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Determination of halogenated volatile organic hydrocarbons in water samples
Supporting Information
Analytical characterization and comparison of tristyrylphenol ethoxylates used in agrochemical formulation
Johannes Glaubitz1,2, Torsten C. Schmidt1,*
1 University Duisburg-Essen, Instrumental Analytical Chemistry, Universittsstr. 5, 45141 Essen, Germany
2 Bayer CropScience, Formulation Technology Analysis & Services, Alfred-Nobel-Strae 50, 40789 Monheim am Rhein, Germany
*Corresponding author:
Phone: +49 201 183-6774
Fax: +49 201 183-6773
E-mail: [email protected]
Table of Contents
1.Sample for testing on mass calibration of TOF-MS6
2.Mass spectra of the major compounds in TSP-168
3.Comparison of the ionization performance of APPI and ESI for the analysis of TSP-40-ethoxylates11
4.Determination of the limit of quantification13
5.Data bases and results files for the data mining17
6.Results of the principal components analysis according to the score of the single compounds17
7.Comparison of TSP-16 of different suppliers and qualities20
8.Statistical evaluation of the results on the content of the components in TSP-16 on their use for product identification23
9.Example for interference on analysis of TSP-16 in agrochemical formulations25
List of Figures
Figure S 1: The mass spectra of the major compounds are displayed in Figure S 1 (a) for PEG, in Figure S 1(b) for MSP ethoxylates, in Figure S 1 (c) for DSP ethoxylates, in Figure S 1(d) for TSP ethoxylates and in Figure S 1(e) for TeSP ethoxylates. These mass spectra were obtained using APCI as coupling to the TOF mass spectrometer7
Figure S 2: Ionization behavior of TSP-40 ionized by APPI (a) and ESI (b). In each case the mass spectrum over the peak of TSP-ethoxylates is displayed. For each experiment the same elution conditions with water and methanol as mobile phase, plus 5 mmol/L ammonium formiate, were chosen. The mass spectrometer used for this experiments was a Thermo Q-exactive.11
Figure S 3: Chromatograms for determination of the signal-to-noise ratio at the defined LOQ level for TSP with 16 EO units (a) and hexanophenone (b). The LOQ was defined as a signal-to-noise ratio of at least 20:1, which has been achieved for both analytes.13
Figure S 4: Linear ranges for TSP with 16 EO units (a) and hexanophenone (b) including the bands of prediction indicated green for the upper and red for the lower limit14
Figure S 5: Distribution of residues for the regression analysis of standards of TSP with 16 EO units a) and the internal standard hexanophenone b)15
Figure S 6: Principle component analysis of the data sets from supplier A (Cross), B1 (Arrow), B2 (Horizontal Bar) and C (Vertical bar) together with the data of the formulation samples containing TSP-16 of supplier A (Square), B1 (Diamond), B2 (Circle) and C (Triangle). For the PCA the whole data set was taken including the 3 repetition analysis each production batch and formulation sample.22
Figure S 7: Combined hierarchical clustering of the samples (x-axis) and the compounds (y-axis) detected in the samples of supplier A, B1, B2 and C together with sample of formulation containing TSP-16 of Supplier A, B1, B2 and C. Each sample is the average of 3repetition analyses. The content of a compound in the analyzed sample is coded via black-white rectangles in the column beneath the respective samples. The color ranges from black, compound not detected, over grey, compound as abundant as internal standard, to white, compound with the maximum content.23
Figure S 8: Extracted ion chromatograms obtained in the positive ionization mode of terminal phosphated (a) and sulfated (b) commercially available TSP-16. Indicated are the identified entities of DSP-, TSP and TeSP ethoxylates.25
Figure S 9: Principal component analysis of the data sets from supplier A (Cross), B1 (Arrow), B2 (Horizontal Bar) and C (Vertical bar) together with the data of the formulation samples containing TSP-16 of supplier A (Square), B2 (Circle) and C (Triangle). For the PCA the whole data set was taken including the 3 repetition analysis each production batch and formulation sample.26
List of Tables
Table S 1: Retention time and exact masses for compounds in the test sample for checking on mass calibration6
Table S 2: Results for the test on heteroscedasticity against a level of significance of 0.05 on the data set used for linear regression of TSP-with 16 EO units and the internal standard hexanophenone according to Breusch-Pagan16
Table S 3: Given are the scores each compound for component 1 and 2 of the principle component analysis performed on the data set of the different suppliers of TSP-16, as it is graphically displayed in Figure 6 in the manuscript.17
Table S 4: Compounds used for the combined hierarchical clustering listed together with the corresponding arrays as defined in Figure 7 (see manuscript). The compounds are sorted according to the order obtained by the hierarchical clustering of the compounds.20
Table S 5: Table of composition of the model agrochemical formulation containing terminal sulfated TSP-16 alongside with TSP-1626
1. Sample for testing on mass calibration of TOF-MS
The retention times and exact masses for the compounds in the test sample for checking mass calibration of the used TOF-MS are given in Table S 1.
Table S 1: Retention time and exact masses for compounds in the test sample for checking on mass calibration
Compound
tN [min]
Exact mass [m/z]
Imidacloprid
2.0
254.0450
Thiacloprid
2.5
252.0236
Tebuconazole (1.Isomer)
4.3
307.1451
Triadimenol
4.6
295.1088
Tebuconazole (2.Isomer)
4.9
307.1451
Distyrylethoxylate-5-EO
5.8
522.2981
Distyrylethoxylate-6-EO
5.8
566.3244
Distyrylethoxylate-7-EO
5.8
610.3506
Distyrylethoxylate-8-EO
5.8
654.3768
Distyrylethoxylate-9-EO
5.8
698.4030
Distyrylethoxylate-10-EO
5.8
742.4292
Distyrylethoxylate-11-EO
5.8
786.4554
Distyrylethoxylate-12-EO
5.8
830.4816
Distyrylethoxylate-13-EO
5.8
874.5079
Distyrylethoxylate-14-EO
5.8
918.5341
Distyrylethoxylate-15-EO
5.8
962.5603
Distyrylethoxylate-16-EO
5.8
1006.5865
Distyrylethoxylate-17-EO
5.9
1050.6127
Distyrylethoxylate-18-EO
5.9
1094.6389
Distyrylethoxylate-19-EO
5.9
1138.6651
Distyrylethoxylate-20-EO
5.9
1182.6914
Distyrylethoxylate-21-EO
5.9
1226.7176
Distyrylethoxylate-22-EO
5.9
1270.7438
Distyrylethoxylate-23-EO
5.9
1314.7700
Distyrylethoxylate-24-EO
5.9
1358.7962
Distyrylethoxylate-25-EO
5.9
1402.8224
Distyrylethoxylate-26-EO
5.9
1446.8486
Distyrylethoxylate-27-EO
5.9
1490.8749
Distyrylethoxylate-28-EO
5.9
1534.9011
Distyrylethoxylate-29-EO
5.9
1578.9273
Distyrylethoxylate-30-EO
5.9
1622.9535
Nonylphenolethoxylate-5-EO
6.6
440.3138
Nonylphenolethoxylate-6-EO
6.3
484.3400
Nonylphenolethoxylate-7-EO
6.2
528.3662
Nonylphenolethoxylate-8-EO
6.2
572.3924
Nonylphenolethoxylate-9-EO
6.2
616.4186
Nonylphenolethoxylate-10-EO
6.2
660.4449
Nonylphenolethoxylate-11-EO
6.2
704.4711
Nonylphenolethoxylate-12-EO
6.2
748.4973
Nonylphenolethoxylate-13-EO
6.2
792.5235
Nonylphenolethoxylate-14-EO
6.2
836.5497
Nonylphenolethoxylate-15-EO
6.2
880.5759
Nonylphenolethoxylate-16-EO
6.2
924.6022
Nonylphenolethoxylate-17-EO
6.2
968.6284
Nonylphenolethoxylate-18-EO
6.2
1012.6546
Nonylphenolethoxylate-19-EO
6.2
1056.6808
Nonylphenolethoxylate-20-EO
6.2
1100.7070
Nonylphenolethoxylate-21-EO
6.2
1144.7332
Nonylphenolethoxylate-22-EO
6.2
1188.7594
Nonylphenolethoxylate-23-EO
6.2
1232.7857
Nonylphenolethoxylate-24-EO
6.2
1276.8119
Nonylphenolethoxylate-25-EO
6.2
1320.8381
Nonylphenolethoxylate-26-EO
5.9
1364.8643
Nonylphenolethoxylate-27-EO
5.9
1408.8905
Nonylphenolethoxylate-28-EO
5.9
1452.9167
Nonylphenolethoxylate-29-EO
5.9
1496.9429
Nonylphenolethoxylate-30-EO
5.9
1540.9692
Tristyrylethoxylate-5-EO
5.9
626.3607
Tristyrylethoxylate-6-EO
5.9
670.38695
Tristyrylethoxylate-7-EO
5.9
714.4132
Tristyrylethoxylate-8-EO
6.5
758.4394
Tristyrylethoxylate-9-EO
5.9
802.4656
Tristyrylethoxylate-10-EO
5.9
846.4918
Tristyrylethoxylate-11-EO
6.0
890.5180
Tristyrylethoxylate-12-EO
6.0
934.5442
Tristyrylethoxylate-13-EO
6.0
978.5705
Tristyrylethoxylate-14-EO
6.0
1022.5967
Tristyrylethoxylate-15-EO
6.0
1066.6229
Tristyrylethoxylate-16-EO
6.0
1110.6491
Tristyrylethoxylate-17-EO
6.0
1154.6753
Tristyrylethoxylate-18-EO
6.0
1198.7015
Tristyrylethoxylate-19-EO
6.0
1242.7278
Tristyrylethoxylate-20-EO
6.0
1286.7540
Tristyrylethoxylate-21-EO
5.9
1330.7802
Tristyrylethoxylate-22-EO
5.9
1374.8064
Tristyrylethoxylate-23-EO
5.9
1418.8326
Tristyrylethoxylate-24-EO
5.9
1462.8588
Tristyrylethoxylate-25-EO
5.9
1506.8850
Tristyrylethoxylate-26-EO
5.8
1550.9113
Tristyrylethoxylate-27-EO
5.8
1594.9375
Tristyrylethoxylate-28-EO
5.8
1638.9637
Tristyrylethoxylate-29-EO
5.8
1682.9899
Tristyrylethoxylate-30-EO
5.8
1727.0161
2. Mass spectra of the major compounds in TSP-16
In the following Figure S 1 the mass spectra of the major compounds in TSP-16 are shown. In Figure S 1 (a) the mass spectrum of PEG, in Figure S 1 (b) the mass spectrum of MSP ethoxylates, in Figure S 1 (c) the mass spectrum of DSP ethoxylates, in Figure S 1 (d) the mass spectrum of TSP ethoxylates and in Figure S 1 (e) the mass spectrum of TeSP (4) ethoxylates are given.
Figure S 1: The mass spectra of the major compounds are displayed in Figure S 1 (a) for PEG, in Figure S 1(b) for MSP ethoxylates, in Figure S 1 (c) for DSP ethoxylates, in Figure S 1(d) for TSP ethoxylates and in Figure S 1(e) for TeSP ethoxylates. These mass spectra were obtained using APCI as coupling to the TOF mass spectrometer
(a)
PEG
PEG with 9 EO-units [M + NH4]+
Mass-to-Charge [m/z]
Signal intensity [counts]
(b)
(1) MSP-ethoxylates
PEG with 4 EO-units [M + NH4]+
MSP with 16 EO-units [M + NH4]+
Mass-to-Charge [m/z]
Signal intensity [counts]
(c)
(2) DSP-ethoxylates
PEG with 4 EO-units [M + NH4]+
DSP with 15 EO-units [M + NH4]+
Mass-to-Charge [m/z]
Signal intensity [counts]
(d)
(3) TSP-ethoxylates
PEG with 4 EO-units [M + NH4]+
TSP with 15 EO-units [M + NH4]+
(3) TSP-ethoxylates
Mass-to-Charge [m/z]
Signal intensity [counts]
(e)
(4) TeSP-ethoxylates
PEG with 5 EO-units [M + NH4]+
TeSP with 13 EO-units [M + NH4]+
Mass-to-Charge [m/z]
Signal intensity [counts]
As shown all compounds were identified as [M + NH4]-adducts, due to the addition 5mM of ammonium formate to the eluents. Furthermore, were identified entities of PEG for each of the styrenated phenol ethoxylates. This PEG is due to insource degradation of the respective styrenated phenol ethoxylates, as PEG originating from the sample of TSP-16 has been chromatographically separated and is eluting before the styrenated phenol ethoxylates between tR=1.0 min and tR=7.0 min.
3. Comparison of the ionization performance of APPI and ESI for the analysis of TSP-40-ethoxylates
The ionization performance of APPI and ESI was compared for the analysis of TSP-40-ethoxylates. For comparison the mass spectra of TSP-ethoxylates were taken for each ionization technique. Results for APPI are displayed in Figure S 2 (a) and for ESI in Figure S 2 (b).
(a)
TSP with 33 EO-units [M + Na]+
Relative abundance [%]
Mass-to-Charge [m/z]
(b)
TSP with 35 EO-units [M + NH4]+
TSP with 43 EO-units [M + 4NH4]4+
TSP with 39 EO-units [M + 3NH4]3+
TSP with 38 EO-units [M + 2NH4]2+
Relative abundance [%]
Mass-to-Charge [m/z]
Figure S 2: Ionization behavior of TSP-40 ionized by APPI (a) and ESI (b). In each case the mass spectrum over the peak of TSP-ethoxylates is displayed. For each experiment the same elution conditions with water and methanol as mobile phase, plus 5 mmol/L ammonium formiate, were chosen. The mass spectrometer used for this experiments was a Thermo Q-exactive.
For APPI a complex spectrum was obtained with a wide variety of signals, which can only partly be assigned to TSP-ethoxylates like the signal of TSP ethoxylate with 33 EO units. Given that the distribution of TSP-40 has its center on TSP with 33 EO units and not 40 EO units and taking into account the scatter of smaller peaks underlying the distribution it may be assumed that APPI is limited to ionization of entities with shorter EO chains. The ionization process, however, of entities with longer chain length leads to some sort of degradation shifting the center of distribution of ethoxylates and giving a wide variety of mass peaks, being fragments of this process. As the spectrum is very hard to interpret APPI is less favorable for characterization of TSP ethoxylates with longer EO chain lengths.
By comparison, the spectrum obtained by ESI shows only single to fourfold-charged mol peaks of TSP ethoxylates without apparent degradation products or fragments. Analogous to the spectrum obtained for TSP-16 in the manuscript in Figure 3 (b) the higher charged entities are dominant for longer EO chain lengths. The spectrum obtained by ESI was easier to interpret and without apparent degradation products and so ESI was taken as coupling to the mass spectrometer in this work.
4. Determination of the limit of quantification
The limits of quantification (LOQ) for both analytes hexanophenone and TSP with 16 EO units has been defined as a signal-to-noise ratio of at least 20:1 to ensure acceptable quantification results. In the following the respective chromatograms at LOQ level are given for TSP with 16 EO units (a) and hexanophenone (b) in Figure S 3, the linearity plots for TSP with 16 EO units (a) and hexanophenone (b) in Figure S 4 and the distribution of residues for TSP with 16 EO units (a) and hexanophenone (b) in Figure S 5. The data for the linear regression were found to be heteroscedastic according to the Breusch-Pagan with the results shown in Table S 2.
(a)
Signal intensity [counts]
Acquisition time [min]
(b)
Signal intensity [counts]
Acquisition time [min]
Figure S 3: Chromatograms for determination of the signal-to-noise ratio at the defined LOQ level for TSP with 16 EO units (a) and hexanophenone (b). The LOQ was defined as a signal-to-noise ratio of at least 20:1, which has been achieved for both analytes.
(a)
(b)
Figure S 4: Linear ranges for TSP with 16 EO units (a) and hexanophenone (b) including the bands of prediction indicated green for the upper and red for the lower limit
a)
b)
Figure S 5: Distribution of residues for the regression analysis of standards of TSP with 16 EO units a) and the internal standard hexanophenone b)
Table S 2: Results for the test on heteroscedasticity against a level of significance of 0.05 on the data set used for linear regression of TSP-with 16 EO units and the internal standard hexanophenone according to Breusch-Pagan
TSP with 16 EO units
Hexanophenone (ISTD)
p-Value
0.004
0.004
Hypothesis
H0 (Residues are homoscedastic) rejected
H0 (Residues are homoscedastic) rejected
Although the residues for the linear regressions were heteroscedastic, this was not considered for the calculation of the linear regression. As the aim of this work is the relative comparison of different suppliers of TSP-16 and not an absolute quantification of the single components this limitation is acceptable.
5. Data bases and results files for data mining
The compound search applied in this work, is a targeted on known compounds. The corresponding database is added as .csv file to the Supporting Information (TSP exact mass data base.csv). The resulting data set for the 2-step data mining approach on the nonionic surfactants in all the analyzed samples is added as a .txt file (TSP-16-ethoxylates_final.txt) to the Supporting Information together with the intermediate data sets obtained during data mining (TSP-16-ethoxylates molecular feature extractor.txt), normalization and reduction (TSP-16-ethoxylates Find-by-Formular.txt) to the defined linear range. The resulting data set on TSP 16 and TSP-16 in formulation samples is also added here (TSP-16-ethoxylates plus formulation samples.txt).
6. Results of the principal components analysis according to the score of the single compounds
In the following Table S 3 are shown the single scores each compound for component 1 and 2 of the principle component analysis as shown graphically in Figure 6 in the manuscript.
Table S 3: Given are the scores each compound for component 1 and 2 of the principle component analysis performed on the data set of the different suppliers of TSP-16, as it is graphically displayed in Figure 6 in the manuscript.
Compound
Component 1
Component 2
Mass
Retention Time
Hexanophenon
0
0
176.1201
4.58
Monostyryphenolethoxylate-11-EO
-21.518444
18.958761
682.392
4.92
Monostyryphenolethoxylate-12-EO
-17.013428
17.149254
726.4198
4.94
Monostyryphenolethoxylate-13-EO
-20.885107
20.679117
770.4452
4.96
Monostyryphenolethoxylate-14-EO
-25.291218
23.80306
814.4709
4.99
Monostyryphenolethoxylate-15-EO
-32.93415
28.694887
858.4977
5.01
Monostyryphenolethoxylate-16-EO
-25.511671
39.14467
902.5234
5.03
Monostyryphenolethoxylate-17-EO
-24.716763
39.249256
946.5495
5.05
Monostyryphenolethoxylate-18-EO
-24.73755
38.80539
990.5766
5.07
Monostyryphenolethoxylate-19-EO
-26.527723
40.04413
1034.602
5.08
Monostyryphenolethoxylate-20-EO
-15.867841
32.809223
1078.629
5.10
Monostyryphenolethoxylate-21-EO
-19.358452
27.466583
1122.653
5.11
Monostyryphenolethoxylate-22-EO
-18.085913
16.839708
1166.68
5.13
Monostyryphenolethoxylate-23-EO
-15.225504
13.234964
1210.703
5.14
Monostyryphenolethoxylate-24-EO
-10.874819
8.432772
1254.729
5.16
Distyryphenolethoxylate-5-EO
-2.6254199
5.172396
522.3015
5.53
Distyryphenolethoxylate-6-EO
-4.185789
2.4134681
566.3277
5.55
Distyryphenolethoxylate-7-EO
-0.9710141
2.3733385
610.3523
5.56
Distyryphenolethoxylate-8-EO
-1.0998861
3.294223
654.3778
5.58
Distyryphenolethoxylate-9-EO
-2.7358875
1.6297657
698.4035
5.59
Distyryphenolethoxylate-10-EO
-1.941136
1.4260204
742.4296
5.60
Distyryphenolethoxylate-11-EO
-1.9511255
1.3822399
786.4559
5.60
Distyryphenolethoxylate-12-EO
-1.9803915
1.2908698
830.4822
5.61
Distyryphenolethoxylate-13-EO
-1.9467528
1.2308027
874.5083
5.62
Distyryphenolethoxylate-14-EO
-1.8844413
1.1279616
918.5346
5.63
Distyryphenolethoxylate-15-EO
-1.8335105
1.0220265
962.5605
5.64
Distyryphenolethoxylate-16-EO
-1.718206
0.90500146
1006.587
5.64
Distyryphenolethoxylate-17-EO
-1.6626208
0.81457263
1050.613
5.65
Distyryphenolethoxylate-18-EO
-1.5110463
0.68221706
1094.639
5.66
Distyryphenolethoxylate-19-EO
-1.4079044
0.5977382
1138.665
5.66
Distyryphenolethoxylate-20-EO
-1.2562836
0.45425314
1182.692
5.67
Distyryphenolethoxylate-21-EO
-1.150982
0.40137506
1226.718
5.67
Distyryphenolethoxylate-22-EO
-0.9551027
0.27022606
1270.744
5.68
Distyryphenolethoxylate-23-EO
0.3792616
-3.9362864
1314.77
5.68
Distyryphenolethoxylate-24-EO
-0.6929657
0.028805576
1358.796
5.68
Distyryphenolethoxylate-25-EO
-4.2088923
7.1047454
1402.823
5.68
Distyryphenolethoxylate-26-EO
-1.7542683
-0.26916566
1446.849
5.69
Distyryphenolethoxylate-27-EO
0.5838643
4.580197
1490.875
5.69
Distyryphenolethoxylate-28-EO
-6.2823634
-3.9688544
1534.901
5.69
Distyryphenolethoxylate-29-EO
25.656946
-21.225237
1578.929
5.65
Tristyryphenolethoxylate-5-EO
-3.4106627
1.4796438
626.361
6.00
Tristyryphenolethoxylate-6-EO
-1.2727805
1.1529844
670.3875
6.01
Tristyryphenolethoxylate-7-EO
-1.2660158
1.2475859
714.4137
6.01
Tristyryphenolethoxylate-8-EO
-0.28587636
0.8669842
758.4396
6.01
Tristyryphenolethoxylate-9-EO
-0.3896259
0.77770567
802.4657
6.02
Tristyryphenolethoxylate-10-EO
-0.43556568
0.61594385
846.492
6.02
Tristyryphenolethoxylate-11-EO
-0.47407123
0.57370925
890.5182
6.02
Tristyryphenolethoxylate-12-EO
-0.4584877
0.45355675
934.5444
6.02
Tristyryphenolethoxylate-13-EO
-0.41510287
0.36597556
978.5708
6.02
Tristyryphenolethoxylate-14-EO
-0.36435264
0.29770425
1022.597
6.03
Tristyryphenolethoxylate-15-EO
-0.27751935
0.1869533
1066.623
6.03
Tristyryphenolethoxylate-16-EO
-0.193165
0.05831029
1110.649
6.03
Tristyryphenolethoxylate-17-EO
-0.10277939
-0.066116735
1154.675
6.03
Tristyryphenolethoxylate-18-EO
0.025035297
-0.1622553
1198.702
6.03
Tristyryphenolethoxylate-19-EO
0.14945453
-0.3214445
1242.728
6.03
Tristyryphenolethoxylate-20-EO
0.26133797
-0.3555113
1286.754
6.03
Tristyryphenolethoxylate-21-EO
0.42371926
-0.5586756
1330.78
6.03
Tristyryphenolethoxylate-22-EO
0.46660414
-0.41179907
1374.807
6.03
Tristyryphenolethoxylate-23-EO
0.70624554
-0.7611214
1418.833
6.03
Tristyryphenolethoxylate-24-EO
0.3835046
-0.1521237
1462.859
6.02
Tristyryphenolethoxylate-25-EO
-0.5297137
-1.205153
1506.885
6.03
Tristyryphenolethoxylate-26-EO
-0.9155471
0.63756394
1550.911
6.02
Tristyryphenolethoxylate-27-EO
-4.92467
-0.46643406
1594.937
6.03
Tristyryphenolethoxylate-28-EO
-2.411118
1.9084175
1638.963
6.02
Tristyryphenolethoxylate-29-EO
-7.3978014
-11.465272
1682.99
6.02
Tristyryphenolethoxylate-30-EO
40.23051
-31.489828
1727.015
6.00
Tristyryphenolethoxylate-31-EO
13.274889
0.54010266
1771.045
6.06
Tetrastyryphenolethoxylate-5-EO
-3.7890558
-8.516457
730.4228
6.31
Tetrastyryphenolethoxylate-6-EO
-12.51962
-19.076212
774.4505
6.33
Tetrastyryphenolethoxylate-7-EO
-4.578877
-27.566341
818.4767
6.36
Tetrastyryphenolethoxylate-8-EO
-19.086279
-12.592126
862.5024
6.37
Tetrastyryphenolethoxylate-9-EO
-6.1373577
-26.144741
906.5262
6.35
Tetrastyryphenolethoxylate-10-EO
-13.65941
-10.564696
950.5555
6.38
Tetrastyryphenolethoxylate-11-EO
-6.8554664
-3.5307236
994.5801
6.38
Tetrastyryphenolethoxylate-12-EO
-7.446675
-6.3279986
1038.607
6.38
Tetrastyryphenolethoxylate-13-EO
-3.7851732
-4.298947
1082.633
6.38
Tetrastyryphenolethoxylate-14-EO
-1.3549933
-0.73320895
1126.66
6.38
Tetrastyryphenolethoxylate-15-EO
-1.3206834
-0.87198585
1170.686
6.38
Tetrastyryphenolethoxylate-16-EO
-2.1694055
-0.7420312
1214.712
6.38
Tetrastyryphenolethoxylate-17-EO
-6.312905
-8.372017
1258.738
6.37
Tetrastyryphenolethoxylate-18-EO
-4.6640363
-1.1875252
1302.764
6.37
Tetrastyryphenolethoxylate-19-EO
-15.150156
-6.937315
1346.79
6.37
Tetrastyryphenolethoxylate-20-EO
-7.81072
-5.7653356
1390.817
6.37
Tetrastyryphenolethoxylate-21-EO
-14.134495
-24.12576
1434.843
6.35
Tetrastyryphenolethoxylate-22-EO
-14.034096
-10.08268
1478.87
6.36
Tetrastyryphenolethoxylate-23-EO
-17.998505
-12.262659
1522.895
6.34
Tetrastyryphenolethoxylate-24-EO
13.857056
-18.175201
1566.919
6.35
Tetrastyryphenolethoxylate-25-EO
0.31084424
-0.30325606
1610.946
6.39
Monostyrylphenolprop-ethoxylate-5-EO-8-PO
26.74786
13.669259
882.5688
6.09
Monostyrylphenolprop-ethoxylate-6-EO-8-PO
17.234734
8.269603
926.5933
6.12
Monostyrylphenolprop-ethoxylate-7-EO-8-PO
29.101526
14.494107
970.6096
6.08
Monostyrylphenolprop-ethoxylate-8-EO-8-PO
33.514618
16.18774
1014.637
6.06
Monostyrylphenolprop-ethoxylate-9-EO-8-PO
35.42035
15.915241
1058.659
6.05
Monostyrylphenolprop-ethoxylate-10-EO-8-PO
25.031956
16.850344
1102.685
6.06
Monostyrylphenolprop-ethoxylate-11-EO-8-PO
17.60985
13.992486
1146.71
6.06
Monostyrylphenolprop-ethoxylate-12-EO-8-PO
31.77927
15.785249
1190.735
6.05
Monostyrylphenolprop-ethoxylate-13-EO-8-PO
5.6304994
0.3463299
1234.761
6.04
Distyrylphenolprop-ethoxylate-5-EO-8-PO
57.404755
7.765355
986.6327
6.39
Distyrylphenolprop-ethoxylate-6-EO-8-PO
57.82702
7.887388
1030.66
6.38
Distyrylphenolprop-ethoxylate-7-EO-8-PO
58.48031
7.788493
1074.686
6.38
Distyrylphenolprop-ethoxylate-8-EO-8-PO
58.59349
7.7376966
1118.711
6.38
Distyrylphenolprop-ethoxylate-9-EO-8-PO
58.646797
7.669096
1162.738
6.38
Distyrylphenolprop-ethoxylate-10-EO-8-PO
58.14472
7.6415954
1206.764
6.38
Distyrylphenolprop-ethoxylate-11-EO-8-PO
57.51143
7.6519156
1250.789
6.37
Distyrylphenolprop-ethoxylate-12-EO-4-PO
1.0730832
0.5492888
1062.638
6.05
Distyrylphenolprop-ethoxylate-12-EO-8-PO
56.77911
7.385921
1294.816
6.37
Distyrylphenolprop-ethoxylate-13-EO-8-PO
54.253757
9.28449
1338.839
6.37
Distyrylphenolprop-ethoxylate-14-EO-8-PO
54.626804
7.914997
1382.868
6.37
Distyrylphenolprop-ethoxylate-15-EO-8-PO
37.83858
4.5463367
1426.891
6.35
Distyrylphenolprop-ethoxylate-16-EO-8-PO
49.122604
8.906896
1470.919
6.37
Distyrylphenolprop-ethoxylate-17-EO-8-PO
6.9875383
-1.7860774
1514.936
6.29
Distyrylphenolprop-ethoxylate-18-EO-8-PO
37.346233
2.8904805
1558.969
6.35
Distyrylphenolprop-ethoxylate-19-EO-8-PO
3.4635794
0.73942816
1602.998
6.34
7. Comparison of TSP-16 of different suppliers and qualities
In Table S 4 the compounds in the different arrays determined by the hierarchical clustering (HCA) performed on the combined supplier data set are given.
Table S 4: Compounds used for the combined hierarchical clustering listed together with the corresponding arrays as defined in Figure 7 (see manuscript). The compounds are sorted according to the order obtained by the hierarchical clustering of the compounds.
Array
Compound
Array
Compound
1
Distyrylphenolprop-ethoxylate-16-EO 8-PO
5
Distyrylphenolethoxylate-15-EO
1
Distyrylphenolprop-ethoxylate-13-EO 8-PO
5
Distyrylphenolethoxylate-18-EO
1
Distyrylphenolprop-ethoxylate-11-EO 8-PO
5
Tristyrylphenolethoxylate-22-EO
1
Distyrylphenolprop-ethoxylate-12-EO 8-PO
5
Tristyrylphenolethoxylate-21-EO
1
Distyrylphenolprop-ethoxylate-14-EO 8-PO
5
Tristyrylphenolethoxylate-11-EO
1
Distyrylphenolprop-ethoxylate-8-EO 8-PO
5
Tristyrylphenolethoxylate-24-EO
1
Distyrylphenolprop-ethoxylate-7-EO 8-PO
5
Tristyrylphenolethoxylate-10-EO
1
Distyrylphenolprop-ethoxylate-9-EO 8-PO
5
Distyrylphenolethoxylate-21-EO
1
Distyrylphenolprop-ethoxylate-5-EO 8-PO
5
Distyrylphenolethoxylate-12-EO
1
Distyrylphenolprop-ethoxylate-6-EO 8-PO
5
Distyrylphenolethoxylate-20-EO
1
Distyrylphenolprop-ethoxylate-10-EO 8-PO
5
Tristyrylphenolethoxylate-9-EO
1
Monostyrylphenolprop-ethoxylate-11-EO 8-PO
5
Tristyrylphenolethoxylate-23-EO
1
Monostyrylphenolprop-ethoxylate-8-EO 8-PO
5
Tristyrylphenolethoxylate-8-EO
1
Monostyrylphenolprop-ethoxylate-9-EO 8-PO
5
Hexanophenone (Internal Standard)
1
Monostyrylphenolprop-ethoxylate-5-EO 8-PO
5
Distyrylphenolethoxylate-22-EO
1
Monostyrylphenolprop-ethoxylate-12-EO 8-PO
5
Distyrylphenolethoxylate-11-EO
1
Monostyrylphenolprop-ethoxylate-7-EO 8-PO
5
Distyrylphenolethoxylate-10-EO
1
Monostyrylphenolprop-ethoxylate-10-EO 8-PO
5
Tristyrylphenolethoxylate-26-EO
1
Monostyrylphenolprop-ethoxylate-6-EO 8-PO
5
Tristyrylphenolethoxylate-16-EO
1
Distyrylphenolprop-ethoxylate-15-EO 8-PO
5
Tristyrylphenolethoxylate-15-EO
1
Distyrylphenolprop-ethoxylate-18-EO 8-PO
5
Tristyrylphenolethoxylate-17-EO
2
Tristyrylphenolethoxylate-31-EO
5
Tristyrylphenolethoxylate-18-EO
2
Distyrylphenolprop-ethoxylate-19-EO 8-PO
5
Tristyrylphenolethoxylate-14-EO
2
Distyrylphenolprop-ethoxylate-12-EO 8-PO
5
Tristyrylphenolethoxylate-19-EO
2
Tetrastyrylphenolethoxylate-25-EO
5
Tristyrylphenolethoxylate-13-EO
2
Monostyrylphenolprop-ethoxylate-13-EO 8-PO
5
Tristyrylphenolethoxylate-20-EO
2
Tetratstyrylphenolethoxylate-5-EO
5
Tristyrylphenolethoxylate-12-EO
2
Distyrylphenolprop-ethoxylate-17-EO 8-PO
5
Tristyrylphenolethoxylate-28-EO
2
Monostyrylphenolethoxylate-24-EO
5
Tetrastyrylphenolethoxylate-14-EO
2
Tetrastyrylphenolethoxylate-6-EO
5
Tetrastyrylphenolethoxylate-15-EO
2
Tetrastyrylphenolethoxylate-24-EO
5
Distyrylphenolethoxylate-24-EO
2
Distyrylphenolethoxylate-29-EO
5
Tetrastyrylphenolethoxylate-16-EO
3
Monostyrylphenolethoxylate-18-EO
5
Tristyrylphenolethoxylate-6-EO
3
Monostyrylphenolethoxylate-19-EO
5
Distyrylphenolethoxylate-7-EO
3
Monostyrylphenolethoxylate-16-EO
5
Distyrylphenolethoxylate-8-EO
3
Monostyrylphenolethoxylate-17-EO
5
Tristyrylphenolethoxylate-7-EO
3
Monostyrylphenolethoxylate-15-EO
5
Distyrylphenolethoxylate-9-EO
3
Monostyrylphenolethoxylate-21-EO
5
Tristyrylphenolethoxylate-25-EO
3
Monostyrylphenolethoxylate-13-EO
5
Distyrylphenolethoxylate-23-EO
3
Monostyrylphenolethoxylate-14-EO
5
Tristyrylphenolethoxylate-5-EO
3
Monostyrylphenolethoxylate-12-EO
5
Tetrastyrylphenolethoxylate-18-EO
3
Monostyrylphenolethoxylate-20-EO
5
Tetrastyrylphenolethoxylate-13-EO
3
Monostyrylphenolethoxylate-11-EO
5
Tetrastyrylphenolethoxylate-12-EO
3
Monostyrylphenolethoxylate-23-EO
5
Tetrastyrylphenolethoxylate-17-EO
3
Monostyrylphenolethoxylate-22-EO
5
Distyrylphenolethoxylate-27-EO
4
Tristyrylphenolethoxylate-29-EO
5
Distyrylphenolethoxylate-5-EO
4
Tetrastyrylphenolethoxylate-21-EO
5
Distyrylphenolethoxylate-6-EO
4
Tetrastyrylphenolethoxylate-23-EO
5
Distyrylphenolethoxylate-26-EO
4
Tetrastyrylphenolethoxylate-8-EO
5
Tetrastyrylphenolethoxylate-22-EO
4
Tetrastyrylphenolethoxylate-7-EO
5
Tetrastyrylphenolethoxylate-20-EO
4
Tetrastyrylphenolethoxylate-9-EO
5
Tetrastyrylphenolethoxylate-11-EO
4
Tristyrylphenolethoxylate-30-EO
5
Tetrastyrylphenolethoxylate-19-EO
5
Distyrylphenolethoxylate-13-EO
5
Tetrastyrylphenolethoxylate-10-EO
5
Distyrylphenolethoxylate-19-EO
5
Tristyrylphenolethoxylate-27-EO
5
Distyrylphenolethoxylate-14-EO
5
Distyrylphenolethoxylate-28-EO
5
Distyrylphenolethoxylate-17-EO
5
Distyrylphenolethoxylate-25-EO
5
Distyrylphenolethoxylate-16-EO
8. Statistical evaluation of the results on the content of the components in TSP-16 on their use for product identification
As described, there were substantial differences in the contents of the main components, MSP-, DSP-, TSP- and TeSP ethoxylates, and the by-products, copolymerized propoxylates-ethoxylates of MSP and DSP, in the commercial TSP-16. These differences could be used as signature for product identification. Therefore, model formulation samples were prepared containing TSP-16 of each supplier and quality (A, B1, B2, C). In order to validate the clustering on TSP-16 according to its suppliers, the samples used for the model formulation were not part of the original data set. These samples were then analyzed in order to test if they were assigned correctly to their suppliers using both PCA and hierarchical clustering. In the following, the results of the PCA (Figure S 6) and of the HCA (Figure S 7) are displayed. In case of the HCA the clustering according to the compounds (y-axis) is compressed as only the clustering according to the samples (x-axis) was of interest.
Component 2 (22.1 %)
Component 1 (63.2 %)
Figure S 6: Principle component analysis of the data sets from supplier A (Cross), B1 (Arrow), B2 (Horizontal Bar) and C (Vertical bar) together with the data of the formulation samples containing TSP-16 of supplier A (Square), B1 (Diamond), B2 (Circle) and C (Triangle). For the PCA the whole data set was taken including the 3 repetition analysis each production batch and formulation sample.
Figure S 7: Combined hierarchical clustering of the samples (x-axis) and the compounds (y-axis) detected in the samples of supplier A, B1, B2 and C together with sample of formulation containing TSP-16 of Supplier A, B1, B2 and C. Each sample is the average of 3repetition analyses. The content of a compound in the analyzed sample is coded via black-white rectangles in the column beneath the respective samples. The color ranges from black, compound not detected, over grey, compound as abundant as internal standard, to white, compound with the maximum content.
As demonstrated, both data analysis techniques were correctly assigning the TSP-16 in the model formulation to their corresponding suppliers. Using the PCA all four formulation samples were identified in their corresponding supplier cluster. They were all group within the clusters of their suppliers, as shown in the top dendrogram. The linkage of the formulation samples to a sample of the corresponding supplier cluster in the HCA was formed for all four samples at least two levels lower than the linkage of the respective supplier cluster. The assignments to the corresponding suppliers displayed in Figure S 7 were thus reasonable. The developed method combining instrumental analysis and multivariate data mining enables the identification of a supplier of TSP-16, without apparent matrix interference even though another functionalized PEG, an ethoxylated alcohol, had been used as well in the chosen model formulation.
9. Example for interference on analysis of TSP-16 in agrochemical formulations
The identification of the different suppliers in an agrochemical formulation can be interfered by end group sulfated or phosphated TSP ethoxylates, if they are contained in the agrochemical formulation. The chromatograms of commercially available TSP-16 terminal phosphated (a) and sulfated (b) are shown in Figure S 8 obtained in the positive ionization mode with the identified entities of DSP-, TSP- and TeSP ethoxylates.
(a)
Signal intensity [counts]
Acquisition time [min]
(b)
Acquisition time [min]
Signal intensity [counts]
Figure S 8: Extracted ion chromatograms obtained in the positive ionization mode of terminal phosphated (a) and sulfated (b) commercially available TSP-16. Indicated are the identified entities of DSP-, TSP and TeSP ethoxylates.
As shown there are entities of DSP-, TSP- and TeSP ethoxylates detectable in commercially available terminal sulfated and phosphated TSP-16 in the chosen ionization mode. These entities of DSP-, TSP- and TeSP ethoxylates can be explained by incomplete phosphating or sulfating of the educt TSP-16 which was not removed after the reaction from the final commercially product. Possible interferences of these entities on the identification of the different suppliers of TSP-16 in the matrix of the model agrochemical formulations were investigated next. TSP-16 of supplier A, B2 and C and terminal sulfated TSP-16 were mixed in the model agrochemical as shown in Table S 5.
Table S 5: Table of composition of the model agrochemical formulation containing terminal sulfated TSP-16 alongside with TSP-16
Raw material
Content [%] (w/w)
Active ingredient
23.0
TSP-16
2.5
TSP-16, sulfated
2.5
Dispersing agent (non-ionic)
10.0
Emulsifier 1 (non-ionic, functionalized PEG)
15.0
Emulsifier 2 (non-ionic, functionalized PPG-PEG-co-polymer)
9.0
Hydrophbically modified Clay
0.1
Acid
0.4
Solvent
37.5
These formulation samples were subjected to the analysis and multivariate data analysis techniques developed and used in this work, with the results of the principal component analysis (PCA) shown in Figure S 9.
Component 1 (45.2 %)
Component 2 (33.1 %)
Figure S 9: Principal component analysis of the data sets from supplier A (Cross), B1 (Arrow), B2 (Horizontal Bar) and C (Vertical bar) together with the data of the formulation samples containing TSP-16 of supplier A (Square), B2 (Circle) and C (Triangle). For the PCA the whole data set was taken including the 3 repetition analysis each production batch and formulation sample.
As shown the entities of DSP-, TSP- and TeSP ethoxylates contained in end group sulfated TSP-16 interfere with the developed method. As formulations using a combination of TSP-16 and another TSP ethoxylates derivate are not widely spread this potential interference can be accepted. Nevertheless, further investigations should test the possibility for a correction of the observed interferences.
33.20000000000000324.90000000000000216.6000000000000016.64000000000000154.97999999999999953.32000000000000071.66000000000000040.664000000000000030.332000000000000020.1328103282137848166535936321759221646147112024256685623083015571784418Intervall of confidence neg33.85989571657380325.55989571031982917.2598957040437787.29989569601604775.63989569468010383.97989569335392272.31989569195844061.32389569111107890.991895690921665190.79269569074186952103282137848166535936321759221646147112024256685623083015571784418Intervall of confidence pos32.54010428342620324.24010428968017515.9401042959562255.98010430398395524.32010430531989532.66010430664607881.00010430804155994.1043088889213264E-3-0.32789569092166521-0.52709569074186946103282137848166535936321759221646147112024256685623083015571784418
c [mg/L]
counts
121.9999999999999997.673.19999999999998948.824.412.26.12.441.2227802032206059163586210492045103902453731195065022921583Intervall of confidence pos125.31938061340226100.9193805119662776.51938041122758752.11938030758070527.71938021238656815.5193801655650989.41938014332773755.75938013108832974.539380126027341927802032206059163586210492045103902453731195065022921583Intervall of confidence neg118.6806193865977194.28061948803372269.8806195887723945.48061969241928921.0806197876134298.8806198344349012.7806198566722613-0.87938013108833024-2.099380126027342427802032206059163586210492045103902453731195065022921583
c [mg/L]
counts
Active33.20000000000000324.90000000000000216.6000000000000016.64000000000000154.97999999999999953.32000000000000071.66000000000000040.664000000000000030.332000000000000020.1328-1.42733632036734240.361945623210172982.00127043876130010.596695772778707110.376275276833674180.22213322829178342-0.40265430166777577-0.84593576804330584-0.36181318123530065-0.52058076856184898
Content TSP with 16-EO units [mg/L]
Standardisierte Residuen
Active121.9999999999999997.673.19999999999998948.824.412.26.12.441.220.960326617972534490.18747841979465302-0.40568916291110613-1.7482164140449588-0.91272507722714635-0.295131954568851220.316007856736906010.966903047932612170.93104666631530619
Content ISTD [mg/L]
Standardisierte Residuen
1
6