1
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Khattra AK, Wason S, Thompson K, Mauromoustakos A, Subbiah J, Acuff JC. Bootstrapping for Estimating the Conservative Kill Ratio of the Surrogate to the Pathogen for Use in Thermal Process Validation at the Industrial Scale. J Food Prot 2024; 87:100264. [PMID: 38493872 DOI: 10.1016/j.jfp.2024.100264] [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: 09/25/2023] [Revised: 03/07/2024] [Accepted: 03/11/2024] [Indexed: 03/19/2024]
Abstract
A surrogate is commonly used for process validations. The industry often uses the target log cycle reduction for the test (LCRTest) microorganism (surrogate) to be equal to the desired log cycle reduction for the target (LCRTarget) microorganism (pathogen). When the surrogate is too conservative with far greater resistance than the pathogen, the food may be overprocessed with quality and cost consequences. In aseptic processing, the Institute for Thermal Processing Specialists recommends using relative resistance (DTarget)/(DTest) to calculate LCRTest (product of LCRTarget and relative resistance). This method uses the mean values of DTarget and DTest and does not consider the estimating variability. We defined kill ratio (KR) as the inverse of relative resistance.The industry uses an extremely conservative KR of 1 in the validation of food processes for low-moisture foods, which ensures an adequate reduction of LCRTest, but can result in quality degradation. This study suggests an approach based on bootstrap sampling to determine conservative KR, leading to practical recommendations considering experimental and biological variability in food matrices. Previously collected thermal inactivation kinetics data of Salmonella spp. (target organism) and Enterococcus faecium (test organism) in Non-Fat Dried Milk (NFDM) and Whole Milk Powder (WMP) at 85, 90, and 95°C were used to calculate the mean KR. Bootstrapping was performed on mean inactivation rates to get a distribution of 1000 bootstrap KR values for each of the treatments. Based on minimum temperatures used in the industrial process and acceptable level of risk (e.g., 1, 5, or 10% of samples that would not achieve LCRTest), a conservative KR value can be estimated. Consistently, KR increased with temperature and KR for WMP was higher than NFDM. Food industries may use this framework based on the minimum processing temperature and acceptable level of risk for process validations to minimize quality degradation.
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Affiliation(s)
- Arshpreet Kaur Khattra
- Department of Food Science, University of Arkansas System Division of Agriculture, Fayetteville, AR, USA
| | - Surabhi Wason
- Department of Food Science, University of Arkansas System Division of Agriculture, Fayetteville, AR, USA
| | - Kevin Thompson
- Center for Agricultural Data Analytics, University of Arkansas System Division of Agriculture, Fayetteville, AR, USA
| | - Andy Mauromoustakos
- Center for Agricultural Data Analytics, University of Arkansas System Division of Agriculture, Fayetteville, AR, USA
| | - Jeyamkondan Subbiah
- Department of Food Science, University of Arkansas System Division of Agriculture, Fayetteville, AR, USA
| | - Jennifer C Acuff
- Food Microbiology & Safety, Department of Food Science, University of Arkansas, N206, 2650 N. Young Ave., Fayetteville, AR 72704, USA.
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2
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Wason S, Rojas RV, Subbiah J. Radiofrequency Inactivation of Salmonella in Black Pepper and Dried Basil Leaves Using In-package Steaming. J Food Prot 2024; 87:100209. [PMID: 38142824 DOI: 10.1016/j.jfp.2023.100209] [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: 05/09/2023] [Revised: 12/16/2023] [Accepted: 12/20/2023] [Indexed: 12/26/2023]
Abstract
Radiofrequency (RF) heating has been extensively studied for pasteurizing low-moisture foods. Currently, bulk foods are treated with radiofrequency; potential cross-contamination may occur during packaging of pasteurized products. As an alternative, in-package RF processing was evaluated for Salmonella inactivation on black peppercorns and dried basil leaves and prevention of cross-contamination during storage postprocessing. In-package steaming refers to the process in which the samples were heated in a steam vent package to generate and retain steam during the treatment. This treatment achieved good heating uniformity which could be because of the circulation of steam within the package. One-way steam vent allowed the release of excess steam once a threshold pressure was achieved and later returned to its original position to seal the package, when the RF energy was removed. In-package RF steaming of black peppercorns and dried basil leaves for 135 s and 40 s, respectively, resulted in more than 5 log reduction of Salmonella. The steam vent remained stable posttreatment and properly sealed the package to protect the product from any external contamination. These results indicate that the use of steam vent could effectively pasteurize black peppercorns and dried basil leaves could be beneficial in preventing the potential cross-contamination postprocessing.
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Affiliation(s)
- Surabhi Wason
- Department of Food Science, University of Arkansas System, Division of Agriculture, Fayetteville, AR 72701, USA
| | - Rossana Villa Rojas
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Jeyamkondan Subbiah
- Department of Food Science, University of Arkansas System, Division of Agriculture, Fayetteville, AR 72701, USA.
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3
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Gaseous chlorine dioxide for inactivating Salmonella enterica and Enterococcus faecium NRRL B-2354 on chia seeds. Food Control 2023. [DOI: 10.1016/j.foodcont.2023.109736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/14/2023]
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4
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Effect of storage on microbial reductions after gaseous chlorine dioxide treatment of black peppercorns, cumin seeds, and dried basil leaves. Food Control 2023. [DOI: 10.1016/j.foodcont.2023.109627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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5
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Haghighi TM, Saharkhiz MJ, Khalesi M, Mousavi SS, Ramezanian A. Eco-friendly 'ochratoxin A' control in stored licorice roots - quality assurance perspective. Food Addit Contam Part A Chem Anal Control Expo Risk Assess 2022; 39:1321-1336. [PMID: 35594289 DOI: 10.1080/19440049.2022.2077460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
According to toxicity data, ochratoxin A (OTA) is the second most important mycotoxin and is produced by Aspergillus and Penicillium. As a natural antifungal agent, clove essential oil (CEO) is a substance generally recognised as safe (GRAS) and shows strong activity against fungal pathogens. Here, we aimed to investigate the control efficacy of CEO in nano-emulsions (CEN) against OTA production in licorice roots and rhizomes during storage. The experiments were performed under simulated conditions of all four seasons (i.e. Spring, Summer, Autumn and Winter). Relative humidity (RH) and temperature were simulated in desiccators along with various salt solutions in incubators. Fresh licorice roots were immersed in CEN at various concentrations (150, 300, 600, 1200 and 2400 µl/l). Before utilising the nano-emulsions, we measured their polydispersity index and mean droplet size by the dynamic light scattering (DLS) technique. Also, the chemical composition of the CEO was determined using GC and GC-MS analyses. Sampling was carried out to monitor OTA once every five days. The samples were dried immediately and analysed by high-performance liquid chromatography (HPLC). Results showed that various concentrations of CEN inhibited the growth of fungi and OTA production. The most effective CEN concentrations were 1200 and 2400 µl/l, which reduced OTA production to 19 and 20 ppb under Winter and Autumn conditions, respectively. These results suggest an effective eco-friendly method for the storage of licorice to reduce postharvest fungal decay.
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Affiliation(s)
| | - Mohammad Jamal Saharkhiz
- Department of Horticultural Science, School of Agriculture, Shiraz University, Shiraz, Iran.,Medicinal Plants Processing Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammadreza Khalesi
- Department of Biological Sciences, School of Natural Sciences, University of Limerick, Limerick, Ireland
| | - Seyyed Sasan Mousavi
- Department of Horticultural Science, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Asghar Ramezanian
- Department of Horticultural Science, School of Agriculture, Shiraz University, Shiraz, Iran
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6
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Veldscholte LB, de Beer S. OpenHumidistat: Humidity-controlled experiments for everyone. HARDWAREX 2022; 11:e00288. [PMID: 35509938 PMCID: PMC9058855 DOI: 10.1016/j.ohx.2022.e00288] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Humidity control is a crucial element for a wide variety of experiments. Yet, often naive methods are used that do not yield stable regulation of the humidity, are slow, or are inflexible. PID-based electropneumatic humidistats solve these problems, but commercial devices are not widespread, typically proprietary and/or prohibitively expensive. Here we describe OpenHumidistat: a free and open-source humidistat for laboratory-scale humidity control that is affordable (€500) and easy to build. The design is based around mixing a humid and dry air flow in varying proportions, using proportional solenoid valves and flow sensors to control flow rates. The mixed flow is led into a measurement chamber, which contains a humidity sensor to provide feedback to the controller, to achieve closed-loop humidity control.
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Key Words
-
K
d
, Derivative gain
-
K
ff
, Feed-forward gain
-
K
i
, Integral gain
-
K
p
, Proportional gain
-
V
˙
, (Volumetric) flowrate
- ADC, Analog-to-digital converter
- CC, Creative Commons
- CERN OHL, CERN Open Hardware License
- CV, Control variable
- Controller
- DC, Direct current
- DI, Deionized (water)
- EDA, Electronic design automation
- Electronics
- FC, Flow controller
- FCE, Final control element
- GNU GPL, GNU General Public License
- HC, Humidity controller
- Humidity
- I/O, Input/output
- IC, Integrated circuit
- MOSFET, Metal-oxide-semiconductor field-effect transistor
- PCB, Printed circuit board
- PID
- PID, Proportional, integral, derivative (control)
- PU, Poly(urethane)
- PV, Process variable
- PVC, Poly(vinyl chloride)
- PWM, Pulse-width modulation
- Pneumatics
- RAM, Random-access memory
- SMT, Surface-mount technology
- SP, Setpoint
- THT, Through-hole technology
- UI, User interface
- VCCS, Voltage-controlled current sink
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Affiliation(s)
- Lars B. Veldscholte
- Sustainable Polymer Chemistry Group, Department of Molecules & Materials MESA+ Institute for Nanotechnology, University of Twente, P.O. Box 217, 7500 AE Enschede, The Netherlands
| | - Sissi de Beer
- Sustainable Polymer Chemistry Group, Department of Molecules & Materials MESA+ Institute for Nanotechnology, University of Twente, P.O. Box 217, 7500 AE Enschede, The Netherlands
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7
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Verma T, Wei X, Chaves BD, Howell T, Subbiah J. Antimicrobial efficacy of gaseous chlorine dioxide for inactivation of Salmonella and Enterococcus faecium NRRL B-2354 on dried basil leaves. Lebensm Wiss Technol 2022. [DOI: 10.1016/j.lwt.2021.112488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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8
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Wei X, Verma T, Danao MGC, Ponder MA, Subbiah J. Gaseous chlorine dioxide technology for improving microbial safety of spices. INNOV FOOD SCI EMERG 2021. [DOI: 10.1016/j.ifset.2021.102783] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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9
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Lau SK, Panth R, Chaves BD, Weller CL, Subbiah J. Thermal Inactivation Kinetics of Salmonella and Enterococcus faecium NRRL-B2354 on Whole Chia Seeds (Salvia hispanica L.). J Food Prot 2021; 84:1357-1365. [PMID: 33852729 DOI: 10.4315/jfp-20-468] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 04/12/2021] [Indexed: 11/11/2022]
Abstract
ABSTRACT Intervention technologies for inactivating Salmonella on whole chia seeds are currently limited. Determination of the thermal inactivation kinetics of Salmonella on chia seeds and selection of an appropriate nonpathogenic surrogate will provide a foundation for selecting and optimizing thermal pasteurization processes for chia seeds. In this study, chia seed samples from three separate production lots were inoculated with a five-strain Salmonella cocktail or Enterococcus faecium NRRL-B2354 and equilibrated to a water activity of 0.53 at room temperature (25°C). After equilibration for at least 3 days, the inoculated seeds were subjected to isothermal treatments at 80, 85, or 90°C. Samples were removed at six time points, and surviving bacteria were enumerated. Whole chia seeds were diluted in a filter bag at 1:30 because bacterial recovery with this method was similar to that obtained from ground seeds. Survivor data were fitted to consolidated models: one primary model (log linear or Weibull) and one secondary model (Bigelow). E. faecium had higher thermal resistance than did Salmonella, suggesting that E. faecium may be a suitable conservative nonpathogenic surrogate for Salmonella. The Weibull model was a better fit for the survivor data than was the log-linear model for both bacteria based on the lower root mean square error and corrected Akaike's information criterion values. Lipid oxidation measurements and fatty acid concentrations were significantly different from those of the control samples, but the overall magnitude of the differences was relatively small. The thermal inactivation kinetics of Salmonella and E. faecium on chia seeds may be used as a basis for developing thermal pasteurization processes for chia seeds. HIGHLIGHTS
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Affiliation(s)
- Soon Kiat Lau
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68583.,Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - Rajendra Panth
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - Byron D Chaves
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - Curtis L Weller
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68583.,Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - Jeyamkondan Subbiah
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68583.,Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, Nebraska 68583.,Department of Food Science, University of Arkansas System Division of Agriculture, Fayetteville, Arkansas 72704, USA
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10
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Challenges of dry hazelnut shell surface for radio frequency pasteurization of inshell hazelnuts. Food Control 2021. [DOI: 10.1016/j.foodcont.2021.107948] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
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11
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Wei X, Agarwal S, Subbiah J. Heating of milk powders at low water activity to 95°C for 15 minutes using hot air-assisted radio frequency processing achieved pasteurization. J Dairy Sci 2021; 104:9607-9616. [PMID: 34176627 DOI: 10.3168/jds.2021-20449] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Accepted: 05/13/2021] [Indexed: 11/19/2022]
Abstract
Salmonella persistence in milk powders has caused several multistate foodborne disease outbreaks. Therefore, ways to deliver effective thermal treatment need to be identified and validated to ensure the microbial safety of milk powders. In this study, a process of hot air-assisted radio frequency (HARF) followed by holding at high temperatures in a convective oven was developed for pasteurization of milk powders. Heating times were compared between HARF and a convection oven for heating milk powders to a pasteurization temperature, and HARF has been shown to considerably reduce the come-up time. Whole milk powder (WMP) and nonfat dry milk (NFDM) were inoculated with a 5-serotype Salmonella cocktail and equilibrated to a water activity of 0.10 to simulate the worst case for the microbial challenge study. After heating the sample to 95°C using HARF, followed by 10 and 15 min of holding in the oven, more than 5 log reduction of Salmonella was achieved in WMP and NFDM. This study validated a HARF-assisted thermal process for pasteurization of milk powder based on previously collected microbial inactivation kinetics data and provides valuable insights to process developers to ensure microbial safety of milk powder. This HARF process may be implemented in the dairy industry to enhance the microbial safety of milk powders.
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Affiliation(s)
- Xinyao Wei
- Department of Food Science and Technology, University of Nebraska, Lincoln 68588
| | | | - Jeyamkondan Subbiah
- Department of Food Science and Technology, University of Nebraska, Lincoln 68588; Department of Food Science, University of Arkansas System Division of Agriculture, Fayetteville 72704.
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12
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Lau SK, Wei X, Kirezi N, Panth R, See A, Subbiah J. A Comparison of Three Methods for Determining Thermal Inactivation Kinetics: A Case Study on Salmonella enterica in Whole Milk Powder. J Food Prot 2021; 84:521-530. [PMID: 33159446 DOI: 10.4315/jfp-20-232] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 10/30/2020] [Indexed: 11/11/2022]
Abstract
ABSTRACT Different methods for determining the thermal inactivation kinetics of microorganisms can result in discrepancies in thermal resistance values. In this study, thermal resistance of Salmonella in whole milk powder was determined with three methods: thermal death time (TDT) disk in water bath, pouches in water bath, and the TDT Sandwich system. Samples from three production lots of whole milk powder were inoculated with a five-strain Salmonella cocktail and equilibrated to a water activity of 0.20. The samples were then subjected to three isothermal treatments at 75, 80, or 85°C. Samples were removed at six time points and cultures were enumerated for survivors. The inactivation data were fitted to two consolidated models: two primary models (log linear and Weibull) and one secondary model (Bigelow). Normality testing indicated that all the model parameters were normally distributed. None of the model parameters for both consolidated models were significantly different (α = 0.05). The amount of inactivation during the come-up time was also not significantly different among the methods (α = 0.05). However, the TDT Sandwich resulted in less inactivation during the come-up time and overall less variation in model parameters. The survivor data from all three methods were combined and fitted to both consolidated models. The Weibull had a lower root mean square error and a better fit, according to the corrected Akaike's information criterion. The three thermal treatment methods produced results that were not significantly different; thus, the methods are interchangeable, at least for Salmonella in whole milk powder. Comparisons with more methods, other microorganisms, and larger varieties of food products using the same framework presented in this study could provide guidance for standardizing thermal inactivation kinetics studies for microorganisms in foods. HIGHLIGHTS
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Affiliation(s)
- Soon Kiat Lau
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68588 (ORCID: https://orcid.org/0000-0001-8264-7761 [S.K.L.]; https://orcid.org/0000-0002-1746-2653 [X.W.]; https://orcid.org/0000-0002-8512-0735 [J.S.]).,Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, Nebraska 68583
| | - Xinyao Wei
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68588 (ORCID: https://orcid.org/0000-0001-8264-7761 [S.K.L.]; https://orcid.org/0000-0002-1746-2653 [X.W.]; https://orcid.org/0000-0002-8512-0735 [J.S.])
| | - Nina Kirezi
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68588 (ORCID: https://orcid.org/0000-0001-8264-7761 [S.K.L.]; https://orcid.org/0000-0002-1746-2653 [X.W.]; https://orcid.org/0000-0002-8512-0735 [J.S.])
| | - Rajendra Panth
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68588 (ORCID: https://orcid.org/0000-0001-8264-7761 [S.K.L.]; https://orcid.org/0000-0002-1746-2653 [X.W.]; https://orcid.org/0000-0002-8512-0735 [J.S.])
| | - Arena See
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68588 (ORCID: https://orcid.org/0000-0001-8264-7761 [S.K.L.]; https://orcid.org/0000-0002-1746-2653 [X.W.]; https://orcid.org/0000-0002-8512-0735 [J.S.])
| | - Jeyamkondan Subbiah
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, Nebraska 68588 (ORCID: https://orcid.org/0000-0001-8264-7761 [S.K.L.]; https://orcid.org/0000-0002-1746-2653 [X.W.]; https://orcid.org/0000-0002-8512-0735 [J.S.]).,Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, Nebraska 68583.,Department of Food Science, University of Arkansas, System Division of Agriculture, Fayetteville, Arkansas 72704, USA
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13
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Wei X, Agarwal S, Subbiah J. Evaluation of Enterococcus faecium NRRL B-2354 as a surrogate for Salmonella enterica in milk powders at different storage times and temperatures. J Dairy Sci 2021; 104:198-210. [DOI: 10.3168/jds.2020-19190] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Accepted: 09/02/2020] [Indexed: 01/15/2023]
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