| Literature DB >> 35741929 |
Carolina Andrade1, Rosa Perestrelo1, José S Câmara1,2.
Abstract
Coffee is one of the most popular beverages worldwide, whose production and consumption result in large amounts of waste, namely spent coffee grounds, constituting an important source of compounds for several industrial applications. This work focused on the establishment of the volatile fingerprint of five spent coffee grounds from different geographical origins using headspace solid-phase microextraction coupled with gas chromatography-mass spectrometry (HS-SPME/GC-MS), as a strategy to identify volatile organic metabolites (VOMs) with potential application in the food industry as antioxidant, anti-inflammatory, and antiproliferative agents. One hundred eleven VOMs belonging to different chemical families were identified, of which 60 were found in all spent coffee grounds analyzed. Furanic compounds (34%), nitrogen compounds (30%), and esters (19%) contributed significant to the total volatile fingerprint. The data obtained suggest that spent coffee grounds have great potential to be used as raw material for different approaches in the food industry towards the development of new food ingredients or products for human consumption, in addition to pharmaceutical and cosmetic applications, namely as antioxidant (e.g., limonene, carvacrol), antimicrobial (e.g., pyrrole-2-carboxaldehyde, β-myrcene) and anti-inflammatory (e.g., furfural, 2-furanmethanol) agents, promoting their integral valorization within the circular bioeconomy concept.Entities:
Keywords: circular economy; industrial applications; spent coffee grounds; sustainability; volatile fingerprint
Year: 2022 PMID: 35741929 PMCID: PMC9222233 DOI: 10.3390/foods11121731
Source DB: PubMed Journal: Foods ISSN: 2304-8158
Figure 1Main composition of spent coffee grounds (composition expressed in g/100 g of dry material).
Figure 2Overview of potential usages of spent coffee grounds.
Relative concentration (µg/L) of volatile organic compounds in the spent coffee grounds from different geographical origins using HS-SPME/GC–MS.
| Peak n° | RT (min) | Chemical Families | Relative Concentration (µg/L) ± Standard Deviation | ||||
|---|---|---|---|---|---|---|---|
| Guatemala | Colombia | Brazil | Timor | Ethiopia | |||
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| 3 | 10.69 | 2-Methylfuran | 32.35 ± 2.807 | 165.8 ± 18.27 | 157.6 ± 3.476 | 279.3 ± 35.10 | 81.75 ± 11.61 |
| 8 | 13.679 | 2,5-Dimethylfuran | 32.45 ± 3.151 | 67.83 ± 10.29 | 45.82 ± 3.605 | 59.84 ± 7.554 | 30.22 ± 2.647 |
| 11 | 19.48 | Vinylfuran | - | 68.22 ± 10.09 | 62.12 ± 3.754 | 80.80 ± 14.44 | 25.15 ± 0.591 |
| 29 | 27.45 | 2-(2-Propenyl)furan | 57.81 ± 9.025 | 174.4 ± 12.13 | 109.3 ± 1.837 | 128.0 ± 24.93 | 78.47 ± 14.94 |
| 31 | 28.67 | 2-Penthylfuran | 153.7 ± 27.17 | 123.1 ± 6.383 | 81.27 ± 3.392 | 72.71 ± 11.59 | 50.92 ± 6.991 |
| 33 | 29.18 | 2-(Methoxymethyl)furan | 40.75 ± 4.517 | 130.8 ± 4.067 | 64.74 ± 10.38 | 114.1 ± 11.85 | 55.75 ± 0.328 |
| 59 | 42.77 | Furfural | 1052 ± 185.5 | 3846 ± 303.1 | 1537 ± 195.4 | 4317 ± 344.7 | 1037 ± 95.63 |
| 65 | 45.12 | 2-Acetylfuran | 611.6 ± 80.38 | 1319 ± 79.80 | 517.9 ± 38.71 | 1262 ± 100.6 | 360.5 ± 42.45 |
| 66 | 45.31 | Benzofuran | - | - | 118.5 ± 19.35 | - | - |
| 71 | 48.89 | 5-Methylfurfural | 1876 ± 365.1 | 7150 ± 635.8 | 3071 ± 98.47 | 7625 ± 788.2 | 2235 ± 191.8 |
| 73 | 49.98 | 2,2’-Bifuran | 68.59 ± 6.937 | 406.7 ± 38.41 | 233.6 ± 78.03 | 321.8 ± 6.142 | 167.6 ± 26.19 |
| 75 | 50.26 | 2-Methylbenzofuran | - | - | 139.0 ± 19.08 | 101.6 ± 6.604 | 61.61 ± 6.493 |
| 77 | 50.47 | 2,2’-Methylenebisfuran | 205.6 ± 15.90 | 1205 ± 40.91 | 777.4 ± 149.7 | 747.6 ± 56.68 | 442.8 ± 38.63 |
| 81 | 52.74 | 2-Furanmethanol | 2131 ± 408.7 | 5270 ± 382.1 | 2096 ± 118.6 | 5916 ± 464.1 | 1280 ± 183.2 |
| 84 | 53.98 | 2-Furfuryl-5-methylfuran | 153.0 ± 29.48 | 688.7 ± 60.06 | 380.1 ± 65.47 | 447.8 ± 23.57 | 294.8 ± 17.45 |
| 104 | 68.38 | Difurfuryl ether | 116.2 ± 13.61 | 471.7 ± 63.78 | 330.5 ± 50.35 | 479.4 ± 49.76 | 251.1 ± 32.65 |
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| 1 | 9.21 | 2-Methylpropanal | - | 39.23 ± 5.756 | 20.99 ± 2.912 | 42.71 ± 3.692 | 15.65 ± 2.433 |
| 2 | 9.27 | Acetone | 36.77 ± 6.790 | 47.40 ± 3.951 | 25.49 ± 3.514 | 88.42 ± 12.57 | 18.87 ± 1.544 |
| 4 | 11.65 | 2-Butanone | 18.21 ± 1.393 | 48.25 ± 6.338 | 23.08 ± 2.668 | 53.50 ± 4.322 | 18.04 ± 1.360 |
| 5 | 12.12 | 2-Methylbutanal | 37.91 ± 6.963 | 185.7 ± 29.20 | 98.24 ± 8.734 | 280.1 ± 25.59 | 101.5 ± 11.28 |
| 6 | 12.27 | 3-Methylbutanal | 19.09 ± 3.443 | 101.6 ± 13.12 | 48.51 ± 3.580 | 128.3 ± 0.579 | 47.23 ± 2.425 |
| 10 | 18.33 | 3-Hexanone | - | 50.66 ± 7.312 | 26.30 ± 2.368 | 32.27 ± 0.898 | 16.48 ± 1.638 |
| 13 | 20.00 | Hexanal | 161.6 ± 21.45 | 76.59 ± 10.58 | 123.2 ± 4.822 | 84.80 ± 16.42 | 35.43 ± 1.386 |
| 15 | 20.85 | 2-Methyl-2-butenal | - | 34.98 ± 2.586 | - | 49.81 ± 7.886 | 20.91 ± 2.539 |
| 49 | 37.46 | 2-Methylcyclopent-2-en-1-one | 30.82 ± 4.513 | 24.43 ± 2.215 | 15.80 ± 1.861 | 51.17 ± 4.746 | - |
| 57 | 42.30 | 1-(Acetyloxy)-2-propanone | 262.7 ± 50.82 | 772.4 ± 44.97 | 485.1 ± 14.64 | 742.4 ± 66.74 | 386.0 ± 36.64 |
| 64 | 44.76 | 2,3,4-Trimethylcyclopent-2-ene-1-one | 47.01 ± 4.102 | 97.00 ± 14.88 | 69.10 ± 7.897 | 133.5 ± 23.56 | - |
| 68 | 46.10 | 1-(Acetyloxy)-2-butanone | 69.79 ± 8.213 | 192.8 ± 11.79 | 98.62 ± 7.483 | 239.5 ± 38.96 | 78.67 ± 5.236 |
| 80 | 51.66 | 1-Methylpyrrole-2-carboxaldehyde | 409.1 ± 60.99 | 1009 ± 96.13 | 408.2 ± 44.55 | 863.8 ± 125.8 | 337.4 ± 6.290 |
| 85 | 54.50 | 1-(5-Methyl-2-furanyl)-1-propanone | 51.11 ± 8.913 | 193.3 ± 19.20 | 161.9 ± 15.62 | 245.7 ± 18.78 | 104.3 ± 3.237 |
| 88 | 55.44 | 3-Thiophenecarboxaldehyde | 81.95 ± 6.049 | 194.1 ± 13.32 | 128.1 ± 4.330 | 230.0 ± 12.46 | 110.1 ± 3.956 |
| 89 | 55.77 | 4-(5-Methyl-2-furanyl)-2-butanone | 55.04 ± 7.713 | 150.9 ± 9.911 | 117.7 ± 14.19 | 168.3 ± 13.30 | 99.93 ± 1.155 |
| 96 | 60.67 | 3,4-dimethylpyrrole-2-carboxaldehyde | 79.86 ± 15.15 | 238.2 ± 23.10 | 163.8 ± 24.02 | 229.2 ± 28.86 | 133.4 ± 4.687 |
| 100 | 64.50 | 3-Ethyl-2-hydroxy-2-cyclopenten-1-one | 48.21 ± 10.05 | 140.3 ± 27.11 | - | 142.8 ± 11.36 | 45.20 ± 3.894 |
| 101 | 65.20 | 4-(2-Furanyl)-3-buten-2-one | 75.43 ± 12.29 | 222.4 ± 5.494 | 154.6 ± 18.53 | 197.4 ± 30.26 | 89.65 ± 16.57 |
| 109 | 73.79 | 1-Methylpyrrole-2-carboxaldehyde | 73.36 ± 11.76 | 186.6 ± 24.95 | 137.8 ± 22.56 | 207.6 ± 25.33 | 98.89 ± 7.737 |
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| 19 | 23.48 | 1-Methylpyrrole | - | 56.41 ± 9.041 | 43.53 ± 1.601 | 113.8 ± 17.90 | - |
| 25 | 25.89 | Pyridine | 231.5 ± 16.62 | 465.3 ± 17.32 | 549.1 ± 52.99 | 672.2 ± 104.2 | 180.8 ± 31.07 |
| 30 | 27.77 | Pyrazine | 19.67 ± 1.841 | 47.68 ± 5.511 | 35.46 ± 4.561 | 67.02 ± 8.104 | - |
| 38 | 30.99 | Methylpyrazine | 594.3 ± 66.29 | 1206 ± 62.03 | 621.6 ± 80.05 | 1252 ± 100.3 | 375.4 ± 51.81 |
| 44 | 34.31 | 2,5-Dimethylpyrazine | 4870 ± 74.89 | 1228 ± 89.84 | 631.7 ± 77.06 | 1075 ± 106.1 | 446.4 ± 58.79 |
| 45 | 34.68 | 2,6-Dimethylpyrazine | 534.2 ± 75.54 | 1157 ± 81.97 | 577.6 ± 86.41 | 989.7 ± 94.39 | 412.0 ± 58.61 |
| 46 | 35.09 | Ethylpyrazine | 324.31 ± 26.88 | 623.1 ± 82.54 | 405.2 ± 66.44 | 610.5 ± 55.32 | 279.3 ± 31.50 |
| 47 | 35.80 | 2,3-Dimethylpyrazine | 100.6 ± 16.08 | 193.4 ± 6.569 | 135.2 ± 20.53 | 201.6 ± 12.12 | 76.31 ± 11.12 |
| 48 | 37.33 | 1-Pentylpyrrole | - | - | 12.25 ± 0.496 | - | - |
| 50 | 38.03 | 2-Ethyl-6-methylpyrazine, | 495.6 ± 84.41 | 1396 ± 104.9 | 860.8 ± 130.4 | 1216 ± 113.5 | 737.2 ± 83.66 |
| 51 | 38.42 | 2-Ethyl-5-methylpyrazine | 381.5 ± 70.70 | 1056 ± 127.9 | 695.6 ± 68.88 | 906.9 ± 108.8 | 590.8 ± 53.03 |
| 52 | 39.13 | Trimethylpyrazine | 390.7 ± 54.93 | 1029 ± 123.9 | 644.4 ± 72.31 | 897.8 ± 95.26 | 497.1 ± 36.64 |
| 53 | 40.03 | 2-(n-Propyl)pyrazine | 44.63 ± 7.261 | 80.94 ± 3.038 | 71.45 ± 10.83 | 105.7 ± 12.70 | 44.33 ± 3.517 |
| 54 | 40.84 | 2,6-Diethylpyrazine | 91.39 ± 13.22 | 1329 ± 27.96 | 274.7 ± 25.70 | 280.7 ± 28.03 | 233.4 ± 21.70 |
| 55 | 41.37 | 3-Ethyl-2,5-dimethylpyrazine | 413.5 ± 62.74 | 1329 ± 150.5 | 1086 ± 55.40 | 1079 ± 80.68 | 894.1 ± 66.24 |
| 56 | 41.96 | 2,3-Dimethylpirazine | - | 88.19 ± 7.728 | 77.43 ± 2.614 | 90.05 ± 15.41 | 53.59 ± 3.506 |
| 58 | 42.56 | 2-Methyl-5-propylpyrazine | - | - | 54.63 ± 0.121 | 86.75 ± 9.378 | 67.38 ± 4.048 |
| 61 | 44.02 | 2,3-Diethyl-5-methylpyrazine | 51.43 ± 6.440 | - | - | - | 112.7 ± 9.891 |
| 62 | 44.09 | 3,5-Diethyl-2-methylpyrazine | 77.78 ± 13.28 | 277.9 ± 35.88 | 571.2 ± 35.19 | 423.6 ± 31.38 | 290.9 ± 12.74 |
| 63 | 44.49 | 2-Ethenyl-6-methylpyrazine | - | 156.5 ± 18.49 | 107.1 ± 5.82 | 170.3 ± 32.77 | 66.40 ± 1.476 |
| 67 | 45.82 | 2-Methoxy-3-(2-methylpropyl)pyrazine | - | - | 258.5 ± 30.03 | 528.2 ± 48.95 | - |
| 74 | 50.07 | Isopropenylpyrazine | 40.46 ± 8.075 | 186.7 ± 20.50 | 79.01 ± 12.64 | 178.6 ± 20.04 | 83.51 ± 11.45 |
| 78 | 50.56 | 2-Acetylpyridine | - | - | - | 134.0 ± 19.05 | 69.45 ± 8.223 |
| 82 | 53.22 | 2-Acetyl-1-methylpyrrole | 253.6 ± 48.89 | 847.5 ± 99.88 | 534.5 ± 44.33 | 683.6 ± 21.41 | 337.4 ± 33.81 |
| 87 | 55.22 | 2-Acetyl-3-methylpyrazine | 63.38 ± 8.495 | 237.2 ± 35.77 | 136.8 ± 9.104 | 252.8 ± 24.67 | 114.8 ± 9.090 |
| 90 | 56.25 | 3-Methylpyrrole | 53.57 ± 7.528 | 204.2 ± 22.15 | 87.33 ± 12.65 | 213.9 ± 26.46 | - |
| 97 | 61.57 | 1-(2-Furanylmethyl)pyrrole | 403.7 ± 77.24 | 1615 ± 89.00 | 1291 ± 108.4 | 1462 ± 92.84 | 977.4 ± 83.77 |
| 103 | 67.99 | 2-Acetylpyrrole | 263.2 ± 52.03 | 803.2 ± 156.7 | 291.3 ± 36.40 | 837.9 ± 73.19 | 234.3 ± 37.07 |
| 107 | 70.52 | Pyrrole-2-carboxaldehyde | 304.7 ± 55.57 | 1081 ± 188.2 | 502.1 ± 76.74 | 1102 ± 44.02 | 483.3 ± 75.45 |
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| 17 | 21.41 | Methyl-2-butanoate | - | - | - | - | 15.76 ± 1.038 |
| 32 | 28.77 | Undecyl benzoate | - | - | 13.51 ± 1.205 | - | - |
| 36 | 30.00 | 3,3-Dimethylallyl acetate | - | 37.87 ± 2.202 | 46.03 ± 9.062 | 47.30 ± 1.309 | 32.02 ± 0.934 |
| 69 | 46.38 | 2-Furfuryl acetate | 3090 ± 497.2 | 7930 ± 144.8 | 6097 ± 737.2 | 8499 ± 633.6 | 4250 ± 270.1 |
| 72 | 49.57 | 2-Furfuryl propanoate | 205.4 ± 29.76 | 638.7. ± 22.90 | 438.7 ± 33.69 | 504.0 ± 55.12 | 328.2 ± 39.06 |
| 86 | 54.54 | Furfuryl 3-methylbutanoate | 89.78 ± 15.27 | 379.5 ± 46.98 | 198.8 ± 39.16 | 354.2 ± 23.96 | 224.8 ± 6.479 |
| 93 | 59.60 | Methyl-2-hydroxybenzoate | 40.45 ± 6.367 | 251.1 ± 38.54 | 121.0 ± 17.56 | 344.2 ± 40.12 | 133.9 ± 8.486 |
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| 18 | 22.06 | β-Terpinene | 28.99 ± 1.445 | 17.29 ± 2.617 | - | - | - |
| 21 | 23.74 | 3-Carene | 23.20 ± 3.721 | - | - | - | - |
| 23 | 24.43 | β-Myrcene | 26.69 ± 3.975 | 58.45 ± 9.665 | 37.32 ± 2.044 | 39.95 ± 5.829 | 38.64 ± 1.532 |
| 24 | 25.19 | α-Terpinene | 26.13 ± 3.925 | - | - | - | - |
| 28 | 26.80 | Limonene | 194.1 ± 25.74 | 200.0 ± 16.20 | 103.3 ± 9.771 | 106.9 ± 16.01 | 164.8 ± 9.548 |
| 34 | 29.65 | γ-Terpinene | 87.64 ± 11.33 | 54.32 ± 6.037 | - | - | - |
| 35 | 29.83 | β-cis-Ocimene | - | 68.74 ± 6.549 | 34.20 ± 1.713 | 34.79 ± 5.172 | 30.30 ± 3.454 |
| 39 | 31.30 | Cymene | 107.0 ± 17.59 | 51.05 ± 7.566 | - | - | - |
| 76 | 50.35 | Caryophyllene | 172.7 ± 33.19 | - | - | - | - |
| 92 | 59.16 | 2-Menthene | 40.14 ± 6.087 | 199.9 ± 21.73 | 78.83 ± 11.04 | 244.1 ± 15.15 | 62.24 ± 8.815 |
| 111 | 77.92 | Carvacrol | 96.52 ± 14.20 | 855.3 ± 124.3 | 653.5 ± 126.8 | 1393 ± 118.5 | 270.3 ± 32.90 |
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| 22 | 24.05 | 3-Methylphenol | - | 156.2 ± 17.66 | 126.1 ± 10.80 | 113.0 ± 1.997 | 66.73 ± 9.176 |
| 98 | 63.00 | Guaiacol | 263.7 ± 41.87 | 852.5 ± 118.3 | 457.4 ± 26.62 | 903.4 ± 83.59 | 441.3 ± 36.06 |
| 99 | 63.93 | 85.86 ± 15.10 | 222.8 ± 36.49 | 178.5 ± 9.106 | 231.5 ± 19.46 | 151.9 ± 17.41 | |
| 105 | 69.00 | 63.46 ± 5.820 | 141.5 ± 3.574 | 82.15 ± 3.970 | 167.8 ± 12.53 | 63.80 ± 9.344 | |
| 106 | 69.26 | Phenol | 119.9 ± 19.63 | 287.0 ± 28.80 | 142.9 ± 8.188 | 345.9 ± 32.88 | 117.3 ± 20.18 |
| 108 | 72.78 | 61.88 ± 5.393 | 164.9 ± 27.65 | 131.1 ± 20.10 | 281.9 ± 39.97 | 84.74 ± 12.16 | |
| 110 | 76.46 | 43.97 ± 0.994 | - | - | - | - | |
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| 12 | 19.65 | Dimethyldisulfide | - | 33.51 ± 5.493 | - | 47.00 ± 6.383 | 15.04 ± 0.262 |
| 14 | 20.67 | 2-Methylthiophene | - | 21.62 ± 0.893 | 21.65 ± 1.543 | - | 13.39 ± 0.668 |
| 102 | 66.71 | 2-Thiophenemethanol | 72.11 ± 10.73 | 266.0 ± 46.03 | - | - | - |
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| 42 | 33.30 | 3-Methylbenzyl alcohol | - | - | 15.21 ± 1.480 | - | - |
| 43 | 33.44 | 2-Heptanol | - | - | 49.17 ± 8.216 | 48.71 ± 5.321 | 40.74 ± 4.082 |
| 60 | 43.31 | 2-Ethyl-1-hexanol | 131.5 ± 24.21 | 129.0 ± 24.51 | 95.27 ± 4.130 | - | - |
| 70 | 46.98 | 1-Octanol | - | - | 80.54 ± 12.42 | - | - |
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| 83 | 53.51 | 3-Methylbutanoic acid | 418.9 ± 48.21 | 437.0 ± 77.70 | - | 297.7 ± 46.61 | 95.85 ± 16.71 |
| 94 | 59.90 | (Pyrrol-3-yl) acetic acid | - | 182.2 ± 15.59 | 93.53 ± 9.126 | 276.5 ± 45.85 | 115.9 ± 7.289 |
| 95 | 60.13 | 3-Methyl-2-butenoic acid | 59.71 ± 5.449 | 105.8 ± 9.025 | - | 132.0 ± 11.38 | 73.68 ± 11.98 |
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| 7 | 13.49 | 2,2,4,6,6-Pentamethylheptane | 15.3 ± 1.552 | - | - | - | - |
| 9 | 15.30 | Decane | 31.96 ± 3.145 | 16.74 ± 1.903 | 8.31 ± 0.4633 | - | - |
| 16 | 21.14 | 2,3,6-Trimethyl-1,5-heptadiene | - | 28.64 ± 3.653 | 21.54 ± 2.496 | - | 19.32 ± 2.044 |
| 20 | 23.52 | 20.14 ± 2.173 | - | - | - | - | |
| 26 | 26.14 | Dodecane | 53.13 ± 4.700 | 127.3 ± 14.52 | 64.57 ± 6.056 | 62.26 ± 12.11 | - |
| 27 | 26.33 | Trimethyloxazole | 25.72 ± 4.273 | 39.29 ± 2.386 | 43.27 ± 7.174 | - | 47.78 ± 5.174 |
| 37 | 30.61 | Styrene | - | 53.67 ± 0.409 | 33.55 ± 3.740 | 31.48 ± 1.251 | 32.17 ± 3.835 |
| 40 | 31.71 | 2,7-Dimethyloxepine | - | 58.62 ± 7.032 | 31.20 ± 1.046 | - | - |
| 41 | 32.34 | 3-Methylanisole | - | 252.9 ± 20.84 | 133.1 ± 3.533 | 111.7 ± 16.03 | 81.05 ± 5.853 |
| 79 | 51.04 | 1-Acetyl-2-methylcyclopentene | 108.3 ± 18.89 | 327.0 ± 48.98 | 164.3 ± 21.58 | 265.4 ± 28.01 | 136.5 ± 12.05 |
| 91 | 57.86 | Cyclopentene | 45.19 ± 4.663 | - | - | - | - |
RT: retention time; -: Not detected.
Figure 3Relative concentration (µg/L) of the volatile organic metabolites identified grouped by major (a) and minor (b) chemical families for the spent coffee grounds. Different superscript letters in the same chemical family indicate significant differences (p < 0.05) among spent coffee grounds from different geographical origins.
Potential properties of some important volatile organic metabolites (VOMs) identified in spent coffee grounds SCGs analyzed in this study.
| VOMs | Antidiabetic | Anti-inflammatory | Antimicrobial | Antioxidant | Antiproliferative | Antitumor | Cytotoxic | Flavors | References |
|---|---|---|---|---|---|---|---|---|---|
| Furfural | x | x | x | [ | |||||
| 5-Methylfurfural | x | x | x | ||||||
| 2-Furanmethanol | x | x | x | ||||||
| 2-Ethyl-6-methyl-pyrazine | x | ||||||||
| 3-Ethyl-2,5-dimethylpyrazine | x | ||||||||
| Pyrrole-2-carboxaldehyde | x | ||||||||
| Hexanal | x | ||||||||
| β-Myrcene | x | x | x | ||||||
| Limonene | x | x | x | x | x | x | x | ||
| Carvacrol | x | x | x | x | x | x | |||
| Menthene | x | x | x | ||||||
| Dimethyl disulfide | x | ||||||||
| Guaiacol | x | x |
Figure 4PCA of the volatile fingerprint of spent coffee grounds from different geographical origin. (a) PC1 × PC2 score scatter plot and (b) loading weight plot (attribution of the peak number is shown in Table 1).
Figure 5PLS-DA of the volatile fingerprint of spent coffee grounds from different geographical origins (a) score scatter plot, and (b) VIP scores and (c) hierarchical cluster analysis (HCA). (Attribution of the peak number is shown in Table 1).
Figure 6(a) 10-fold cross-validation performance and (b) model validation by permutation test based on 1000 permutations of VOCs obtained by GC-MS of spent coffee grounds samples (* means best Q2 value).