| Literature DB >> 28974014 |
Katarzyna Pielech-Przybylska1, Maria Balcerek2, Agnieszka Nowak3, Maciej Wojtczak4, Agata Czyżowska5, Urszula Dziekońska-Kubczak6, Piotr Patelski7.
Abstract
The aim of this study was to evaluate the influence of different starch liberation and saccharification methods on microbiological contamination of distillery mashes. Moreover, the effect of hop α-acid preparation for protection against microbial infections was assessed. The quality of agricultural distillates was also evaluated. When applying the pressureless liberation of starch (PLS) and malt as a source of amylolytic enzymes, the lactic acid bacteria count in the mashes increased several times during fermentation. The mashes obtained using the pressure-thermal method and malt enzymes revealed a similar pattern. Samples prepared using cereal malt exhibited higher concentrations of lactic and acetic acids, as compared to mashes prepared using enzymes of microbial origin. The use of hop α-acids led to the reduction of bacterial contamination in all tested mashes. As a result, fermentation of both mashes prepared with microbial origin enzyme preparations and with barley malt resulted in satisfactory efficiency and distillates with low concentrations of aldehydes.Entities:
Keywords: agricultural distillate; ethanol fermentation; hop α-acids; malt; starch liberation
Mesh:
Substances:
Year: 2017 PMID: 28974014 PMCID: PMC6151438 DOI: 10.3390/molecules22101647
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
The chemical composition of raw materials.
| Components | Content | |
|---|---|---|
| Barley Variety Karakan | Barley Munich Malt Type 2 | |
| Moisture (g/kg) | 113.20 ± 3.61b | 43.40 ± 1.42a |
| Reducing sugars (g/kg) | 71.70 ± 2.40a | 184.30 ± 8.43b |
| Total sugars (g/kg) | 682.71 ± 28.42a | 736.07 ± 25.51a |
| Starch (g/kg) | 549.90 ± 17.71a | 496.52 ± 15.20a |
| Protein (g/kg d.w.) | 97.04 ± 5.13a | 95.60 ± 3.33a |
Different lower case letters in rows designate statistically significant differences (p < 0.05) between means (ANOVA, at a significance level of 0.05). d.w.—dry weight
Chemical composition of sweet mashes.
| Method of Starch | Source of Amylolytic Enzymes | Extract (g/kg) | pH | Sugars (g/L) | Total Sugars | Acids (g/L) | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| Glucose | Maltose | Maltotriose | Dextrins | Lactic Acid | Acetic Acid | |||||
| PLS | Barley Munich malt type 2 | 190.64 ± 9.51b | 4.8 ± 0.1a | 4.06 ± 0.14a | 31.26 ± 1.17c | 4.88 ± 0.18a | 91.12 ± 2.83b | 164.70 ± 6.29b | 0.04 ± 0.00a | 0.08 ± 0.00b |
| Termamyl S.C. SanExtra | 172.18 ± 7.25a | 4.8 ± 0.1a | 7.64 ± 0.26b | 16.25 ± 0.61b | 20.44 ± 0.72c | 102.84 ± 3.19c | 152.20 ± 3.97a | ND | 0.04 ± 0.00a | |
| Pressure-thermal | Barley Munich malt type 2 | 191.19 ± 11.05b | 4.8 ± 0.1a | 10.88 ± 0.37c | 41.23 ± 1.54d | 7.96 ± 0.29b | 66.13 ± 2.05a | 162.70 ± 4.90b | 0.05 ± 0.00a | 0.12 ± 0.00b |
| Termamyl S.C. SanExtra | 175.89 ± 10.08a | 4.8 ± 0.1a | 35.14 ± 1.20d | 9.68 ± 0.31a | 21.22 ± 0.76c | 87.18 ± 2.82b | 150.40 ± 3.69a | ND | 0.16 ± 0.00c | |
Different lower case letters in columns designate statistically significant differences (p < 0.05) between fermentation trials (Tukey’s test, at a significance level of 0.05). ND—not detected.
Chemical composition of fermented mashes.
| Method of Starch Liberation | Source of Amylolytic Enzymes/Addition of Hop α-Acids | Extract | pH | Sugars (g/L) | Total Sugars (Glucose) | Acids (g/L) | Ethyl | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Glucose | Maltose | Maltotriose | Dextrins | Lactic Acid | Acetic Acid | ||||||
| PLS | Barley Munich malt type 2/− | 42.10 ± 1.25f | 3.4 ± 0.0a | 0.62 ± 0.02f | 3.20 ± 0.12c | 12.17 ± 0.44e | 5.49 ± 0.17b | 28.80 ± 0.49ef | 7.10 ± 0.21d | 0.62 ± 0.01e | 53.30 ± 1.82a |
| Barley Munich malt type 2/+ | 29.41 ± 1.09d | 4.1 ± 0.1d | 0.42 ± 0.01e | 3.04 ± 0.11c | 4.80 ± 0.18c | 2.97 ± 0.09a | 9.50 ± 0.36b | 0.26 ± 0.01ab | 0.22 ± 0.01bc | 66.40 ± 2.43d | |
| Termamyl S.C. SanExtra/− | 34.64 ± 1.12e | 3.5 ± 0.1a | 0.04 ± 0.00a | 0.38 ± 0.01b | 1.00 ± 0.04b | 9.48 ± 0.29d | 21.30 ± 0.31cd | 0.43 ± 0.01b | 0.24 ± 0.01c | 59.18 ± 2.19bc | |
| Termamyl S.C. SanExtra/+ | 31.05 ± 0.97d | 3.6 ± 0.1a | 0.04 ± 0.00a | 0.40 ± 0.01b | 0.96 ± 0.03b | 9.99 ± 0.31d | 12.10 ± 0.46de | 0.19 ± 0.01ab | 0.18 ± 0.00b | 63.28 ± 2.36c | |
| Pressure-thermal | Barley Munich malt type 2/− | 22.34 ± 0.86c | 3.3 ± 0.1a | 0.08 ± 0.00b | 0.18 ± 0.01a | 6.34 ± 0.23d | 11.95 ± 0.37e | 17.30 ± 0.52e | 9.58 ± 0.25e | 1.72 ± 0.05f | 57.72 ± 1.63ab |
| Barley Munich malt type 2/+ | 14.16 ± 0.54b | 3.9 ± 0.1c | 0.09 ± 0.00b | 0.16 ± 0.01a | 5.10 ± 0.18c | 6.49 ± 0.20c | 7.60 ± 0.25a | 1.56 ± 0.05c | 0.34 ± 0.01d | 66.60 ± 2.94d | |
| Termamyl S.C. SanExtra/− | 23.52 ± 1.04c | 3.7 ± 0.1bc | 0.24 ± 0.01d | 0.16 ± 0.01a | 0.28 ± 0.01a | 14.54 ± 0.45e | 16.70 ± 0.41c | 0.16 ± 0.00ab | 0.19 ± 0.01bc | 59.26 ± 2.53bc | |
| Termamyl S.C. SanExtra/+ | 12.37 ± 0.75a | 3.8 ± 0.1bc | 0.19 ± 0.01c | 0.12 ± 0.00a | 0.22 ± 0.01a | 5.83 ± 0.18bc | 6.90 ± 0.22a | 0.04 ± 0.00a | 0.12 ± 0.00a | 66.71 ± 2.27d | |
Different lower case letters in columns designate statistically significant differences (p < 0.05) between fermentation trials (Tukey’s test, at a significance level of 0.05). * + (with addition of hop α-acids); − (without addition of hop α-acids).
Microbiological analysis of mashes.
| Method | Source of Amylolytic Enzymes/Addition of Hop α-Acids (+ or − *) | Time of Fermentation | Yeast (Y) Count | Lactic Acid Bacteria (LAB) Count | Total Mesophilic Bacteria (TMB) Count |
|---|---|---|---|---|---|
| PLS | Barley Munich malt type 2/− | 0 | 6.85 ± 0.44Ca | 2.00 ± 0.10Ab | 2.72 ± 0.15Ac |
| 24 | 8.41 ± 0.40Da | 8.12 ± 0.46Be | 7.47 ± 0.32Bd | ||
| 48 | 4.18 ± 0.35Ba | 7.82 ± 0.62Bf | 7.32 ± 0.58Bc | ||
| 72 | 2.54 ± 0.25Aa | 7.08 ± 0.63Bc | 7.11 ± 0.63Bc | ||
| Barley Munich malt type 2/+ | 0 | 6.85 ± 0.44Aa | 2.00 ± 0.10Ab | 2.72 ± 0.15Ac | |
| 24 | 8.32 ± 0.41Ba | 3.08 ± 0.15Bc | 2.61 ± 0.22Aa | ||
| 48 | 8.08 ± 0.34Bb | 3.61 ± 0.30Be | 3.85 ± 0.30Bb | ||
| 72 | 8.40 ± 0.25Bd | 3.34 ± 0.33Bc | 3.54 ± 0.31Bb | ||
| Termamyl S.C.; SanExtra/− | 0 | 6.85 ± 0.44Aa | 1.00 ± 0.04Aa | 1.18 ± 0.06Ab | |
| 24 | 8.04 ± 0.90Aa | 3.85 ± 0.22Bd | 4.11 ± 0.22Bb | ||
| 48 | 8.62 ± 0.36Bb | 3.30 ± 0.27Be | 4.26 ± 0.34Bbc | ||
| 72 | 8.98 ± 0.82Bd | 3.04 ± 0.30Bc | 3.58 ± 0.31Bb | ||
| Termamyl S.C.; SanExtra/+ | 0 | 6.85 ± 0.44Aa | 1.00 ± 0.04Aa | 1.18 ± 0.06Ab | |
| 24 | 8.18 ± 0.27Ba | 1.78 ± 0.11Bb | 2.30 ± 0.13Ca | ||
| 48 | 7.95 ± 0.25Bb | <1.00Aa | 1.48 ± 0.11Ba | ||
| 72 | 8.28 ± 0.34Bd | <1.00Aa | 1.30 ± 0.11ABa | ||
| Pressure-thermal | Barley Munich malt type 2/− | 0 | 6.85 ± 0.44Aa | 2.00 ± 0.12Ab | 2.46 ± 0.12Ac |
| 24 | 8.53 ± 0.70Ba | 4.34 ± 0.26Bd | 5.11 ± 0.26Bc | ||
| 48 | 7.46 ± 0.52ABb | 6.63 ± 0.55Cf | 6.71 ± 0.53Cd | ||
| 72 | 6.15 ± 0.47Abc | 7.18 ± 0.71Cd | 7.87 ± 0.69Cc | ||
| Barley Munich malt type 2/+ | 0 | 6.85 ± 0.44Aa | 2.00 ± 0.12Cb | 2.46 ± 0.12Cc | |
| 24 | 8.56 ± 0.47Ba | 1.12 ± 0.05Ba | 2.15 ± 0.12BCa | ||
| 48 | 8.62 ± 0.40Bb | 1.48 ± 0.12Bbc | 1.90 ± 0.15ABa | ||
| 72 | 8.48 ± 0.42Bd | <1.00Aa | 1.70 ± 0.15ABa | ||
| Termamyl S.C.; SanExtra/− | 0 | 6.85 ± 0.40Aa | <1.00Aa | <1.00Aa | |
| 24 | 7.20 ± 0.27Aa | 1.00 ± 0.05Aa | 4.40 ± 0.24Cb | ||
| 48 | 8.18 ± 0.27Bb | 2.40 ± 0.20Bd | 3.32 ± 0.21Bb | ||
| 72 | 7.95 ± 0.37Bcd | 3.18 ± 0.31Cc | 3.30 ± 0.29Bb | ||
| Termamyl S.C.; SanExtra/+ | 0 | 6.85 ± 0.49Aa | <1.00Aa | <1.00Aa | |
| 24 | 8.43 ± 0.20Ba | <1.00Aa | 2.11 ± 0.13Ca | ||
| 48 | 8.34 ± 0.19Bb | 1.30 ± 0.11Bb | 1.85 ± 0.15BCa | ||
| 72 | 8.04 ± 0.22Bcd | 1.18 ± 0.12Bb | 1.60 ± 0.13Ba |
Different capital letters in columns for each fermentation variant designate statistically significant differences (p < 0.05) between means (Tukey’s test, at a significance level of 0.05). Different lower case letters in columns designate statistically significant differences (p < 0.05) between fermentation variants at the same time (Tukey’s test, at a significance level of 0.05). * + (with addition of hop α-acids); − (without addition of hop α-acids).
Ethanol fermentation factors.
| Method of Starch Liberation | Source of Amylolytic Enzymes/Addition of Hop α-Acids (+ or − *) | Intake of Total Sugars (%) | Fermentation Efficiency (% of Theoretical) |
|---|---|---|---|
| PLS | Barley Munich malt type 2/− | 92.23 ± 2.77a | 63.32 ± 2.16a |
| Barley Munich malt type 2/+ | 94.23 ± 2.84a | 78.88 ± 2.69bc | |
| Termamyl S.C.; SanExtra/− | 92.58 ± 3.21a | 76.08 ± 2.59bc | |
| Termamyl S.C.; SanExtra/+ | 92.05 ± 3.78a | 81.35 ± 2.77d | |
| Pressure-thermal | Barley Munich malt type 2/− | 91.58 ± 3.29a | 69.41 ± 2.37a |
| Barley Munich malt type 2/+ | 95.33 ± 4.21a | 80.09 ± 3.53cd | |
| Termamyl S.C.; SanExtra/− | 93.07 ± 3.45a | 75.09 ± 3.20bc | |
| Termamyl S.C.; SanExtra/+ | 95.53 ± 3.21a | 84.53 ± 2.88d |
Different lower case letters in columns designate statistically significant differences (p < 0.05) between fermentation variants (Tukey’s test, at a significance level of 0.05). * + (with addition of hop α-acids); − (without addition of hop α-acids).
Results of discriminant function analysis.
| Variable | Microorganisms log (cfu/mL) | Significance of the Model and Discrimination | Wilks’ Lambda * | Wilks’ Part. * | F = 1.92 * | |
|---|---|---|---|---|---|---|
| Method of starch liberation | Y | Wilks’ Lambda: 0.89085 | 0.900 | 0.990 | 0.902 | 0.345 |
| LAB | ||||||
| TMB | ||||||
| Source of amylolytic enzyme | Y | Wilks’ Lambda: 0.01323 | ||||
| LAB | ||||||
| TMB | ||||||
| Time of fermentation | Y | Wilks’ Lambda: 0.525 | ||||
| LAB | 0.532 | 0.988 | 0.374 | 0.772 | ||
| TMB | ||||||
| Method of starch liberation × Source of amylolytic enzymes | Y | Wilks’ Lambda: 0.21241 | ||||
| LAB | ||||||
| TMB | ||||||
| Method of starch liberation × Time of fermentation | Y | Wilks’ Lambda: 0.31851 | ||||
| LAB | ||||||
| TMB | ||||||
| Source of amylolytic enzymes × Time of fermentation | Y | Wilks’ Lambda: 0.01323 | ||||
| LAB | ||||||
| TMB | ||||||
| Method of starch liberation × Source of amylolytic enzymes × Time of fermentation | Y | Wilks’ Lambda: 0.00001 | ||||
| LAB | ||||||
| TMB |
Y—yeast; LAB—lactic acid bacteria; TMB—total mesophilic bacteria. * The values of the discriminant function in bold are statistically significant.
Chemical composition of the obtained distillates.
| Volatile Compounds | Method of Starch Liberation & Source of Enzymes | |||||||
|---|---|---|---|---|---|---|---|---|
| PLS | Pressure-thermal | |||||||
| Enzymes: Munich Malt Type 2 | Enzymes: Munich Malt Type 2 with Addition of Hop α-Acids | Enzymes: Termamyl S.C.; SanExtra | Enzymes: Termamyl S.C.; SanExtra | Enzymes: Munich Malt Type 2 | Enzymes: Munich Malt Type 2 | Enzymes: Termamyl S.C.; SanExtra | Enzymes: Termamyl S.C.; SanExtra | |
| CARBONYL COMPOUNDS | (mg/L of absolute alcohol) | |||||||
| Acetaldehyde | 34.247 ± 0.982e | 12.842 ± 0.357b | 41.952 ± 1.187f | 34.247 ± 0.997e | 17.123 ± 0.511c | 10.098 ± 0.239a | 29.966 ± 0.758d | 15.103 ± 0.444bc |
| Furfural | 225.807 ± 6.475e | 79.700 ± 2.213b | 43.532 ± 1.231a | 49.774 ± 1.448a | 271.249 ± 8.090f | 120.366 ± 2.851d | 95.501 ± 2.416c | 50.400 ± 1.482a |
| Isobutyraldehyde | 4.214 ± 0.121d | 2.536 ± 0.070b | 3.567 ± 0.101c | 1.866 ± 0.054a | 6.233 ± 0.186f | 2.107 ± 0.050a | 5.611 ± 0.142e | 1.754 ± 0.052a |
| Isovaleraldehyde | 14.632 ± 0.420c | 10.302 ± 0.286b | ND | ND | 61.866 ± 1.845e | 40.214 ± 0.952d | ND | ND |
| 2-Methylbutyraldehyde | 5.348 ± 0.153c | 3.268 ± 0.091b | 8.211 ± 0.232d | 5.765 ± 0.168c | 21.898 ± 0.653f | 9.412 ± 0.223e | 3.416 ± 0.086b | 1.997 ± 0.059a |
| Phenylacetaldehyde | 6.766 ± 0.194 | 3.819 ± 0.106b | ND | ND | 11.322 ± 0.338e | 7.895 ± 0.187d | ND | ND |
| 2,3-Butanedione | 8.416 ± 0.241c | 6.188 ± 0.172ab | 53.537 ± 1.514e | 40.783 ± 1.187d | 6.722 ± 0.200ab | 3.455 ± 0.082a | 64.029 ± 1.620f | 30.841 ± 0.907c |
| ACETALS | (mg/L of absolute alcohol) | |||||||
| Acetaldehyde diethyl acetal | 70.334 ± 2.017a | 63.823 ± 1.772a | 214.836 ± 6.077e | 176.780 ± 5.145d | 112.472 ± 3.355b | 101.720 ± 2.409b | 154.424 ± 3.907c | 109.086 ± 3.207b |
| Isobutyraldehyde diethyl acetal | 1.872 ± 0.054e | 0.917 ± 0.025b | 3.487 ± 0.099d | 3.494 ± 0.102d | 6.153 ± 0.184f | 1.296 ± 0.031c | ND | ND |
| Isovaleraldehyde diethyl acetal | 4.276 ± 0.123b | 4.233 ± 0.118b | ND | ND | 9.915 ± 0.296c | ND | ND | ND |
| ESTERS | (mg/L of absolute alcohol) | |||||||
| Ethyl acetate | 502.371 ± 14.405c | 498.964 ± 13.854c | 282.430 ± 7.989a | 306.258 ± 8.913a | 953.045 ± 28.425d | 962.153 ± 22.787d | 417.976 ± 10.576b | 410.906 ± 12.080b |
| Isoamyl acetate | 3.448 ± 0.099e | 3.792 ± 0.105d | 3.618 ± 0.102c | 3.822 ± 0.111c | 2.983 ± 0.089c | 2.912 ± 0.069b | 2.811 ± 0.071b | 2.735 ± 0.080a |
| Ethyl hexanoate | 2.916 ± 0.084b | 3.038 ± 0.084b | 2.234 ± 0.063a | 1.977 ± 0.058a | 2.035 ± 0.061a | 1.989 ± 0.047a | 6.205 ± 0.157d | 5.289 ± 0.155c |
| Ethyl octanoate | 11.512 ± 0.330d | 10.616 ± 0.295b | 8.393 ± 0.237c | 7.627 ± 0.222b | 7.907 ± 0.236a | 6.746 ± 0.160a | 6.349 ± 0.161b | 5.103 ± 0.150b |
| Ethyl decanoate | 1.708 ± 0.049b | 1.725 ± 0.048b | 1.399 ± 0.040a | 1.356 ± 0.039a | 2.022 ± 0.060c | 1.921 ± 0.045c | 1.334 ± 0.034a | 1.256 ± 0.037a |
| Ethyl hexadecanoate | 8.642 ± 0.248d | 3.669 ± 0.102b | 6.202 ± 0.175c | 3.909 ± 0.114b | 1.179 ± 0.035a | 1.202 ± 0.028a | 3.535 ± 0.089b | 3.518 ± 0.103b |
| 2-Phenylethyl isobutyrate | 2.178 ± 0.062d | 2.055 ± 0.057d | 1.527 ± 0.043b | 1.481 ± 0.043b | 2.044 ± 0.061d | 1.879 ± 0.045c | 1.153 ± 0.029a | 1.088 ± 0.032a |
| Ethyl 2-hydroxypropanoate | 96.540 ± 2.768c | ND | ND | ND | 140.889 ± 4.202d | ND | 4.028 ± 0.102b | ND |
| ALCOHOLS | (mg/L of absolute alcohol) | |||||||
| 1-Propanol | 1065.428 ± 30.551b | 1416.376 ± 39.326c | 674.938 ± 19.093a | 589.248 ± 17.148a | 10,536.890 ± 314.267d | 10,521.101 ± 249.172d | 1648.119 ± 41.702c | 1625.719 ± 47.792c |
| 2-Methyl-1-propanol | 5287.157 ± 151.606b | 5626.924 ± 156.231b | 10,590.344 ± 299.582d | 10,111.506 ± 294.259d | 3220.649 ± 96.057a | 3204.551 ± 75.894a | 7071.816 ± 178.935c | 7013.669 ± 206.185c |
| 1-Butanol | 34.869 ± 1.000c | 39.943 ± 1.109d | 15.869 ± 0.449b | 12.614 ± 0.367a | 30.819 ± 0.919b | 30.623 ± 0.725b | 36.664 ± 0.928c | 36.702 ± 1.079c |
| 3-Methylbutanol | 6936.398 ± 198.897b | 7324.607 ± 203.367b | 12,883.438 ± 364.449d | 13,562.804 ± 394.696d | 4980.179 ± 148.536a | 4892.402 ± 115.867a | 11,712.660 ± 296.361c | 11,710.791 ± 344.270c |
| 2-Methylbutanol | 3398.718 ± 97.456b | 3634.696 ± 100.917b | 5058.071 ± 143.084c | 5199.437 ± 151.311c | 1926.010 ± 57.444a | 1900.361 ± 45.006a | 4969.325 ± 125.737c | 4971.144 ± 146.140c |
| 2-Phenylethanol | 803.119 ± 23.029b | 941.135 ± 26.131b | 2603.190 ± 73.640d | 2629.700 ± 76.528d | 266.199 ± 7.939a | 262.343 ± 6.213a | 1150.156 ± 29.102c | 1117.587 ± 32.854c |
| Methanol | 57.906 ± 1.660b | 55.679 ± 1.546b | 35.635 ± 1.008a | 33.408 ± 0.972a | 80.178 ± 2.391d | 80.185 ± 1.899d | 73.497 ± 1.860c | 73.483 ± 2.160c |
Different lower case letters in rows designate statistically significant differences (p < 0.05) between means (Tukey’s test, at a significance level of 0.05). ND—not detected.
Factor loadings of main four principal components for normalized varimax rotation.
| PCA Factor | Own Value | % of Variance | The Cumulated Own Value | Cumulative % |
|---|---|---|---|---|
| PCA1 | 13.50 | 53.99 | 13.50 | 53.99 |
| PCA2 | 4.89 | 19.56 | 18.39 | 73.56 |
| PCA3 | 3.14 | 12.57 | 21.53 | 86.13 |
| PCA4 | 2.35 | 9.40 | 23.88 | 95.53 |
Values of the charge factors >0.6.
| Compound | PCA1 | PCA2 | PCA3 | PCA4 |
|---|---|---|---|---|
| Acetaldehyde | 0.319 | −0.501 | 0.248 | |
| Furfural | 0.545 | −0.068 | −0.034 | |
| Isobutyraldehyde | −0.083 | −0.150 | 0.063 | |
| Isovaleraldehyde | 0.210 | 0.415 | 0.513 | |
| 2-Methylbutyraldehyde | 0.370 | 0.486 | 0.371 | |
| Phenylacetaldehyde | 0.096 | 0.134 | 0.519 | |
| 2,3-Butanedione | −0.001 | 0.085 | −0.035 | |
| Acetaldehyde diethyl acetal | 0.544 | 0.182 | 0.009 | |
| Isobutyraldehyde diethyl acetal | 0.131 | 0.035 | 0.596 | |
| Isovaleraldehyde diethyl acetal | 0.547 | 0.057 | −0.105 | |
| Ethyl acetate | 0.041 | 0.519 | 0.317 | |
| Isoamyl acetate | −0.002 | 0.547 | −0.230 | |
| Ethyl hexanoate | −0.493 | 0.176 | −0.041 | |
| Ethyl octanoate | 0.400 | 0.101 | 0.202 | |
| Ethyl decanoate | 0.178 | 0.101 | 0.377 | |
| Ethyl hexadecanoate | −0.305 | −0.099 | 0.081 | |
| 2-Phenylethyl isobutyrate | 0.225 | −0.419 | 0.299 | |
| Ethyl 2-hydroxypropionate | 0.386 | 0.042 | −0.098 | |
| 1-Propanol | 0.183 | 0.306 | ||
| 2-Methyl−1-propanol | 0.343 | −0.301 | −0.300 | |
| 1-Butanol | 0.420 | 0.033 | 0.079 | |
| 3-Methylbutanol | 0.113 | −0.107 | −0.307 | |
| 2-Methylbutanol | −0.071 | −0.254 | −0.331 | |
| 2-Phenylethanol | 0.507 | −0.316 | −0.292 | |
| Methanol | 0.439 | −0.575 | 0.272 |
The PCA1, PCA2, PCA3, and PCA4 variables are marked in bold.
Descriptive statistics for determined volatile compounds grouped into principal component analysis (PCA) factors.
| Dimension | Compound | Mean | Median | Minimum | Maximum | Standard Deviation |
|---|---|---|---|---|---|---|
| PCA1 | Acetaldehyde | 24.45 | 23.54 | 10.10 | 41.95 | 12.01 |
| Isovaleraldehyde | 15.88 | 5.15 | 0.00 | 61.87 | 23.14 | |
| Phenylacetaldehyde | 3.73 | 1.91 | 0.00 | 11.32 | 4.47 | |
| 2,3-Butanedione | 26.75 | 19.63 | 3.46 | 64.03 | 23.98 | |
| Acetaldehyde diethyl acetal | 125.43 | 110.78 | 63.82 | 214.84 | 52.51 | |
| Ethyl acetate | 541.76 | 458.47 | 282.43 | 962.15 | 268.44 | |
| Ethyl decanoate | 1.59 | 1.55 | 1.26 | 2.02 | 0.29 | |
| 2-Phenylethyl isobutyrate | 1.68 | 1.70 | 1.09 | 2.18 | 0.42 | |
| 1-Propanol | 3509.73 | 1521.05 | 589.25 | 10,536.89 | 4350.33 | |
| 2-Methyl-1-propanol | 6515.83 | 6320.30 | 3204.55 | 10,590.34 | 2782.86 | |
| 3-Methylbutanol | 9250.41 | 9517.70 | 4892.40 | 13,562.80 | 3589.71 | |
| 2-Methylbutanol | 3882.22 | 4302.01 | 1900.36 | 5199.44 | 1390.52 | |
| 2-Phenylethanol | 1221.68 | 1029.36 | 262.34 | 2629.70 | 925.37 | |
| PCA2 | Isobutyraldehyde diethyl acetal | 2.15 | 1.58 | 0.00 | 6.15 | 2.11 |
| Ethyl hexanoate | 3.21 | 2.58 | 1.98 | 6.21 | 1.64 | |
| 1-Butanol | 29.76 | 32.84 | 12.61 | 39.94 | 10.10 | |
| PCA3 | Isoamyl acetate | 3.27 | 3.22 | 2.74 | 3.82 | 0.45 |
| Ethyl octanoate | 8.03 | 7.77 | 5.10 | 11.51 | 2.14 | |
| Ethyl hexadecanoate | 3.98 | 3.60 | 1.18 | 8.64 | 2.47 | |
| Methanol | 61.25 | 65.69 | 33.41 | 80.19 | 18.86 | |
| PCA4 | Furfural | 117.04 | 87.60 | 43.53 | 271.25 | 86.06 |
| Isobutyraldehyde | 3.49 | 3.05 | 1.75 | 6.23 | 1.73 | |
| 2-Methylbutyraldehyde | 7.41 | 5.56 | 2.00 | 21.90 | 6.37 | |
| Isovaleraldehyde diethyl acetal | 2.30 | 0.00 | 0.00 | 9.92 | 3.63 | |
| Ethyl 2-hydroxypropionate | 30.18 | 0.00 | 0.00 | 140.89 | 55.93 |
Squared cosines of the observations.
| Method of Starch Liberation & Saccharification | PCA1 | PCA2 | PCA3 | PCA4 |
|---|---|---|---|---|
| PLS (source of enzymes—malt) | 0.146 | 0.176 | 0.163 | |
| PLS (source of enzymes—malt) | 0.047 | 0.001 | 0.097 | |
| PLS (source of enzymes—enzyme preparations) | 0.264 | 0.052 | 0.000 | |
| PLS (source of enzymes—enzyme preparations) | 0.198 | 0.033 | 0.080 | |
| Thermal-pressure (source of enzymes—malt) | 0.035 | 0.096 | 0.021 | |
| Thermal-pressure (source of enzymes—malt) | 0.127 | 0.012 | 0.247 | |
| Thermal-pressure (source of enzymes—enzyme preparations) | 0.308 | 0.039 | 0.260 | |
| Thermal-pressure (source of enzymes—enzyme preparations) | 0.273 | 0.000 | 0.000 |
Values in bold correspond for each observation to the factor for which the squared cosine is the largest.