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©2016 Waters Corporation
40
Dr Sara Stead
sara_stead@waters.com
18th March 2016
Rapid Evaporative Ionisation
Mass Spectrometry (REIMS)
for Food & Agri-Tech Applications
©2016 Waters Corporation
41
Overview
 Real time analysis for food testing
 Food authenticity applications
– Fish & meat speciation
– Botanical origin of honey
– Authenticity of PDO butter
– Phytochemical profiling in herbs
 Agri-tech applications
– Phenotypic profiling
 Summary & future study
 Acknowledgments
©2016 Waters Corporation
42
Origins of REIMS
 Rapid Evaporative Ionisation Mass Spectrometry
(REIMS) is an emerging technique that allows rapid
characterisation of biological tissues with no need for
sample preparation
 The inventor, Professor Zoltan Takats of Imperial College,
London, created the iKnife, by connecting an
electrosurgical knife to a mass spectrometer
– Electrosurgical knives use an electrical current to rapidly
heat tissue, cutting through it while minimising blood loss
– In doing so, they vaporise the tissue, creating smoke that is
normally sucked away by extraction systems but is actually a
rich source of biological information that can provide the
surgeon a real-time decision-making tool
©2016 Waters Corporation
43
Sample
REIMS Instrument Configuration
iKnife
Hand-held
sampling device(s)
Diathermy
generator
Informatics system
Source
REIMS is an emerging technique that
allows rapid characterisation of biological
tissues and food samples
Xevo G2-XS QTof
& SYNAPT G2 Si
Potential for automation – Tecan system
©2016 Waters Corporation
44
How Does it Work?
©2016 Waters Corporation
45
REIMS for Food Research Workflow
Chemometric Profiling
iKnife
and Xevo
G2-XS QTof
Model
Generation
Different
tissues
Different
species
Different
production
Identification of unknowns
by similarity to database entries
©2016 Waters Corporation
46
Direct Analysis for Flexible & Rapid Screening
Sub-sampling
Determination
(5s)
Data analysis
(2s)
Report
Sample to report in seconds
 Point-of-control analysis
©2016 Waters Corporation
47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
©2016 Waters Corporation
48
Oceana Survey Undertaken in 2015
 Only 6% of Northern red
snapper fish collected were
truly red snapper (Lutjanus
campechanus)
 84% of tuna sold in sushi
restaurants was escolar
(health effects)
 Almost 50% of all grocery
stores visited in Boston sold
mislabelled fish
 31% of cod in Boston was
mislabelled
©2016 Waters Corporation
49
Fish Speciation Study
Phylogentic tree
 Gadidae
– Cod; Haddock; Coley; Whiting & Pollock
 Pangasiidae
– River Cobbler & Basa (Vietnamese Catfish)
 Lophiida
– Monkfish
 Serranidae
– Sea Bass
 Salmo
– Atlantic salmon
 Pleuronectes
– European plaice
©2016 Waters Corporation
50
North Atlantic Cod (Gadus morhua)
Gadidae genus
Glycerophospholipids
PAs
PEs
PCs
PIs
EPA
Eicosapentaenoic
acid
DHA
Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic
acid
Fatty acids
Unsaturated&
saturated
©2016 Waters Corporation
51
Spot the Differences?
REIMS neg ion +IPA 200 µl/min + leu enk
Cod
Whiting
Monkfish
Leu enk
[M-H]-
©2016 Waters Corporation
52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species
Cod; haddock; whiting;
coley
Atlantic
Salmon
Salmo salar
Sea Bass
Dicentrarchus
labrax
Basa
Pangasius bocourti
Plaice
Pleuronectes platessa
Monkfish
Lophius piscatorius
PCA model LDA model
Real-time recogniser
software - prototype
n=≥3
©2016 Waters Corporation
53
Meat Speciation: An Emerging Issue in India
(October 2015)
Bos taurus vs. Bison bonasus
©2016 Waters Corporation
54
Polyunsaturated Fatty Acid (PUFA) Content
Ca. x1.6
Arachidonic acid
Ω6
C20H32O2
Eicosapentaenoic acid
Ω3
C20H30O2
Ca. x7
 Good ratio of Ω3:6 acids
©2016 Waters Corporation
55
Multi-Species Muscle Tissue – MVA Models
2 biological replicates of each species, 10 technical
replicates per sample.
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus
gallus
©2016 Waters Corporation
56
PROTOTYPE Real-Time Recogniser Software
©2016 Waters Corporation
57
Food Fraud & Authenticity Applications
©2016 Waters Corporation
58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid /
ursolic acid
Herbs & spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine
Tanzania
Peru
Kenyan
Colombian
©2016 Waters Corporation
59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture, Food & Rural Development
©2016 Waters Corporation
60
Black-Grass vs. Rye Grass Spectral Comparison
(50 to 1200 m/z 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs. Rye grass
EZInfo OPLS-DA scores & S-plot
-1.0
-0.9
-0.8
-0.7
-0.6
-0.5
-0.4
-0.3
-0.2
-0.1
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
-0.14 -0.13 -0.12 -0.11 -0.10 -0.09 -0.08 -0.07 -0.06 -0.05 -0.04 -0.03 -0.02 -0.01 0.00 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.10 0.11 0.12 0.13 0.14 0.15 0.16 0.17 0.18 0.19 0.20 0.21 0.22
p(corr)[1](Correlation)
p[1] (Loadings)
S-Plot(Blackgrass=-1,Lollium=1)
140.0263
90.0115
277.2171
165.0455190.0430 115.0312
166.0423
165.0222
741.4758
139.0313
117.0221
216.0587217.0469
99.9280
164.0275
192.0537141.0447
113.0162
193.0453
255.2326
191.0415
78.9608
837.4927
743.4941
89.0162
815.5041
191.0613
279.2326
141.0257
116.0273
167.0376
142.0379
189.0476
742.4819
143.0295
243.0625
240.0606
114.0118
167.0597
242.0682
278.2199
555.2222
215.0628
168.0474
267.0647
169.0422
268.0652
219.0560
218.0432
118.0312
220.0463241.0607
144.0446
218.0665
163.0323
505.2589
194.0420
214.0450
816.5106
244.0529
745.5052
266.0738
838.4946
170.0281
1169.7676
809.4982
195.0502
1170.7704
554.2578
242.0409
1171.7755
573.5311
245.0553
744.4981
269.0692
239.0650
293.0754
199.8563
861.7405
265.0702
145.0321
1147.7844
833.5289
264.0620
839.4948
140.0519
833.7086
270.0652
114.0359
292.0795
294.0695
395.3933601.5605
206.0688
840.6590
291.0720
819.5257
817.5112
831.5120
290.0772
189.0230
135.0443
196.0452
188.0293
1148.7867
180.0564
301.2278
138.0355
1172.7795
283.2641
317.0824
268.0890
537.2213
116.0503
545.4991
231.0683
168.0217
91.0147
195.0222
230.0694
719.4830
695.4716
256.2358
232.0608
423.4233
179.0543
156.0516
820.5289
129.0382
539.2049
257.0787
157.0513
862.7454
318.0788
295.0697
221.0507
205.0623246.0644207.0610119.0275
593.3974
746.5073
316.0869
213.0503
935.5658
574.5342
256.0841
697.4842
451.4525
1183.7466
1185.7577
121.0294
553.2010
836.5219
130.0399
319.0802
834.5370
204.0579
349.2758
511.1992
164.0516
615.2411
181.0549
281.2465
1184.7494
280.2354
229.0659
281.0806
834.7144
100.9284
523.2013
255.0738233.0434 283.0815
256.0594
493.1918506.2539
271.0566
1149.7875
527.1964
1114.7670
153.0357
763.4579
232.0847
116.9309
282.0823
180.0357
1173.7845
510.2015
112.0180
793.5181
889.7736
841.6608
842.6729
571.2109
203.0529
154.0434
233.0701
832.5140
494.1957
939.5429
131.0367
197.0286
247.0491
155.0549
190.0186
721.4974
343.0887
499.1964
254.0732
146.0259
1125.7343
88.0201
479.4843
258.0741
289.0826
182.0591183.0560
208.0551
306.0845
764.5134
982.5695
538.2233
341.0883
602.5622
128.0380
507.5155
1127.7435
927.5060
923.5465
1126.7379
280.0776
479.1825
999.5588
259.0824
508.2025
344.0854
320.0786
390.3002
342.0869271.0906
805.6771
234.0668
521.1984
480.1862
177.0352
1186.7628
305.0892
307.0834
171.0426
470.1903
134.0441
209.0619
321.0783
714.5068
1161.7667
275.2002
90.0361
747.5107
279.0792
971.5456
315.0858
86.0048
296.0437
178.0541
522.1994
936.5671
765.4983
339.3279
187.0355
308.0932
766.5297
571.4155
465.1740
253.0728
821.5335
345.0795
171.0229
351.1502
524.2039
835.5342
367.0932
953.5483
155.0360
863.5513
173.0254
330.0849
152.0394
134.0361
818.5092
696.4726
159.0453
535.2074
331.0911
890.7746
222.0601
934.5486332.0920
1029.7576
552.2083
296.0862
309.0531
339.2009
453.1693
340.0913
322.0610
645.5845
314.0816
1162.7695
133.0388
170.0606
325.1864
228.0655
272.0394
192.0204
567.2099
1187.7735
147.0445
543.2086
200.8561
132.0477
559.2517
329.0886
759.4156
304.0902
963.9555
263.0691
895.5434
308.0512
546.5031
812.5025
323.0755
928.5057
595.4112299.0494
720.4831
924.5485
309.1066
369.0903
466.1751
929.5025
1145.7617
361.1777
227.0571
155.0808
455.1726
396.3949
519.2065
220.0835
368.0918
977.5713
582.2216
1128.7421
869.4794
517.4678
93.0349
954.5319
357.0876
983.5672
130.0170
355.1006
391.2237
767.5241
680.6206
594.4002
505.1964
617.5527
413.2085
185.0665
949.5535
366.1005
880.5358346.0701
935.9283
297.1042
202.0548
698.4850
513.1827
333.0729
963.5594
92.0263
235.0678
397.1399
995.5513
158.0589
535.5463
806.5247
675.3567
297.0489
761.4208
356.0963
375.1952
921.5250
184.0468
1174.7899
717.4561
1104.7437
333.1133
863.7473
840.4870
483.2678
1129.7440
97.9335
387.1967
585.2164
383.1176
334.0639
806.6815
383.3529
393.1039
876.6168
284.0925
297.0779
222.0233
424.2853
119.0486
520.2085
738.4976
794.5208
365.0938
177.0546
925.5469
536.2122
715.5010
597.2156
454.1688
629.5896
91.0307
595.2075
152.9958
487.2402
471.1823
273.0879
1000.5560
311.1696
362.1768
272.0840
712.5001
978.5731
197.0660
310.0673
370.0874
507.2627
1175.8158
424.4255452.4554
285.0908
158.0335
260.0821
155.0118
835.7145
223.0551
878.6303
814.6333
613.5543
491.1776
109.0303
415.2190
173.0617
210.0585
285.0394
616.2455
161.0601
358.0800
249.0542
1030.7599
964.5654
843.6725
371.0899
876.5425
1146.7695
739.4558
392.1043
381.0982
1150.7916
528.1971
964.9639
760.4111
1008.0158
201.0541
303.0878
309.0703
630.2345
379.1128
940.5409
181.0963
922.5329
101.9269
974.7161
278.0866
848.5229
979.5653
1027.7450
161.0240
577.2661
678.6026
394.1029
353.0995
936.9360
643.5715
380.1014
381.3366
611.2240
1129.0284
572.2117
335.0821
298.0882172.0424
405.2047
615.5484
984.0194
1163.7616
1104.0270
713.4889
671.4595
311.0738
853.4854
144.0202
657.5788
456.1846
641.5835
354.0966395.1038
955.5296
587.5335
966.5490
626.2206
850.5415
871.4804
598.2299
816.0143
508.5154
596.2097
1061.6688
960.0241
1009.0187
480.4886407.1135
910.5355
248.0783
441.1630
419.1153
877.5419
382.1028
337.1805
1092.7682
967.5453
577.4370
199.0818
359.0810
492.1864
211.0795
1128.0242
391.1047
1116.7652
888.0191
443.1177
1076.68631101.6946
1025.5946
985.0237
353.1390
351.2037
185.0363
881.5267
545.1675
529.1878
1105.0264
808.5375
212.1010
1080.0206
1188.7752
842.4172
347.0782
328.0995
991.9899
822.5432
238.0653
1177.0292
1056.0196
336.0916
1152.0261
941.4851
385.1576
996.5468
599.5438
286.0954
912.0200
736.4886
477.1631
723.4610
373.1792
682.6372
297.1571
424.2554
1153.0318
1077.6817
417.1167
1032.0182
575.5372
1081.0276
457.1728
646.5837
406.1163
1057.0244
768.5507
439.1567
186.0611
350.2724
105.0342
840.0166
877.6174
178.0315
444.2226
489.4342
669.4536
274.0896335.1721
127.0392
904.6364
1105.7352531.4575
105.9764
226.1188
257.1262
587.2073
864.0153
260.0298
323.1720
197.8611
186.1232
475.4315
1063.6717
401.2098
313.1020
120.0131
358.1301
275.1127
1189.7851
236.0714
389.2100
261.0734
657.3444
889.0225
555.4441
248.1204
329.1619
943.4821
529.5383
722.4929
363.1866
549.4320
813.4838784.5423
180.10461131.7491
1005.6043
478.1732
222.1208
950.5652
346.1323
559.5014
463.1775
360.1053
337.1090
325.1095
334.1160
109.0398
903.6501
421.1211
707.2238
859.7265
378.1661
643.2196
1049.6629
416.1204
322.1176
287.0734
359.1322
913.0189
1176.0280
961.0253
1007.5990
300.1208
113.0397
187.0761 792.0152
461.1220
1033.0226
418.1203
198.0538
372.1041
1117.7697
896.5378
339.1185
339.0914
817.0204
451.1673
361.1149
603.5618
436.3959
288.0770
212.1395
627.5718
325.2255
513.3007
563.1564
324.1060
429.1438
143.0602211.0459
681.6216
252.0752
580.2245
787.4365
449.1756
472.2560
458.2333
405.1165
430.1264
404.1180
891.7797
262.1424
95.0203
415.1419
907.8908
829.7492
1102.6966
1001.5657
414.2048
409.1156
390.1071
992.9976
463.2314
445.1202
586.2180
720.0138
384.1000
865.0185
515.1799
797.4761
364.0969
1130.7423
841.0183919.5413
224.1065
533.2041
509.3084237.0665
388.1917433.1470
358.1740
209.1241
968.5170
571.5123
631.2458
312.0895
812.6135
885.8056
737.4302
486.2015
610.2351
1006.5871
327.1186
566.2113
453.2367
1021.5873
172.0879
352.1521
326.1718
376.1946
655.5710
1003.6396
302.1319
544.2009
231.1225
699.4913
422.2393
147.0111
534.2169
359.1688
399.1920
398.1491
875.5116
1073.6596
787.5007
789.5062
579.2587
258.0297
865.5635
178.0966
997.5427
799.4347
408.1001
141.0671
565.2118
262.0926
600.2308
431.1249
693.4409
625.2238
403.1293
98.0043
861.5444890.5095
204.1051
437.1725775.4112
431.1900
373.1305
355.3198196.0976
731.3592
773.4037
1028.7470514.1693
444.1353
199.0420
1015.5624
529.2651
1019.6235
406.2073
210.1220
848.6200
614.5565
411.1637
213.1022
377.2055
442.1662
427.1665
501.1862
748.5024
976.7251
106.0404
348.1091
993.5616
105.0224
364.1958
465.2444
831.6978
411.3810
392.1980
447.1331
635.3838
198.0305
275.0798
467.2536
913.8408
192.1084
183.1050
396.0984
473.1403
440.1536
873.4682
1062.6651
517.1728
589.5261
386.1463
201.8539
194.1229
238.1188
207.1104
991.5809
212.0594
464.1793
428.1708
911.5094
374.1481
813.5368
729.3762
857.7775
495.2886
283.1425
486.2666
774.3735
1059.6627
780.5173
525.3496
573.2068
948.5331
260.1294312.1671
371.1714
446.1364
860.5493226.0647
152.0676
676.3465
975.7116
1130.0258
536.5522
430.2003
851.5357
1020.0218
980.5620
774.4096
493.2667
146.0603
609.2011
769.5379
793.0167
641.2360
269.1252
873.5703
378.1136362.1304
1041.5820
726.5051
448.1786
354.1711
309.1548
186.0960
388.1317
942.4849
533.4684
1010.0171
338.1774
259.1430
1154.0310
721.0149
380.1917
618.5555
434.1273
389.1118
439.2265
503.4686
1035.6243
446.1877
154.0831
941.8797
1057.6240
331.1661
399.1458
403.1945
1033.6467
642.2377
387.1298
459.1785
548.2840
356.1780
435.1518
427.2236
579.4373
434.2626
488.22551106.0256
651.2632
844.4552
472.1541
500.2650
420.1229
338.0855
1050.6621
445.3829
1082.0266
518.4687
1159.7428
905.6537
1178.0249
607.2117
454.2509
469.3301
1034.0177
432.2114
821.4478
1045.6572
459.1281
432.1208
500.1910
779.4627
417.1931
519.3196
549.1898
1176.8396
162.8964
795.5233
844.5241538.3269
789.4417
768.00751058.0204
501.5091
444.1711
986.0242
416.1956
1074.6662
452.1721
441.2435
687.3647
630.5865
807.6797
547.5120
561.4925
803.4406
249.1240
677.3451
879.6416
242.1225
186.0338
463.2876481.2679346.1922
318.1806
972.7058
328.1607
553.4201
1047.6401445.2072
412.1679
377.1145
788.4330
425.1635
451.2236
458.1621
638.3322
1004.6204
1064.6731
505.4637
460.2312
524.3182
708.6437
557.5614
400.1766
616.5521
626.3203
797.5320
425.2029
543.2865
647.2418
725.4790
593.1775
639.2429
781.4632
644.2203
908.8933
601.2163
631.5625
288.1346
965.9714
874.4765336.2189
1021.0356
459.2339
475.2083
1143.7320
127.0573
594.2016
703.3403
1083.5734
658.5800
410.1394
402.1506
856.6931
539.3173
683.6362691.3962
414.1273
374.2605
473.2176
826.4441
468.2987
1027.6081
798.5407
1190.7905
845.4367
638.2434
511.3213
666.2981
623.3160
1167.7059
422.1516
920.5647
585.3079
782.5337
402.2117
718.4498
117.9307
609.2609
550.2113
696.0080
1132.7323
306.1772
705.3538
352.1077
655.2449
1160.7514
370.2210
420.2210
182.0978
770.5623
274.0216
962.0155
992.5771
645.2389
322.2028
548.1881
461.2544
637.3743
363.1038
498.2766
865.4816
120.0392
1133.7499
689.3397
450.1903455.2497
578.4271
579.2000
264.1287
651.3851
623.4719
1013.5318
801.7212
304.1650
674.3099
679.3160
494.3176
724.4325
673.6053
1034.6306
969.9141
685.6090
1020.6025
418.2139
401.1492
586.2942
623.3873
491.2708
460.1363
843.4187
623.2660
796.5282
469.2885
305.1533
847.7256
937.9989
544.2816
1043.6056
689.2295
769.0160
588.5324
677.2711
724.4863
1078.6894
593.2120
849.6245
1018.6241
735.4081
587.3480
655.3650
756.4986
610.3333
653.2883
735.4416
653.3670640.2789
773.6847
914.8436
1048.6533
653.2414
777.4271
636.3815
1022.6056520.2963
1144.7320
625.3618
937.9278
1025.7341
642.3314600.5444
172.0045
434.1707
290.1470
933.5649575.2312
886.8076
438.3909
74.0037
438.1486
404.2285
1036.6396
942.8790
617.2476
1036.5645
534.3210
852.5504
628.5847
419.2072
508.3184
637.2765527.2742
636.2876
996.6806
583.3168
600.0019
790.4100
350.1386313.1867
629.3708
830.7611
673.3289
636.2513
627.3401
303.1451
156.8979
526.2899
652.2390
846.4478
782.4490
994.0011
133.0657
735.3627
669.6163
858.7998
623.2126
708.2732
813.7782
655.2940
940.4196
1029.6202
1200.0146
858.7666
608.2227
869.8389
693.3234
691.3016
1013.6221
301.1785
673.2705
320.1910
1141.6918
616.3687
897.8755
906.6763
749.4260
1177.8053
739.3429
948.0182
926.9170
841.7967
718.3339
727.2987
715.2996
926.9582
669.5659
855.6195
EZInfo controlled byProgenesis QI3 - Black grass vs lollium.usp (M9:OPLS-DA) - 2015-12-11 17:15:17 (UTC+0)
©2016 Waters Corporation
61
Summary & Future Prospects
 REIMS for food authenticity?
– Direct analysis technique results possible in seconds
o New ionisation technique
– Simplicity of operation & potential for automation
– Point-of-control analysis… bringing the analysis to the sample
o RTR software commercialisation June 2016
 Chemometric profiling
– Holistic profiling of the sample for QC
– Detection of the “unexpected” for authenticity
o Potential to identify & verify unique product markers
 Liquid sampling REIMS
– Alcoholic beverages; fruit juices; milk & edible oils
 Implementation of ion mobility into the workflow to enhance power to differentiate sample
types & model generation (CCS)
©2016 Waters Corporation
62
Acknowledgements
 Prof Zoltan Takats (Imperial College, London)
 Dr Simon Hird, Dr Jonathan Williams, Dr Emrys Jones, Dr Julia Balog,
Dr Steve Pringle, Dr Mike Morris, Dr Jackson Pope (Waters, Manchester
and Budapest)
 Prof Chris Elliott, Dr Olivier Chevallier, Connor Black (Queens
University, Belfast)
 Prof Rob Edwards, Dr Melissa Brazier-Hicks, Dr Catherine Tetard-Jones
More Fish!
Rapid Evaporative Ionisation Mass Spectrometry (REIMS) for Food & Agri-Tech Applications
Rapid Evaporative Ionisation Mass Spectrometry (REIMS) for Food & Agri-Tech Applications

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Rapid Evaporative Ionisation Mass Spectrometry (REIMS) for Food & Agri-Tech Applications

  • 1.
  • 2.
  • 3. ©2016 Waters Corporation 40 Dr Sara Stead sara_stead@waters.com 18th March 2016 Rapid Evaporative Ionisation Mass Spectrometry (REIMS) for Food & Agri-Tech Applications
  • 4. ©2016 Waters Corporation 41 Overview  Real time analysis for food testing  Food authenticity applications – Fish & meat speciation – Botanical origin of honey – Authenticity of PDO butter – Phytochemical profiling in herbs  Agri-tech applications – Phenotypic profiling  Summary & future study  Acknowledgments
  • 5. ©2016 Waters Corporation 42 Origins of REIMS  Rapid Evaporative Ionisation Mass Spectrometry (REIMS) is an emerging technique that allows rapid characterisation of biological tissues with no need for sample preparation  The inventor, Professor Zoltan Takats of Imperial College, London, created the iKnife, by connecting an electrosurgical knife to a mass spectrometer – Electrosurgical knives use an electrical current to rapidly heat tissue, cutting through it while minimising blood loss – In doing so, they vaporise the tissue, creating smoke that is normally sucked away by extraction systems but is actually a rich source of biological information that can provide the surgeon a real-time decision-making tool
  • 6. ©2016 Waters Corporation 43 Sample REIMS Instrument Configuration iKnife Hand-held sampling device(s) Diathermy generator Informatics system Source REIMS is an emerging technique that allows rapid characterisation of biological tissues and food samples Xevo G2-XS QTof & SYNAPT G2 Si Potential for automation – Tecan system
  • 8. ©2016 Waters Corporation 45 REIMS for Food Research Workflow Chemometric Profiling iKnife and Xevo G2-XS QTof Model Generation Different tissues Different species Different production Identification of unknowns by similarity to database entries
  • 9. ©2016 Waters Corporation 46 Direct Analysis for Flexible & Rapid Screening Sub-sampling Determination (5s) Data analysis (2s) Report Sample to report in seconds  Point-of-control analysis
  • 10. ©2016 Waters Corporation 47 REIMS for Food Security AGRI-TECHNOLOGY PROTECTED STATUS
  • 11. ©2016 Waters Corporation 48 Oceana Survey Undertaken in 2015  Only 6% of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)  84% of tuna sold in sushi restaurants was escolar (health effects)  Almost 50% of all grocery stores visited in Boston sold mislabelled fish  31% of cod in Boston was mislabelled
  • 12. ©2016 Waters Corporation 49 Fish Speciation Study Phylogentic tree  Gadidae – Cod; Haddock; Coley; Whiting & Pollock  Pangasiidae – River Cobbler & Basa (Vietnamese Catfish)  Lophiida – Monkfish  Serranidae – Sea Bass  Salmo – Atlantic salmon  Pleuronectes – European plaice
  • 13. ©2016 Waters Corporation 50 North Atlantic Cod (Gadus morhua) Gadidae genus Glycerophospholipids PAs PEs PCs PIs EPA Eicosapentaenoic acid DHA Docosahexaenoic acid Arachidonic acid Hexadecanoic acid Fatty acids Unsaturated& saturated
  • 14. ©2016 Waters Corporation 51 Spot the Differences? REIMS neg ion +IPA 200 µl/min + leu enk Cod Whiting Monkfish Leu enk [M-H]-
  • 15. ©2016 Waters Corporation 52 PROTOTYPE Software - PoP Multi-Species Fish Model Gadidae species Cod; haddock; whiting; coley Atlantic Salmon Salmo salar Sea Bass Dicentrarchus labrax Basa Pangasius bocourti Plaice Pleuronectes platessa Monkfish Lophius piscatorius PCA model LDA model Real-time recogniser software - prototype n=≥3
  • 16. ©2016 Waters Corporation 53 Meat Speciation: An Emerging Issue in India (October 2015) Bos taurus vs. Bison bonasus
  • 17. ©2016 Waters Corporation 54 Polyunsaturated Fatty Acid (PUFA) Content Ca. x1.6 Arachidonic acid Ω6 C20H32O2 Eicosapentaenoic acid Ω3 C20H30O2 Ca. x7  Good ratio of Ω3:6 acids
  • 18. ©2016 Waters Corporation 55 Multi-Species Muscle Tissue – MVA Models 2 biological replicates of each species, 10 technical replicates per sample. PCA model Non-ruminants Ruminants Buffalo Bovine Porcine Ovine Gallus gallus
  • 19. ©2016 Waters Corporation 56 PROTOTYPE Real-Time Recogniser Software
  • 20. ©2016 Waters Corporation 57 Food Fraud & Authenticity Applications
  • 21. ©2016 Waters Corporation 58 REIMS Spectra Kaempferol Apigenin Oleanolic acid / ursolic acid Herbs & spices PDO status Belgian butter Botanical origin of honey Essential Ω6 fatty acid Ω9 Galangin Myricetin Geographical origin of coffee Caffeine Tanzania Peru Kenyan Colombian
  • 22. ©2016 Waters Corporation 59 Herbicide Selectivity in Cereals and Competing Weeds Collaboration with Prof Rob Edwards University of Newcastle School of Agriculture, Food & Rural Development
  • 23. ©2016 Waters Corporation 60 Black-Grass vs. Rye Grass Spectral Comparison (50 to 1200 m/z 6-8 combined scans) Rye grass B-G Pel B-G Roth B-G Oxford B-G Nots Black-grass grouped vs. Rye grass EZInfo OPLS-DA scores & S-plot -1.0 -0.9 -0.8 -0.7 -0.6 -0.5 -0.4 -0.3 -0.2 -0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 -0.14 -0.13 -0.12 -0.11 -0.10 -0.09 -0.08 -0.07 -0.06 -0.05 -0.04 -0.03 -0.02 -0.01 0.00 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.10 0.11 0.12 0.13 0.14 0.15 0.16 0.17 0.18 0.19 0.20 0.21 0.22 p(corr)[1](Correlation) p[1] (Loadings) S-Plot(Blackgrass=-1,Lollium=1) 140.0263 90.0115 277.2171 165.0455190.0430 115.0312 166.0423 165.0222 741.4758 139.0313 117.0221 216.0587217.0469 99.9280 164.0275 192.0537141.0447 113.0162 193.0453 255.2326 191.0415 78.9608 837.4927 743.4941 89.0162 815.5041 191.0613 279.2326 141.0257 116.0273 167.0376 142.0379 189.0476 742.4819 143.0295 243.0625 240.0606 114.0118 167.0597 242.0682 278.2199 555.2222 215.0628 168.0474 267.0647 169.0422 268.0652 219.0560 218.0432 118.0312 220.0463241.0607 144.0446 218.0665 163.0323 505.2589 194.0420 214.0450 816.5106 244.0529 745.5052 266.0738 838.4946 170.0281 1169.7676 809.4982 195.0502 1170.7704 554.2578 242.0409 1171.7755 573.5311 245.0553 744.4981 269.0692 239.0650 293.0754 199.8563 861.7405 265.0702 145.0321 1147.7844 833.5289 264.0620 839.4948 140.0519 833.7086 270.0652 114.0359 292.0795 294.0695 395.3933601.5605 206.0688 840.6590 291.0720 819.5257 817.5112 831.5120 290.0772 189.0230 135.0443 196.0452 188.0293 1148.7867 180.0564 301.2278 138.0355 1172.7795 283.2641 317.0824 268.0890 537.2213 116.0503 545.4991 231.0683 168.0217 91.0147 195.0222 230.0694 719.4830 695.4716 256.2358 232.0608 423.4233 179.0543 156.0516 820.5289 129.0382 539.2049 257.0787 157.0513 862.7454 318.0788 295.0697 221.0507 205.0623246.0644207.0610119.0275 593.3974 746.5073 316.0869 213.0503 935.5658 574.5342 256.0841 697.4842 451.4525 1183.7466 1185.7577 121.0294 553.2010 836.5219 130.0399 319.0802 834.5370 204.0579 349.2758 511.1992 164.0516 615.2411 181.0549 281.2465 1184.7494 280.2354 229.0659 281.0806 834.7144 100.9284 523.2013 255.0738233.0434 283.0815 256.0594 493.1918506.2539 271.0566 1149.7875 527.1964 1114.7670 153.0357 763.4579 232.0847 116.9309 282.0823 180.0357 1173.7845 510.2015 112.0180 793.5181 889.7736 841.6608 842.6729 571.2109 203.0529 154.0434 233.0701 832.5140 494.1957 939.5429 131.0367 197.0286 247.0491 155.0549 190.0186 721.4974 343.0887 499.1964 254.0732 146.0259 1125.7343 88.0201 479.4843 258.0741 289.0826 182.0591183.0560 208.0551 306.0845 764.5134 982.5695 538.2233 341.0883 602.5622 128.0380 507.5155 1127.7435 927.5060 923.5465 1126.7379 280.0776 479.1825 999.5588 259.0824 508.2025 344.0854 320.0786 390.3002 342.0869271.0906 805.6771 234.0668 521.1984 480.1862 177.0352 1186.7628 305.0892 307.0834 171.0426 470.1903 134.0441 209.0619 321.0783 714.5068 1161.7667 275.2002 90.0361 747.5107 279.0792 971.5456 315.0858 86.0048 296.0437 178.0541 522.1994 936.5671 765.4983 339.3279 187.0355 308.0932 766.5297 571.4155 465.1740 253.0728 821.5335 345.0795 171.0229 351.1502 524.2039 835.5342 367.0932 953.5483 155.0360 863.5513 173.0254 330.0849 152.0394 134.0361 818.5092 696.4726 159.0453 535.2074 331.0911 890.7746 222.0601 934.5486332.0920 1029.7576 552.2083 296.0862 309.0531 339.2009 453.1693 340.0913 322.0610 645.5845 314.0816 1162.7695 133.0388 170.0606 325.1864 228.0655 272.0394 192.0204 567.2099 1187.7735 147.0445 543.2086 200.8561 132.0477 559.2517 329.0886 759.4156 304.0902 963.9555 263.0691 895.5434 308.0512 546.5031 812.5025 323.0755 928.5057 595.4112299.0494 720.4831 924.5485 309.1066 369.0903 466.1751 929.5025 1145.7617 361.1777 227.0571 155.0808 455.1726 396.3949 519.2065 220.0835 368.0918 977.5713 582.2216 1128.7421 869.4794 517.4678 93.0349 954.5319 357.0876 983.5672 130.0170 355.1006 391.2237 767.5241 680.6206 594.4002 505.1964 617.5527 413.2085 185.0665 949.5535 366.1005 880.5358346.0701 935.9283 297.1042 202.0548 698.4850 513.1827 333.0729 963.5594 92.0263 235.0678 397.1399 995.5513 158.0589 535.5463 806.5247 675.3567 297.0489 761.4208 356.0963 375.1952 921.5250 184.0468 1174.7899 717.4561 1104.7437 333.1133 863.7473 840.4870 483.2678 1129.7440 97.9335 387.1967 585.2164 383.1176 334.0639 806.6815 383.3529 393.1039 876.6168 284.0925 297.0779 222.0233 424.2853 119.0486 520.2085 738.4976 794.5208 365.0938 177.0546 925.5469 536.2122 715.5010 597.2156 454.1688 629.5896 91.0307 595.2075 152.9958 487.2402 471.1823 273.0879 1000.5560 311.1696 362.1768 272.0840 712.5001 978.5731 197.0660 310.0673 370.0874 507.2627 1175.8158 424.4255452.4554 285.0908 158.0335 260.0821 155.0118 835.7145 223.0551 878.6303 814.6333 613.5543 491.1776 109.0303 415.2190 173.0617 210.0585 285.0394 616.2455 161.0601 358.0800 249.0542 1030.7599 964.5654 843.6725 371.0899 876.5425 1146.7695 739.4558 392.1043 381.0982 1150.7916 528.1971 964.9639 760.4111 1008.0158 201.0541 303.0878 309.0703 630.2345 379.1128 940.5409 181.0963 922.5329 101.9269 974.7161 278.0866 848.5229 979.5653 1027.7450 161.0240 577.2661 678.6026 394.1029 353.0995 936.9360 643.5715 380.1014 381.3366 611.2240 1129.0284 572.2117 335.0821 298.0882172.0424 405.2047 615.5484 984.0194 1163.7616 1104.0270 713.4889 671.4595 311.0738 853.4854 144.0202 657.5788 456.1846 641.5835 354.0966395.1038 955.5296 587.5335 966.5490 626.2206 850.5415 871.4804 598.2299 816.0143 508.5154 596.2097 1061.6688 960.0241 1009.0187 480.4886407.1135 910.5355 248.0783 441.1630 419.1153 877.5419 382.1028 337.1805 1092.7682 967.5453 577.4370 199.0818 359.0810 492.1864 211.0795 1128.0242 391.1047 1116.7652 888.0191 443.1177 1076.68631101.6946 1025.5946 985.0237 353.1390 351.2037 185.0363 881.5267 545.1675 529.1878 1105.0264 808.5375 212.1010 1080.0206 1188.7752 842.4172 347.0782 328.0995 991.9899 822.5432 238.0653 1177.0292 1056.0196 336.0916 1152.0261 941.4851 385.1576 996.5468 599.5438 286.0954 912.0200 736.4886 477.1631 723.4610 373.1792 682.6372 297.1571 424.2554 1153.0318 1077.6817 417.1167 1032.0182 575.5372 1081.0276 457.1728 646.5837 406.1163 1057.0244 768.5507 439.1567 186.0611 350.2724 105.0342 840.0166 877.6174 178.0315 444.2226 489.4342 669.4536 274.0896335.1721 127.0392 904.6364 1105.7352531.4575 105.9764 226.1188 257.1262 587.2073 864.0153 260.0298 323.1720 197.8611 186.1232 475.4315 1063.6717 401.2098 313.1020 120.0131 358.1301 275.1127 1189.7851 236.0714 389.2100 261.0734 657.3444 889.0225 555.4441 248.1204 329.1619 943.4821 529.5383 722.4929 363.1866 549.4320 813.4838784.5423 180.10461131.7491 1005.6043 478.1732 222.1208 950.5652 346.1323 559.5014 463.1775 360.1053 337.1090 325.1095 334.1160 109.0398 903.6501 421.1211 707.2238 859.7265 378.1661 643.2196 1049.6629 416.1204 322.1176 287.0734 359.1322 913.0189 1176.0280 961.0253 1007.5990 300.1208 113.0397 187.0761 792.0152 461.1220 1033.0226 418.1203 198.0538 372.1041 1117.7697 896.5378 339.1185 339.0914 817.0204 451.1673 361.1149 603.5618 436.3959 288.0770 212.1395 627.5718 325.2255 513.3007 563.1564 324.1060 429.1438 143.0602211.0459 681.6216 252.0752 580.2245 787.4365 449.1756 472.2560 458.2333 405.1165 430.1264 404.1180 891.7797 262.1424 95.0203 415.1419 907.8908 829.7492 1102.6966 1001.5657 414.2048 409.1156 390.1071 992.9976 463.2314 445.1202 586.2180 720.0138 384.1000 865.0185 515.1799 797.4761 364.0969 1130.7423 841.0183919.5413 224.1065 533.2041 509.3084237.0665 388.1917433.1470 358.1740 209.1241 968.5170 571.5123 631.2458 312.0895 812.6135 885.8056 737.4302 486.2015 610.2351 1006.5871 327.1186 566.2113 453.2367 1021.5873 172.0879 352.1521 326.1718 376.1946 655.5710 1003.6396 302.1319 544.2009 231.1225 699.4913 422.2393 147.0111 534.2169 359.1688 399.1920 398.1491 875.5116 1073.6596 787.5007 789.5062 579.2587 258.0297 865.5635 178.0966 997.5427 799.4347 408.1001 141.0671 565.2118 262.0926 600.2308 431.1249 693.4409 625.2238 403.1293 98.0043 861.5444890.5095 204.1051 437.1725775.4112 431.1900 373.1305 355.3198196.0976 731.3592 773.4037 1028.7470514.1693 444.1353 199.0420 1015.5624 529.2651 1019.6235 406.2073 210.1220 848.6200 614.5565 411.1637 213.1022 377.2055 442.1662 427.1665 501.1862 748.5024 976.7251 106.0404 348.1091 993.5616 105.0224 364.1958 465.2444 831.6978 411.3810 392.1980 447.1331 635.3838 198.0305 275.0798 467.2536 913.8408 192.1084 183.1050 396.0984 473.1403 440.1536 873.4682 1062.6651 517.1728 589.5261 386.1463 201.8539 194.1229 238.1188 207.1104 991.5809 212.0594 464.1793 428.1708 911.5094 374.1481 813.5368 729.3762 857.7775 495.2886 283.1425 486.2666 774.3735 1059.6627 780.5173 525.3496 573.2068 948.5331 260.1294312.1671 371.1714 446.1364 860.5493226.0647 152.0676 676.3465 975.7116 1130.0258 536.5522 430.2003 851.5357 1020.0218 980.5620 774.4096 493.2667 146.0603 609.2011 769.5379 793.0167 641.2360 269.1252 873.5703 378.1136362.1304 1041.5820 726.5051 448.1786 354.1711 309.1548 186.0960 388.1317 942.4849 533.4684 1010.0171 338.1774 259.1430 1154.0310 721.0149 380.1917 618.5555 434.1273 389.1118 439.2265 503.4686 1035.6243 446.1877 154.0831 941.8797 1057.6240 331.1661 399.1458 403.1945 1033.6467 642.2377 387.1298 459.1785 548.2840 356.1780 435.1518 427.2236 579.4373 434.2626 488.22551106.0256 651.2632 844.4552 472.1541 500.2650 420.1229 338.0855 1050.6621 445.3829 1082.0266 518.4687 1159.7428 905.6537 1178.0249 607.2117 454.2509 469.3301 1034.0177 432.2114 821.4478 1045.6572 459.1281 432.1208 500.1910 779.4627 417.1931 519.3196 549.1898 1176.8396 162.8964 795.5233 844.5241538.3269 789.4417 768.00751058.0204 501.5091 444.1711 986.0242 416.1956 1074.6662 452.1721 441.2435 687.3647 630.5865 807.6797 547.5120 561.4925 803.4406 249.1240 677.3451 879.6416 242.1225 186.0338 463.2876481.2679346.1922 318.1806 972.7058 328.1607 553.4201 1047.6401445.2072 412.1679 377.1145 788.4330 425.1635 451.2236 458.1621 638.3322 1004.6204 1064.6731 505.4637 460.2312 524.3182 708.6437 557.5614 400.1766 616.5521 626.3203 797.5320 425.2029 543.2865 647.2418 725.4790 593.1775 639.2429 781.4632 644.2203 908.8933 601.2163 631.5625 288.1346 965.9714 874.4765336.2189 1021.0356 459.2339 475.2083 1143.7320 127.0573 594.2016 703.3403 1083.5734 658.5800 410.1394 402.1506 856.6931 539.3173 683.6362691.3962 414.1273 374.2605 473.2176 826.4441 468.2987 1027.6081 798.5407 1190.7905 845.4367 638.2434 511.3213 666.2981 623.3160 1167.7059 422.1516 920.5647 585.3079 782.5337 402.2117 718.4498 117.9307 609.2609 550.2113 696.0080 1132.7323 306.1772 705.3538 352.1077 655.2449 1160.7514 370.2210 420.2210 182.0978 770.5623 274.0216 962.0155 992.5771 645.2389 322.2028 548.1881 461.2544 637.3743 363.1038 498.2766 865.4816 120.0392 1133.7499 689.3397 450.1903455.2497 578.4271 579.2000 264.1287 651.3851 623.4719 1013.5318 801.7212 304.1650 674.3099 679.3160 494.3176 724.4325 673.6053 1034.6306 969.9141 685.6090 1020.6025 418.2139 401.1492 586.2942 623.3873 491.2708 460.1363 843.4187 623.2660 796.5282 469.2885 305.1533 847.7256 937.9989 544.2816 1043.6056 689.2295 769.0160 588.5324 677.2711 724.4863 1078.6894 593.2120 849.6245 1018.6241 735.4081 587.3480 655.3650 756.4986 610.3333 653.2883 735.4416 653.3670640.2789 773.6847 914.8436 1048.6533 653.2414 777.4271 636.3815 1022.6056520.2963 1144.7320 625.3618 937.9278 1025.7341 642.3314600.5444 172.0045 434.1707 290.1470 933.5649575.2312 886.8076 438.3909 74.0037 438.1486 404.2285 1036.6396 942.8790 617.2476 1036.5645 534.3210 852.5504 628.5847 419.2072 508.3184 637.2765527.2742 636.2876 996.6806 583.3168 600.0019 790.4100 350.1386313.1867 629.3708 830.7611 673.3289 636.2513 627.3401 303.1451 156.8979 526.2899 652.2390 846.4478 782.4490 994.0011 133.0657 735.3627 669.6163 858.7998 623.2126 708.2732 813.7782 655.2940 940.4196 1029.6202 1200.0146 858.7666 608.2227 869.8389 693.3234 691.3016 1013.6221 301.1785 673.2705 320.1910 1141.6918 616.3687 897.8755 906.6763 749.4260 1177.8053 739.3429 948.0182 926.9170 841.7967 718.3339 727.2987 715.2996 926.9582 669.5659 855.6195 EZInfo controlled byProgenesis QI3 - Black grass vs lollium.usp (M9:OPLS-DA) - 2015-12-11 17:15:17 (UTC+0)
  • 24. ©2016 Waters Corporation 61 Summary & Future Prospects  REIMS for food authenticity? – Direct analysis technique results possible in seconds o New ionisation technique – Simplicity of operation & potential for automation – Point-of-control analysis… bringing the analysis to the sample o RTR software commercialisation June 2016  Chemometric profiling – Holistic profiling of the sample for QC – Detection of the “unexpected” for authenticity o Potential to identify & verify unique product markers  Liquid sampling REIMS – Alcoholic beverages; fruit juices; milk & edible oils  Implementation of ion mobility into the workflow to enhance power to differentiate sample types & model generation (CCS)
  • 25. ©2016 Waters Corporation 62 Acknowledgements  Prof Zoltan Takats (Imperial College, London)  Dr Simon Hird, Dr Jonathan Williams, Dr Emrys Jones, Dr Julia Balog, Dr Steve Pringle, Dr Mike Morris, Dr Jackson Pope (Waters, Manchester and Budapest)  Prof Chris Elliott, Dr Olivier Chevallier, Connor Black (Queens University, Belfast)  Prof Rob Edwards, Dr Melissa Brazier-Hicks, Dr Catherine Tetard-Jones More Fish!