Microbial Risk Assessment of Escherichia coli O157:H7 in Beef Imported from the United States of America to Taiwan
Abstract
:1. Introduction
2. Materials and Methods
2.1. Hazard Identification
2.2. Exposure Assessment
2.2.1. Model Framework
2.2.2. Contamination Rate and Concentration of E. coli
2.2.3. Consumption and Preparation
2.2.4. Probabilistic Analysis Method
2.3. Dose Response
2.4. Risk Characterization
3. Results
3.1. Distribution of Variables
3.2. Intake of E. coli O157:H7
3.3. Exceedance Risk
3.4. Sensitivity Analysis
4. Discussion
4.1. Quantitative Microbial Risk Assessment (QMRA) for E. coli O157:H7
4.2. Uncertainty
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Variable | Description | Distributional Assumption |
---|---|---|
Ccont R | Rate of contamination | Log-normal distribution [16] |
Ccont N | Bacterial concentration was based on the number | Log-normal distribution [17] |
IR | Beef import rate | Normal distribution [9] |
CR | Consumption rate | Log-normal distribution [18] |
S | Size (weight, thickness) | 2.5 cm and 110 g per serving [15] |
D | The time (min) required to kill 90% of the population of a particular species of bacterium at a specific heating temperature. | Rare: 2.19 min; Medium: 8.51 × 10−2 min; Medium well: 1.68 × 10−2 min [19] |
C | The residual amount of bacteria (CFU/g) in the beef after cooking | [19] |
Dose | The distribution of bacteria (CFU/g) after cooking beef under different conditions was combined with the distribution of the contamination rate (%) | Log-normal distribution |
Dij | Dij is the probability distribution of exposure to bacteria of individual for each sex and age exposure group via the consumption of food cluster. | |
PI (D) | Probability of illness from dose: Beta Binomial model | PI(D) = 1 − (1 − PI(1))D [17] |
PI (1) | Probability of illness from exposure to one organism | Beta (α, β) [17] |
α | Susceptibility parameter | 0.267 [17] |
β | Susceptibility parameter | ln β~ Normal (5.435, 2.47) a [17] |
P(ED) | P(ED) is the exceedance risk of the incidence of a specific foodborne illness |
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Age Group | Sex | Daily Consumption (g/day) |
---|---|---|
4–12 | Male and female | LN 1 (52.69, 2.60) |
13–18 | Male | LN (78.34, 2.10) |
13–18 | Female | LN (61.32, 2.24) |
19–65 | Male | LN (74.53, 2.41) |
19–65 | Female | LN (53.08, 2.75) |
>65 | Male | LN (40.14, 2.21) |
>65 | Female | LN (70.44, 1.33) |
19–49 | Female | LN (54.71, 2.81) |
Group | Intake (Log CFU 1) | Group | Intake (Log CFU) |
---|---|---|---|
Males aged 13–18 years | Males aged >65 years | ||
Rare | N b (−1.74, 0.24) | Rare | N (−1.78, 0.18) |
Medium | N (−3.35, 0.18) | Medium | N (−3.77, 0.18) |
Medium–well | N (−11.27, 0.14) | Medium–well | N (−11.86, 0.23) |
Females aged 13–18 years | Females aged >65 years | ||
Rare | N (−1.94, 0.26) | Rare | N (−1.65, 0.18) |
Medium | N (−3.75, 0.21) | Medium | N (−4.05, 0.31) |
Medium–well | N (−11.83, 0.27) | Medium–well | N (−11.71, 0.21) |
Males aged 19–65 years | Males and females aged 4–12 years | ||
Rare | N (−1.15, 0.13) | Rare | N (−1.37, 0.13) |
Medium | N (−3.67, 0.21) | Medium | N (−3.49, 0.14) |
Medium–well | N (−11.52, 0.18) | Medium–well | N (−11.37, 0.14) |
Females aged 19–65 years | Females aged 19–49 years (of childbearing age) | ||
Rare | N (−1.21, 0.13) | Rare | N (−1.92, 0.24) |
Medium | N (−3.44, 0.17) | Medium | N (−3.45, 0.14) |
Medium–well | N (−11.36, 0.16) | Medium–well | N (−11.79, 0.24) |
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Lien, K.-W.; Yang, M.-X.; Ling, M.-P. Microbial Risk Assessment of Escherichia coli O157:H7 in Beef Imported from the United States of America to Taiwan. Microorganisms 2020, 8, 676. https://doi.org/10.3390/microorganisms8050676
Lien K-W, Yang M-X, Ling M-P. Microbial Risk Assessment of Escherichia coli O157:H7 in Beef Imported from the United States of America to Taiwan. Microorganisms. 2020; 8(5):676. https://doi.org/10.3390/microorganisms8050676
Chicago/Turabian StyleLien, Keng-Wen, Meng-Xuan Yang, and Min-Pei Ling. 2020. "Microbial Risk Assessment of Escherichia coli O157:H7 in Beef Imported from the United States of America to Taiwan" Microorganisms 8, no. 5: 676. https://doi.org/10.3390/microorganisms8050676
APA StyleLien, K. -W., Yang, M. -X., & Ling, M. -P. (2020). Microbial Risk Assessment of Escherichia coli O157:H7 in Beef Imported from the United States of America to Taiwan. Microorganisms, 8(5), 676. https://doi.org/10.3390/microorganisms8050676