| Literature DB >> 35465106 |
Tabu Mungia Magollah1, Ji-Yeun Go1, Hyo-Lim Kim1, Su-Yeon Park1, Seo-Yeon Kwon1, Ji-Hyo Lee1, Ji-Young Yang1, Yang-Bong Lee1.
Abstract
Ethyl carbamate (EC) has been identified as a possible human carcinogen belonging to Group 2A. EC is naturally formed during the fermentation and storage of alcoholic drinks and fermented foods. When ingested in large amounts, EC can cause various health problems, such as gastroenteric hemorrhage, vomiting, and cancer. In this study, optimization of EC formation from cyanate was examined using response surface methodology (RSM), a central composite design that includes variables such as alcohol concentration (10, 15, 20, 25, and 30%), pH (2.5, 3.0, 3.5, 4.0, and 4.5), storage temperature (5, 10, 15, 20, and 25°C), and storage duration (2, 4, 6, 8, and 10 days). EC content was determined using gas chromatography with flame ionization detection and the results were optimized using RSM. EC formation from cyanate degradation was found to increase with storage duration and temperature, acidity, and alcohol concentration. Cy-anate degradation was associated with the formation of EC. Approximately 83.1±0.1% of cyanate was degraded to 538±9 μM of EC. However, not all of the cyanate reacted with ethanol during fermentation to form EC. This study aimed to develop the ideal conditions for EC analysis to reduce EC production in alcoholic drinks and fermented foods.Entities:
Keywords: alcoholic drinks; cyanate; ethyl carbamate; model system; response surface methodology
Year: 2022 PMID: 35465106 PMCID: PMC9007705 DOI: 10.3746/pnf.2022.27.1.127
Source DB: PubMed Journal: Prev Nutr Food Sci ISSN: 2287-1098
Cooled levels of independent factors in the response surface methodology
| Factor | Level | ||||
|---|---|---|---|---|---|
|
| |||||
| −2 | −1 | 0 | +1 | +2 | |
| Alcohol concentration (%) | 10 | 15 | 20 | 25 | 30 |
| Storage temperature (°C) | 5 | 10 | 15 | 20 | 25 |
| Storage duration (d) | 2 | 4 | 6 | 8 | 10 |
| pH | 2.5 | 3 | 3.5 | 4 | 4.5 |
Experimental values for the four variables of the central composite design and their responses in terms of cyanate degradation and ethyl carbamate (EC) formation
| Run | Factor 1 | Factor 2 | Factor 3 | Factor 4 | Response 1 | Response 2 | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
|
|
| ||||||||||
| Cyanate (%) | EC (mM) | ||||||||||
| 1 | 20 | 3.5 | 5 | 6 | 66.1±0.1 | 389±8 | |||||
| 2 | 20 | 205 | 15 | 6 | 77.7±0.2 | 503±9 | |||||
| 3 | 25 | 4 | 10 | 4 | 63.9±0.3 | 414±4 | |||||
| 4 | 25 | 3 | 10 | 8 | 71.9±0.4 | 465±3 | |||||
| 5 | 25 | 4 | 20 | 4 | 72.2±0.1 | 467±9 | |||||
| 6 | 10 | 3.5 | 15 | 6 | 62.7±0.1 | 406±5 | |||||
| 7 | 25 | 3 | 10 | 4 | 66.9±0.3 | 433±9 | |||||
| 8 | 30 | 3.5 | 15 | 6 | 81.3±0.3 | 526±3 | |||||
| 9 | 20 | 3.5 | 15 | 2 | 64.3±0.2 | 379±9 | |||||
| 10 | 15 | 4 | 20 | 4 | 69.2±0.2 | 448±3 | |||||
| 11 | 15 | 4 | 10 | 4 | 53.8±0.1 | 348±3 | |||||
| 12 | 25 | 3 | 20 | 4 | 75.9±0.2 | 49±8 | |||||
| 13 | 20 | 4.5 | 15 | 6 | 66.9±0.1 | 433±5 | |||||
| 14 | 25 | 4 | 10 | 8 | 67.9±0.1 | 441±7 | |||||
| 15 | 15 | 3 | 20 | 4 | 69.2±0.2 | 448±3 | |||||
| 16 | 15 | 3 | 10 | 8 | 66.3±0.1 | 429±3 | |||||
| 17 | 15 | 3 | 20 | 8 | 74.2±0.4 | 479±3 | |||||
| 18 | 20 | 3.5 | 25 | 6 | 79.4±0.2 | 514±4 | |||||
| 19 | 15 | 4 | 10 | 8 | 60.1±0.1 | 389±9 | |||||
| 20 | 15 | 3 | 10 | 4 | 59.8±0.2 | 387±9 | |||||
| 21 | 20 | 3.5 | 15 | 6 | 70.0±0.1 | 453±3 | |||||
| 22 | 15 | 4 | 20 | 8 | 71.4±0.3 | 462±9 | |||||
| 23 | 20 | 3.5 | 15 | 10 | 74.0±0.1 | 479±8 | |||||
| 24 | 20 | 3.5 | 15 | 6 | 70.8±0.3 | 458±4 | |||||
| 25 | 25 | 3 | 20 | 8 | 83.1±0.1 | 538±9 | |||||
| 26 | 25 | 4 | 20 | 8 | 77.1±0.2 | 499±6 |
Values are presented as mean±SD of three replicates.
Factor 1, alcohol concentration (%); Factor 2, pH; Factor 3, storage temperature (°C); Factor 4, storage duration (d).
Analysis of variance for the response surface quadratic model of cyanate degradation and ethyl carbamate (EC) formation
| Source[ | df | Cyanate degradation[ | EC formation[ | |||
|---|---|---|---|---|---|---|
|
|
| |||||
| Estimated value | Estimated value | |||||
|
|
| |||||
| Prov>F | Prov>F | |||||
| Model | 14 | 70.4 | 0.0007 | 455.5 | <0.0001 | |
| A | 1 | 3.84 | 0.0001 | 24.9 | <0.0001 | |
| B | 1 | −2.22 | 0.0064 | −14.3 | 0.0002 | |
| C | 1 | 5.01 | <0.0001 | 32.3 | <0.0001 | |
| D | 1 | 1.69 | 0.0269 | 19.4 | <0.0001 | |
| AB | 1 | −0.11 | 0.898NS | −0.62 | 0.8491NS | |
| AC | 1 | −0.39 | 0.6365NS | −2.6 | 0.4308NS | |
| AD | 1 | 0.069 | 0.9339NS | 0.63 | 0.8491NS | |
| BC | 1 | 0.42 | 0.6155NS | 2.6 | 0.4308NS | |
| BD | 1 | −0.39 | 0.6365NS | −2.4 | 0.4748NS | |
| CD | 1 | −0.16 | 0.8506NS | −1.1 | 0.7326NS | |
| A2 | 1 | −0.12 | 0.8801NS | 1.4 | 0.6632NS | |
| B2 | 1 | −0.045 | 0.955NS | 1.9 | 0.5541NS | |
| C2 | 1 | −0.68 | 0.3979NS | −2.2 | 0.4793NS | |
| D2 | 1 | 0.42 | 0.6009NS | −7.9 | 0.0264NS | |
| Residual | 11 | |||||
| Lack of fit | 10 | 0.129NS | 0.2025NS | |||
| Pure error | 1 | |||||
| Cor total | 25 | |||||
1)Designated as A for alcohol concentration (%), B for pH, C for storage temperature (°C), and D for storage time (d).
2)R2=0.9102; adjusted R2=0.796; predicted R2=0.4834; adequate precision=10.367; coefficient of variation (%)=4.63.
3)R2=0.9688; adjusted R2=0.9291; predicted R2=0.8207; adequate precision=18.648; coefficient of variation (%)=2.86.
Significantly different at *P<0.05, **P<0.01, and ***P<0.001.
df, degree of freedom; Prob, probability; NS, not significant.
Fig. 1Three-dimensional response surface plots depicting the interactions between alcohol concentration and pH (A), alcohol concentration and temperature (B), alcohol concentration and duration (C), pH and temperature (D), pH and duration (E), and temperature and duration (F) on cyanate degradation. The other two components (temperature, 15°C; alcohol concentration, 20%; storage duration, 6 days; pH, 3.5) are adjusted to their center values in each plot.
Fig. 2Three-dimensional response surface plots demonstrating the interaction of alcohol concentration and pH (A), alcohol concentration and temperature (B), alcohol concentration and duration (C), pH and temperature (D), pH and duration (E), and temperature and duration (F) on ethyl carbamate (EC) formation. The other two components (temperature, 15°C; alcohol concentration, 20%; storage duration, 6 days; and pH, 3.5) are fixed to their central levels in each plot.