCTTACATCTAATTTGCATCTATTGATGATACAAGACAACTCAAAGAGGATCGGGAACCACCCTCTCACCC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDBCDCDCCCCCCCCCCBDC
+@61DFRAAXX100204:1:103:1757:15756/1
+GGCAAAAATATCATCCAAAAGTACATCGCTGAGAACTTCTAAATACTGGGTGAATACATCACATATTGCATAAAGG
++
+CCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:103:19512:1223/1
+CTGTTAAGCCCCTGGTTCTTACATCTAATTTGCATCTATTGATGATACAAGACAACTCAAAGAGGATCGGGAACCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCDCCDADBB@C@BB@
+@61DFRAAXX100204:1:103:2005:9846/1
+TGCTTCCCTGCAGACGTTTAAAAGCCTCTGCTGGACTTCTTCCCAGGCACTGACTCTGCTCTCGTCCATGTACATC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCCCCCCCCCBCCCCABDBBCBBDDDC
+@61DFRAAXX100204:1:103:2755:14644/1
+CTTACATCTAATTTGCATCTATTGATGATACAAGACAACTCAAAGAGGATCGGGAACCACCCTCTCACCCACACCC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC=C
+@61DFRAAXX100204:1:103:3597:13520/1
+GTTGTTGTGATGTTAAAAAGCGGTACATTCCTTGGTCTTGAGTATCAACTCGAACATCGAAGTCTACTACATCTCT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCDCCCCCCCCCCCCCCCCCDCBCCCCDADDCDCDC
+@61DFRAAXX100204:1:103:4062:11566/1
+GATGATACAAGACAACTCAAAGAGGATCGGGAACCACCCTCTCACCCACACCCTGTCTTCAGGTGCCACGCTCATG
++
+CCCCCCCCCCCCCBCCCCCCCCCCCCBCCCCC@CACCBCCCCCCCCCACCBCC=@BCBAC3;;-6AC@C@C?@:AB
+@61DFRAAXX100204:1:103:5147:16732/1
+CATGGTTACAAGTTGTTGTCATCCATTCAGCTTTCTCTGTCTGCTGTTCTGGCAATTTCATGTTGTCAAAGATTCT
++
+CCCCCCCCCC;????CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:103:6646:12936/1
+GTGCAACACATAGATACTGCTTGATAGCATTAATAAACATCTCATTTGTCCTGAAAACAGGTCCTGCATTCTGCAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCDC
+@61DFRAAXX100204:1:103:7220:15954/1
+GAGGAATTGTGGTTTTGAAGATATCCAGGGTGCAGTTACACGTTTTATCCCAGATTTCAAGAGTAAACTTTTCACC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCABCCCCCCCA
+@61DFRAAXX100204:1:103:7253:3680/1
+CTTTACATCTGTACCATATACATATCCACCTGAAAACATTTTCTACATCCACTGTTATATGGAATGCTTGATAAGC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:103:8055:11636/1
+TTCCTGATGATGATGTGGATTCTAAGGAGTTTAAACTTCCATATCTGTTTATAGTCTCTGGGTGTTTAACTTCACT
++
+CCCCCCCCCCCCCCCCCC<CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCBCDCCCABCCCDCC
+@61DFRAAXX100204:1:103:8348:14452/1
+GTCAGAGCACAGTTCACAGTATGAATACATTTCCAGTAAATCTAACCTCCCAAAACCATGCCAGGTTTGTTATTTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDBCCDCCCDCCCBCB
+@61DFRAAXX100204:1:104:12460:3347/1
+CTGATGCTGTGGGAACAGCCTTTCTGCTCAACATGAGCCCAACACGAGACAGAGGCCACTGGGTTACTAAAGGGAC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCCCCCCC@CCDCDDCCCCBCCDCBB@BBAAB
+@61DFRAAXX100204:1:104:12993:12947/1
+GGTGAATACATCACATATTGCATAAAGGACATGGTTACAAGTTGTTGTCATCCATTCAGCTTTCTCTGTCTGCTGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:104:13501:6860/1
+GTGATATTTGAAATACTATTCCAATTCGCAGGAAAAATCTTCTAAGAACAGCACGCAGTTCCGGAATCAAGTCAAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCBCCCCCCACCCDCBCC>A
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/reads.right.fq	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,400 @@
+@61DFRAAXX100204:1:100:10494:3070/2
+CTCAAATGGTTAATTCTCAGGCTGCAAATATTCGTTCAGGATGGAAGAACATTTTCTCAGTATTCCATCTAGCTGC
++
+C<CCCCCCCACCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCACCCCCACCC=
+@61DFRAAXX100204:1:100:10497:13422/2
+GAGTTACTGGTAAGACGCTTACACCTATAACTCAAGGTCGGAATAGTCCCTCCAGTCCCTTTAGTAACCCAGTGGC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCACCC
+@61DFRAAXX100204:1:100:10546:4478/2
+CTCCATCAGCTGTGAGTGAAAAGCCGTTGGATGCAATATCACAAAAATCTGTAGACATACATGATTCTATTCAACC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@BCDCBCCCCCCCCCCCACCCCCCCCCBDC
+@61DFRAAXX100204:1:100:10609:6818/2
+AGCAGACAGAGAAAGCTGAATGGATGACAACAACTTGTAACCATGCCCTTTATGCAATATGTGATGTATTCACCCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC?CBCC
+@61DFRAAXX100204:1:100:10648:5988/2
+AGATGGGCTTAACAGTAATGTTTGAAATAATGAAAACATATGGCCACACTTATGAAAAACATTGGTGGCAGGACTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCACCCBCCBACC
+@61DFRAAXX100204:1:100:11486:13583/2
+CTTGAATCACTGCAAAATGAATCTAGGTTGCTGTCACTTTTTCTTTTGGGTGGCGGGGCTTGATGTAGATTTTATT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@CCCCCBBBB@CCDCCCCDB@BDCCABCDDCBBCCCBC@
+@61DFRAAXX100204:1:100:1176:14271/2
+TGCAGCTTTCCCAGACACAAGTATGGAAGCAATCCGACTTATTCGCCATTGTGCAAAATATGTGTCTGATAGACCG
++
+CCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCDCCCCCCCCCC:BBBACCABC@CDDAB@DDCABDDABDBB
+@61DFRAAXX100204:1:100:12152:16425/2
+CCTTTCTAGTGTTCAGGTCATTGTGTAAGCTGTCAATGAAACCACTGTCAGATGGACCACCAGATCCAAAGTCTCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCC=
+@61DFRAAXX100204:1:100:14680:13081/2
+CACAGCATCAGCCTACCTTTAGGGTCCTTCCCTGTCCTCTAAGCAGGGTGAGCCCACACTGTGGCAGGGACGGGAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCDCCCCCCCCCBCCDCCB'299@'9@
+@61DFRAAXX100204:1:100:16086:14019/2
+AGAAAGGAGAGCTTGCAAACTTCAGATTCCAAAAGGATTTCTTACGACCTTTTGAACATATAATGAAACGAAACAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCBCCCBCCCCCC
+@61DFRAAXX100204:1:100:17458:1622/2
+AAAACATTTGGGTTGAACTTTTAGTCTTTGGGGGAGTGGTGGTCATTTTGAGGGCTTGCTGTGCCCTGAATCTGTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCB@CCCCCBCCCCCCCDCCCDDCBDCBB@BABA=BBDB@AB<
+@61DFRAAXX100204:1:100:17716:21197/2
+GCATTTAATTCCAACAATGAACAGAGGACTGCTCTGTGGAAAGCAGGCTTCAAAGGCAAGTCCAAGCCCAATCTTC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCAC?CCDBBCCBD@BCBBBB@B??BBA=@A?@
+@61DFRAAXX100204:1:100:19734:13092/2
+GGCTTTACTTACCGCAGTGACATCACAACACATAGAAATCCATGAAGGAACTGTGCTGCAAGCTGTGAGGACATGC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@CCCCCC?CC@CBCCCBCAACCC
+@61DFRAAXX100204:1:100:2082:1789/2
+GGAGCAAGGATCAGTATGTGAACCCCAACTCTCAAACTACCCTTGGTCAGGAAAAACCCTCAGAGCAAGAGATACG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCBCBCCCBCDBBDACCDBCDCA@B##
+@61DFRAAXX100204:1:100:2172:8797/2
+TATAGCTCAGTTCTTACATCAAGAAGAAAGATTAGACTCTACTCAGGTGGGTGAGTTCCTGGGAGATAATGATAAA
++
+############################################################################
+@61DFRAAXX100204:1:100:2238:12815/2
+CCCCTCCAGACCCTTTAGAAACCCAGAGGCCTCGGGCTCGCGTGTGGCTCATTTTCGCCAGAAAGGCGGTTCCCAC
++
+############################################################################
+@61DFRAAXX100204:1:100:2327:5980/2
+CAAGACTGTGATGATACTGAAGTAGCCTCTCTTTGCCTAGAAGGGATAAGATGTGCTATCAGGATTGCATGCATTT
++
+CCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCACCCC?BCCCCACBCCBCCCCCCCDDDAA@CCDBBC
+@61DFRAAXX100204:1:100:3665:17139/2
+AAATATCACAACCACCTGAACAGGAACTTGGGATAAACAGGCAATGATGAGAGCCGATGTTTTTCTGTTGGTGTTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC?CCCCCC@CC@@CB@@@@DABBBCBBB
+@61DFRAAXX100204:1:100:6480:5393/2
+TGCTACAATATCTATTTAGCCAGCAAAAATCTCATCAATCAGACAACAGCCAAAGCTACTCTTACTGAAATGCTGA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCB
+@61DFRAAXX100204:1:100:8693:14085/2
+TGCAACCAAGGACAAACCCTTTTTGCTAGTGCAGATACTGCTTATGTTTTGGCCTACTCAATTATCATGTTGACTA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:100:9306:14527/2
+GCCTGGGAAGAAGTCCAGCAGAGGCTTTTAAACGTCTGCAGGGAAGCGCTGAGCTACTTCCTCACTCTAACATCCG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCCCCC
+@61DFRAAXX100204:1:100:9656:2687/2
+TAGAAATGGAACAGATGGCCAAGACGGCTAAAGCACTCATGGAAGCTGTGAGCCATGTTCAGGCACCTTTTACAAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCD3DBBCCCDCBBCCDCBDC
+@61DFRAAXX100204:1:101:11219:19264/2
+GTGATGTATTCACCCAGTATTTAGAAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTGGTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@B@CBBCCCADDCCA@BC
+@61DFRAAXX100204:1:101:11349:8542/2
+GTTTACATTGCTCTGCTCTGTGAAAGGATCCTGCAGCAGAGGCTTCCTACCTGAAAAATGTTTCTCTCAATTGTAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC?DDD@CDDDDDBCBBCDDDBDABB)BBBB
+@61DFRAAXX100204:1:101:11674:10443/2
+CTCTGAGGCAGCTATCAATGAAGTTTTTAGAGAAAGGAGAGCTTGCAAACTTCAGATTCCAAAAGGATTTCTTACG
++
+CCCCCCCCCCC@CCCCBC?CC@CBBCCC=C@CCCCAC:B@BBCC>@=@@@B>@BC@ACBB@>CBB=0;C@BBCC/?
+@61DFRAAXX100204:1:101:1179:19106/2
+AAAACATTGGTGGCAGGACTTATTCAGAATTGTTTTCAGAATCTTTGACAACATGAAATTGCCAGAACAGCAGACA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCBCCBBCCCCACCCCACCCCCCCCCCCCCCCCBABDB>D@BDDD@
+@61DFRAAXX100204:1:101:12110:12654/2
+GCAAGCACCACTGGTTTCTGTTTCTACTGTGAGTGAAGAAGTTAGCAAAGTGAAATCCACAGCAAAATTCCCAGAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCBCDCCCCCBCCCCCDCCBCDCCBCAACCDCCAA>BBC=B<B?B
+@61DFRAAXX100204:1:101:13165:4417/2
+GGACATTTATGTAAATTATGACTGTGACCTAAATGCAGCAAATATATTTGAAAGACTAGTAAATGACCTGTCGAAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCAC
+@61DFRAAXX100204:1:101:13420:13159/2
+CCGGAAATCATCATCTTTCTGTGAAAATGTACAGAGATGCAGGTCTGTAATATAAAAATCTTAAACATATTGTTCC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCDCCCCCCCCC@@CCCCBCCCCCCDCDBC@
+@61DFRAAXX100204:1:101:14810:10441/2
+GGTGTATAGCACAAATGGTTAATTCTCAGGCTGCAAATATTCGTTCAGGATGGAAGAACATTTTCTCAGTATTCCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCBCCCCCC
+@61DFRAAXX100204:1:101:15025:8342/2
+GCCTGGACTAACTTACTGTTACTGTTCCTCACTAAAGTTCTGAAGATCAGTGACAGCAGGTTTAAAGCTCACGCAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCDCCDCDCACCB
+@61DFRAAXX100204:1:101:15551:15592/2
+GACCTACCTGTGACATACTCACTCTCTTAGGGCTTTTAAAGACAAGCCATTAAAATAGATGACCTTTCACAGACTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@CCCCCCCCCCCCCDCC@
+@61DFRAAXX100204:1:101:16061:6897/2
+GGCTTTTAAAGACAAGCCATTAAAATAGATGACCTTTCACAGACTGAAACTTGAATCACTGCAAAATGAATCTAGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCC
+@61DFRAAXX100204:1:101:16516:11581/2
+GATCCTGCAGCAGAGGCTTCCTACCTGAAAAATGTTTCTCTCAATTGTAGTGTGTGAGTTACTGGTAAGACGCTTA
++
+C@CCCCCC@CCCCBBCBBCCC=@8@CC:CCCBC?C@@CC@C@>@@CCC>C>@>A<A8@8=<??<<=:C5>BCCBCC
+@61DFRAAXX100204:1:101:17825:1193/2
+AACGAAGCAGGTCTCCAACAATTCGAGATATGGTTGTACGGTGTATAGCACAAATGGTTAATTCTCAGGCTGCAAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCDCCCCCCCCCCCCCBCCCCCCACCCDC<ABBBA
+@61DFRAAXX100204:1:101:2920:3823/2
+CAAGGTAGAAAACATCCCTGCTGACAAGACCTACCTGTGACATACTCACTCTCTTAGGGCTTTTAAAGACAAGCCA
++
+CCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCBCCCCCCCCCCCDCCCCCCCACCCCCCC=C?
+@61DFRAAXX100204:1:101:4549:18278/2
+GTCTGTAATATAAAAATCTTAAACATATTGTTCCTCCTGCACTGTTTTATTTCTTTATTTTCTTATCTACTTGCTA
++
+CCCCCCCCCACCCCC@@CCCBB?CCCCCCCCCCCCCCCCCCCCCCCCCCC@@@CC@=CC@@@C@@CCCCCCCCACC
+@61DFRAAXX100204:1:101:5059:19347/2
+AAGAAGACAATGTTGTCGATGGTCTGGATGAGTTCCAGCTGCACAACACATTTAATCAACAGGGCAGCAAACAATT
++
+CCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCDCCCCCCCCCCCCCCCCACCCCCCCCCCCCCCCBCDADCA?ACC
+@61DFRAAXX100204:1:101:5741:4886/2
+GGATCCTGCAGCAGAGGCTTCCTACCTGAAAAATGTTTCTCTCAATTGTAGTGTGTGAGTTACTGGTAAGACGCTT
++
+CCCCCCCCCCCCCCCCCCCCACCCCCCCCCCCCCCACCCCBCC:CCCCCDCDCDCBCBCBC@BCCC@?BBCBCCBD
+@61DFRAAXX100204:1:101:6207:10801/2
+GGGAGATAATGATAAATTCAATAAAGAAGTCATGTATGCATATGTAGACCAACATGACTTTTCAGGAAAAGACTTT
++
+CCCCCACCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCCCCBCCCCACCCCCCCCD@BCBB@BBCABC
+@61DFRAAXX100204:1:101:6228:11229/2
+CTGTAATATAAAAATCTTAAACATATTGTTCCTCCTGCACTGTTTTATTTCTTTATTTTCTTATCTACTTGCTAAA
++
+CCBBCCCCCCCCC@@CCC>CCCBBC??>@BCCCCCBBCCCCC@CCCBC@@@CC@@CC@@@C@>CCCCCCCCCCC@C
+@61DFRAAXX100204:1:101:7284:17741/2
+AAAAATCTTAAACATATTGTTCCTCCTGCACTGTTTTATTTCTTTATTTTCTTATCTACTTGCTAAATACCCATAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBBCCB@CCBBBCBBCCCCCCCCCBCCCCCCCCCCBA
+@61DFRAAXX100204:1:101:7317:19738/2
+CATGGTTTTGGGAGGTTAGATTTACTGGAAATGTATTCATACTGTGAACTGTGCTCTGATGGTTAGAATGAAAAGC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCCBCCCCCCAAC?BCCCCDCCCCCDC@
+@61DFRAAXX100204:1:101:7386:20759/2
+GATGTAGCCATATTTGCAGTAGACTCTCTGAGGCAGCTATCAATGAAGTTTTTAGAGAAAGGAGAGCTTGCAAACT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCD@CACBDDB@CABCCCB@BBABBAABB>>BAB>?AA>AB
+@61DFRAAXX100204:1:101:7661:3279/2
+GCTGCAAGCTGTGAGGACATGCTACAATATCTATTTAGCCAGCAAAAATCTCATCAATCAGACAACAGCCAAAGCT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCD@CCC
+@61DFRAAXX100204:1:101:7989:14539/2
+TGACTACAGACCTTCACAGTCCACAGGTTAAAAACAAAATGACAAAAGAACAGTACATTAAAATGAATCGTGGTAT
++
+CDCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBBBBCCCCCCCC?BBCCCCCCCCCC@CCCCCCC?BCCBC=
+@61DFRAAXX100204:1:101:8630:9416/2
+GGCGCAGGCACCTCCACCGGCCCCGCCTTCTCTCCGCAAACGCTCCACGCACACAAAGGAGGCCCTTGAGCCTCAA
++
+############################################################################
+@61DFRAAXX100204:1:101:9622:17436/2
+ACCTCCAAGAACAAGGGATGCTTGGCACCACACCCGAAGATATAGCTCAGTTCTTACATCAAGAAGAAAGATTAGA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCACCBCCCBCCCCCCCC
+@61DFRAAXX100204:1:102:10071:12692/2
+GCCCAGAGAGATGCAGTAGACTTCGATGTTCGAGTTGATACTCAAGACCAAGGAATGTACCGCTTTTTAACATCAC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCDCCCCCDCCCCDCCCCCBC
+@61DFRAAXX100204:1:102:10556:11503/2
+CGGATCTGATATTTCCAGTGCAGAAAATGAACAGACAGAAGCTGATCAGGCAACTGCAGCTGAAACATTATCTAAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCDCCC
+@61DFRAAXX100204:1:102:10558:14342/2
+AGAGATGCAGGTCTGTAATATAAAAATCTTAAACATATTGTTCCTCCTGCACTGTTTTATTTCTTTATTTTCTTAT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBBCCBBCCBBBCBBC
+@61DFRAAXX100204:1:102:12109:19420/2
+AAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTGGTGTGTACAACAAGACAATGAGCAGTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCCCCCCCCCCCBCCC@CCCCCCCC?CCBCCADCDCAB
+@61DFRAAXX100204:1:102:12757:13134/2
+CAACGGAGCAGATTGCGTCTCACACAGAGGAACGAGAGGAAGTCTGTAACGCTCAGAGACTTGATGACAGTTCTTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCBCCCDCCCCCBCDCDCDDDDDBDCBBBDCBDBDD
+@61DFRAAXX100204:1:102:13549:15464/2
+GCAAGAAGGAGGATGCAGAGAACTTAGCTGCAGCCCAGAGAGATGCAGTAGACTTCGATGTTCGAGTTGATACTCA
++
+CCCCCCCCCCCCCCCCCCBCDCCCCCCCCCBCCCCCCCCCCCCCBCCCACC@CCCCCCCBDCCC=CC?CC?CCACA
+@61DFRAAXX100204:1:102:13777:6235/2
+GAAGGCCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTGGTGTGTACAACACGACCATGAGCCGC
++
+############################################################################
+@61DFRAAXX100204:1:102:14960:18241/2
+GCTGCATTCAGTGTGGGTCTCCAAGACTGTGATGATACTGAAGTAGCCTCTCTTTGCCTAGAAGGGATAAGATGTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCACCCCCCCCCDC
+@61DFRAAXX100204:1:102:15063:6971/2
+GTATCTATCAGCCATTTATAACGAAATAGCTGGGAAAAAAATATCAATGAAAGAAACAAAAGAACTAACAATCCCT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBBBCCCCCCCCCCCBBCC@BBCBBCCCCC?CCCAC
+@61DFRAAXX100204:1:102:16420:15231/2
+CTACTACCCTCTCTTATGTGAAATTATGCAATTTGACTTGATTCCGGAACTGCGTGCTGTTCTTAGAAGATTTTTC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCC@CCCCCCCC>@CCCCCCCCCBC@DCBCCC
+@61DFRAAXX100204:1:102:16908:12433/2
+TGGGAGGTTAGATTTACTGGAAATGTATTCATACTGTGAACTGTGCTCTGATGGTTAGAATGAAAAGCTTATCAAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCDCCCCCBCCACCCCBCC
+@61DFRAAXX100204:1:102:17677:10400/2
+CAATCCCTACAAAGTCAACTAAACAGAATGTAGCCAGTGAAAAGCAAAGACGACTTCTGTATAACTTAGAAATGGA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCCCCCCCCCCCCCBCCCCACDCC;@BBB@C
+@61DFRAAXX100204:1:102:17711:7491/2
+TATAAACCAAGAGCATGAAGGGGATCTTGAGCCCCAAACACATGATGTGGATAAAAGTCTCCAAGATGATACAGAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCDCCCCCCCADC=DCCBCDA
+@61DFRAAXX100204:1:102:17798:2084/2
+AGTGAAGTTAAACACCCAGAGACTATAAACAGATATGGAAGTTTAAACTCCTTAGAATCCACATCATCATCAGGAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCCCCCCDC
+@61DFRAAXX100204:1:102:18807:10059/2
+CTACAATATCTATTTAGCCAGCAAAAATCTCATCAATCAGACAACAGCCAAAGCTACTCTTACTCAAATGCTGAAC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCACC
+@61DFRAAXX100204:1:102:19518:11565/2
+CTTCAAAACCACAATTCCTCACGCGCTTCTGACTTGGCGTCCCACCTCTGGCGAGGCCGAACCCCCATCTCCATCA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCBCC@BCCCDBCCDABDDDDCDBCBDCBDDA
+@61DFRAAXX100204:1:102:2639:2051/2
+CAGGAGTCTATTGGAGAAACCAGCTCTCAAAGTGTGGTAGTTGCTGTGGATAGAATATTCACCGGATCCACAAGGC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCDCCACCDCCCCCACCBCB@<A88>>5?>@>@17>A1;5;:=;
+@61DFRAAXX100204:1:102:3101:2926/2
+GAGAACTTAGCTGCAGCCCAGAGAGATGCAGTAGACTTCGATGTTCGAGTTGATACTCAAGACCAAGGAATGTACC
++
+CCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCACCCCCCCCCCCDBCC
+@61DFRAAXX100204:1:102:5977:14503/2
+GAAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTGGTGTGTACAACAAGACAATGAGCAGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBCCCCCCCCCCCCCCDCDCDCCCCCCDCDCCCCCDBCDCB
+@61DFRAAXX100204:1:102:6251:21399/2
+GTGAGTTCCTGGGAGATAATGATAAATTCAATAAAGAAGTCATGTATGCATATGTAGACCAACATGACTTTTCAGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCDCCCCDCCCCDCACCBCBCCBDDCC@D<BCBDDBDAB
+@61DFRAAXX100204:1:102:7093:4246/2
+GAAGATTTTTGCACACTCAGGCTATCTGAGACACCGGAAATCATCATCTTTCTGTGAAAATGTACAGAGATGCAGG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCBCCBCB@ABBBADB@C=
+@61DFRAAXX100204:1:102:7907:21314/2
+GACTCTCTGAGGCAGCTATCAATGAAGTTTTTAGAGAAAGGAGAGCTTGCAAACTTCAGATTCCAAAAGGACTTCT
++
+@@@9@#######################################################################
+@61DFRAAXX100204:1:102:8037:6949/2
+CTCTACTCAGGTGGGTGAGTTCCTGGGAGATAATGATAAATTCAATAAAGAAGTCATGTATGCATATGTAGACCAA
++
+CCCCCCCCCCCDCCCBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCDCCCCCCCCADCBCCABCAD@C@
+@61DFRAAXX100204:1:102:8724:1888/2
+TGAACTCCTTAGAATCCACATCATCATCAGGAATTGGCAGCTACAGTACACAGATGTCTGGCACTGATAATCCAGA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@=B?@99;>?BB==<@=@A?B=<<BBB>DB2(?=;@
+@61DFRAAXX100204:1:102:8903:16361/2
+GCATTTTCAGCATTCAGCTGGAAAGAGATGCATATGTCCAAGCACTAGCCAGATTTACCTTACTTACAGTGAGTTC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCBCBCC
+@61DFRAAXX100204:1:102:9691:18717/2
+CTAGAAGGGATAAGATGTGCTATCAGGATTGCATGCATTTTCAGCATTCAGCTGGAAAGAGATGCATATGTCCAAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:103:10201:1449/2
+GAGACTATGAAGAAAAGCCACTTGATATTGTCCAGAGCATTGTAGAAGAAATGTTGAACATCATTGTTGGAGACAT
++
+CCCCCCCCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCBCCCCCCCDCBCCCCDCCCCCCCDCCCCDCA@BCBBB?
+@61DFRAAXX100204:1:103:11572:6697/2
+AGCTCATTTGACCATAAGTGGATGGTTATTCAGACACTGACAAGGATCTGTGCAGATGCTCAGAGTGTGGTGGACA
++
+CCCCCCCCCCCCCCCCCCAC???AAACCCCCCCCCCCCCCCCCCCBCCCCCCCC@CABCCCCAACBC>CB<A?:BB
+@61DFRAAXX100204:1:103:12517:20251/2
+CAGCTATCAATGAAGTTTTTAGAGAAAGGAGAGCTTGCAAACTTCAGATTCCAAAAGGATTTCTTACGACCTTTTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCCCCCCCCCCCCCCCCDDCDCCCCCCCDCDDDBCD
+@61DFRAAXX100204:1:103:13105:12342/2
+TCAAGCTACTGGACTGCTTATTAGAGTCGCATAGATTTGCAAAAGCATTTAATTCCAACAATGAACAGAGGACTGC
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCCCCCCBCDD@BAAA
+@61DFRAAXX100204:1:103:13548:1359/2
+GGAATGTACCGCTTTTTAACATCACAACAACTGTTCAAGCTACTGGACTGCTTATTAGAGTCGCATAGATTTGCAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCBDCDCCCBDCCCBDDBCCDDCDCADDBDC@B
+@61DFRAAXX100204:1:103:13762:1440/2
+GAAAAATGTTTCTCTCAATTGTAGTGTGTGAGTTACTGGTAAGACGCTTACACCTATAACTCAAGGTCGGAATAGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCBCCCCCCCCDCCCDDCBCCCCB@BCC>
+@61DFRAAXX100204:1:103:13776:4298/2
+CCGAAAGTCACCGGGAAGCCTGGACTAACTTACTGTTACTGTTCCTCACTAAAGTTCTGAAGATCAGTGACAGCAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCCCCCBCCCCCCCC
+@61DFRAAXX100204:1:103:13798:6365/2
+GTTTATTAATGCTATCAAGCAGTATCTATGTGTTGCACTCTCAAAAAACGGAGTCTCATCTGTTCCAGAGGTTTTT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCDCCCCCCCCDCCDDCDCCBDDC@
+@61DFRAAXX100204:1:103:14748:1375/2
+TAAAAATCTTAAACATATTGTTCCTCCTGCACTGTTTTATTTCTTTATTTTCTTATCTACTTGCTAAATACCCATA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCB@BCCB=CCBBBC@@CCCACCCACCCCBCCCDD>DC
+@61DFRAAXX100204:1:103:16156:9928/2
+CTCATGTTGAGCAGAAAGGCTGTTCCCACAGCATCAGCCTACCTTTAGGGTCCTTCCCTGTCCTCTAAGCAGGGTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCDCCCDCCDCCA@ACBABB?B
+@61DFRAAXX100204:1:103:16292:7311/2
+CACCATTGATTCTTTCCAGGATGCAGTGAAGTGTTTGTCTGAATTCACATGTAATGCAGCTTTCCCAGACACAAGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCC5CCCCDCCCCCBCCBCCCBDDDBDBBBBCD
+@61DFRAAXX100204:1:103:1757:15756/2
+TGCAAATTAGATGTAAGAACCAGGGGCTTAACAGTAATGTTTGAAATAATGAAAACATATGGCCACACTTATGAAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
+@61DFRAAXX100204:1:103:19512:1223/2
+TGTCACTCTTGTATTTGAAAAACACTTTCCGGCCACCATTGATTCTTTCCAGGATGCAGTGAAGTGTTTGTCTGAA
++
+CCCCCCCCCCCCCCCCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCC@CBA8=A=CCACCCBCCA#
+@61DFRAAXX100204:1:103:2005:9846/2
+TTTAATTCCAACAATGAACAGAGGGCTGCTCTGTGGAAAGCAGGCTTCAAAGGCAAGTCCAAGCCCAATCTTCTAA
++
+CCCCCCCCCCCCCCBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBDDBCDCCDBDCBCCDDDCDADBBDDC
+@61DFRAAXX100204:1:103:2755:14644/2
+GCTGCATCAGACCAAGATGAAAGCATAGTAGAACTTGCATTTCAGACAACAGGGCACATTGTCACTCTTGTATTTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC@CCACCCCC>CCC@CBACDCCDCC
+@61DFRAAXX100204:1:103:3597:13520/2
+CACCTCTGGCGAGGCCGAACCCCCATCTCCATCAGCTGTGAGTGAAAAGCCGTTGGATGCAATATCACAAAAATCT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDCACACDDCCDDCCB@A?B@BB@ABBBBADABD<?>AA
+@61DFRAAXX100204:1:103:4062:11566/2
+CAACAATTCGAGATATGGTTGTACGGTGTATAGCACAAATGGTTAATTCTCAGGCTGCAAATATTCGTTCAGGATG
++
+CCCCCCCBCCCCCCCCCCCCC?CCCC=CCCCCA=@A@CCACBCC?ABAABCCCCACC>BC<CCCACCCCB@C@B@?
+@61DFRAAXX100204:1:103:5147:16732/2
+GGCTTTCAAGGAGTACACAAGTGATGACATGAGCGTGGCACCTGAAGACAGGGTGTGGGTGAGAGGGTGGTTCCCG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCBCCCBCCCCCCCBCCBBCCBC
+@61DFRAAXX100204:1:103:6646:12936/2
+CTCCAATGATACTCAGGAATCTGGAAATTCTTCAGGACCTTCACCTGGTGCTAAGTTTTCCCACATTTTACAAAAG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCC@CDCCDCCCCCDCCCDBDBADDC
+@61DFRAAXX100204:1:103:7220:15954/2
+GATGTATTCACCCAGTATTTAGAAGTTCTCAGCGATGTACTTTTGGATGATATTTTTGCCCAGCTTTACTGGTGTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBBBCCCCCCCCCCCCCBCDC
+@61DFRAAXX100204:1:103:7253:3680/2
+GTAGATTTTATTCTATGTACAGAATTTAATGTTGAATATATTAAAAATAACAAACCTGGCATGGTTTTGGGAGGTT
++
+CCCCCCCCCCCBBCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCB@BCCCCCCCBCDCCCBCCCCCCB=CDA
+@61DFRAAXX100204:1:103:8055:11636/2
+AAATGACCTGTCGAAAATTGCACAAGGAAGGGGCAGCCAAGAACTTGGTATGAGTAATGTTCAGGAATTGAGCCTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCDCCCCDACCCCCCCCCACCCCC
+@61DFRAAXX100204:1:103:8348:14452/2
+AACATTTGGGTTGAACTTTTAGTCTTTGGGGGAGTGGTGGTCATTTTGAGGGCTTGCTGTGCCCTGAATCTGTTGT
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCB@CCCCCDCCCCCCCCCCCCCACBCCDCCCCCAB@CBCCDCBB
+@61DFRAAXX100204:1:104:12460:3347/2
+CACAACCACCTGAACAGGAACTTGGGATAAACAGGCAATGATGAGAGCCGATGTTTTTCTGTTGGTGTTTACATTG
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCACCCCCCCBCCC@@@BBCCCACBCCC@ACBC
+@61DFRAAXX100204:1:104:12993:12947/2
+GTCTGAATTCGCATGTAATGCAGCTTTCCCAGACACAAGTATGGAAGCAATCCGACTTATTTGCCATTGTGCAAAA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCC@CCACBCDDCBCC,BBC?BBBBB@BBBD
+@61DFRAAXX100204:1:104:13501:6860/2
+CTGAGCTACTTCCTCACTCTAACATCCGAAAGTCACCGGGAAGCCTGGACTAACTTACTGTTACTGTTCCTCACTA
++
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCBCCCCCCCCC
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/tool_dependencies.xml	Mon Aug 01 14:43:38 2016 -0400
@@ -0,0 +1,33 @@
+<?xml version="1.0"?>
+<tool_dependency>
+    <package name="trinity" version="2.2.0">
+        <repository changeset_revision="729219ec7049" name="package_trinity_2_2_0" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="bowtie" version="1.1.2">
+        <repository changeset_revision="a1c1a92e13a6" name="package_bowtie_1_1_2" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="bowtie2" version="2.2.6">
+        <repository changeset_revision="0d9cd7487cc9" name="package_bowtie_2_2_6" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="samtools" version="1.2">
+        <repository changeset_revision="f6ae3ba3f3c1" name="package_samtools_1_2" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="bioconductor-edger" version="3.14.0">
+        <repository changeset_revision="8ed6cfd2b21f" name="package_bioconductor_edger_3_14_0" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="rsem" version="1.2.28">
+        <repository changeset_revision="4567331d510a" name="package_rsem_1_2_28" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="eXpress" version="1.5.1">
+        <repository changeset_revision="93017e8743e5" name="package_express_1_5_1" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="bioconductor-limma" version="3.28.10">
+        <repository changeset_revision="fc78b4bbe0ab" name="package_bioconductor_limma_3_28_10" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <package name="deseq2" version="1.10.0">
+       <repository changeset_revision="e4a11a7d33d6" name="package_deseq2_1_10_0" owner="iuc" toolshed="https://toolshed.g2.bx.psu.edu" />
+    </package>
+    <set_environment version="1.0">
+        <environment_variable action="set_to" name="TRINITY_MEM_OPTIONS">'--max_memory 30G --bflyHeapSpaceMax 30G'</environment_variable>
+    </set_environment>
+</tool_dependency>