Mercurial > repos > recetox > recetox_aplcms_compute_clusters
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planemo upload for repository https://github.com/RECETOX/galaxytools/tree/master/tools/recetox_aplcms commit 506df2aef355b3791567283e1a175914f06b405a
author | recetox |
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date | Mon, 13 Feb 2023 10:27:56 +0000 |
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children | ce00e1d03c31 |
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1 <macros> | |
2 | |
3 <token name="@GENERAL_HELP@"> | |
4 General Information | |
5 =================== | |
6 | |
7 Overview | |
8 -------- | |
9 | |
10 recetox-aplcms is a software package for peak detection in high resolution mass spectrometry (HRMS) data. | |
11 It supports reading .mzml files in raw profile mode and uses a bi-Gaussian chromatographic peak shape for feature detection and quantification. | |
12 | |
13 recetox-aplcms is based on the apLCMS package developed by Tianwei Yu at Emory University - see the citations and the apLCMS section beneath. | |
14 This version includes various software updates and is actively developed and maintained on `GitHub`_. | |
15 Please submit eventual bug reports as `issues`_ on the repository. | |
16 | |
17 .. _GitHub: https://github.com/RECETOX/recetox-aplcms | |
18 .. _issues: https://github.com/RECETOX/recetox-aplcms/issues/new | |
19 | |
20 | |
21 Workflow | |
22 -------- | |
23 | |
24 .. image:: https://raw.githubusercontent.com/RECETOX/galaxytools/aee0dd6cf6c05936269efe4337c50e27cc68e86b/tools/recetox_aplcms/images/scheme.png | |
25 :width: 2560 | |
26 :height: 788 | |
27 :scale: 40 | |
28 :alt: A picture of a workflow diagram. | |
29 | |
30 The individual steps of the recetox-aplcms package can be combined in 2 separate workflows processing HRMS data in an unsupervised manner or by including a-priori knowledge. | |
31 The workflows consist of the following building blocks: | |
32 | |
33 (1) remove noise - denoise the raw data and extract the EIC | |
34 (2) generate feature table - group features in EIC into peaks using peak-shape model | |
35 (3) compute clusters - compute mz and rt clusters across samples | |
36 (4) compute template - find the template for rt correction | |
37 (5) correct time - correct the rt across samples using splines | |
38 (6) align features - align identical features across samples | |
39 (7) recover weaker signals - recover missed features in samples based on the aligned features | |
40 (8) merge known table - add known features to detected features table and vice versa | |
41 | |
42 For detailed documentation on the individual steps please see the individual tool wrappers. | |
43 | |
44 | |
45 apLCMS (Original Reference) | |
46 --------------------------- | |
47 | |
48 apLCMS is a software which generates a feature table from a batch of LC/MS spectra. The m/z and retention time | |
49 tolerance levels are estimated from the data. A run-filter is used to detect peaks and remove noise. | |
50 Non-parametric statistical methods are used to find-tune peak selection and grouping. After retention time | |
51 correction, a feature table is generated by aligning peaks across spectra. For further information on apLCMS | |
52 please refer to https://mypage.cuhk.edu.cn/academics/yutianwei/apLCMS/. | |
53 </token> | |
54 | |
55 <token name="@REMOVE_NOISE_HELP@"> | |
56 recetox-aplcms - remove noise | |
57 ============================= | |
58 | |
59 This tool is the first step of recetox-aplcms. | |
60 It removes noise from the raw data and performs a first clustering step of points with close m/z values into the extracted ion chromatograms (EICs). | |
61 Only peaks with a minimum elution length of `min_run` seconds are kept. | |
62 | |
63 Example Output | |
64 -------------- | |
65 The raw data points contained in the scans of the `mzml` file are filtered for noise and grouped into clusters based on m/z values. | |
66 See an example output in the table below. The `group_number` column indicates the cluster index. | |
67 | |
68 +----------------------+-------------------+-----------------------+--------------------+ | |
69 | mz | rt | intensity | group_number | | |
70 +======================+===================+=======================+====================+ | |
71 | 70.01060119055192 | 350.58654 | 21178.330810546875 | 5 | | |
72 +----------------------+-------------------+-----------------------+--------------------+ | |
73 | 70.02334120404554 | 130.175262 | 287869.5478515625 | 10 | | |
74 +----------------------+-------------------+-----------------------+--------------------+ | |
75 | 70.0287408273165 | 134.801352 | 60883.15185546875 | 11 | | |
76 +----------------------+-------------------+-----------------------+--------------------+ | |
77 | 70.02872416715464 | 183.991896 | 9201.574584960938 | 11 | | |
78 +----------------------+-------------------+-----------------------+--------------------+ | |
79 | ... | ... | ... | ... | | |
80 +----------------------+-------------------+-----------------------+--------------------+ | |
81 </token> | |
82 | |
83 <token name="@GENERATE_FEATURE_TABLE_HELP@"> | |
84 recetox-aplcms - generate feature table | |
85 ======================================= | |
86 The second step in the recetox-aplcms workflow performing peak shape parameter estimation. | |
87 | |
88 This tool takes the grouped features created with `recetox-aplcms-remove-noise` and computes the peak shape in `rt` domain and integrates the peak area. | |
89 | |
90 | |
91 Example Output | |
92 -------------- | |
93 The output contains the `mz` and `rt` of the peaks as well as the standard deviation in both direction of the peak for the bi-gaussian peak shape. | |
94 | |
95 +----------------------+-------------------+-----------------+-------------------+----------------------+ | |
96 | mz | rt | sd1 | sd2 | area | | |
97 +======================+===================+=================+===================+======================+ | |
98 | 70.02317542938793 | 142.36033 | 11.436659559 | 14.592754933 | 4159269.24595184 | | |
99 +----------------------+-------------------+-----------------+-------------------+----------------------+ | |
100 | 70.02869594233522 | 205.48765 | 0.263230763 | 0.285101428707 | 8849767.11861127 | | |
101 +----------------------+-------------------+-----------------+-------------------+----------------------+ | |
102 | 78.04643252598305 | 294.01713 | 0.51677558617 | 1.317028944141 | 1333044.50659719 | | |
103 +----------------------+-------------------+-----------------+-------------------+----------------------+ | |
104 | ... | ... | ... | ... | ... | | |
105 +----------------------+-------------------+-----------------+-------------------+----------------------+ | |
106 </token> | |
107 | |
108 <token name="@COMPUTE_CLUSTERS_HELP@"> | |
109 recetox-aplcms - compute clusters | |
110 ================================= | |
111 | |
112 Group features with `mz` and `rt` using tolerances within the tolerance into clusters, creating larger features from raw data points. | |
113 Custom tolerances for `mz` and `rt` are computed based on the given parameters. | |
114 The tool takes a collection of all detected features and computes the clusters over a global feature table, adding the `sample_id` and `cluster` columns to the table. | |
115 | |
116 Example Output | |
117 -------------- | |
118 | |
119 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
120 | mz | rt | sd1 | sd2 | area | sample_id | cluster | | |
121 +======================+===================+=================+===================+======================+=====================+===============+ | |
122 | 70.02317542938793 | 142.36033 | 11.436659559 | 14.592754933 | 4159269.245951841 | 21_qc_no_dil_milliq | 7 | | |
123 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
124 | 70.02869594233522 | 205.48765 | 0.263230763 | 0.285101428707 | 8849767.11861127 | 21_qc_no_dil_milliq | 9 | | |
125 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
126 | 78.04643252598305 | 294.01713 | 0.51677558617 | 1.317028944141 | 1333044.506597194 | 21_qc_no_dil_milliq | 13 | | |
127 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
128 | ... | ... | ... | ... | ... | ... | ... | | |
129 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
130 </token> | |
131 | |
132 <token name="@CORRECT_TIME_HELP@"> | |
133 recetox-aplcms - correct time | |
134 ============================= | |
135 | |
136 Apply spline-based retention time correction to a feature table given the template table and the computed `mz` and `rt` tolerances. | |
137 | |
138 Example Output | |
139 -------------- | |
140 The output has the same format as `compute clusters` but the retention time values are corrected based on the template table. | |
141 | |
142 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
143 | mz | rt | sd1 | sd2 | area | sample_id | cluster | | |
144 +======================+===================+=================+===================+======================+=====================+===============+ | |
145 | 70.02317542938793 | 142.36033 | 11.436659559 | 14.592754933 | 4159269.245951841 | 21_qc_no_dil_milliq | 7 | | |
146 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
147 | 70.02869594233522 | 205.48765 | 0.263230763 | 0.285101428707 | 8849767.11861127 | 21_qc_no_dil_milliq | 9 | | |
148 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
149 | 78.04643252598305 | 294.01713 | 0.51677558617 | 1.317028944141 | 1333044.506597194 | 21_qc_no_dil_milliq | 13 | | |
150 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
151 | ... | ... | ... | ... | ... | ... | ... | | |
152 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
153 </token> | |
154 <token name="@COMPUTE_TEMPLATE_HELP@"> | |
155 recetox-aplcms - compute template | |
156 ================================= | |
157 Compute the template from a set of feature tables, choosing the one with the most features as the template. | |
158 </token> | |
159 | |
160 <token name="@RECOVER_WEAKER_SIGNALS_HELP@"> | |
161 recetox-aplcms - recover weaker signals | |
162 ======================================= | |
163 Second stage peak detection based on the aligned feature table from the `feature alignment` step. | |
164 If a feature is contained in the aligned feature table, this step revisits the raw data and searches | |
165 for this feature at the retention time obtained by mapping the corrected retention time back to the original sample. | |
166 | |
167 This recovers features which are present in a sample but might have been filtered out initially as noise due to low signal intensity. | |
168 | |
169 Example Output | |
170 -------------- | |
171 The table has the same format as the `compute clusters` output but might contain additional features which have been extracted based | |
172 on their presence in the aligned feature table. | |
173 | |
174 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
175 | mz | rt | sd1 | sd2 | area | sample_id | cluster | | |
176 +======================+===================+=================+===================+======================+=====================+===============+ | |
177 | 70.02317542938793 | 142.36033 | 11.436659559 | 14.592754933 | 4159269.245951841 | 21_qc_no_dil_milliq | 7 | | |
178 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
179 | 70.02869594233522 | 205.48765 | 0.263230763 | 0.285101428707 | 8849767.11861127 | 21_qc_no_dil_milliq | 9 | | |
180 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
181 | 78.04643252598305 | 294.01713 | 0.51677558617 | 1.317028944141 | 1333044.506597194 | 21_qc_no_dil_milliq | 13 | | |
182 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
183 | ... | ... | ... | ... | ... | ... | ... | | |
184 +----------------------+-------------------+-----------------+-------------------+----------------------+---------------------+---------------+ | |
185 </token> | |
186 | |
187 <token name="@ALIGN_FEATURES_HELP@"> | |
188 recetox-aplcms - align features | |
189 =============================== | |
190 This step performs feature alignment after clustering and retention time correction. | |
191 The peaks clustered across samples are grouped based on the given tolerances to create an aligned feature table, connecting identical features across samples. | |
192 The parameter controls in how many samples a feature has to be detected at least in order to be included in the aligned feature table. | |
193 | |
194 Example Output | |
195 -------------- | |
196 The tool outputs 3 tables: the peak related `metadata`, the `retention times` and the `intensities` for all features across all samples. | |
197 | |
198 Metadata Table | |
199 ~~~~~~~~~~~~~~ | |
200 The `npeaks` column denotes the number of peaks which have been grouped into this feature. The columns with the sample names indicate whether this feature is present in the sample. | |
201 | |
202 +-------+--------------+--------------+---------------+----------------+---------------+---------------+-----------+------------------------+------------------------+------------------------+ | |
203 | id | mz | mzmin | mzmax | rt | rtmin | rtmax | npeaks | 21_qc_no_dil_milliq | 29_qc_no_dil_milliq | 8_qc_no_dil_milliq | | |
204 +=======+==============+==============+===============+================+===============+===============+===========+========================+========================+========================+ | |
205 | 1 | 70.03707021 | 70.037066 | 70.0370750 | 294.1038014 | 294.0634942 | 294.149985 | 3 | 1 | 1 | 1 | | |
206 +-------+--------------+--------------+---------------+----------------+---------------+---------------+-----------+------------------------+------------------------+------------------------+ | |
207 | 2 | 70.06505677 | 70.065045 | 70.0650676 | 141.9560055 | 140.5762528 | 143.335758 | 2 | 1 | 0 | 1 | | |
208 +-------+--------------+--------------+---------------+----------------+---------------+---------------+-----------+------------------------+------------------------+------------------------+ | |
209 | 57 | 78.04643252 | 78.046429 | 78.0464325 | 294.0063397 | 293.9406777 | 294.072001 | 2 | 1 | 1 | 0 | | |
210 +-------+--------------+--------------+---------------+----------------+---------------+---------------+-----------+------------------------+------------------------+------------------------+ | |
211 | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | | |
212 +-------+--------------+--------------+---------------+----------------+---------------+---------------+-----------+------------------------+------------------------+------------------------+ | |
213 | |
214 Intensity Table | |
215 ~~~~~~~~~~~~~~~ | |
216 This table contains the peak area for aligned features in all samples. | |
217 | |
218 +-------+------------------------+------------------------+------------------------+ | |
219 | id | 21_qc_no_dil_milliq | 29_qc_no_dil_milliq | 8_qc_no_dil_milliq | | |
220 +=======+========================+========================+========================+ | |
221 | 1 | 13187487.20482895 | 7957395.699119729 | 11700594.397257797 | | |
222 +-------+------------------------+------------------------+------------------------+ | |
223 | 2 | 2075168.6398983458 | 0 | 2574362.159289044 | | |
224 +-------+------------------------+------------------------+------------------------+ | |
225 | 57 | 2934524.4406785755 | 1333044.5065971944 | 0 | | |
226 +-------+------------------------+------------------------+------------------------+ | |
227 | ... | ... | ... | ... | | |
228 +-------+------------------------+------------------------+------------------------+ | |
229 | |
230 Retention Time Table | |
231 ~~~~~~~~~~~~~~~~~~~~ | |
232 This table contains the retention times for all aligned features in all samples. | |
233 | |
234 +-------+------------------------+------------------------+------------------------+ | |
235 | id | 21_qc_no_dil_milliq | 29_qc_no_dil_milliq | 8_qc_no_dil_milliq | | |
236 +=======+========================+========================+========================+ | |
237 | 1 | 294.09792478513236 | 294.1499853056912 | 294.0634942428341 | | |
238 +-------+------------------------+------------------------+------------------------+ | |
239 | 2 | 140.57625284242982 | 0 | 143.33575827589172 | | |
240 +-------+------------------------+------------------------+------------------------+ | |
241 | 57 | 294.07200187644435 | 293.9406777222317 | 0 | | |
242 +-------+------------------------+------------------------+------------------------+ | |
243 | ... | ... | ... | ... | | |
244 +-------+------------------------+------------------------+------------------------+ | |
245 </token> | |
246 | |
247 <token name="@MERGE_KNOWN_TABLES_HELP@"> | |
248 recetox-aplcms - merge known table | |
249 ================================== | |
250 | |
251 This tool allows merging the detected features back into the table of known features and vice versa. | |
252 It is used in the hybrid version of recetox-aplcms to augment the aligned feature table with the suspect peaks | |
253 and to augment this table with successfully detected features. | |
254 </token> | |
255 </macros> |