The validation of xcms package at the first stage was
reported. The Mass Spectrometry Facility at the Simon Fraser University
(MSF-SFU) used to upload mass spectrometry data to xcms
for the research work. The online service has not always been
consistent, therefore, I joined in their efforts to validate the
xcms offline package.
A ginger solution was split into two portions, one was served as blank, another was fortified with four pesticides, as control. Four replicates of blanks and controls were analyzed on an UPLC coupling with Bruker Daltonics Quadrupole TOF. There were eight mass spectrometry data, one was associated with one replicate.
We were able to find these four pesticide residues using
xcms package at this stage.
These four compounds generated m/z [M+H]+ and [M+Na]+ adduct ions shown as follows.
|
Compounds |
Adduct [M+H]+ |
Adduct [M+Na]+ |
|---|---|---|
|
Compound A |
143.0354 |
165.0191 |
|
Compound B |
153.0564 |
175.0395 |
|
Compound C |
167.0728 |
189.0554 |
|
Compound D |
213.085 |
235.0607 |
The workflow is as follows:
The optimization of arguments taken in xcmsSet() made difference in outcome.
Here I omitted details through steps and presented the final difference report.
| Adducts | RT(min.) | rank | name | fold | tstat | pvalue | mzmed | mzmin | mzmax | rtmed | rtmin | rtmax | npeaks | Blanks | Fortified | blank.1 | blank.2 | blank.3 | blank.4 | fortified.1 | fortified.2 | fortified.3 | fortified.4 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| D+Na | 4.95 | 2 | M235T297 | 12.722494 | -47.0539368 | 0.0000000 | 235.0606 | 235.0606 | 235.0607 | 297.23944 | 297.23903 | 297.23985 | 2 | 0 | 2 | 16362.9336 | 8979.456 | 9265.746 | 9604.9163 | 138769.479 | 144748.233 | 135605.893 | 143376.701 |
| C+Na | 4.54 | 15 | M189T272 | 19.150255 | -17.9843852 | 0.0000019 | 189.0550 | 189.0549 | 189.0554 | 272.22737 | 272.22465 | 272.23506 | 4 | 0 | 4 | 1742.4620 | 0.000 | 0.000 | 508.2202 | 11748.698 | 10650.130 | 10860.342 | 9841.968 |
| A+H | 0.54 | 72 | M143T32 | 105.842576 | -19.0442708 | 0.0002090 | 143.0358 | 143.0355 | 143.0362 | 32.15331 | 32.06478 | 32.27640 | 4 | 0 | 4 | 535.4052 | 0.000 | 0.000 | 0.0000 | 12925.168 | 16263.252 | 13742.748 | 13737.493 |
| B+H | 4.69 | 75 | M153T281 | 75.770376 | -19.2788121 | 0.0002180 | 153.0568 | 153.0565 | 153.0572 | 281.23717 | 281.22606 | 300.26668 | 7 | 0 | 4 | 1000.8656 | 0.000 | 0.000 | 516.1211 | 25272.421 | 31282.424 | 27409.481 | 30978.323 |
| B+Na | 4.69 | 88 | M175T281 | Inf | -18.7630252 | 0.0003305 | 175.0392 | 175.0391 | 175.0394 | 281.23265 | 281.22606 | 281.23717 | 4 | 0 | 4 | 0.0000 | 0.000 | 0.000 | 0.0000 | 42026.004 | 53107.169 | 49164.383 | 53270.524 |
| NA | 485 | M175T320 | 1.229206 | -2.5615067 | 0.0460445 | 175.0779 | 175.0773 | 175.0782 | 320.13724 | 319.23609 | 321.26567 | 6 | 3 | 3 | 8670.1670 | 11635.785 | 8698.676 | 10014.8606 | 12484.538 | 13107.494 | 11663.739 | 10707.211 | |
| NA | 1170 | M235T32 | 1.244690 | 1.4033054 | 0.2366223 | 235.0513 | 235.0023 | 235.0524 | 32.15650 | 29.25142 | 39.93599 | 10 | 4 | 4 | 18092.8235 | 9539.668 | 14684.893 | 17665.4339 | 11336.121 | 10778.155 | 11967.988 | 14108.701 | |
| NA | 2309 | M235T265 | 1.151564 | 0.6721756 | 0.5375485 | 235.0946 | 235.0940 | 235.0947 | 265.22253 | 264.23452 | 266.22547 | 3 | 1 | 2 | 15397.0510 | 7788.147 | 8370.202 | 8517.4144 | 10330.775 | 8130.438 | 9538.667 | 6798.718 | |
| NA | 2833 | M167T429 | 1.283488 | -0.3871870 | 0.7120827 | 167.0577 | 167.0362 | 167.0581 | 429.36393 | 425.22325 | 430.28211 | 5 | 3 | 2 | 2259.9489 | 3513.171 | 11798.359 | 25236.4093 | 4659.266 | 3878.867 | 18587.717 | 27817.562 | |
| NA | 2995 | M235T318 | 1.153729 | -0.3121869 | 0.7742490 | 235.0977 | 235.0608 | 235.1336 | 318.00649 | 297.23913 | 364.62328 | 17 | 4 | 4 | 55875.9600 | 56500.846 | 63128.467 | 41392.1706 | 34286.824 | 35802.226 | 38723.386 | 141428.397 | |
| NA | 3408 | M213T260 | 1.007439 | 0.0483463 | 0.9633647 | 213.0782 | 213.0778 | 213.0787 | 260.49008 | 259.23163 | 262.71309 | 4 | 3 | 1 | 12763.5444 | 7784.446 | 13343.693 | 8734.6196 | 11934.763 | 10740.487 | 8210.931 | 11425.358 |
Four spiked pesticide residues were identified at the first stage. The MSF-SFU would like to optimize the performance so that the ranks of them would be within 10.
Created Date: 2022-08-09
Last Modified Date: 2022-09-12