Mercurial > repos > pjbriggs > amplicon_analysis_pipeline
comparison amplicon_analysis_pipeline.xml @ 0:47ec9c6f44b8 draft
planemo upload for repository https://github.com/pjbriggs/Amplicon_analysis-galaxy commit b63924933a03255872077beb4d0fde49d77afa92
author | pjbriggs |
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date | Thu, 09 Nov 2017 10:13:29 -0500 |
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children | 1c1902e12caf |
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1 <tool id="amplicon_analysis_pipeline" name="Amplicon Analysis Pipeline" version="1.0.6"> | |
2 <description>analyse 16S rRNA data from Illumina Miseq paired-end reads</description> | |
3 <requirements> | |
4 <requirement type="package" version="1.1">amplicon_analysis_pipeline</requirement> | |
5 <requirement type="package" version="1.11">cutadapt</requirement> | |
6 <requirement type="package" version="1.33">sickle</requirement> | |
7 <requirement type="package" version="27-08-2013">bioawk</requirement> | |
8 <requirement type="package" version="2.8.1">pandaseq</requirement> | |
9 <requirement type="package" version="3.5.0">spades</requirement> | |
10 <requirement type="package" version="0.11.3">fastqc</requirement> | |
11 <requirement type="package" version="1.8.0">qiime</requirement> | |
12 <requirement type="package" version="2.2.26">blast</requirement> | |
13 <requirement type="package" version="0.2.4">fasta-splitter</requirement> | |
14 <requirement type="package" version="2.2">rdp-classifier</requirement> | |
15 <requirement type="package" version="3.2.0">R</requirement> | |
16 <requirement type="package" version="1.1.3">vsearch</requirement> | |
17 <requirement type="package" version="2010-04-29">microbiomeutil</requirement> | |
18 <requirement type="package">fasta_number</requirement> | |
19 </requirements> | |
20 <stdio> | |
21 <exit_code range="1:" /> | |
22 </stdio> | |
23 <command><![CDATA[ | |
24 ## Set the reference database name | |
25 #if $reference_database == "" | |
26 #set reference_database_name = "gg" | |
27 #else | |
28 #set reference_database_name = "silva" | |
29 #end if | |
30 | |
31 ## Run the amplicon analysis pipeline wrapper | |
32 python $__tool_directory__/amplicon_analysis_pipeline.py | |
33 ## Set options | |
34 #if str( $forward_pcr_primer ) != "" | |
35 -g "$forward_pcr_primer" | |
36 #end if | |
37 #if str( $reverse_pcr_primer ) != "" | |
38 -G "$reverse_pcr_primer" | |
39 #end if | |
40 #if str( $trimming_threshold ) != "" | |
41 -q $trimming_threshold | |
42 #end if | |
43 #if str( $sliding_window_length ) != "" | |
44 -l $sliding_window_length | |
45 #end if | |
46 #if str( $minimum_overlap ) != "" | |
47 -O $minimum_overlap | |
48 #end if | |
49 #if str( $minimum_length ) != "" | |
50 -L $minimum_length | |
51 #end if | |
52 -P $pipeline | |
53 -r \$AMPLICON_ANALYSIS_REF_DATA_PATH | |
54 #if str( $reference_database ) != "" | |
55 "${reference_database}" | |
56 #end if | |
57 #if str($categories_file_in) != 'None' | |
58 -c "${categories_file_in}" | |
59 #end if | |
60 ## Input files | |
61 "${metatable_file_in}" | |
62 ## FASTQ pairs | |
63 #if str($input_type.pairs_or_collection) == "collection" | |
64 #set fastq_pairs = $input_type.fastq_collection | |
65 #else | |
66 #set fastq_pairs = $input_type.fastq_pairs | |
67 #end if | |
68 #for $fq_pair in $fastq_pairs | |
69 "${fq_pair.name}" "${fq_pair.forward}" "${fq_pair.reverse}" | |
70 #end for | |
71 && | |
72 | |
73 ## Collect outputs | |
74 cp Metatable_log/Metatable_mod.txt "${metatable_mod}" && | |
75 cp ${pipeline}_OTU_tables/multiplexed_linearized_dereplicated_mc2_repset_nonchimeras_tax_OTU_table.biom "${tax_otu_table_biom_file}" && | |
76 cp ${pipeline}_OTU_tables/otus.tre "${otus_tre_file}" && | |
77 cp RESULTS/${pipeline}_${reference_database_name}/OTUs_count.txt "${otus_count_file}" && | |
78 cp RESULTS/${pipeline}_${reference_database_name}/table_summary.txt "${table_summary_file}" && | |
79 cp Multiplexed_files/${pipeline}_pipeline/multiplexed_linearized_dereplicated_mc2_repset_nonchimeras_OTUs.fasta "${dereplicated_nonchimera_otus_fasta}" && | |
80 cp QUALITY_CONTROL/Reads_count.txt "$read_counts_out" && | |
81 cp fastqc_quality_boxplots.html "${fastqc_quality_boxplots_html}" && | |
82 | |
83 ## HTML outputs | |
84 | |
85 ## OTU table | |
86 mkdir $heatmap_otu_table_html.files_path && | |
87 cp -r RESULTS/${pipeline}_${reference_database_name}/Heatmap/js $heatmap_otu_table_html.files_path && | |
88 cp RESULTS/${pipeline}_${reference_database_name}/Heatmap/otu_table.html "${heatmap_otu_table_html}" && | |
89 | |
90 ## Phylum genus barcharts | |
91 mkdir $phylum_genus_dist_barcharts_html.files_path && | |
92 cp -r RESULTS/${pipeline}_${reference_database_name}/phylum_genus_charts/charts $phylum_genus_dist_barcharts_html.files_path && | |
93 cp -r RESULTS/${pipeline}_${reference_database_name}/phylum_genus_charts/raw_data $phylum_genus_dist_barcharts_html.files_path && | |
94 cp RESULTS/${pipeline}_${reference_database_name}/phylum_genus_charts/bar_charts.html "${phylum_genus_dist_barcharts_html}" && | |
95 | |
96 ## Beta diversity weighted 2d plots | |
97 mkdir $beta_div_even_weighted_2d_plots.files_path && | |
98 cp -r RESULTS/${pipeline}_${reference_database_name}/beta_div_even/weighted_2d_plot/* $beta_div_even_weighted_2d_plots.files_path && | |
99 cp RESULTS/${pipeline}_${reference_database_name}/beta_div_even/weighted_2d_plot/weighted_unifrac_pc_2D_PCoA_plots.html "${beta_div_even_weighted_2d_plots}" && | |
100 | |
101 ## Beta diversity unweighted 2d plots | |
102 mkdir $beta_div_even_unweighted_2d_plots.files_path && | |
103 cp -r RESULTS/${pipeline}_${reference_database_name}/beta_div_even/unweighted_2d_plot/* $beta_div_even_unweighted_2d_plots.files_path && | |
104 cp RESULTS/${pipeline}_${reference_database_name}/beta_div_even/unweighted_2d_plot/unweighted_unifrac_pc_2D_PCoA_plots.html "${beta_div_even_unweighted_2d_plots}" && | |
105 | |
106 ## Alpha diversity rarefaction plots | |
107 mkdir $alpha_div_rarefaction_plots.files_path && | |
108 cp RESULTS/${pipeline}_${reference_database_name}/Alpha_diversity/rarefaction_curves/rarefaction_plots.html $alpha_div_rarefaction_plots && | |
109 cp -r RESULTS/${pipeline}_${reference_database_name}/Alpha_diversity/rarefaction_curves/average_plots $alpha_div_rarefaction_plots.files_path && | |
110 | |
111 ## Categories data | |
112 #if str($categories_file_in) != 'None' | |
113 ## Alpha diversity boxplots | |
114 mkdir $alpha_div_boxplots.files_path && | |
115 cp alpha_diversity_boxplots.html "$alpha_div_boxplots" && | |
116 cp RESULTS/${pipeline}_${reference_database_name}/Alpha_diversity/Alpha_diversity_boxplot/Categories_shannon/*.pdf $alpha_div_boxplots.files_path && | |
117 #end if | |
118 | |
119 ## Pipeline outputs (log files etc) | |
120 mkdir $log_files.files_path && | |
121 cp Amplicon_analysis_pipeline.log $log_files.files_path && | |
122 cp pipeline.log $log_files.files_path && | |
123 cp Pipeline_outputs.txt $log_files.files_path && | |
124 cp Metatable_log/Metatable.html $log_files.files_path && | |
125 cp pipeline_outputs.html "$log_files" | |
126 ]]></command> | |
127 <inputs> | |
128 <param name="title" type="text" value="test" size="25" | |
129 label="Title" help="Optional text that will be added to the output dataset names" /> | |
130 <param type="data" name="metatable_file_in" format="tabular" | |
131 label="Input Metatable.txt file" /> | |
132 <param type="data" name="categories_file_in" format="txt" | |
133 label="Input Categories.txt file" optional="true" | |
134 help="(optional)" /> | |
135 <conditional name="input_type"> | |
136 <param name="pairs_or_collection" type="select" | |
137 label="Input FASTQ type"> | |
138 <option value="pairs_of_files">Pairs of datasets</option> | |
139 <option value="collection" selected="true">Dataset pairs in a collection</option> | |
140 </param> | |
141 <when value="collection"> | |
142 <param name="fastq_collection" type="data_collection" | |
143 format="fastqsanger,fastq" collection_type="list:paired" | |
144 label="Collection of FASTQ forward and reverse (R1/R2) pairs" | |
145 help="Each FASTQ pair will be treated as one sample; the name of each sample will be taken from the first column of the Metatable file " /> | |
146 </when> | |
147 <when value="pairs_of_files"> | |
148 <repeat name="fastq_pairs" title="Input fastq pairs" min="1"> | |
149 <param type="text" name="name" value="" | |
150 label="Final name for FASTQ pair" /> | |
151 <param type="data" name="fastq_r1" format="fastqsanger,fastq" | |
152 label="FASTQ with forward reads (R1)" /> | |
153 <param type="data" name="fastq_r2" format="fastqsanger,fastq" | |
154 label="FASTQ with reverse reads (R2)" /> | |
155 </repeat> | |
156 </when> | |
157 </conditional> | |
158 <param type="text" name="forward_pcr_primer" value="" | |
159 label="Forward PCR primer sequence" | |
160 help="Optional; must not include barcode or adapter sequence (-g)" /> | |
161 <param type="text" name="reverse_pcr_primer" value="" | |
162 label="Reverse PCR primer sequence" | |
163 help="Optional; must not include barcode or adapter sequence (-G)" /> | |
164 <param type="integer" name="trimming_threshold" value="20" | |
165 label="Threshold quality below which read will be trimmed" | |
166 help="Phred score; default is 20 (-q)" /> | |
167 <param type="integer" name="minimum_overlap" value="10" | |
168 label="Minimum overlap in bp between forward and reverse reads" | |
169 help="Default is 10 (-O)" /> | |
170 <param type="integer" name="minimum_length" value="200" | |
171 label="Minimum length in bp to keep sequence after overlapping" | |
172 help="Default is 200 (-L)" /> | |
173 <param type="integer" name="sliding_window_length" value="10" | |
174 label="Minimum length in bp to retain a read after trimming" | |
175 help="Supplied to Sickle; default is 10 (-l)" /> | |
176 <param type="select" name="pipeline" | |
177 label="Pipeline to use for analysis"> | |
178 <option value="Vsearch" selected="true" >Vsearch</option> | |
179 <!-- | |
180 Remove the QIIME and Uparse options for now | |
181 <option value="QIIME">QIIME</option> | |
182 <option value="Uparse">Uparse</option> | |
183 --> | |
184 </param> | |
185 <param type="select" name="reference_database" | |
186 label="Reference database"> | |
187 <option value="" selected="true">GreenGenes</option> | |
188 <option value="-S">Silva</option> | |
189 </param> | |
190 </inputs> | |
191 <outputs> | |
192 <data format="tabular" name="metatable_mod" | |
193 label="${tool.name}:${title} Metatable_mod.txt" /> | |
194 <data format="tabular" name="read_counts_out" | |
195 label="${tool.name} (${pipeline}):${title} read counts" /> | |
196 <data format="biom" name="tax_otu_table_biom_file" | |
197 label="${tool.name} (${pipeline}):${title} tax OTU table (biom format)" /> | |
198 <data format="tabular" name="otus_tre_file" | |
199 label="${tool.name} (${pipeline}):${title} otus.tre" /> | |
200 <data format="html" name="phylum_genus_dist_barcharts_html" | |
201 label="${tool.name} (${pipeline}):${title} phylum genus dist barcharts HTML" /> | |
202 <data format="tabular" name="otus_count_file" | |
203 label="${tool.name} (${pipeline}):${title} OTUs count file" /> | |
204 <data format="tabular" name="table_summary_file" | |
205 label="${tool.name} (${pipeline}):${title} table summary file" /> | |
206 <data format="fasta" name="dereplicated_nonchimera_otus_fasta" | |
207 label="${tool.name} (${pipeline}):${title} multiplexed linearized dereplicated mc2 repset nonchimeras OTUs FASTA" /> | |
208 <data format="html" name="fastqc_quality_boxplots_html" | |
209 label="${tool.name} (${pipeline}):${title} FastQC per-base quality boxplots HTML" /> | |
210 <data format="html" name="heatmap_otu_table_html" | |
211 label="${tool.name} (${pipeline}):${title} heatmap OTU table HTML" /> | |
212 <data format="html" name="beta_div_even_weighted_2d_plots" | |
213 label="${tool.name} (${pipeline}):${title} beta diversity weighted 2D plots HTML" /> | |
214 <data format="html" name="beta_div_even_unweighted_2d_plots" | |
215 label="${tool.name} (${pipeline}):${title} beta diversity unweighted 2D plots HTML" /> | |
216 <data format="html" name="alpha_div_rarefaction_plots" | |
217 label="${tool.name} (${pipeline}):${title} alpha diversity rarefaction plots HTML" /> | |
218 <data format="html" name="alpha_div_boxplots" | |
219 label="${tool.name} (${pipeline}):${title} alpha diversity boxplots"> | |
220 <filter>categories_file_in is not None</filter> | |
221 </data> | |
222 <data format="html" name="log_files" | |
223 label="${tool.name} (${pipeline}):${title} log files" /> | |
224 </outputs> | |
225 <tests> | |
226 </tests> | |
227 <help><![CDATA[ | |
228 | |
229 What it does | |
230 ------------ | |
231 | |
232 This pipeline has been designed for the analysis of 16S rRNA data from | |
233 Illumina Miseq (Casava >= 1.8) paired-end reads. | |
234 | |
235 Usage | |
236 ----- | |
237 | |
238 1. Preparation of the mapping file and format of unique sample id | |
239 ***************************************************************** | |
240 | |
241 Before using the amplicon analysis pipeline it would be necessary to | |
242 follow the steps as below to avoid analysis failures and ensure samples | |
243 are labelled appropriately. Sample names for the labelling are derived | |
244 from the fastq files names that are generated from the sequencing. The | |
245 labels will include everything between the beginning of the name and | |
246 the sample number (from C11 to S19 in Fig. 1) | |
247 | |
248 .. image:: Pipeline_description_Fig1.png | |
249 :height: 46 | |
250 :width: 382 | |
251 | |
252 **Figure 1** | |
253 | |
254 If analysing 16S data from multiple runs: | |
255 | |
256 The samples from different runs may have identical IDs. For example, | |
257 when sequencing the same samples twice, by chance, these could be at | |
258 the same position in both the runs. This would cause the fastq files | |
259 to have exactly the same IDs (Fig. 2). | |
260 | |
261 .. image:: Pipeline_description_Fig2.png | |
262 :height: 100 | |
263 :width: 463 | |
264 | |
265 **Figure 2** | |
266 | |
267 In case of identical sample IDs the pipeline will fail to run and | |
268 generate an error at the beginning of the analysis. | |
269 | |
270 To avoid having to change the file names, before uploading the files, | |
271 ensure that the samples IDs are not repeated. | |
272 | |
273 2. To upload the file | |
274 ********************* | |
275 | |
276 Click on **Get Data/Upload File** from the Galaxy tool panel on the | |
277 left hand side. | |
278 | |
279 From the pop-up window, choose how to upload the file. The | |
280 **Choose local file** option can be used for files up to 4Gb. Fastq files | |
281 from Illumina MiSeq will rarely be bigger than 4Gb and this option is | |
282 recommended. | |
283 | |
284 After choosing the files click **Start** to begin the upload. The window can | |
285 now be closed and the files will be uploaded onto the Galaxy server. You | |
286 will see the progress on the ``HISTORY`` panel on the right | |
287 side of the screen. The colour will change from grey (queuing), to yellow | |
288 (uploading) and finally green (uploaded). | |
289 | |
290 Once all the files are uploaded, click on the operations on multiple | |
291 datasets icon and select the fastq files that need to be analysed. | |
292 Click on the tab **For all selected...** and on the option | |
293 **Build List of Dataset pairs** (Fig. 3). | |
294 | |
295 .. image:: Pipeline_description_Fig3.png | |
296 :height: 247 | |
297 :width: 586 | |
298 | |
299 **Figure 3** | |
300 | |
301 Change the filter parameter ``_1`` and ``_2`` to be ``_R1`` and ``_R2``. | |
302 The fastq files forward R1 and reverse R2 should now appear in the | |
303 corresponding columns. | |
304 | |
305 Select **Autopair**. This creates a collection of paired fastq files for | |
306 the forward and reverse reads for each sample. The name of the pairs will | |
307 be the ones used by the pipeline. You are free to change the names at this | |
308 point as long as they are the same used in the Metatable file | |
309 (see section 3). | |
310 | |
311 Name the collection and click on **create list**. This reduces the time | |
312 required to input the forward and reverse reads for each individual sample. | |
313 | |
314 3. Create the Metatable files | |
315 ***************************** | |
316 | |
317 Metatable.txt | |
318 ~~~~~~~~~~~~~ | |
319 | |
320 Click on the list of pairs you just created to see the name of the single | |
321 pairs. The name of the pairs will be the ones used by the pipeline, | |
322 therefore, these are the names that need to be used in the Metatable file. | |
323 | |
324 The Metatable file has to be in QIIME format. You can find a description | |
325 of it on QIIME website http://qiime.org/documentation/file_formats.html | |
326 | |
327 EXAMPLE:: | |
328 | |
329 #SampleID BarcodeSequence LinkerPrimerSequence Disease Gender Description | |
330 Mock-RUN1 TAAGGCGAGCGTAAGA PsA Male Control | |
331 Mock-RUN2 CGTACTAGGCGTAAGA PsA Male Control | |
332 Mock-RUN3 AGGCAGAAGCGTAAGA PsC Female Control | |
333 | |
334 Briefly: the column ``LinkerPrimerSequence`` is empty but it cannot be | |
335 deleted. The header is very important. ``#SampleID``, ``Barcode``, | |
336 ``LinkerPrimerSequence`` and ``Description`` are mandatory. Between | |
337 ``LinkerPrimerSequence`` and ``Description`` you can add as many columns | |
338 as you want. For every column a PCoA plot will be created (see | |
339 **Results** section). You can create this file in Excel and it will have | |
340 to be saved as ``Text(Tab delimited)``. | |
341 | |
342 During the analysis the Metatable.txt will be checked to ensure that the | |
343 file has the correct format. If necessary, this will be modified and will | |
344 be available as Metatable_corrected.txt in the history panel. If you are | |
345 going to use the metatable file for any other statistical analyses, | |
346 remember to use the ``Metatable_mod.txt`` one, otherwise the sample | |
347 names might not match! | |
348 | |
349 Categories.txt (optional) | |
350 ~~~~~~~~~~~~~~~~~~~~~~~~~ | |
351 | |
352 This file is required if you want to get box plots for comparison of | |
353 alpha diversity indices (see **Results** section). The file is a list | |
354 (without header and IN ONE COLUMN) of categories present in the | |
355 Metatable.txt file. THE NAMES YOU ARE USING HAVE TO BE THE SAME AS THE | |
356 ONES USED IN THE METATABLE.TXT. You can create this file in Excel and | |
357 will have to be saved as ``Text(Tab delimited)``. | |
358 | |
359 EXAMPLE:: | |
360 | |
361 Disease | |
362 Gender | |
363 | |
364 Metatable and categories files can be uploaded using Get Data as done | |
365 with the fatsq files. | |
366 | |
367 4. Analysis | |
368 *********** | |
369 | |
370 Under **Amplicon_Analysis_Pipeline** | |
371 | |
372 * **Title** Name to distinguish between the runs. It will be shown at | |
373 the beginning of each output file name. | |
374 | |
375 * **Input Metatable.txt file** Select the Metatable.txt file related to | |
376 this analysis | |
377 | |
378 * **Input Categories.txt file (Optional)** Select the Categories.txt file | |
379 related to this analysis | |
380 | |
381 * **Input FASTQ type** select *Dataset pairs in a collection* and, then, | |
382 the collection of pairs you created earlier. | |
383 | |
384 * **Forward/Reverse PCR primer sequence** if the PCR primer sequences | |
385 have not been removed from the MiSeq during the fastq creation, they | |
386 have to be removed before the analysis. Insert the PCR primer sequence | |
387 in the corresponding field. DO NOT include any barcode or adapter | |
388 sequence. If the PCR primers have been already trimmed by the MiSeq, | |
389 and you include the sequence in this field, this would lead to an error. | |
390 Only include the sequences if still present in the fastq files. | |
391 | |
392 * **Threshold quality below which reads will be trimmed** Choose the | |
393 Phred score used by Sickle to trim the reads at the 3’ end. | |
394 | |
395 * **Minimum length to retain a read after trimming** If the read length | |
396 after trimming is shorter than a user defined length, the read, along | |
397 with the corresponding read pair, will be discarded. | |
398 | |
399 * **Minimum overlap in bp between forward and reverse reads** Choose the | |
400 minimum basepair overlap used by Pandaseq to assemble the reads. | |
401 Default is 10. | |
402 | |
403 * **Minimum length in bp to keep a sequence after overlapping** Choose the | |
404 minimum sequence length used by Pandaseq to keep a sequence after the | |
405 overlapping. This depends on the expected amplicon length. Default is | |
406 380 (used for V3-V4 16S sequencing; expected length ~440bp) | |
407 | |
408 * **Pipeline to use for analysis** Choose the pipeline to use for OTU | |
409 clustering and chimera removal. The Galaxy tool currently supports | |
410 ``Vsearch`` only. ``Uparse`` and ``QIIME`` are planned to be added | |
411 shortly (the tools are already available for the stand-alone pipeline). | |
412 | |
413 * **Reference database** Choose between ``GreenGenes`` and ``Silva`` | |
414 databases for taxa assignment. | |
415 | |
416 Click on **Execute** to start the analysis. | |
417 | |
418 5. Results | |
419 ********** | |
420 | |
421 Results are entirely generated using QIIME scripts. The results will | |
422 appear in the History panel when the analysis is completed | |
423 | |
424 * **Vsearch_tax_OTU_table (biom format)** The OTU table in BIOM format | |
425 (http://biom-format.org/) | |
426 | |
427 * **Vsearch_OTUs.tree** Phylogenetic tree constructed using | |
428 ``make_phylogeny.py`` (fasttree) QIIME script | |
429 (http://qiime.org/scripts/make_phylogeny.html) | |
430 | |
431 * **Vsearch_phylum_genus_dist_barcharts_HTML** HTML file with bar | |
432 charts at Phylum, Genus and Species level | |
433 (http://qiime.org/scripts/summarize_taxa.html and | |
434 http://qiime.org/scripts/plot_taxa_summary.html) | |
435 | |
436 * **Vsearch_OTUs_count_file** Summary of OTU counts per sample | |
437 (http://biom-format.org/documentation/summarizing_biom_tables.html) | |
438 | |
439 * **Vsearch_table_summary_file** Summary of sequences counts per sample | |
440 (http://biom-format.org/documentation/summarizing_biom_tables.html) | |
441 | |
442 * **Vsearch_multiplexed_linearized_dereplicated_mc2_repset_nonchimeras_OTUs.fasta** | |
443 Fasta file with OTU sequences | |
444 | |
445 * **Vsearch_heatmap_OTU_table_HTML** Interactive OTU heatmap | |
446 (http://qiime.org/1.8.0/scripts/make_otu_heatmap_html.html ) | |
447 | |
448 * **Vsearch_beta_diversity_weighted_2D_plots_HTML** PCoA plots in HTML | |
449 format using weighted Unifrac distance measure. Samples are grouped | |
450 by the column names present in the Metatable file. The samples are | |
451 firstly rarefied to the minimum sequencing depth | |
452 (http://qiime.org/scripts/beta_diversity_through_plots.html ) | |
453 | |
454 * **Vsearch_beta_diversity_unweighted_2D_plots_HTML** PCoA plots in HTML | |
455 format using Unweighted Unifrac distance measure. Samples are grouped | |
456 by the column names present in the Metatable file. The samples are | |
457 firstly rarefied to the minimum sequencing depth | |
458 (http://qiime.org/scripts/beta_diversity_through_plots.html ) | |
459 | |
460 Code availability | |
461 ----------------- | |
462 | |
463 **Code is available at** https://github.com/MTutino/Amplicon_analysis | |
464 | |
465 Credits | |
466 ------- | |
467 | |
468 Pipeline author: Mauro Tutino | |
469 | |
470 Galaxy tool: Peter Briggs | |
471 | |
472 ]]></help> | |
473 <citations> | |
474 <citation type="bibtex"> | |
475 @misc{githubAmplicon_analysis, | |
476 author = {Tutino, Mauro}, | |
477 year = {2017}, | |
478 title = {Amplicon Analysis Pipeline}, | |
479 publisher = {GitHub}, | |
480 journal = {GitHub repository}, | |
481 url = {https://github.com/MTutino/Amplicon_analysis}, | |
482 }</citation> | |
483 </citations> | |
484 </tool> |