Last data update: 2014.03.03

R: Plots the total variation versus variation within replicates
plot_variation_vs_totalR Documentation

Plots the total variation versus variation within replicates

Description

This function plots the total variation and the variation within replicates for a given value. If decoys are present these are removed before plotting.

Usage

plot_variation_vs_total(data, column.values = "Intensity", 
Comparison1 = transition_group_id  ~ BioReplicate + Condition, 
Comparison2 = transition_group_id + Condition ~ BioReplicate, 
fun.aggregate = NULL, label=TRUE, ...)

Arguments

data

Data table that is produced by the OpenSWATH/pyProphet workflow

column.values

Indicates the columns for which the variation is assessed. This can be the Intensity or Signal, but also the retention time.

Comparison1

The comparison for assessing the total variability. Default is to assess the variability per transition_group_id over the combination of Replicates and different Conditions.

Comparison2

The comparison for assessing the variability within the replicates. Default is to assess the variability per transition_group_id and Condition over the different Replicates.

fun.aggregate

If depending on the comparison values have to be aggregated one needs to provide the function here.

label

Option to print value of median cv.

...

further arguments passed to method.

Value

Plots in Rconsole a violin plot comparing the total variation with the variation within replicates. In addition it returns the data frame from which the plotting is done and a table with the calculated mean, median and mode of the cv for the total or replicate data.

Author(s)

Peter Blattmann

Examples

data("OpenSWATH_data", package="SWATH2stats")
data("Study_design", package="SWATH2stats")
data <- sample_annotation(OpenSWATH_data, Study_design)
plot_variation_vs_total(data)

Results


R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> library(SWATH2stats)
> png(filename="/home/ddbj/snapshot/RGM3/R_BC/result/SWATH2stats/plot_variation_vs_total.Rd_%03d_medium.png", width=480, height=480)
> ### Name: plot_variation_vs_total
> ### Title: Plots the total variation versus variation within replicates
> ### Aliases: plot_variation_vs_total
> 
> ### ** Examples
> 
> data("OpenSWATH_data", package="SWATH2stats")
> data("Study_design", package="SWATH2stats")
> data <- sample_annotation(OpenSWATH_data, Study_design)
> plot_variation_vs_total(data)
[[1]]
                                                                                           rep
1                                                             101540_PLLHNFHSFLYQPDWVKR_3_run0
2                                                             101541_PLLHNFHSFLYQPDWVKR_4_run0
3                                                      10187_GLGVEQLPVVFEDVVLHQATILPLAK_3_run0
4                                                      10188_GLGVEQLPVVFEDVVLHQATILPLAK_4_run0
5                                                                       106133_DTYFDELR_2_run0
6                                                                   106134_DTYFDRDVEELK_2_run0
7                                                                   106135_DTYFDRDVEELK_3_run0
8                                                      107313_DHPESPTPNPTEPLFLAQAEVYFLK_3_run0
9                                                      107314_DHPESPTPNPTEPLFLAQAEVYFLK_4_run0
10                                                                107696_LQFGAQGSPFLFLK_2_run0
11                                                                107697_LQFGAQGSPFLFLK_3_run0
12                                                            107941_SASEFEDPLVGEDTEFLR_2_run0
13                                                            107942_SASEFEDPLVGEDTEFLR_3_run0
14                                                                     108828_GNEQVTGLR_2_run0
15                                                         109325_LGMLSPEGTC(UniMod:4)K_2_run0
16                                              109326_LGM(UniMod:35)LSPEGTC(UniMod:4)K_2_run0
17                                                       110395_LSGIDANPNALFPPVEFPAPHLR_3_run0
18                                                       110396_LSGIDANPNALFPPVEFPAPHLR_4_run0
19                                                       110397_LSGIDANPNALFPPVEFPAPHLR_5_run0
20                                                                   110876_DDMVAQAMILK_2_run0
21                                                          111090_FPYVELDLHSYDLGIENILR_3_run0
22                                                          111091_FPYVELDLHSYDLGIENILR_4_run0
23                                                        111881_AELGIPLEEVPPEEINYLTKLR_3_run0
24                                                                 112151_EVLEYNAIGGKLK_2_run0
25                                                                 112152_EVLEYNAIGGKLK_3_run0
26                                                        112861_LLASC(UniMod:4)SADMTIK_2_run0
27                                                         114274_LEVTYEAIVDGGINPDSLLLR_2_run0
28                                                             116351_EAKEEFTSGGPLGQNLK_3_run0
29                                                116973_SVQSSERPLFLVHPIEGSTTVFHSLASNLR_3_run0
30                                                116974_SVQSSERPLFLVHPIEGSTTVFHSLASNLR_4_run0
31                                                116975_SVQSSERPLFLVHPIEGSTTVFHSLASNLR_5_run0
32                                                            117206_ATAAEPEAAVISNGEPLH_2_run0
33                                                            117207_ATAAEPEAAVISNGEPLH_3_run0
34                                                             117329_EDPLLSGLLDSPALPLK_2_run0
35                                                             117330_EDPLLSGLLDSPALPLK_3_run0
36                                                         119286_LNGNLQLELAQVLAQERPQLK_3_run0
37                                                         119287_LNGNLQLELAQVLAQERPQLK_4_run0
38                                        119288_LNGNLQLELAQVLAQERPKLPEDPLLSGLLDSPALQLK_4_run0
39                                        119289_LNGNLQLELAQVLAQERPKLPEDPLLSGLLDSPALQLK_5_run0
40                                                                   119943_VVDQPLPVQLR_2_run0
41                                                                   119944_VVDQPLPVQLR_3_run0
42                                                 120130_EDTHHLVNYIPQGSIDSLFEGTWYLVRLR_4_run0
43                                                 120131_EDTHHLVNYIPQGSIDSLFEGTWYLVRLR_5_run0
44                                                      120299_GYDYGPHFQGILEASLEGDSGRLR_4_run0
45                                                                      121172_FFFDFSLR_2_run0
46                                                        121384_LSIPTYGLQC(UniMod:4)TR_2_run0
47                                                        121385_LSIPTYGLQC(UniMod:4)TR_3_run0
48                                                        121387_LSIQC(UniMod:4)YLSALDR_2_run0
49                                                        121388_LSIQC(UniMod:4)YLSALDR_3_run0
50                                                                     121694_PDAIPGSLK_2_run0
51                                                           1221_AALQEELQLC(UniMod:4)K_2_run0
52                              123250_LTPGC(UniMod:4)EAEAETEAIC(UniMod:4)FFVQQFTDMEHNR_4_run0
53                                                                 124947_SGWVKPIIIGVLR_2_run0
54                                                                 124948_SGWVKPIIIGVLR_3_run0
55                                                         125325_LWDFQGFEC(UniMod:4)IR_2_run0
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57                                                                       126187_TLQDYLK_2_run0
58                                                                   127051_QDSLSSSLDMK_2_run0
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62                                                                129175_LNDFLNDQNRDLMK_3_run0
63                                               131518_MVRPNQDGTLIASC(UniMod:4)SNDQTVR_3_run0
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67                                                        131632_VPGLDGAQIPRDPSQQELPVMR_3_run0
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69                                                                   133591_EHLNSDFDFNR_2_run0
70                                                                   133592_EHLNSDFDFNR_3_run0
71                                                136084_EAIVQEIKPTALIGVAAIGGAFSEQILLNK_3_run0
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73                                                          137730_NNLSYDC(UniMod:4)IGR_2_run0
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75                                                                139606_IYSGLEAFGDVSNK_2_run0
76                                                         141384_TFHGVLLDAFFNESSADWVNR_3_run0
77                                                                  141405_TLNPDPNEIVNK_2_run0
78                                                                    142387_INTNHLDEPK_2_run0
79                                                                    142696_PFLLSGSGPR_2_run0
80                                                      142747_PGSLPLNAEAC(UniMod:4)WPK_2_run0
81                                                      142748_PGSLPLNAEAC(UniMod:4)WPK_3_run0
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83                                                142776_PGVGLDAINDANLLEAC(UniMod:4)IYR_3_run0
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96                                                                    146118_PLLIGSTEQK_2_run0
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98                                                           147213_VQVQVSTSNISSLEGAGQR_3_run0
99                                                         148032_TDNIFLTTAEVIAQQVSDIQK_2_run0
100                                                        148033_TDNIFLTTAEVIAQQVSDIQK_3_run0
101                                                  1483_AAPLDSIHSLAAYYIDC(UniMod:4)IR_2_run0
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103                                                  1485_AAPLDSIHSLAAYYIDC(UniMod:4)IR_4_run0
104                                                           14896_SDGIWGEHEIDYILLVQAR_3_run0
105                                                                    15006_VADVVVSQAR_2_run0
106                                                                  150712_EQQVPILEQQK_2_run0
107                                                               152711_LEDFPTISLEFVQR_2_run0
108                                                                    152872_QPEGPYVQR_2_run0
109                                                                      153986_YLQAARR_2_run0
110                                                     155395_RGLKPSC(UniMod:4)TIIPLMK_3_run0
111                                                     155396_RGLKPSC(UniMod:4)TIIPLMK_4_run0
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113                                                          155977_GVFSYGSGLAATLYSLIRK_3_run0
114                                               158639_TPNDDTLDEGVGLVHSNIATEHIPSPAPRK_4_run0
115                                               158640_TPNDDTLDEGVGLVHSNIATEHIPSPAPRK_5_run0
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117                                                          158644_TPQDSPIFLPVDDTSFPRR_3_run0
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119                                                         158935_GVQVQVSTSNISSLEGAQRR_3_run0
120                                                                 159095_QEQQVPILEQRK_2_run0
121                                                                 159096_QEQQVPILEQRK_3_run0
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123                                                            160519_YATILNAGTNTDGFVRK_3_run0
124                                                                  162389_EAVKPFGLDSK_2_run0
125                                                                 163000_YLNTFEFMDDSK_2_run0
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139                                                                168815_LVNPEGPTLMLSR_3_run0
140                                                                   16921_DFVVPGPGTAK_2_run0
141                                                      16922_DFVVPGPGKVEITYTPSDGTQTAK_3_run0
142                                                     169711_YQSAGVAPESFEYIEAHGTGTLSK_3_run0
143                                                     169712_YQSAGVAPESFEYIEAHGTGTLSK_4_run0
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146                                                            170467_MGHPEPASGLAALANSK_3_run0
147                                                 170468_SNM(UniMod:35)GHPEPASGLAALAK_3_run0
148                                                                      171939_FEAQQSK_2_run0
149                                                                    17451_PEQYQILTAK_2_run0
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152                                                              177683_PYVVTGSVDQTVATK_2_run0
153                                                              177684_PYVVTGSVDQTVATK_3_run0
154                                                                  177900_TVYPEPQNATK_2_run0
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158                                                     180411_GMAFHSYFMEAIAPPLLQELKGTK_4_run0
159                                                                    180946_TVSLEVGTR_2_run0
160                                                                180956_VAPDVFAENMGTK_2_run0
161                                                                     18284_FPSIVGVAR_2_run0
162                                                                   18285_FPSIVGRPVAR_2_run0
163                                                      183410_LEGSGLESIISIIHSSLAEPLTR_3_run0
164                                                      183411_LEGSGLESIISIIHSSLAEPLTR_4_run0
165                                                                 185914_VISGGPYEYPTR_2_run0
166                                                                 185915_VISGGPYEYPTR_3_run0
167                                                                 185916_VITGAPYEYPTR_2_run0
168                                                                 185917_VITGAPYEYPTR_3_run0
169                                                       186355_TQNLPNC(UniMod:4)QLISR_2_run0
170                                 187498_SAEYNVNNLVSPVLFQEALWHVPEHAVVLEIAPHALLQAVLSTK_5_run0
171                                                                188706_EAEAAHGTVTVTR_2_run0
172                                                                188707_EAEAAHGTVTVTR_3_run0
173                                                                   190290_AAVDLIIAVK_2_run0
174                                                                193069_ATFGVDESNAEVK_2_run0
175                                                                193070_ATFGVDESNAEVK_3_run0
176                                                                193420_ITYTPSDGTQEVK_2_run0
177                                                                193421_ITYTPSDGTQEVK_3_run0
178                                                                   194552_TTVGSAEFVK_2_run0
179                                                                 194767_DPQELNGITGVR_2_run0
180                                                                    198043_EALLPLLVK_2_run0
181                                                               198045_EALLPLKGLEELVR_3_run0
182                                                               198310_FPATGYLSIVWLVK_2_run0
183                                                               198311_FPATGYLSIVWLVK_3_run0
184                                               198907_LSLEHGLWAPNLHFHSPNPEIPALLDGLVR_4_run0
185                                               198908_LSLEHGLWAPNLHFHSPNPEIPALLDGLVR_5_run0
186                                                                 199265_QGDLVMNVYLVR_2_run0
187                                                                 199267_QGDLVMNVYLVR_3_run0
188                                                           199628_TEDEMGHPEIGDAIALVR_2_run0
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191                                                                     200150_GLVPAMVK_2_run0
192                                                            201518_LLHNFHSFLYQPDWPVR_3_run0
193                                                            201519_LLHNFHSFLYQPDWPVR_4_run0
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196                                     202959_VRPGETLLIHSGSGGVGQAAIAIALSLGC(UniMod:4)R_5_run0
197                                                                  204019_VHVIEGDHSVR_2_run0
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199                                                                 204157_AIHIDPATHTVR_2_run0
200                                                                 204158_AIHIDPATHTVR_3_run0
201                                                                204851_QDATPGSALDTVK_2_run0
202                                             204852_VTQDATPGSALDKITASLC(UniMod:4)DLK_3_run0
203                                                           20489_C(UniMod:4)ATITPDEK_2_run0
204                                                          205030_VAGGVHISGLHTESAPTVR_2_run0
205                                                          205031_VAGGVHISGLHTESAPTVR_3_run0
206                                                          205032_VAGGVHISGLHTESAPTVR_4_run0
207                                                      205181_YLVHNFEEGGGVAMGMYNQDTVK_3_run0
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209                                                               205565_EVLAGHGHLYSVVR_3_run0
210                                                              206570_VQVLAEEPEAVLVVK_2_run0
211                                                              206571_VQVLAEEPEAVLVVK_3_run0
212                                                                  206727_DYETGDFEWVR_2_run0
213                                                                      206838_VVATWVK_2_run0
214                                                             206886_ATILNAGTNTDGFYVK_2_run0
215                                                             206887_ATILNAGTNTDGFYVK_3_run0
216                                                                   207194_QWDDPDPYVR_2_run0
217                                                                   207195_QWDDPDPYVR_3_run0
218                             207536_HSLAWDVPAAEDFPNGSGSPSAAIYNIDTSSESPDHYLVDHTLDGDWR_5_run0
219                                                            208285_STSIPEAQWHSSLALWR_2_run0
220                                                            208286_STSIPEAQWHSSLALWR_3_run0
221                                                            208287_STSIPEAQWHSSLALWR_4_run0
222                                                              208844_SQDSLLGMEFSGTWR_2_run0
223                                                            208884_WVC(UniMod:4)SSLR_2_run0
224                                                             209027_DNLNHLNQFVDHEWWK_3_run0
225                                                             209028_DNLNHLNQFVDHEWWK_4_run0
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227                                                    209623_YC(UniMod:4)HYVAGLVGIGLSR_3_run0
228                                                                     209845_GVDAGDYK_2_run0
229                                                211038_YGMNC(UniMod:4)LIQFEDFANVNAFR_3_run0
230                                                                    211332_GNVMLLHYR_2_run0
231                                                                   211651_LAGVENSIYK_2_run0
232                                                                   212465_LLMDLQDLYR_2_run0
233                                                                      212553_NQTSLYR_2_run0
234                                                         213875_YQTVIADIC(UniMod:4)R_2_run0
235                                                                    214321_GTLNLDSYR_2_run0
236                                                                    214768_IGLGQATYK_2_run0
237                                                       21956_C(UniMod:4)LGHPEEFYNLVR_3_run0
238                                             22631_C(UniMod:4)PPGVVPAC(UniMod:4)HNSK_2_run0
239                                             22632_C(UniMod:4)PPGVVPAC(UniMod:4)HNSK_3_run0
240                                               23286_C(UniMod:4)SWLVVQC(UniMod:4)LQR_2_run0
241                                               23287_C(UniMod:4)SWLVVQC(UniMod:4)LQR_3_run0
242                                                      23438_C(UniMod:4)TVFHGAQVEDAFR_2_run0
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244                                           23603_C(UniMod:4)VLLSNLSSTSHVPEVDPGSAELQK_3_run0
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246                                                       2366_AC(UniMod:4)LDTAVENMPSLK_2_run0
247                                                       2368_AC(UniMod:4)LDTAVENMPSLK_3_run0
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249                                                                      23899_AEAIKADK_2_run0
250                                                                     24647_TNDQVTADK_2_run0
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252                                                                      26392_AWGAFGDR_2_run0
253                                                        2674_ADEASELAC(UniMod:4)PTPK_2_run0
254                                                        2675_ADEASELAC(UniMod:4)PTPK_3_run0
255                                                                 26771_LDAASYYAPVGDR_2_run0
256                                                                 26772_LDAASYYAPVGDR_3_run0
257                                                   26801_DGLLENQTPEFFQDVC(UniMod:4)K_3_run0
258                                                 26802_DGLLENQTPEFFQDVC(UniMod:4)KPK_2_run0
259                                                 26803_DGLLENQTPEFFQDVC(UniMod:4)KPK_3_run0
260                                                                      27282_VVRPLGDK_2_run0
261                                                               27629_RDNLEFFLAGIGHDR_3_run0
262                                                               27630_RDNLEFFLAGIGHDR_4_run0
263                                                                     27906_FQEIYDIDK_2_run0
264                                                                      28153_MLATGIDK_2_run0
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267                                                                     28940_AFTLEELDR_2_run0
268                                                                 30431_VEAVAHILGILDR_2_run0
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275                                                                     31697_SQQELPPDR_2_run0
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286                                                                    35272_LEDQQGGYDR_2_run0
287                                                 3567_AEC(UniMod:4)SAEQC(UniMod:4)YK_2_run0
288                                       35689_EAC(UniMod:4)PELDYFVVFSSVSC(UniMod:4)GR_2_run0
289                                       35690_EAC(UniMod:4)PELDYFVVFSSVSC(UniMod:4)GR_3_run0
290                                                                  35844_ELDVNEELDAEK_2_run0
291                                                36130_EAHLPPGAMAAVGLSWEEC(UniMod:4)K_3_run0
292                                                                37471_GLAQQQTQLNLDER_2_run0
293                                                                37472_GLAQQQTQLNLDER_3_run0
294                                                                  38241_FTSGGPLGQEEK_2_run0
295                                                                    39412_WPQEVWSFER_2_run0
296                                                                  39757_GFLLLHTLLGER_2_run0
297                                                                  39758_GFLLLHTLLGER_3_run0
298                                             40076_EGNDKDFTLNDFGFMIFHSPYC(UniMod:4)K_4_run0
299                                                           4033_LGIPLEEVPPEEINYLTEAR_2_run0
300                                                           4034_LGIPLEEVPPEEINYLTEAR_3_run0
301                                       40587_EHEHVVEC(UniMod:4)ISWAPESSYSSISEATGSETK_4_run0
302                                                                     43574_NLVLSVLER_2_run0
303                                                             4