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Rana YS, Chen L, Jiao Y, Johnson LM, Snyder AB. A meta-analysis of microbial thermal inactivation in low moisture foods. Food Microbiol 2024; 121:104515. [PMID: 38637077 DOI: 10.1016/j.fm.2024.104515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 02/27/2024] [Accepted: 03/04/2024] [Indexed: 04/20/2024]
Abstract
Microbial thermal inactivation in low moisture foods is challenging due to enhanced thermal resistance of microbes and low thermal conductivity of food matrices. In this study, we leveraged the body of previous work on this topic to model key experimental features that determine microbial thermal inactivation in low moisture foods. We identified 27 studies which contained 782 mean D-values and developed linear mixed-effect models to assess the effect of microorganism type, matrix structure and composition, water activity, temperature, and inoculation and recovery methods on cell death kinetics. Intraclass correlation statistics (I2) and conditional R2 values of the linear mixed effects models were: E. coli (R2-0.91, I2-83%), fungi (R2-0.88, I2-85%), L. monocytogenes (R2-0.84, I2-75%), Salmonella (R2-0.69, I2-46%). Finally, global response surface models (RSM) were developed to further study the non-linear effect of aw and temperature on inactivation. The fit of these models varied by organisms from R2 0.88 (E. coli) to 0.35 (fungi). Further dividing the Salmonella data into individual RSM models based on matrix structure improved model fit to R2 0.90 (paste-like products) and 0.48 (powder-like products). This indicates a negative relationship between data diversity and model performance.
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Affiliation(s)
| | - Long Chen
- Department of Food Science, Cornell University, Ithaca, NY, 14853, USA; College of Mechanical and Electronic Engineering, Northwest A & F University, Yangling, Shaanxi, 712100, China
| | - Yang Jiao
- Department of Food Science, Cornell University, Ithaca, NY, 14853, USA; College of Food Science and Technology, Shanghai Ocean University, Shanghai, 201306, China
| | - Lynn M Johnson
- Cornell Statistical Consulting Unit, Cornell University, Ithaca, NY, 14853, USA
| | - Abigail B Snyder
- Department of Food Science, Cornell University, Ithaca, NY, 14853, USA.
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Hildebrandt IM, Hall NO, James MK, Ryser ET, Marks BP. Process Humidity Affects Salmonella Lethality at the Surface and Core of Impingement-Cooked Meat and Poultry Products. J Food Prot 2021; 84:1512-1523. [PMID: 33878152 DOI: 10.4315/jfp-21-058] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 04/18/2021] [Indexed: 11/11/2022]
Abstract
ABSTRACT Recent revisions to U.S. Department of Agriculture, Food Safety and Inspection Service (FSIS) compliance and safe harbor guidelines for ready-to-eat meat and poultry products addressed process humidity requirements. Given the lack of prior data for impingement-cooked products, the present study was conducted to evaluate the impact of process humidity on Salmonella lethality at the product core and surface and compliance of the results with FSIS lethality performance standards. Whole muscle beef strips, ground beef patties, whole muscle chicken breast fillets, and breaded ground chicken patties were inoculated with an eight-serovar cocktail of Salmonella. Beef and chicken samples were cooked in a pilot-scale moist-air impingement oven to a core temperature of 70.0 and 72.8°C, respectively, immediately quenched in liquid nitrogen, and dissected to obtain core and surface samples. Variables included oven temperature (218 and 232°C), air velocity (0.7 and 2.8 m/s), and oven humidity (0.7, 15, 30, or 70% moisture by volume [%, v/v]). Additional treatments were performed to examine the impact of supplemental critical control processes such as increased endpoint temperature, postoven carryover time, and pre- or postoven steam treatments. Salmonella reductions of >7 log units were reliably achieved in chicken patties regardless of the processing variables; however, none of the treatments reliably ensured >6.5-log reductions of Salmonella in ground beef. A majority of whole-muscle samples failed to meet the required performance lethality when processed at 0.7% (v/v) humidity; however, Salmonella inactivation was significantly improved (P < 0.05) at oven humidities of ≥30% (v/v). Dry oven conditions achieved greater Salmonella lethality at the core than at the surface for multiple products (P < 0.05). The efficacies of minimal and supplemental critical controls were dependent on product, process, and humidity (P < 0.05). Overall, process humidity and product variability should be considered in regulatory requirements and process validations. HIGHLIGHTS
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Affiliation(s)
- Ian M Hildebrandt
- Department of Biosystems and Agricultural Engineering, Michigan State University, East Lansing, Michigan 48824, USA
| | - Nicole O Hall
- Department of Biosystems and Agricultural Engineering, Michigan State University, East Lansing, Michigan 48824, USA
| | - Michael K James
- Department of Biosystems and Agricultural Engineering, Michigan State University, East Lansing, Michigan 48824, USA
| | - Elliot T Ryser
- Department of Food Science and Human Nutrition, Michigan State University, East Lansing, Michigan 48824, USA
| | - Bradley P Marks
- Department of Biosystems and Agricultural Engineering, Michigan State University, East Lansing, Michigan 48824, USA
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Hildebrandt IM, Marks BP, Juneja VK, Osoria M, Hall NO, Ryser ET. Cross-Laboratory Comparative Study of the Impact of Experimental and Regression Methodologies on Salmonella Thermal Inactivation Parameters in Ground Beef. J Food Prot 2016; 79:1097-106. [PMID: 27357028 DOI: 10.4315/0362-028x.jfp-15-496] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Isothermal inactivation studies are commonly used to quantify thermal inactivation kinetics of bacteria. Meta-analyses and comparisons utilizing results from multiple sources have revealed large variations in reported thermal resistance parameters for Salmonella, even when in similar food materials. Different laboratory or regression methodologies likely are the source of methodology-specific artifacts influencing the estimated parameters; however, such effects have not been quantified. The objective of this study was to evaluate the effects of laboratory and regression methodologies on thermal inactivation data generation, interpretation, modeling, and inherent error, based on data generated in two independent laboratories. The overall experimental design consisted of a cross-laboratory comparison using two independent laboratories (Michigan State University and U.S. Department of Agriculture, Agricultural Research Service, Eastern Regional Research Center [ERRC] laboratories), both conducting isothermal Salmonella inactivation studies (55, 60, 62°C) in ground beef, and each using two methodologies reported in prior studies. Two primary models (log-linear and Weibull) with one secondary model (Bigelow) were fitted to the resultant data using three regression methodologies (two two-step regressions and a one-step regression). Results indicated that laboratory methodology impacted the estimated D60°C- and z-values (α = 0.05), with the ERRC methodology yielding parameter estimates ∼25% larger than the Michigan State University methodology, regardless of the laboratory. Regression methodology also impacted the model and parameter error estimates. Two-step regressions yielded root mean square error values on average 40% larger than the one-step regressions. The Akaike Information Criterion indicated the Weibull as the more correct model in most cases; however, caution should be used to confirm model robustness in application to real-world data. Overall, the results suggested that laboratory and regression methodologies have a large influence on resultant data and the subsequent estimation of thermal resistance parameters.
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Affiliation(s)
- Ian M Hildebrandt
- Department of Biosystems and Agricultural Engineering, Michigan State University, 524 South Shaw Lane, East Lansing, Michigan 48824-1323, USA
| | - Bradley P Marks
- Department of Biosystems and Agricultural Engineering, Michigan State University, 524 South Shaw Lane, East Lansing, Michigan 48824-1323, USA;
| | - Vijay K Juneja
- Eastern Regional Research Center, U.S. Department of Agriculture, Agricultural Research Service, 600 East Mermaid Lane, Wyndmoor, Pennsylvania 19038, USA
| | - Marangeli Osoria
- Eastern Regional Research Center, U.S. Department of Agriculture, Agricultural Research Service, 600 East Mermaid Lane, Wyndmoor, Pennsylvania 19038, USA
| | - Nicole O Hall
- Department of Biosystems and Agricultural Engineering, Michigan State University, 524 South Shaw Lane, East Lansing, Michigan 48824-1323, USA
| | - Elliot T Ryser
- Department of Food Science and Human Nutrition, Michigan State University, 524 South Shaw Lane, East Lansing, Michigan 48824-1323, USA
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Pokharel S, Brooks JC, Martin JN, Echeverry A, Parks AR, Corliss B, Brashears MM. Internalization and thermal susceptibility of Shiga toxin-producing Escherichia coli (STEC) in marinated beef products. Meat Sci 2016; 116:213-20. [PMID: 26900979 DOI: 10.1016/j.meatsci.2016.02.016] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2015] [Revised: 01/22/2016] [Accepted: 02/08/2016] [Indexed: 10/22/2022]
Abstract
This study evaluated the internalization and cooking susceptibility of seven individual Escherichia coli (STEC) serogroups in surface-inoculated (10(5)log CFU/cm(2)) and vacuum tumbled marinated (30 or 60 min) bottom sirloin steaks. After storage for 14 days (0 to 2°C), flaps were cooked to various endpoint temperatures (55, 60, 65, and 71°C) for evaluation of pathogen survival by direct plating or rapid PCR based detection (BAX®). Direct plating of cooked samples yielded no enumerable plates. The data indicate varied internalization, translocation, and heat susceptibility patterns among serogroups. Using the rapid PCR based detection method O26, O103, and O111 were detected in flaps after cooking to 55 and 60°C, while O157:H7 survived in flaps cooked to 60 and 65°C. However, STEC O145 was the only serogroup that survived in all cooking temperatures. Serogroup O121 was not detected by plating or PCR in any cooked products. Intriguingly, STEC serogroups can be internalized during marination and the internalized pathogens vary in thermal susceptibility.
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Affiliation(s)
- S Pokharel
- Texas Tech University, Department of Animal and Food Sciences, Box 42141, Lubbock, TX 79409, United States
| | - J C Brooks
- Texas Tech University, Department of Animal and Food Sciences, Box 42141, Lubbock, TX 79409, United States
| | - J N Martin
- Texas Tech University, Department of Animal and Food Sciences, Box 42141, Lubbock, TX 79409, United States
| | - A Echeverry
- Texas Tech University, Department of Animal and Food Sciences, Box 42141, Lubbock, TX 79409, United States
| | - A R Parks
- Texas Tech University, Department of Animal and Food Sciences, Box 42141, Lubbock, TX 79409, United States
| | - B Corliss
- Texas Tech University, Department of Animal and Food Sciences, Box 42141, Lubbock, TX 79409, United States
| | - M M Brashears
- Texas Tech University, Department of Animal and Food Sciences, Box 42141, Lubbock, TX 79409, United States.
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Lee H, Kim JE, Chung MS, Min SC. Cold plasma treatment for the microbiological safety of cabbage, lettuce, and dried figs. Food Microbiol 2015; 51:74-80. [PMID: 26187830 DOI: 10.1016/j.fm.2015.05.004] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2014] [Revised: 04/28/2015] [Accepted: 05/01/2015] [Indexed: 10/23/2022]
Abstract
Microwave-powered cold plasma treatment (CPT) was evaluated as a means to improve the microbiological safety of fresh vegetables and dried fruits. The CPT at 900 W, conducted for 10 min using nitrogen as a plasma-forming gas, inactivated Salmonella Typhimurium inoculated on cabbage and lettuce by approximately 1.5 log CFU/g. The CPT at 400-900 W and 667 Pa, conducted for 1-10 min using a helium-oxygen gas mixture, inactivated Listeria monocytogenes on cabbage by 0.3-2.1 log CFU/g in a time-dependent manner (P < 0.05). The Weibull model adequately described the inactivation of L. monocytogenes on cabbage by CPT. The CPT at the optimum conditions of treatment power (400 W) and time (10 min) inactivated L. monocytogenes on lettuce by 1.8 ± 0.2 log CFU/g. As the water activity of the dried figs increased from 0.70 to 0.93, the reductions in numbers of Escherichia coli O157:H7 and L. monocytogenes on figs increased from 0.5 to 1.3 log CFU/g and from 1.0 to 1.6 log CFU/g, respectively. The microbial inactivation by CPT increased synergistically when the pH of the figs was reduced from 6 to 4. CTPs have potential application to increase the microbiological safety of vegetables and dried fruits.
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Affiliation(s)
- Hanna Lee
- Department of Food Science and Technology, Seoul Women's University, Seoul, 139-774, Republic of Korea
| | - Jung Eun Kim
- Department of Food Science and Technology, Seoul Women's University, Seoul, 139-774, Republic of Korea
| | - Myong-Soo Chung
- Department of Food Science and Engineering, Ewha Womans University, Seoul, 120-750, Republic of Korea
| | - Sea C Min
- Department of Food Science and Technology, Seoul Women's University, Seoul, 139-774, Republic of Korea.
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The influence of beef quality characteristics on the internalization and thermal susceptibility of Shiga toxin-producing Escherichia coli (STEC) in blade-tenderized beef steaks. Meat Sci 2015; 110:85-92. [PMID: 26188361 DOI: 10.1016/j.meatsci.2015.06.014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2014] [Revised: 06/25/2015] [Accepted: 06/29/2015] [Indexed: 11/22/2022]
Abstract
The risk of Shiga toxin-producing Escherichia coli (STEC) survival in blade-tenderized beef is a concern for beef processors. This study evaluated the internalization and post-cooking survival of individual STEC serogroups (O157:H7, O26, O45, O103, O111, O121, and O145) in blade-tenderized beef steaks with different quality traits. Strip loins representing four combinations of USDA Quality Grade (Choice or Select) and pH category (High pH or Normal pH) were inoculated (10(6)logCFU/cm(2) attachment) with individual STEC serogroups before storage (14 days), blade tenderization, and cooking (50, 60, 71, or 85°C). Serogroup populations on raw steak surfaces and internal cores were determined. Rapid-based methods were used to detect the internal presence of STEC in cooked steaks. Internalization and post-cooking survival varied among STECs. All serogroups, except O45 and O121, were detected in the internal cores of steaks cooked to 50°C, while O103, O111, and O145 STEC were detected in steaks cooked to 50, 60, and 71°C.
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Jeong S, Marks BP, Ryser ET, Harte JB. The effect of X-ray irradiation on Salmonella inactivation and sensory quality of almonds and walnuts as a function of water activity. Int J Food Microbiol 2012; 153:365-71. [DOI: 10.1016/j.ijfoodmicro.2011.11.028] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2011] [Revised: 10/21/2011] [Accepted: 11/27/2011] [Indexed: 11/17/2022]
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Mogollón MA, Marks BP, Booren AM, Orta-Ramirez A, Ryser ET. Effect of Beef Product Physical Structure on Salmonella Thermal Inactivation. J Food Sci 2009; 74:M347-51. [DOI: 10.1111/j.1750-3841.2009.01253.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Wiegand KM, Ingham SC, Ingham BH. Survival of Escherichia coli O157:H7 in ground beef after sublethal heat shock and subsequent isothermal cooking. J Food Prot 2009; 72:1727-31. [PMID: 19722409 DOI: 10.4315/0362-028x-72.8.1727] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Heat shock of Escherichia coli O157:H7 in broth media reportedly leads to enhanced survival during subsequent heating in broth medium or ground beef. Survival of E. coli O157:H7 during slow cooking thus may be enhanced by prior exposure to sublethal heat shock conditions, thereby jeopardizing the safety of slow-cooked products such as beef roasts. This study examined the effect of heat shocking E. coli O157:H7-inoculated lean (6 to 9% fat) ground beef on the survival of the pathogen in the same ground beef during a subsequent 4-h, 54.4 degrees C cooking process. Six different combinations of heat shock temperature (47.2, 48.3, or 49.4 degrees C) and time (5 or 30 min) were applied to a five-strain cocktail of microaerophilically grown cells in 25 g of prewarmed ground beef, which was followed by cooking at 54.4 degrees C. Temperature during a 30-min heat shock treatment did not significantly affect E. coli O157:H7 survival during subsequent isothermal cooking (P > 0.05). Survival after a 5-min heat shock was higher when the heat shock temperature was 48.3 or 49.4 degrees C (P < 0.05) than when it was 47.2 degrees C. The D-values at 54.4 degrees C (130 degrees F) (D54.4-value) of the process significantly increased only when cells were exposed to a heat shock combination of 5 min at 49.4 degrees C. Mean (n = 3 trials) reductions in E. coli O157:H7 during the 4-h, 54.4 degrees C isothermal cooking process ranged from 4.3 to 7.5 log CFU/g. Heating E. coli O157:H7-contaminated beef at the high end of the sublethal temperature range for 5 min could increase survival of E. coli O157:H7 during subsequent slow-cooking processes.
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Affiliation(s)
- K M Wiegand
- Department of Food Science, University of Wisconsin-Madison, 1605 Linden Drive, Madison, Wisconsin 53706, USA
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Tuntivanich V, Orta-Ramirez A, Marks BP, Ryser ET, Booren AM. Thermal inactivation of Salmonella in whole muscle and ground turkey breast. J Food Prot 2008; 71:2548-51. [PMID: 19244913 DOI: 10.4315/0362-028x-71.12.2548] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The effect of the physical structure of turkey meat (ground and whole muscle) on the thermal resistance of Salmonella was evaluated. Irradiated whole and ground turkey breasts were exposed to a marinade containing eight serovars of Salmonella at approximately 10(8) CFU/ml for 20 min. Inoculated samples then were subjected to isothermal heating at 55, 60, or 62.5 degrees C, for varying times. Salmonella counts before and after the thermal lag time (time to reach the target temperature) were not significantly different (alpha = 0.05). The first-order inactivation rate constants in whole muscle were approximately 50% lower than those in ground muscle of the same composition, at each temperature, indicating that the Salmonella inactivation rate was greater (P < 0.05) in ground samples than in whole-muscle samples. These results suggest that internalization of Salmonella in whole-muscle product leads to enhanced thermal resistance.
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Affiliation(s)
- V Tuntivanich
- Department of Food Science and Human Nutrition, Michigan State University, East Lansing, Michigan 48824, USA
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