Application of Gas-Liquid Microextraction (GLME)/GC-MS for Flavour and Fragrance in Ice Cream Detection and Composition Analysis
Abstract
:1. Introduction
2. Results and Discussion
2.1. Optimization of GLME Operating Conditions
2.1.1. Extraction Temperature
2.1.2. Extraction Time
2.1.3. Carrier Gas Speed
2.1.4. Condensation Temperature
2.1.5. Response Surface Design Optimization
2.2. Principal Components(Pcs) Analysis of Ice Cream
2.2.1. GC-MS Analysis
2.2.2. Analysis of Volatile Aroma Components
2.3. Quantitative Analysis of Samples
3. Materials and Methods
3.1. Experimental Materials and Reagents
3.2. Experimental Instruments
3.3. GC-MS Conditions
3.3.1. Gas Chromatography Conditions
3.3.2. Mass Spectroscopy Conditions
3.4. Sample Preparation
3.5. Preparation of Standard Solution
3.6. Glme Working Principle and Operation Conditions
3.7. Principal Component Analysis
3.8. Quantitative Calculation of Samples
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Sample Availability
References
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Scheme | Sum of Squares | df | Mean SQUARE | F-Value | p-Value | |
---|---|---|---|---|---|---|
Model | 20.28 | 14 | 1.45 | 97.37 | <0.0001 | significant |
A-Extraction temperature | 8.82 | 1 | 8.82 | 593.04 | <0.0001 | |
B-Extraction time | 0.2791 | 1 | 0.2791 | 18.76 | 0.0007 | |
C-Carrier gas speed | 1.45 | 1 | 1.45 | 97.39 | <0.0001 | |
D-Condensation temperature | 0.1704 | 1 | 0.1704 | 11.45 | 0.0045 | |
AB | 0.0121 | 1 | 0.0121 | 0.8132 | 0.3824 | |
AC | 0.2916 | 1 | 0.2916 | 19.60 | 0.0006 | |
AD | 0.0042 | 1 | 0.0042 | 0.2840 | 0.6025 | |
BC | 0.0420 | 1 | 0.0420 | 2.82 | 0.1150 | |
BD | 0.3600 | 1 | 0.3600 | 24.20 | 0.0002 | |
CD | 0.6724 | 1 | 0.6724 | 45.19 | <0.0001 | |
A² | 8.01 | 1 | 8.01 | 538.13 | <0.0001 | |
B² | 0.2687 | 1 | 0.2687 | 18.06 | 0.0008 | |
C² | 0.8690 | 1 | 0.8690 | 58.40 | <0.0001 | |
D² | 0.3097 | 1 | 0.3097 | 20.82 | 0.0004 | |
Residual | 0.2083 | 14 | 0.0149 | |||
Lack of Fit | 0.2083 | 10 | 0.0208 | 1.041 × 105 | <0.0001 | significant |
Pure Error | 8.000 × 10−7 | 4 | 2.000 × 10−7 | |||
Cor Total | 20.49 | 28 |
Sample | 1 | Sample | 2 | ||||
---|---|---|---|---|---|---|---|
Retention time/min | CAS | Compound | FEMA | Retention time/min | CAS | Compound | FEMA |
3.395 | 623-53-0 | Ethyl-methylcarbonate | - | 3.55 | 64-18-6 | Formic Acid | 2487 |
3.55 | 64-18-6 | Formic Acid | 2487 | 3.825 | 64-19-7 | Acetic acid | 2006 |
3.68 | 56-81-5 | Glycerol | 2525 | 3.995 | 116-09-6 | Acetol | 4462 |
3.850 | 64-19-7 | Acetic acid | 2006 | 4.6 | 56-81-5 | Glycerol | 2525 |
3.99 | 57-55-6 | Propylene Glycol | 2940 | 4.935 | 57-55-6 | Propylene Glycol | 2940 |
4.1 | 116-09-6 | Acetol | 4462 | 5.35 | 625-86-5 | 2,5-Dimethylfuran | 4106 |
4.59 | 68-12-2 | N, N-Dimethylformamide | - | 5.75 | 498-60-2 | 3-Furaldehyde | 3737 |
4.975 | 107-92-6 | Butyric Acid | 2221 | 6.8 | 4412-91-3 | 3-Furancarbinol | - |
5.485 | 98-01-1 | Furfural | 2489 | 7 | 1759-71-3 | cis-1,2-Cyclohexanediol diacetate | - |
5.58 | 498-60-2 | Furan-3-carboxaldehyde | 3737 | 7.775 | 1192-62-7 | 1-(Furan-2-yl)ethanone | 3163 |
6.085 | 4412-91-3 | 3-Furanmethanol | - | 8.1 | 497-23-4 | 2(5H)-Furanone | 4138 |
6.24 | 98-00-0 | Furfuryl alcohol | 2491 | 9.305 | 620-02-0 | 5-Methyl furfural | 2702 |
6.86 | 606-45-1 | Methyl 2-methoxybenzoate | 2717 | 10.02 | 924-88-9 | Diisopropyl succinate | - |
7.195 | 108-94-1 | Cyclohexanone | 3909 | 11.45 | 80-71-7 | Methyl cyclopentenolone | 2700 |
7.64 | 1192-62-7 | 2-Acetylfuran | 3163 | 13.135 | 611-13-2 | Methyl 2-furoate | 2703 |
8.4 | 591-11-7 | BETA-ANGELICA LACTONE | 4438 | 14.14 | 118-71-8 | Maltol | 2656 |
8.96 | 16867-04-2 | 2,3-Dihydroxypyridine | - | 16.535 | 124-07-2 | Octanoic acid | 2799 |
9.175 | 620-02-0 | 5-Methyl furfural | 2702 | 17.6 | 4412-96-8 | 3-Methyl-2-furoic acid | - |
9.8 | 925-15-5 | Dipropyl succinate | - | 19.06 | 67-47-0 | 5-Hydroxymethylfurfural | - |
11.84 | 110-13-4 | Acetonyl acetone | - | 19.97 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - |
12.485 | 3658-77-3 | 4-Hydroxy-2,5-dimethyl-3(2H)furanone | 3174 | 20.625 | 4282-34-2 | 2,5-Thiophenedicarboxylic acid dimethyl ester | - |
12.835 | 504-15-4 | Orcinol | 3102 | 21.86 | 334-48-5 | Decanoic acid | 2364 |
13.07 | 696-11-7 | 1-methyl-1,3-diazinane-2,4-dione | - | 24.275 | 706-14-9 | γ-Decanolactone | 2360 |
15.025 | 28564-83-2 | 4H-pyran-4-one, 2,3-dihydro-3,5-dihydroxy-6-methyl- | - | 26.275 | 143-07-7 | Lauric acid | 2614 |
16.245 | 1073-96-7 | 3,5-dihydroxy-2-methylpyran-4-one | - | 27.1 | 4437-22-3 | 2,2’-(Oxybis(methylene)) difuran | 3337 |
16.49 | 4940-11-8 | Ethyl maltol | 3487 | 27.395 | 77-93-0 | Triethyl citrate | 3083 |
17.845 | 67-47-0 | 5-Hydroxymethylfurfural | - | 28.635 | 544-63-8 | Myristic acid | 2764 |
19.83 | 10551-58-3 | 5-Acetoxymethyl-2-Furaldehyde | - | ||||
23.145 | 2705-87-5 | Allyl cyclohexylpropionate | 2026 | ||||
Sample | 3 | Sample | 4 | ||||
Retention time/min | CAS | Compound | FEMA | Retention time/min | CAS | Compound | FEMA |
3.57 | 64-18-6 | Formic Acid | 2487 | 3.415 | 64-18-6 | Formic Acid | 2487 |
3.855 | 64-19-7 | acetic acid | 2006 | 3.71 | 64-19-7 | acetic acid | 2006 |
4.1 | 116-09-6 | acetol | 4462 | 3.92 | 116-09-6 | acetol | 4462 |
4.61 | 56-81-5 | glycerol | 2525 | 4.46 | 56-81-5 | glycerol | 2525 |
5.13 | 617-35-6 | Ethylpyruvate | 2457 | 5.315 | 98-01-1 | Furfural | 2489 |
5.35 | 2041-15-8 | 1,3,5-Cyclohexanetriol | - | 5.77 | 498-60-2 | 3-Furaldehyde | 3737 |
5.75 | 498-60-2 | 3-Furaldehyde | 3737 | 6.7 | 4412-91-3 | 3-Furancarbinol | - |
6.75 | 4412-91-3 | 3-Furancarbinol | - | 7.75 | 1192-62-7 | 1-(Furan-2-yl)ethanone | 3163 |
8.05 | 497-23-4 | 2(5H)-Furanone | 4138 | 8.01 | 497-23-4 | 2(5H)-Furanone | 4138 |
8.96 | 16867-04-2 | hydroxypyridone | - | 8.985 | 2361-27-5 | 2-Thiophenecarbohydrazide | - |
9.255 | 620-02-0 | 5-Methyl furfural | 2702 | 9.285 | 620-02-0 | 5-Methyl furfural | 2702 |
10.025 | 924-88-9 | Diisopropyl succinate | - | 10 | 925-15-5 | Dipropyl succinate | - |
10.46 | 765-70-8 | Maple lactone | - | 10.475 | 637-88-7 | 1,4-Cyclohexanedione | - |
11.235 | 5989-27-5 | (+)-Limonene | 2633 | 11.445 | 80-71-7 | Methyl cyclopentenolone | 2700 |
11.405 | 80-71-7 | Methyl cyclopentenolone | 2700 | 11.975 | 110-13-4 | Acetonylacetone | - |
11.985 | 3128-07-2 | 6-Oxoheptanoic acid | - | 12.96 | 823-82-5 | 2,5-Furandicarbaldehyde | - |
12.46 | 1192-62-7 | 1-(Furan-2-yl)ethanone | 3163 | 13.115 | 611-13-2 | Methyl 2-furoate | 2703 |
12.975 | 3658-77-3 | 4-Hydroxy-2,5-dimethylfuran-3(2H)-one | 3174 | 14.11 | 118-71-8 | Maltol | 2656 |
13.1 | 611-13-2 | Methyl 2-furoate | 2703 | 16.19 | 1193-79-9 | 1-(5-Methylfuran-2-yl)ethanone | 3609 |
13.635 | 590-86-3 | Isovaleraldehyde | 2692 | 19.225 | 67-47-0 | 5-hydroxymethylfurfural | - |
13.92 | 98-00-0 | Furfuryl alcohol | 2491 | 20 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - |
14.055 | 118-71-8 | Maltol | 2656 | 20.99 | 102-76-1 | Triacetin | 2007 |
17.4 | 18720-62-2 | 2-methylheptan-3-ol | - | 25.855 | 498-07-7 | Levoglucosan | - |
17.56 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - | 28.605 | 544-63-8 | Myristic acid | 2764 |
18.85 | 67-47-0 | 5-hydroxymethylfurfural | - | 29.52 | 84-69-5 | Diisobutyl phthalate | - |
21.76 | 112-37-8 | Undecanoic acid | 3245 | ||||
23.16 | 2705-87-5 | Allyl 3-cyclohexylpropionate | 2026 | ||||
27.09 | 3777-69-3 | 2-Amylfuran | 3317 | ||||
28.605 | 544-63-8 | Myristic acid | 2764 | ||||
Sample | 5 | Sample | 6 | ||||
Retention time/min | CAS | Compound | FEMA | Retention time/min | CAS | Compound | FEMA |
3.155 | 64-18-6 | Formic Acid | 2487 | 3.055 | 64-18-6 | Formic Acid | 2487 |
3.43 | 64-19-7 | acetic acid | 2006 | 3.33 | 116-09-6 | acetol | 4462 |
3.635 | 116-09-6 | acetol | 4462 | 3.615 | 627-03-2 | Ethoxyacetic acid | - |
3.94 | 79-09-4 | Propionic acid | - | 3.94 | 56-81-5 | glycerol | 2525 |
4.19 | 3393-64-4 | 4-hydroxy-3-methylbutan-2-one | - | 4.22 | 3121-61-7 | 2-Methoxyethyl acrylate | - |
4.245 | 56-81-5 | glycerol | 2525 | 4.475 | 1117-97-1 | N-methoxymethanamine | - |
5.31 | 98-01-1 | Furfural | 2489 | 5.385 | 498-60-2 | 3-Furaldehyde | 3737 |
5.71 | 498-60-2 | 3-Furaldehyde | 3737 | 5.65 | 98-01-1 | Furfural | 2489 |
6.555 | 4412-91-3 | 3-Furancarbinol | - | 6.375 | 4412-91-3 | 3-Furancarbinol | - |
7.73 | 1192-62-7 | 1-(Furan-2-yl)ethanone | 3163 | 6.93 | 930-60-9 | 2-Cyclopentene-1,4-dione | - |
7.89 | 497-23-4 | 2(5H)-Furanone | 4138 | 7.73 | 497-23-4 | 2(5H)-Furanone | 4138 |
8.995 | 16867-04-2 | hydroxypyridone | - | 8.85 | 5380-42-7 | 2-(Carbomethoxy)thiophene | - |
9.27 | 620-02-0 | 5-Methyl furfural | 2702 | 8.975 | 16867-04-2 | hydroxypyridone | - |
9.81 | 53119-25-8 | 1-thiophen-2-ylpentan-1-one | - | 9.235 | 620-02-0 | 5-Methyl furfural | 2702 |
9.95 | 925-15-5 | Dipropyl succinate | - | 9.6 | 675-10-5 | triacetate lactone | - |
11.35 | 80-71-7 | Methyl cyclopentenolone | 2700 | 9.75 | 88-15-3 | 2-Acetylthiophene | - |
11.945 | 1117-31-3 | 1,3-butanediol diacetate | - | 11.275 | 80-71-7 | Methyl cyclopentenolone | 2656 |
12.965 | 504-15-4 | Orcinol | - | 11.885 | 110-13-4 | Acetonylacetone | - |
13.07 | 611-13-2 | Methyl 2-furoate | 2703 | 12.035 | 19432-69-0 | Methyl 5-methylthiophene-2-carboxylate | - |
13.9 | 98-00-0 | Furfuryl alcohol | 2491 | 12.755 | 3658-77-3 | 4-Hydroxy-2,5-dimethylfuran-3(2H)-one | 3174 |
14.11 | 118-71-8 | Maltol | 2656 | 12.855 | 823-82-5 | 2,5-Furandicarbaldehyde | - |
14.65 | 7492-38-8 | 2-methyloctan-4-one | - | 12.985 | 611-13-2 | Methyl 2-furoate | 2703 |
15.32 | 1540-29-0 | Ethyl 2-acetylhexanoate | 4452 | 13.44 | 110-62-3 | Valeraldehyde | 3098 |
18.9 | 67-47-0 | 5-hydroxymethylfurfural | - | 13.935 | 118-71-8 | Maltol | 2656 |
19.36 | 6434-78-2 | trans-2-nonene | - | 14.625 | 629-62-9 | pentadecane | - |
19.96 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - | 16.395 | 501-30-4 | kojic acid | - |
20.635 | 4282-34-2 | 2,5-Thiophenedicarboxylic acid dimethyl este | - | 17.505 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - |
26.215 | 498-07-7 | Levoglucosan | - | 18.38 | 67-47-0 | 5-hydroxymethylfurfural | - |
27.63 | 6968-62-3 | D-ERYTHRO-l-TALO-OCTONIC ACID, γ-LACTONE | - | 20.6 | 4282-34-2 | 2,5-Thiophenedicarboxylic acid dimethyl este | - |
29.525 | 84-69-5 | Diisobutyl phthalate | - | 20.905 | 102-76-1 | Triacetin | 2007 |
25.5 | 498-07-7 | Levoglucosan | - | ||||
25.89 | 2311-46-8 | propan-2-yl hexanoate | 2950 | ||||
26.15 | 143-07-7 | Lauric acid | 2614 | ||||
28.595 | 544-63-8 | Myristic acid | 2764 | ||||
29.52 | 84-69-5 | Diisobutyl phthalate | - | ||||
Sample | 7 | Sample | 8 | ||||
Retention time/min | CAS | Compound | FEMA | Retention time/min | CAS | Compound | FEMA |
3.25 | 64-18-6 | Formic Acid | 2487 | 3.305 | 64-18-6 | Formic Acid | 2487 |
3.38 | 141-46-8 | Glycolaldehyde | - | 3.52 | 64-19-7 | acetic acid | 2006 |
3.46 | 64-19-7 | acetic acid | 2006 | 3.81 | 116-09-6 | acetol | 4462 |
3.68 | 116-09-6 | acetol | 4462 | 4.04 | 623-53-0 | Ethyl-methylcarbonat | - |
3.945 | 623-53-0 | Ethyl-methylcarbonat | - | 4.305 | 56-81-5 | glycerol | 2525 |
4.235 | 56-81-5 | glycerol | 2525 | 4.6 | 4254-15-3 | (S)-(+)-1,2-Propanediol | - |
4.565 | 4254-15-3 | (S)-(+)-1,2-Propanediol | - | 5.3 | 98-01-1 | Furfural | 2489 |
5.3 | 98-01-1 | Furfural | 2489 | 5.71 | 498-60-2 | 3-Furaldehyde | 3737 |
5.675 | 498-60-2 | 3-Furaldehyde | 3737 | 6.6 | 4412-91-3 | 3-Furancarbinol | - |
6.575 | 4412-91-3 | 3-Furancarbinol | - | 7.915 | 497-23-4 | 2(5H)-Furanone | 4138 |
7.885 | 497-23-4 | 2(5H)-Furanone | 4138 | 8.995 | 16867-04-2 | hydroxypyridone | - |
8.85 | 22913-26-4 | Methyl thiophene-3-carboxylate | - | 9.26 | 620-02-0 | 5-Methyl furfural | 2702 |
8.985 | 16867-04-2 | hydroxypyridone | - | 9.965 | 924-88-9 | Diisopropyl succinate | - |
9.235 | 620-02-0 | 5-Methyl furfural | 2702 | 11.325 | 80-71-7 | Methyl cyclopentenolone | 2700 |
9.96 | 924-88-9 | Diisopropyl succinate | - | 12.94 | 823-82-5 | 2,5-Furandicarbaldehyde | - |
12.935 | 504-15-4 | Orcinol | - | 13.03 | 611-13-2 | Methyl 2-furoate | 2703 |
13.045 | 611-13-2 | Methyl 2-furoate | 2703 | 13.93 | 118-71-8 | Maltol | 2656 |
17.52 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - | 17.515 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - |
18.74 | 67-47-0 | 5-hydroxymethylfurfural | - | 18.695 | 67-47-0 | 5-hydroxymethylfurfural | - |
19.93 | 118-71-8 | Maltol | 2656 | 20.605 | 4282-34-2 | 2,5-Thiophenedicarboxylic acid dimethyl este | - |
20.945 | 102-76-1 | Triacetin | 2007 | 25.52 | 498-07-7 | Levoglucosan | - |
25.52 | 498-07-7 | Levoglucosan | - | 29.52 | 84-69-5 | Diisobutyl phthalate | - |
29.525 | 84-69-5 | Diisobutyl phthalate | - | ||||
Sample | 9 | Sample | 10 | ||||
Retention time/min | CAS | Compound | FEMA | Retention time/min | CAS | Compound | FEMA |
3.54 | 64-18-6 | Formic Acid | 2487 | 4.01 | 64-18-6 | Formic Acid | 2487 |
3.795 | 64-19-7 | acetic acid | 2006 | 4.205 | 64-19-7 | acetic acid | 2006 |
4.06 | 116-09-6 | acetol | 4462 | 4.46 | 116-09-6 | acetol | 4462 |
4.3 | 79-09-4 | Propionic acid | 2924 | 4.635 | 56-81-5 | glycerol | 2525 |
4.635 | 56-81-5 | glycerol | 2525 | 5.18 | 4254-15-3 | (S)-(+)-1,2-Propanediol | - |
4.935 | 4254-15-3 | (S)-(+)-1,2-Propanediol | - | 5.795 | 498-60-2 | 3-Furaldehyde | 3737 |
5.79 | 498-60-2 | 3-Furaldehyde | 3737 | 6.92 | 4412-91-3 | 3-Furancarbinol | - |
6.74 | 4412-91-3 | 3-Furancarbinol | - | 8.095 | 497-23-4 | 2(5H)-Furanone | 4138 |
7.78 | 1192-62-7 | 2-Acetylfuran | 3163 | 8.765 | 591-12-8 | a-Angelic lactone | 3293 |
8.04 | 497-23-4 | 2(5H)-Furanone | 4138 | 8.895 | 16867-04-2 | hydroxypyridone | - |
9.015 | 16867-04-2 | hydroxypyridone | - | 8.99 | 22913-26-4 | Methyl thiophene-3-carboxylate | - |
9.28 | 620-02-0 | 5-Methyl furfural | 2702 | 9.28 | 620-02-0 | 5-Methyl furfural | 2702 |
10.04 | 924-88-9 | Diisopropyl succinate | - | 10.025 | 925-15-5 | Dipropyl succinate | - |
11.4 | 80-71-7 | Methyl cyclopentenolone | 2700 | 11.95 | 110-13-4 | Acetonylacetone | - |
12.96 | 504-15-4 | Orcinol | - | 12.765 | 3658-77-3 | 4-Hydroxy-2,5-dimethylfuran-3(2H)-one | 3174 |
13.09 | 611-13-2 | Methyl 2-furoate | 2703 | 12.945 | 504-15-4 | Orcinol | - |
16.63 | 4940-11-8 | Ethyl maltol | 3487 | 13.07 | 611-13-2 | Methyl 2-furoate | 2703 |
17.55 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - | 13.885 | 98-00-0 | Furfuryl alcohol | 2491 |
19.1 | 67-47-0 | 5-hydroxymethylfurfural | - | 17.54 | 10551-58-3 | (5-Formyl-2-furyl)methyl acetate | - |
19.95 | 118-71-8 | Maltol | 2656 | 19.14 | 67-47-0 | 5-hydroxymethylfurfural | - |
25.57 | 498-07-7 | Levoglucosan | - | 25.715 | 498-07-7 | Levoglucosan | - |
29.52 | 84-69-5 | Diisobutyl phthalate | - |
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Mu, L.; Tong, Q.; Liu, Y.; Meng, X.; He, P.; Li, G.; Ye, L. Application of Gas-Liquid Microextraction (GLME)/GC-MS for Flavour and Fragrance in Ice Cream Detection and Composition Analysis. Molecules 2023, 28, 522. https://doi.org/10.3390/molecules28020522
Mu L, Tong Q, Liu Y, Meng X, He P, Li G, Ye L. Application of Gas-Liquid Microextraction (GLME)/GC-MS for Flavour and Fragrance in Ice Cream Detection and Composition Analysis. Molecules. 2023; 28(2):522. https://doi.org/10.3390/molecules28020522
Chicago/Turabian StyleMu, Li, Qi Tong, Yuhang Liu, Xianglong Meng, Peng He, Gang Li, and Linyang Ye. 2023. "Application of Gas-Liquid Microextraction (GLME)/GC-MS for Flavour and Fragrance in Ice Cream Detection and Composition Analysis" Molecules 28, no. 2: 522. https://doi.org/10.3390/molecules28020522
APA StyleMu, L., Tong, Q., Liu, Y., Meng, X., He, P., Li, G., & Ye, L. (2023). Application of Gas-Liquid Microextraction (GLME)/GC-MS for Flavour and Fragrance in Ice Cream Detection and Composition Analysis. Molecules, 28(2), 522. https://doi.org/10.3390/molecules28020522