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Bodie AR, Wythe LA, Dittoe DK, Rothrock MJ, O’Bryan CA, Ricke SC. Alternative Additives for Organic and Natural Ready-to-Eat Meats to Control Spoilage and Maintain Shelf Life: Current Perspectives in the United States. Foods 2024; 13:464. [PMID: 38338599 PMCID: PMC10855140 DOI: 10.3390/foods13030464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 01/24/2024] [Accepted: 01/30/2024] [Indexed: 02/12/2024] Open
Abstract
Food additives are employed in the food industry to enhance the color, smell, and taste of foods, increase nutritional value, boost processing efficiency, and extend shelf life. Consumers are beginning to prioritize food ingredients that they perceive as supporting a healthy lifestyle, emphasizing ingredients they deem acceptable as alternative or "clean-label" ingredients. Ready-to-eat (RTE) meat products can be contaminated with pathogens and spoilage microorganisms after the cooking step, contributing to food spoilage losses and increasing the risk to consumers for foodborne illnesses. More recently, consumers have advocated for no artificial additives or preservatives, which has led to a search for antimicrobials that meet these demands but do not lessen the safety or quality of RTE meats. Lactates and diacetates are used almost universally to extend the shelf life of RTE meats by reducing spoilage organisms and preventing the outgrowth of the foodborne pathogen Listeria monocytogenes. These antimicrobials applied to RTE meats tend to be broad-spectrum in their activities, thus affecting overall microbial ecology. It is to the food processing industry's advantage to target spoilage organisms and pathogens specifically.
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Affiliation(s)
- Aaron R. Bodie
- Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53705, USA; (A.R.B.); (L.A.W.)
| | - Lindsey A. Wythe
- Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53705, USA; (A.R.B.); (L.A.W.)
| | - Dana K. Dittoe
- Department of Animal Science, University of Wyoming, Laramie, WY 82071, USA;
| | - Michael J. Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, United States Department of Agriculture-Agriculture Research Service (USDA-ARS), Athens, GA 30605, USA;
| | - Corliss A. O’Bryan
- Department of Food Science, University of Arkansas-Fayetteville, Fayetteville, AR 72701, USA;
| | - Steven C. Ricke
- Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53705, USA; (A.R.B.); (L.A.W.)
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Ayoola MB, Pillai N, Nanduri B, Rothrock MJ, Ramkumar M. Predicting foodborne pathogens and probiotics taxa within poultry-related microbiomes using a machine learning approach. Anim Microbiome 2023; 5:57. [PMID: 37968727 PMCID: PMC10648331 DOI: 10.1186/s42523-023-00260-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Accepted: 08/23/2023] [Indexed: 11/17/2023] Open
Abstract
BACKGROUND Microbiomes that can serve as an indicator of gut, intestinal, and general health of humans and animals are largely influenced by food consumed and contaminant bioagents. Microbiome studies usually focus on estimating the alpha (within sample) and beta (similarity/dissimilarity among samples) diversities. This study took a combinatorial approach and applied machine learning to microbiome data to predict the presence of disease-causing pathogens and their association with known/potential probiotic taxa. Probiotics are beneficial living microorganisms capable of improving the host organism's digestive system, immune function and ultimately overall health. Here, 16 S rRNA gene high-throughput Illumina sequencing of temporal pre-harvest (feces, soil) samples of 42 pastured poultry flocks (poultry in this entire work solely refers to chickens) from southeastern U.S. farms was used to generate the relative abundance of operational taxonomic units (OTUs) as machine learning input. Unique genera from the OTUs were used as predictors of the prevalence of foodborne pathogens (Salmonella, Campylobacter and Listeria) at different stages of poultry growth (START (2-4 weeks old), MID (5-7 weeks old), END (8-11 weeks old)), association with farm management practices and physicochemical properties. RESULT While we did not see any significant associations between known probiotics and Salmonella or Listeria, we observed significant negative correlations between known probiotics (Bacillus and Clostridium) and Campylobacter at the mid-time point of sample collection. Our data indicates a negative correlation between potential probiotics and Campylobacter at both early and end-time points of sample collection. Furthermore, our model prediction shows that changes in farm operations such as how often the houses are moved on the pasture, age at which chickens are introduced to the pasture, diet composition and presence of other animals on the farm could favorably increase the abundance and activity of probiotics that could reduce Campylobacter prevalence. CONCLUSION Integration of microbiome data with farm management practices using machine learning provided insights on how to reduce Campylobacter prevalence and transmission along the farm-to-fork continuum. Altering management practices to support proliferation of beneficial probiotics to reduce pathogen prevalence identified here could constitute a complementary method to the existing but ineffective interventions such as vaccination and bacteriophage cocktails usage. Study findings also corroborate the presence of bacterial genera such as Caloramator, DA101, Parabacteroides and Faecalibacterium as potential probiotics.
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Affiliation(s)
- Moses B Ayoola
- Geosystems Research Institute, Mississippi State University, Starkville, MS, 39762, USA
- Department of Comparative Biomedical Sciences, College of Veterinary Medicine, Mississippi State University, Starkville, MS, 39762, USA
| | - Nisha Pillai
- Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, 39762, USA
| | - Bindu Nanduri
- Department of Comparative Biomedical Sciences, College of Veterinary Medicine, Mississippi State University, Starkville, MS, 39762, USA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, USDA-ARS U.S. National Poultry Research Center, Athens, GA 30605, USA
| | - Mahalingam Ramkumar
- Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, 39762, USA.
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Awad A, Yeh HY, Ramadan H, Rothrock MJ. Genotypic characterization, antimicrobial susceptibility and virulence determinants of Campylobacter jejuni and Campylobacter coli isolated from pastured poultry farms. Front Microbiol 2023; 14:1271551. [PMID: 38029099 PMCID: PMC10668334 DOI: 10.3389/fmicb.2023.1271551] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 10/25/2023] [Indexed: 12/01/2023] Open
Abstract
Aim Campylobacter is the leading bacterial pathogen that causes foodborne illnesses worldwide. Pasture farming is regarded as an important source of agricultural production for small farming communities. Consumer preference for pasture-raised animal products has increased; however, there is a paucity of information on the microbiological quality of pasture-raised poultry products. The purpose of this study was to explore genetic relatedness of thermophilic Campylobacter isolates, to assess antibiotic resistance phenotypically and genotypically, and to screen the presence of virulence determinants of Campylobacter isolates from pasture-raised poultry farms from southeastern United States. Methods Ninety-seven Campylobacter isolates previously identified by Q7 BAX® System Real-Time PCR were genotyped by multilocus sequence typing (MLST). Campylobacter isolates were then evaluated for their phenotypic antimicrobial susceptibility against nine antimicrobial agents using Sensititre plates. Additionally, Campylobacter isolates were tested for the presence of antimicrobial resistance-associated elements. Furthermore, Campylobacter isolates were screened for the presence of 13 genes encoding putative virulence factors by PCR. These included genes involved in motility (flaA and flhA), adhesion and colonization (cadF, docC, racR, and virB11), toxin production (cdtA, cdtB, cdtC, wlaN, and ceuE) and invasion (ciaB and iamA). Results Among 97 Campylobacter isolates, Campylobacter jejuni (n = 79) and Campylobacter coli (n = 18) were identified. By MLST, C. jejuni isolates were assigned to seven clonal complexes. Among them, ST-353, ST-607 and ST-21 were the most common STs recognized. All C. coli (n = 18) isolates were included in CC-828. Interestingly, eight STs identified were not belonging any previous identified clonal complex. Campylobacter isolates displayed a high resistance rate against tetracycline (81.4%), while a low rate of resistance was observed against macrolides (azithromycin and erythromycin), quinolones and fluoroquinolones (nalidixic acid and ciprofloxacin), aminoglycosides (gentamicin), ketolide (telithromycin), amphenicol (florfenicol) and lincomycin (clindamycin). Thirteen isolates (13.54%) were pan-susceptible to all tested antibiotics, while nine isolates were multi-antimicrobial resistant (MAR; resist to three or more antimicrobial classes). Interestingly, there were no isolates resistant to all antimicrobial classes. Thr86Ile mutation was identified in all quinolones resistant strains. Erythromycin encoding gene (ermB) was identified in 75% of erythromycin resistant isolates. The A2075 mutation was detected in one erythromycin resistant strain, while A2074 could not be identified. The tetO gene was identified in 93.7% of tetracycline resistant isolates and six tetracycline susceptible isolates. In conclusion, the results of this study revealed that Campylobacter isolates from pasture-raised poultry farms showed the ST relatedness to Campylobacter isolates commonly associated with humans, indicating pasture-raised broiler flocks, similar to conventionally-reared broiler flocks, as a potential vector for antibiotic-resistant and pathogenic strains of thermophilic Campylobacter to humans.
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Affiliation(s)
- Amal Awad
- Department of Bacteriology, Mycology, and Immunology, Faculty of Veterinary Medicine, Mansoura University, Mansoura, Egypt
| | - Hung-Yueh Yeh
- U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, United States
| | - Hazem Ramadan
- Department of Hygiene and Zoonoses, Faculty of Veterinary Medicine, Mansoura University, Mansoura, Egypt
| | - Michael J. Rothrock
- U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, United States
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Xu X, Rothrock MJ, Mishra A, Kumar GD, Mishra A. Relationship of the Poultry Microbiome to Pathogen Colonization, Farm Management, Poultry Production, and Foodborne Illness Risk Assessment. J Food Prot 2023; 86:100169. [PMID: 37774838 DOI: 10.1016/j.jfp.2023.100169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 09/20/2023] [Accepted: 09/22/2023] [Indexed: 10/01/2023]
Abstract
Despite the continuous progress in food science and technology, the global burden of foodborne illnesses remains substantial, with pathogens in food causing millions of infections each year. Traditional microbiological culture methods are inadequate in detecting the full spectrum of these microorganisms, highlighting the need for more comprehensive detection strategies. This review paper aims to elucidate the relationship between foodborne pathogen colonization and the composition of the poultry microbiome, and how this knowledge can be used for improved food safety. Our review highlights that the relationship between pathogen colonization varies across different sections of the poultry microbiome. Further, our review suggests that the microbiome profile of poultry litter, farm soil, and farm dust may serve as potential indicators of the farm environment's food safety issues. We also agree that the microbiome of processed chicken samples may reveal potential pathogen contamination and food quality issues. In addition, utilizing predictive modeling techniques on the collected microbiome data, we suggest establishing correlations between particular taxonomic groups and the colonization of pathogens, thus providing insights into food safety, and offering a comprehensive overview of the microbial community. In conclusion, this review underscores the potential of microbiome analysis as a powerful tool in food safety, pathogen detection, and risk assessment.
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Affiliation(s)
- Xinran Xu
- Department of Food Science and Technology, University of Georgia, Athens, GA, USA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, USA
| | - Aditya Mishra
- Department of Statistics, University of Georgia, Athens, GA, USA
| | | | - Abhinav Mishra
- Department of Food Science and Technology, University of Georgia, Athens, GA, USA.
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Bodie AR, Rothrock MJ, Ricke SC. Comparison of optical density-based growth kinetics for pure culture Campylobacter jejuni, coli and lari grown in blood-free Bolton broth. J Environ Sci Health B 2023; 58:671-678. [PMID: 37784245 DOI: 10.1080/03601234.2023.2264742] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
Abstract
Campylobacter growth kinetic parameters can be used to refine the sensitivity and efficiency of microbial growth-based methods. Therefore, the aim of this study was to construct growth curves for C. jejuni, C. coli, and C. lari in pure culture and calculate growth kinetics for each Campylobacter species in the same environmental conditions. Campylobacter jejuni, C. coli and C. lari were grown over 48 h and inoculated into 15 mL Hungate tubes (N = 3 trials per species; 5 biological replicates per trial; 3 species; 1 strain per species). Absorbance measurements were taken in 45 min intervals over 24 h. Optical density readings were plotted versus time to calculate growth kinetic parameters. C. jejuni exhibited the longest lag phase (p < 0.001) at 15 h 20 min ± 30 min, versus C. coli at 11 h 15 min ± 17 min, and C. lari at 9 h 27 min ± 15 min. The exponential phase duration was no longer than 5 h for all species, and doubling times were all less than 1h 30 min. The variation in growth kinetics for the three species of Campylobacter illustrates the importance of determining individual Campylobacter spp. growth responses for optimizing detection based on low bacterial levels. This study provides kinetics and estimates to define enrichment times necessary for low concentration Campylobacter detection.
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Affiliation(s)
- Aaron R Bodie
- Meat Science and Animal Biologics Discovery Program, Department of Animal and Dairy Sciences, University of Wisconsin, Madison, Wisconsin, USA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, USDA-ARS U.S. National Poultry Research Center, Athens, Georgia, USA
| | - Steven C Ricke
- Meat Science and Animal Biologics Discovery Program, Department of Animal and Dairy Sciences, University of Wisconsin, Madison, Wisconsin, USA
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6
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Ricke SC, O’Bryan CA, Rothrock MJ. Listeria Occurrence in Conventional and Alternative Egg Production Systems. Microorganisms 2023; 11:2164. [PMID: 37764008 PMCID: PMC10535144 DOI: 10.3390/microorganisms11092164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 08/24/2023] [Accepted: 08/25/2023] [Indexed: 09/29/2023] Open
Abstract
Listeria continues to be a persistent foodborne pathogen that is responsible for human cases of listeriosis when contaminated food products are consumed. Human subjects considered to be most susceptible include the elderly, immunocompromised, and pregnant women. Listeria is characterized as a saprophytic organism with the capability of responding and adapting to constantly changing environments because it possesses multiple stress response mechanisms to overcome varying temperatures, salt concentrations, and pH, among others. Primary foods and food products associated with listeriosis include dairy products and ready-to-eat meats such as turkey products. Historically, chicken eggs have not been identified as a primary source of Listeria, but the potential for contamination during egg production and processing does exist. Listeria species have been isolated from egg-processing plant equipment and are presumed to occur in egg-processing plant environments. Whether Listeria is consistently disseminated onto eggs beyond the egg-processing plant is a risk factor that remains to be determined. However, research has been conducted over the years to develop egg wash solutions that generate combinations of pH and other properties that would be considered inhibitory to Listeria. Even less is known regarding the association of Listeria with alternative egg production systems, but Listeria has been isolated from pasture flock broilers, so it is conceivable, given the nature of the outdoor environments, that layer birds under these conditions would also be exposed to Listeria and their eggs become contaminated. This review focuses on the possibility of Listeria occurring in conventional and alternative egg-laying production and processing systems.
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Affiliation(s)
- Steven C. Ricke
- Meat Science and Animal Biologics Discovery Program, Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53706, USA
| | - Corliss A. O’Bryan
- Food Science Department, University of Arkansas, Fayetteville, AR 72704, USA;
| | - Michael J. Rothrock
- U.S. National Poultry Research Center, Egg Safety & Quality Research Unit, USDA-ARS, Athens, GA 30606, USA;
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7
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Xu X, Rothrock MJ, Dev Kumar G, Mishra A. Assessing the Risk of Seasonal Effects of Campylobacter Contaminated Broiler Meat Prepared In-Home in the United States. Foods 2023; 12:2559. [PMID: 37444297 DOI: 10.3390/foods12132559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 06/20/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023] Open
Abstract
Campylobacter has consistently posed a food safety issue in broiler meat. This study aimed to create a quantitative microbial risk assessment model from retail to consumption, designed to evaluate the seasonal risk of campylobacteriosis associated with broiler meat consumption in the United States. To achieve this, data was gathered to build distributions that would enable us to predict the growth of Campylobacter during various stages such as retail storage, transit, and home storage. The model also included potential fluctuations in concentration during food preparation and potential cross-contamination scenarios. A Monte Carlo simulation with 100,000 iterations was used to estimate the risk of infection per serving and the number of infections in the United States by season. In the summer, chicken meat was estimated to have a median risk of infection per serving of 9.22 × 10-7 and cause an average of about 27,058,680 infections. During the winter months, the median risk of infection per serving was estimated to be 4.06 × 10-7 and cause an average of about 12,085,638 infections. The risk assessment model provides information about the risk of broiler meat to public health by season. These results will help understand the most important steps to reduce the food safety risks from contaminated chicken products.
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Affiliation(s)
- Xinran Xu
- Department of Food Science and Technology, College of Agricultural & Environmental Science, University of Georgia, 100 Cedar St., Athens, GA 30602, USA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA 30605, USA
| | | | - Abhinav Mishra
- Department of Food Science and Technology, College of Agricultural & Environmental Science, University of Georgia, 100 Cedar St., Athens, GA 30602, USA
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8
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Jeon JH, Kaiser EE, Waters ES, Yang X, Lourenco JM, Fagan MM, Scheulin KM, Sneed SE, Shin SK, Kinder HA, Kumar A, Platt SR, Ahn J, Duberstein KJ, Rothrock MJ, Callaway TR, Xie J, West FD, Park HJ. Tanshinone IIA-loaded nanoparticles and neural stem cell combination therapy improves gut homeostasis and recovery in a pig ischemic stroke model. Sci Rep 2023; 13:2520. [PMID: 36781906 PMCID: PMC9925438 DOI: 10.1038/s41598-023-29282-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 02/01/2023] [Indexed: 02/15/2023] Open
Abstract
Impaired gut homeostasis is associated with stroke often presenting with leaky gut syndrome and increased gut, brain, and systemic inflammation that further exacerbates brain damage. We previously reported that intracisternal administration of Tanshinone IIA-loaded nanoparticles (Tan IIA-NPs) and transplantation of induced pluripotent stem cell-derived neural stem cells (iNSCs) led to enhanced neuroprotective and regenerative activity and improved recovery in a pig stroke model. We hypothesized that Tan IIA-NP + iNSC combination therapy-mediated stroke recovery may also have an impact on gut inflammation and integrity in the stroke pigs. Ischemic stroke was induced, and male Yucatan pigs received PBS + PBS (Control, n = 6) or Tan IIA-NP + iNSC (Treatment, n = 6) treatment. The Tan IIA-NP + iNSC treatment reduced expression of jejunal TNF-α, TNF-α receptor1, and phosphorylated IkBα while increasing the expression of jejunal occludin, claudin1, and ZO-1 at 12 weeks post-treatment (PT). Treated pigs had higher fecal short-chain fatty acid (SCFAs) levels than their counterparts throughout the study period, and fecal SCFAs levels were negatively correlated with jejunal inflammation. Interestingly, fecal SCFAs levels were also negatively correlated with brain lesion volume and midline shift at 12 weeks PT. Collectively, the anti-inflammatory and neuroregenerative treatment resulted in increased SCFAs levels, tight junction protein expression, and decreased inflammation in the gut.
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Affiliation(s)
- Julie H Jeon
- Department of Nutritional Sciences, University of Georgia, Athens, GA, USA
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Erin E Kaiser
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, USA
| | - Elizabeth S Waters
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, USA
- Environmental Health Science Department, University of Georgia, Athens, GA, USA
| | - Xueyuan Yang
- Department of Chemistry, University of Georgia, Athens, GA, USA
| | - Jeferson M Lourenco
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
| | - Madison M Fagan
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, USA
| | - Kelly M Scheulin
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, USA
| | - Sydney E Sneed
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
| | - Soo K Shin
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Interdisciplinary Toxicology Program, University of Georgia, Athens, GA, USA
| | - Holly A Kinder
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, USA
| | - Anil Kumar
- Department of Chemistry, University of Georgia, Athens, GA, USA
| | - Simon R Platt
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Department of Small Animal Medicine and Surgery, University of Georgia, Athens, GA, USA
| | - Jeongyoun Ahn
- Department of Statistics, University of Georgia, Athens, GA, USA
- Department of Industrial and Systems Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea
| | - Kylee J Duberstein
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
| | | | - Todd R Callaway
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
| | - Jin Xie
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Department of Chemistry, University of Georgia, Athens, GA, USA
| | - Franklin D West
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, USA
- Regenerative Bioscience Center, University of Georgia, Athens, GA, USA
- Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, USA
- Interdisciplinary Toxicology Program, University of Georgia, Athens, GA, USA
| | - Hea Jin Park
- Department of Nutritional Sciences, University of Georgia, Athens, GA, USA.
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9
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Guard J, Jones DR, Gast RK, Garcia JS, Rothrock MJ. Serotype Screening of Salmonella enterica Subspecies I by Intergenic Sequence Ribotyping (ISR): Critical Updates. Microorganisms 2022; 11:microorganisms11010097. [PMID: 36677389 PMCID: PMC9863722 DOI: 10.3390/microorganisms11010097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 12/20/2022] [Accepted: 12/21/2022] [Indexed: 01/03/2023] Open
Abstract
(1) Background: Foodborne illness from Salmonella enterica subspecies I is most associated with approximately 32 out of 1600 serotypes. While whole genome sequencing and other nucleic acid-based methods are preferred for serotyping, they require expertise in bioinformatics and often submission to an external agency. Intergenic Sequence Ribotyping (ISR) assigns serotype to Salmonella in coordination with information freely available at the National Center for Biotechnology Information. ISR requires updating because it was developed from 26 genomes while there are now currently 1804 genomes and 1685 plasmids. (2) Methods: Serotypes available for sequencing were analyzed by ISR to confirm primer efficacy and to identify any issues in application. Differences between the 2012 and 2022 ISR database were tabulated, nomenclature edited, and instances of multiple serotypes aligning to a single ISR were examined. (3) Results: The 2022 ISR database has 268 sequences and 40 of these were assigned new NCBI accession numbers that were not previously available. Extending boundaries of sequences resolved hdfR cross-alignment and reduced multiplicity of alignment for 37 ISRs. Comparison of gene cyaA sequences and some cell surface epitopes provided evidence that homologous recombination was potentially impacting results for this subset. There were 99 sequences that still had no match with an NCBI submission. (4) The 2022 ISR database is available for use as a serotype screening method for Salmonella enterica subspecies I. Finding that 36.9% of the sequences in the ISR database still have no match within the NCBI Salmonella enterica database suggests that there is more genomic heterogeneity yet to characterize.
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Affiliation(s)
- Jean Guard
- Correspondence: ; Tel.: +1-706-546-3131 or +1-706-546-3445
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10
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Pillai N, Ayoola MB, Nanduri B, Rothrock MJ, Ramkumar M. An ensemble learning approach to identify pastured poultry farm practice variables and soil constituents that promote Salmonella prevalence. Heliyon 2022; 8:e11331. [DOI: 10.1016/j.heliyon.2022.e11331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 04/26/2022] [Accepted: 10/24/2022] [Indexed: 11/09/2022] Open
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11
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Lourenco JM, Welch CB, Krause TR, Wieczorek MA, Fluharty FL, Rothrock MJ, Pringle TD, Callaway TR. Fecal Microbiome Differences in Angus Steers with Differing Feed Efficiencies during the Feedlot-Finishing Phase. Microorganisms 2022; 10:microorganisms10061128. [PMID: 35744646 PMCID: PMC9227454 DOI: 10.3390/microorganisms10061128] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 05/12/2022] [Accepted: 05/28/2022] [Indexed: 02/01/2023] Open
Abstract
The gastrointestinal microbiota of cattle is important for feedstuff degradation and feed efficiency determination. This study evaluated the fecal microbiome of Angus steers with distinct feed efficiencies during the feedlot-finishing phase. Angus steers (n = 65), fed a feedlot-finishing diet for 82 days, had growth performance metrics evaluated. Steers were ranked based upon residual feed intake (RFI), and the 5 lowest RFI (most efficient) and 5 highest RFI (least efficient) steers were selected for evaluation. Fecal samples were collected on 0-d and 82-d of the finishing period and microbial DNA was extracted and evaluated by 16S rRNA gene sequencing. During the feedlot trial, inefficient steers had decreased (p = 0.02) Ruminococcaceae populations and increased (p = 0.01) Clostridiaceae populations. Conversely, efficient steers had increased Peptostreptococcaceae (p = 0.03) and Turicibacteraceae (p = 0.01), and a trend for decreased Proteobacteria abundance (p = 0.096). Efficient steers had increased microbial richness and diversity during the feedlot period, which likely resulted in increased fiber-degrading enzymes in their hindgut, allowing them to extract more energy from the feed. Results suggest that cattle with better feed efficiency have greater diversity of hindgut microorganisms, resulting in more enzymes available for digestion, and improving energy harvest in the gut of efficient cattle.
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Affiliation(s)
- Jeferson M. Lourenco
- Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602, USA; (C.B.W.); (T.R.K.); (M.A.W.); (F.L.F.); (T.D.P.); (T.R.C.)
- Correspondence:
| | - Christina B. Welch
- Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602, USA; (C.B.W.); (T.R.K.); (M.A.W.); (F.L.F.); (T.D.P.); (T.R.C.)
| | - Taylor R. Krause
- Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602, USA; (C.B.W.); (T.R.K.); (M.A.W.); (F.L.F.); (T.D.P.); (T.R.C.)
| | - Michael A. Wieczorek
- Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602, USA; (C.B.W.); (T.R.K.); (M.A.W.); (F.L.F.); (T.D.P.); (T.R.C.)
| | - Francis L. Fluharty
- Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602, USA; (C.B.W.); (T.R.K.); (M.A.W.); (F.L.F.); (T.D.P.); (T.R.C.)
| | - Michael J. Rothrock
- Egg Safety and Quality Research Unit, Richard B. Russell Research Center, Agricultural Research Service, USDA, Athens, GA 30605, USA;
| | - T. Dean Pringle
- Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602, USA; (C.B.W.); (T.R.K.); (M.A.W.); (F.L.F.); (T.D.P.); (T.R.C.)
| | - Todd R. Callaway
- Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602, USA; (C.B.W.); (T.R.K.); (M.A.W.); (F.L.F.); (T.D.P.); (T.R.C.)
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12
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Oladeinde A, Abdo Z, Zwirzitz B, Woyda R, Lakin SM, Press MO, Cox NA, Thomas JC, Looft T, Rothrock MJ, Zock G, Plumblee Lawrence J, Cudnik D, Ritz C, Aggrey SE, Liachko I, Grove JR, Wiersma C. Litter Commensal Bacteria Can Limit the Horizontal Gene Transfer of Antimicrobial Resistance to Salmonella in Chickens. Appl Environ Microbiol 2022; 88:e0251721. [PMID: 35416680 PMCID: PMC9107613 DOI: 10.1128/aem.02517-21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 03/06/2022] [Indexed: 12/15/2022] Open
Abstract
Fostering a "balanced" gut microbiome through the administration of beneficial microbes that can competitively exclude pathogens has gained a lot of attention and use in human and animal medicine. However, little is known about how microbes affect the horizontal gene transfer of antimicrobial resistance (AMR). To shed more light on this question, we challenged neonatal broiler chicks raised on reused broiler chicken litter-a complex environment made up of decomposing pine shavings, feces, uric acid, feathers, and feed-with Salmonella enterica serovar Heidelberg (S. Heidelberg), a model pathogen. Neonatal chicks challenged with S. Heidelberg and raised on reused litter were more resistant to S. Heidelberg cecal colonization than chicks grown on fresh litter. Furthermore, chicks grown on reused litter were at a lower risk of colonization with S. Heidelberg strains that encoded AMR on IncI1 plasmids. We used 16S rRNA gene sequencing and shotgun metagenomics to show that the major difference between chicks grown on fresh litter and those grown on reused litter was the microbiome harbored in the litter and ceca. The microbiome of reused litter samples was more uniform and enriched in functional pathways related to the biosynthesis of organic and antimicrobial molecules than that in fresh litter samples. We found that Escherichia coli was the main reservoir of plasmids encoding AMR and that the IncI1 plasmid was maintained at a significantly lower copy per cell in reused litter compared to fresh litter. These findings support the notion that commensal bacteria play an integral role in the horizontal transfer of plasmids encoding AMR to pathogens like Salmonella. IMPORTANCE Antimicrobial resistance spread is a worldwide health challenge, stemming in large part from the ability of microorganisms to share their genetic material through horizontal gene transfer. To address this issue, many countries and international organizations have adopted a One Health approach to curtail the proliferation of antimicrobial-resistant bacteria. This includes the removal and reduction of antibiotics used in food animal production and the development of alternatives to antibiotics. However, there is still a significant knowledge gap in our understanding of how resistance spreads in the absence of antibiotic selection and the role commensal bacteria play in reducing antibiotic resistance transfer. In this study, we show that commensal bacteria play a key role in reducing the horizontal gene transfer of antibiotic resistance to Salmonella, provide the identity of the bacterial species that potentially perform this function in broiler chickens, and also postulate the mechanism involved.
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Affiliation(s)
| | - Zaid Abdo
- Department of Microbiology, Immunology and Pathology, Colorado State Universitygrid.47894.36, Fort Collins, Colorado, USA
| | - Benjamin Zwirzitz
- Institute of Food Science, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Reed Woyda
- Department of Microbiology, Immunology and Pathology, Colorado State Universitygrid.47894.36, Fort Collins, Colorado, USA
| | - Steven M Lakin
- Department of Microbiology, Immunology and Pathology, Colorado State Universitygrid.47894.36, Fort Collins, Colorado, USA
| | | | - Nelson A Cox
- U.S. National Poultry Research Center, USDA-ARS, Athens, Georgia, USA
| | - Jesse C Thomas
- Division of STD Prevention, National Center for HIV/AIDS, Viral Hepatitis, STD and TB Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Torey Looft
- National Animal Disease Center, USDA-ARS, Ames, Iowa, USA
| | | | - Gregory Zock
- Department of Poultry Science, University of Georgia, Athens, Georgia, USA
| | | | - Denice Cudnik
- U.S. National Poultry Research Center, USDA-ARS, Athens, Georgia, USA
| | - Casey Ritz
- Department of Poultry Science, University of Georgia, Athens, Georgia, USA
| | - Samuel E Aggrey
- Department of Poultry Science, University of Georgia, Athens, Georgia, USA
| | | | | | - Crystal Wiersma
- Department of Microbiology, Immunology and Pathology, Colorado State Universitygrid.47894.36, Fort Collins, Colorado, USA
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13
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Ricke SC, Dittoe DK, Tarcin AA, Rothrock MJ. Communicating the Utility of the Microbiome and Bioinformatics to Small Flock Poultry Producers. Poult Sci 2022; 101:101788. [PMID: 35346497 PMCID: PMC9079341 DOI: 10.1016/j.psj.2022.101788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 02/05/2022] [Indexed: 11/28/2022] Open
Abstract
The use of “omics” has become widespread across poultry production, from breeding to management to bird health to food safety and everywhere in between. While the conventional poultry industry has become more exposed to the power and utility of “omic” technologies, smaller poultry flock producers typically do not have this same level of experience. Because smaller, nonconventional poultry production is a growing portion of the overall poultry market, it is important that they also have educational access to these research tools and the resultant data. While small flock producers are dedicated and knowledgeable farmers, their knowledge of these newer technologies may be limited at best, and it is the task of academic researchers to communicate the importance of these “omic” tools and how the omic data can improve a variety of different aspects of their operations. This review discusses ways to effectively communicate complex microbiota and microbial genome sequence data to small flock producers and transforming this data into meaningful and applicable information that they can utilize to inform beneficial management decisions.
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14
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Weinroth MD, Belk AD, Dean C, Noyes N, Dittoe DK, Rothrock MJ, Ricke SC, Myer PR, Henniger MT, Ramírez GA, Oakley BB, Summers KL, Miles AM, Ault-Seay TB, Yu Z, Metcalf JL, Wells JE. Considerations and best practices in animal science 16S ribosomal RNA gene sequencing microbiome studies. J Anim Sci 2022; 100:skab346. [PMID: 35106579 PMCID: PMC8807179 DOI: 10.1093/jas/skab346] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 11/19/2021] [Indexed: 12/13/2022] Open
Abstract
Microbiome studies in animal science using 16S rRNA gene sequencing have become increasingly common in recent years as sequencing costs continue to fall and bioinformatic tools become more powerful and user-friendly. The combination of molecular biology, microbiology, microbial ecology, computer science, and bioinformatics-in addition to the traditional considerations when conducting an animal science study-makes microbiome studies sometimes intimidating due to the intersection of different fields. The objective of this review is to serve as a jumping-off point for those animal scientists less familiar with 16S rRNA gene sequencing and analyses and to bring up common issues and concerns that arise when planning an animal microbiome study from design through analysis. This review includes an overview of 16S rRNA gene sequencing, its advantages, and its limitations; experimental design considerations such as study design, sample size, sample pooling, and sample locations; wet lab considerations such as field handing, microbial cell lysis, low biomass samples, library preparation, and sequencing controls; and computational considerations such as identification of contamination, accounting for uneven sequencing depth, constructing diversity metrics, assigning taxonomy, differential abundance testing, and, finally, data availability. In addition to general considerations, we highlight some special considerations by species and sample type.
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Affiliation(s)
- Margaret D Weinroth
- U.S. Department of Agriculture, Agricultural Research Service, U.S. National Poultry Research Center (USNPRC), Athens, GA 30605, USA
| | - Aeriel D Belk
- Department of Animal Sciences, Colorado State University, Fort Collins, CO 80524, USA
- Joint Institute of Food Safety and Applied Nutrition, University of Maryland, College Park, MD 20740, USA
| | - Chris Dean
- Department of Veterinary Population Medicine, University of Minnesota, St. Paul, MN 55108, USA
| | - Noelle Noyes
- Department of Veterinary Population Medicine, University of Minnesota, St. Paul, MN 55108, USA
| | - Dana K Dittoe
- Meat Science and Animal Biologics Discovery Program, Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53706, USA
| | - Michael J Rothrock
- U.S. Department of Agriculture, Agricultural Research Service, U.S. National Poultry Research Center (USNPRC), Athens, GA 30605, USA
| | - Steven C Ricke
- Meat Science and Animal Biologics Discovery Program, Department of Animal and Dairy Sciences, University of Wisconsin, Madison, WI 53706, USA
| | - Phillip R Myer
- Department of Animal Science, University of Tennessee, Knoxville, TN 37996, USA
| | - Madison T Henniger
- Department of Animal Science, University of Tennessee, Knoxville, TN 37996, USA
| | - Gustavo A Ramírez
- College of Veterinary Medicine, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Brian B Oakley
- College of Veterinary Medicine, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Katie Lynn Summers
- U.S. Department of Agriculture, Agricultural Research Service, Beltsville Agricultural Research Center (BARC), Beltsville, MD 20705, USA
| | - Asha M Miles
- U.S. Department of Agriculture, Agricultural Research Service, Beltsville Agricultural Research Center (BARC), Beltsville, MD 20705, USA
| | - Taylor B Ault-Seay
- Department of Animal Science, University of Tennessee, Knoxville, TN 37996, USA
| | - Zhongtang Yu
- Department of Animal Sciences, The Ohio State University, Columbus, OH 43210, USA
| | - Jessica L Metcalf
- Department of Animal Sciences, Colorado State University, Fort Collins, CO 80524, USA
| | - James E Wells
- USDA ARS US Meat Animal Research Center (USMARC), Clay Center, NE 68933, USA
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15
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Olson EG, Micciche AC, Rothrock MJ, Yang Y, Ricke SC. Application of Bacteriophages to Limit Campylobacter in Poultry Production. Front Microbiol 2022; 12:458721. [PMID: 35069459 PMCID: PMC8766974 DOI: 10.3389/fmicb.2021.458721] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Accepted: 11/29/2021] [Indexed: 12/22/2022] Open
Abstract
Campylobacter is a major foodborne pathogen with over a million United States cases a year and is typically acquired through the consumption of poultry products. The common occurrence of Campylobacter as a member of the poultry gastrointestinal tract microbial community remains a challenge for optimizing intervention strategies. Simultaneously, increasing demand for antibiotic-free products has led to the development of several alternative control measures both at the farm and in processing operations. Bacteriophages administered to reduce foodborne pathogens are one of the alternatives that have received renewed interest. Campylobacter phages have been isolated from both conventionally and organically raised poultry. Isolated and cultivated Campylobacter bacteriophages have been used as an intervention in live birds to target colonized Campylobacter in the gastrointestinal tract. Application of Campylobacter phages to poultry carcasses has also been explored as a strategy to reduce Campylobacter levels during poultry processing. This review will focus on the biology and ecology of Campylobacter bacteriophages in poultry production followed by discussion on current and potential applications as an intervention strategy to reduce Campylobacter occurrence in poultry production.
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Affiliation(s)
- Elena G Olson
- Meat Science and Animal Biologics Discovery Program, Department of Animal and Dairy Sciences, University of Wisconsin-Madison, Madison, WI, United States
| | - Andrew C Micciche
- Center for Food Safety, Department of Food Science, University of Arkansas, Fayetteville, AR, United States
| | - Michael J Rothrock
- Agricultural Research Service, United States Department of Agriculture, Athens, GA, United States
| | - Yichao Yang
- Department of Poultry Science, University of Arkansas, Fayetteville, AR, United States
| | - Steven C Ricke
- Meat Science and Animal Biologics Discovery Program, Department of Animal and Dairy Sciences, University of Wisconsin-Madison, Madison, WI, United States
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16
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Rothrock MJ, Guard JY, Oladeinde A. Salmonella Diversity Along the Farm-to-Fork Continuum of Pastured Poultry Flocks in the Southeastern United States. Front Anim Sci 2021. [DOI: 10.3389/fanim.2021.761930] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Greater consumer demand for all natural, antibiotic-free poultry products has led to an increase in pastured poultry operations. Given the increased level of environmental interaction, and the potential increase in exposure to foodborne pathogens, a greater understanding of the prevalence and diversity of Salmonella populations inherent within pastured poultry flocks. To achieve this, 42 pastured poultry flocks from 11 farms were sampled using a farm-to-fork strategy and Salmonella was isolated and characterized through pre-harvest (feces, soil) to post-harvest (ceca, whole carcass rinse) to the final product (whole carcass rinse) the consumer would purchase. Salmonella was isolated from 353 of a total of 2,305 samples, representing an overall prevalence of 18.1%. By far the most prevalent serotype was Kentucky (72.7% of all isolates), with <16% of all Salmonella representing a top serotype of concern for human health according to the CDC. Even though these flocks were raised antibiotic-free, Salmonella isolates exhibited resistances to a variety of antibiotics, with the two most common resistances being toward tetracycline and streptomycin (68.8 and 64.4% of all isolates, respectively); however, almost 98% of the multidrug resistant isolates were serotype Kentucky. Salmonella prevalence and diversity (both in terms of serotypes and antibiotic resistance profiles) were related more to the farm location than to the type of sample from which the Salmonella was isolated from along the farm-to-fork continuum. Based on these data, while Salmonella prevalence was similar to that from conventional poultry operations, serotypes of lesser concern to human health (Kentucky, Indiana) tended to fill the ecological niche for Salmonella species throughout the farm-to-fork continuum in these pastured poultry flocks. The diversity of these Salmonella populations tended to be farm specific, indicating the need for more tailored intervention strategies to continue to enhance the safety of these products.
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17
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Yeh HY, Awad A, Rothrock MJ. Detection of Campylobacter jejuni diversity by clustered regularly interspaced short palindromic repeats (CRISPR) from an animal farm. Vet Med Sci 2021; 7:2381-2388. [PMID: 34510794 PMCID: PMC8604122 DOI: 10.1002/vms3.622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
Background Campylobacter jejuni is the leading bacterial pathogen that causes foodborne illness worldwide. Because of genetic diversity and sophisticated growth requirements of C. jejuni, several genotyping methods have been investigated to classify this bacterium during the outbreaks. One of such method is to use clustered regularly interspaced short palindromic repeats (CRISPR). Objectives The goal of this study was to explore the diversity of C. jejuni isolates with CRISPR from an animal farm. Methods Seventy‐seven C. jejuni isolates from an animal farm were used in this study. The day‐old broilers were reared with other poultry and farm animals, including layer hens, guinea hens, dairy goats and sheep. A small swine herd was also present on an adjacent, but separate plot of land. Isolation and identification of C. jejuni were performed according to the standard procedures. The CRISPR type 1 was PCR amplified from genomic DNA, and the amplicons were sequenced by the Sanger dideoxy method. The direct repeats (DRs) and spacers of the CRISPR sequences were identified using the CRISPRFinder. Results The CRISPR sequences were detected in all 77 isolates. One type of DRs was identified in these 77 isolates. The lengths of the CRISPR locus ranged from 100 to 560 nucleotides, whereas the number of spacers ranged from one to eight. The distributions of the numbers of CRISPR spacers from different sources seemed to be random. Overall, 17 out of 77 (22%) C. jejuni isolates had two and five spacers, whereas 14 out of 77 (18%) isolates had three spaces in their genomes. By further analysis of spacer sequences, a total of 266 spacer sequences were identified in 77 C. jejuni isolates. By comparison with known published spacer sequences, we observed that 49 sequences were unique in this study. The CRISPR sequence combination of Nos. 16, 19, 48 and 57 was found among a total of 15 C. jejuni isolates containing various multi‐locus sequence typing (MLST) types (ST‐50, ST‐607, ST‐2231 and ST‐5602). No. 57 spacer sequence was unique from this study, whereas the other three (Nos. 16, 19 and 48) sequences were found in previous reports. Combination of Nos. 5, 9, 15, 30 and 45 was associated with ST‐353. To compare the CRISPR genotyping with other methods, the MLST was selected due to its high discriminatory power to differentiate isolates. Based on calculation of the Simpson's index of diversity, a combination of both methods had higher Simpson's index value than those for CRISPR or MLST, respectively. Conclusions Our results suggest that the MLST from C. jejuni isolates can be discriminated based on the CRISPR unique spacer sequences and the numbers of spacers. In the future, investigation on the CRISPR resolution for C. jejuni identification in outbreaks is needed. A database that integrates both MLST sequences and CRISPR sequences and is searchable is greatly in demand for tracking outbreaks and evolution of this bacterium.
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Affiliation(s)
- Hung-Yueh Yeh
- Poultry Microbiological Safety and Processing Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, Georgia, USA
| | - Amal Awad
- Poultry Microbiological Safety and Processing Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, Georgia, USA.,Bacteriology, Mycology and Immunology Department, Faculty of Veterinary Medicine, Mansoura University, Mansoura, Egypt
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, Georgia, USA
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18
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Golden CE, Rothrock MJ, Mishra A. Mapping foodborne pathogen contamination throughout the conventional and alternative poultry supply chains. Poult Sci 2021; 100:101157. [PMID: 34089937 PMCID: PMC8182426 DOI: 10.1016/j.psj.2021.101157] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 03/17/2021] [Indexed: 12/17/2022] Open
Abstract
Recently, there has been a consumer push for natural and organic food products. This has caused alternative poultry production, such as organic, pasture, and free-range systems, to grow in popularity. Due to the stricter rearing practices of alternative poultry production systems, different types of levels of microbiological risks might be present for these systems when compared to conventional production systems. Both conventional and alternative production systems have complex supply chains that present many different opportunities for flocks of birds or poultry meat to be contaminated with foodborne pathogens. As such, it is important to understand the risks involved during each step of production. The purpose of this review is to detail the potential routes of foodborne pathogen transmission throughout the conventional and alternative supply chains, with a special emphasis on the differences in risk between the two management systems, and to identify gaps in knowledge that could assist, if addressed, in poultry risk-based decision making.
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Affiliation(s)
- Chase E Golden
- Department of Food Science and Technology, University of Georgia, 100 Cedar St., Athens, GA, USA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, USA
| | - Abhinav Mishra
- Department of Food Science and Technology, University of Georgia, 100 Cedar St., Athens, GA, USA.
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19
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Lourenco JM, Hampton RS, Johnson HM, Callaway TR, Rothrock MJ, Azain MJ. The Effects of Feeding Antibiotic on the Intestinal Microbiota of Weanling Pigs. Front Vet Sci 2021; 8:601394. [PMID: 33778032 PMCID: PMC7996051 DOI: 10.3389/fvets.2021.601394] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 02/01/2021] [Indexed: 11/13/2022] Open
Abstract
This study investigated the use of carbadox in the diet of nursery pigs. Ten pens of weanling piglets were assigned to 2 treatments: one containing carbadox and another without it. From days 21 to 35 of age, the first group of piglets was fed carbadox at 55 mg/kg of diet; followed by 27.5 mg/kg from days 36 to 49; and 0 mg/kg from days 50 to 63. The second group of pigs was fed a control diet without carbadox from days 21 to 63 of age. On days 35, 49, and 63, fecal samples were collected directly from the rectum of 2 piglets in each pen, and the samples were subjected to microbial DNA sequencing and metagenomic functional analysis using the 16S rRNA gene. Feed conversion from days 21 to 63 was improved (P = 0.04) in the group of piglets fed carbadox. Faith's phylogenetic diversity was similar (P = 0.89) for both groups of piglets on day 35, but it was diminished (P = 0.01) in the carbadox-fed group on day 49; however, following the complete removal of carbadox from their diets, this microbial diversity index was once again found to be similar (P = 0.27) in both groups on day 63. Likewise, abundances of Slackia, Peptococcus, Catenibacterium, Coprococcus, and Blautia were all similar between the two groups (P ≥ 0.40) on day 35, but were smaller in the carbadox group (P ≤ 0.05) on day 49; however, on day 63, abundances of all these genera were once again similar (P ≥ 0.29). Metabolic pathways involved in cellular growth, death, and genetic information processing (translation) were found to be similarly expressed in the microbiota of piglets from both groups on day 35 (P ≥ 0.52), but decreased in the carbadox group on day 49 (P ≤ 0.05), and were similar again in both groups on day 63 (P ≥ 0.51). These results revealed that feeding carbadox to piglets during the first 4 weeks after weaning significantly affected their fecal microbiotas; however, 2 weeks after the removal of carbadox, those changes tended to disappear, indicating that the shifts were carbadox-dependent.
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Affiliation(s)
- Jeferson M Lourenco
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, United States
| | - Rachel S Hampton
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, United States
| | - Hannah M Johnson
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, United States
| | - Todd R Callaway
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, United States
| | - Michael J Rothrock
- U.S. National Poultry Research Center, USDA-Agricultural Research Service (ARS), Athens, GA, United States
| | - Michael J Azain
- Department of Animal and Dairy Science, University of Georgia, Athens, GA, United States
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20
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Xu X, Rothrock MJ, Mohan A, Kumar GD, Mishra A. Using farm management practices to predict Campylobacter prevalence in pastured poultry farms. Poult Sci 2021; 100:101122. [PMID: 33975043 PMCID: PMC8131732 DOI: 10.1016/j.psj.2021.101122] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 02/16/2021] [Accepted: 02/26/2021] [Indexed: 01/04/2023] Open
Abstract
Contamination of poultry products by Campylobacter is often associated with farm management practices and processing plant practices. A longitudinal study was conducted on 11 pastured poultry farms in southeastern United States from 2014 to 2017. In this study, farm practices and processing variables were used as predictors for a random forest (RF) model to predict Campylobacter prevalence in pastured poultry farms and processing environments. Individual RF models were constructed for fecal, soil and whole carcass rinse after processing (WCR-P) samples. The performance of models was evaluated by the area under curve (AUC) from the receiver operating characteristics curve. The AUC values were 0.902, 0.894, and 0.864 for fecal, soil, and WCR-P models, respectively. Relative importance plots were generated to predict the most important variable in each RF model. Animal source of feces was identified as the most important variable in fecal model and the soy content of the brood feed was the most important variable for soil model. For WCR-P model, the average flock age showed the strongest impact on RF model. These RF models can help pastured poultry growers with food safety control strategies to reduce Campylobacter prevalence in pastured poultry farms.
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Affiliation(s)
- Xinran Xu
- Department of Food Science and Technology, University of Georgia, Athens, GA, USA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, USA
| | - Anand Mohan
- Department of Food Science and Technology, University of Georgia, Athens, GA, USA
| | | | - Abhinav Mishra
- Department of Food Science and Technology, University of Georgia, Athens, GA, USA.
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21
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Jeon J, Lourenco J, Kaiser EE, Waters ES, Scheulin KM, Fang X, Kinder HA, Platt SR, Rothrock MJ, Callaway TR, West FD, Park HJ. Dynamic Changes in the Gut Microbiome at the Acute Stage of Ischemic Stroke in a Pig Model. Front Neurosci 2020; 14:587986. [PMID: 33343283 PMCID: PMC7744295 DOI: 10.3389/fnins.2020.587986] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 11/02/2020] [Indexed: 12/23/2022] Open
Abstract
Stroke is a major cause of death and long-term disability affecting seven million adults in the United States each year. Recently, it has been demonstrated that neurological diseases, associated pathology, and susceptibility changes correlated with changes in the gut microbiota. However, changes in the microbial community in stroke has not been well characterized. The acute stage of stroke is a critical period for assessing injury severity, therapeutic intervention, and clinical prognosis. We investigated the changes in the gut microbiota composition and diversity using a middle cerebral artery (MCA) occlusion ischemic stroke pig model. Ischemic stroke was induced by cauterization of the MCA in pigs. Blood samples were collected prestroke and 4 h, 12 h, 1 day, and 5 days poststroke to evaluate circulating proinflammatory cytokines. Fecal samples were collected prestroke and 1, 3, and 5 days poststroke to assess gut microbiome changes. Results showed elevated systemic inflammation with increased plasma levels of tumor necrosis factor alpha at 4 h and interleukin-6 at 12 h poststroke, relative to prestroke. Microbial diversity and evenness were reduced at 1 day poststroke compared to prestroke. Microbial diversity at 3 days poststroke was negatively correlated with lesion volume. Moreover, beta-diversity analysis revealed trending overall differences over time, with the most significant changes in microbial patterns observed between prestroke and 3 days poststroke. Abundance of the Proteobacteria was significantly increased, while Firmicutes decreased at 3 days poststroke, compared to prestroke populations. Abundance of the lactic acid bacteria Lactobacillus was reduced at 3 days poststroke. By day 5, the microbial pattern returned to similar values as prestroke, suggesting the plasticity of gut microbiome in an acute period of stroke in a pig model. These findings provide a basis for characterizing gut microbial changes during the acute stage of stroke, which can be used to assess stroke pathology and the potential development of therapeutic targets.
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Affiliation(s)
- Julie Jeon
- Department of Foods and Nutrition, College of Family and Consumer Sciences, University of Georgia, Athens, GA, United States
| | - Jeferson Lourenco
- Department of Animal and Dairy Sciences, College of Agricultural and Environmental Sciences, University of Georgia, Athens, GA, United States
| | - Erin E Kaiser
- Department of Animal and Dairy Sciences, College of Agricultural and Environmental Sciences, University of Georgia, Athens, GA, United States.,Regenerative Bioscience Center, University of Georgia, Athens, GA, United States.,Neuroscience Program, Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, United States
| | - Elizabeth S Waters
- Department of Animal and Dairy Sciences, College of Agricultural and Environmental Sciences, University of Georgia, Athens, GA, United States.,Regenerative Bioscience Center, University of Georgia, Athens, GA, United States.,Neuroscience Program, Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, United States
| | - Kelly M Scheulin
- Department of Animal and Dairy Sciences, College of Agricultural and Environmental Sciences, University of Georgia, Athens, GA, United States.,Regenerative Bioscience Center, University of Georgia, Athens, GA, United States.,Neuroscience Program, Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, United States
| | - Xi Fang
- Department of Foods and Nutrition, College of Family and Consumer Sciences, University of Georgia, Athens, GA, United States
| | - Holly A Kinder
- Department of Animal and Dairy Sciences, College of Agricultural and Environmental Sciences, University of Georgia, Athens, GA, United States.,Regenerative Bioscience Center, University of Georgia, Athens, GA, United States.,Neuroscience Program, Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, United States
| | - Simon R Platt
- Regenerative Bioscience Center, University of Georgia, Athens, GA, United States.,Department of Small Animal Medicine and Surgery, University of Georgia, Athens, GA, United States
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, USDA-ARS, Athens, GA, United States
| | - Todd R Callaway
- Department of Animal and Dairy Sciences, College of Agricultural and Environmental Sciences, University of Georgia, Athens, GA, United States
| | - Franklin D West
- Department of Animal and Dairy Sciences, College of Agricultural and Environmental Sciences, University of Georgia, Athens, GA, United States.,Regenerative Bioscience Center, University of Georgia, Athens, GA, United States.,Neuroscience Program, Biomedical and Health Sciences Institute, University of Georgia, Athens, GA, United States
| | - Hea Jin Park
- Department of Foods and Nutrition, College of Family and Consumer Sciences, University of Georgia, Athens, GA, United States
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22
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Welch CB, Lourenco JM, Davis DB, Krause TR, Carmichael MN, Rothrock MJ, Pringle TD, Callaway TR. The impact of feed efficiency selection on the ruminal, cecal, and fecal microbiomes of Angus steers from a commercial feedlot. J Anim Sci 2020; 98:5873892. [PMID: 32687166 DOI: 10.1093/jas/skaa230] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 07/13/2020] [Indexed: 02/06/2023] Open
Abstract
Feed is the greatest cost of animal production, so reducing it is critical to increase producer profits. In ruminants, the microbial population within the gastrointestinal tract (GIT) is critical to nutrient digestion and absorption in both the rumen and the hindgut. The objective of this study was to determine the bacterial taxonomic profile of the rumen, cecum, and feces of feedlot steers at slaughter in order to link feed efficiency and the GIT bacterial populations from these three locations. Twenty commercial Angus steers were selected and divided into two groups according to their residual feed intake (RFI) classification determined during the feedlot-finishing period: high-RFI (n = 10) and low-RFI (n = 10). After the ruminal, cecal, and fecal samples were collected at slaughter, DNA extraction and 16S rRNA gene sequencing were performed on them to determine their bacterial composition. One-way ANOVA was performed on the animal performance data, alpha diversities, and bacterial abundances using RFI classification as the fixed effect. Overall, the ruminal bacterial population was the most different in terms of taxonomic profile compared with the cecal and fecal populations as revealed by beta diversity analysis (P < 0.001). Moreover, bacterial richness (Chao1) was greatest (P = 0.01) in the rumen of the high-RFI group compared with the low-RFI group. In contrast, bacterial richness and diversity in the intestinal environment showed that Chao1 was greater (P = 0.01) in the cecum, and the Shannon diversity index was greater in both the cecum and feces of low-RFI compared with high-RFI steers (P = 0.01 and P < 0.001, respectively). Ruminococcaceae was more abundant in the low-RFI group in the cecum and feces (P = 0.01); fecal Bifidobacteriaceae was more abundant in high-RFI steers (P = 0.03). No correlations (P ≥ 0.13) between any ruminal bacterial family and RFI were detected; however, Ruminococcaceae, Mogibacteriaceae, Christensenellaceae, and BS11 were negatively correlated with RFI (P < 0.05) in the cecum and feces. Succinivibrionaceae in the cecum was positively correlated with RFI (P = 0.05), and fecal Bifidobacteriaceae was positively correlated with RFI (P = 0.03). Results collectively indicate that in addition to the ruminal bacteria, the lower gut bacterial population has a significant impact on feed efficiency and nutrient utilization in feedlot steers; therefore, the intestinal bacteria should also be considered when examining the basis of ruminant feed efficiency.
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Affiliation(s)
- Christina B Welch
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | | | - Dylan B Davis
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | - Taylor R Krause
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | - Mia N Carmichael
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, Richard B. Russell Research Center, Agricultural Research Service, USDA, Athens, GA
| | - T Dean Pringle
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | - Todd R Callaway
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
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Krause TR, Lourenco JM, Welch CB, Rothrock MJ, Callaway TR, Pringle TD. The relationship between the rumen microbiome and carcass merit in Angus steers. J Anim Sci 2020; 98:skaa287. [PMID: 32877916 PMCID: PMC7526868 DOI: 10.1093/jas/skaa287] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 08/31/2020] [Indexed: 12/17/2022] Open
Abstract
The objective of this study was to explore the relationships between ruminal microbial populations from Angus steers that were divergent in carcass traits related to adipose accumulation. Twenty-four feedlot-finished Angus steers (age: 538 ± 21 d; body weight following lairage: 593.9 ± 43.7 kg) were slaughtered, and ruminal contents and carcass data were collected. Ruminal microbial deoxyribonucleic acid (DNA) extraction and 16S ribosomal ribonucleic acid (rRNA) gene sequencing were performed to determine microbial relative abundances, to estimate microbial diversity, and to predict microbial metabolic pathways. A variety of correlation analyses and one-way ANOVA were performed to investigate the relationships between the rumen microbiome and carcass traits. Marbling score (P = 0.001) and longissimus lipid content (P = 0.009) were positively correlated to Chao1 Richness Index, suggesting that increased intramuscular fat was associated with increased numbers of ruminal microbial species. The phyla Tenericutes and TM7 were negatively correlated (P ≤ 0.05) to marbling score and longissimus lipid content, indicating that lower abundances of these phyla may be associated with improvements in intramuscular fat content. Greater abundance of the bacterial family S24-7 was positively correlated (P = 0.002) to marbling score. Analysis by marbling classification revealed further linkages to microbial richness (P ≤ 0.063), diversity (P = 0.044), and S24-7 (P < 0.001) populations. Computational prediction of the microbial metabolic pathways revealed no differences (P ≥ 0.05) in metabolic pathway expression in rumen microbes between steers in the high- and low-marbling classes. Several phyla, families, and genera were positively correlated (P ≤ 0.05) to both rib fat thickness and yield grade. Collectively, our results suggest that microbial composition is associated to differing performance in carcass adipose traits. Overall, most of the bacterial taxa correlated to the intramuscular and subcutaneous fat depots did not overlap, suggesting the microbial population end products likely impacted adipose accumulation largely via separate adipogenic pathways of the host animal.
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Affiliation(s)
- Taylor R Krause
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | | | - Christina B Welch
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, Richard B. Russell Research Center, Agricultural Research Service, USDA, Athens, GA
| | - Todd R Callaway
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
| | - T Dean Pringle
- Department of Animal and Dairy Science, University of Georgia, Athens, GA
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24
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Hwang D, Rothrock MJ, Pang H, Dev Kumar G, Mishra A. Farm management practices that affect the prevalence of Salmonella in pastured poultry farms. Lebensm Wiss Technol 2020. [DOI: 10.1016/j.lwt.2020.109423] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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25
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Dittoe DK, Barabote RD, Rothrock MJ, Ricke SC. Assessment of a Potential Role of Dickeya dadantii DSM 18020 as a Pectinase Producer for Utilization in Poultry Diets Based on in silico Analyses. Front Microbiol 2020; 11:751. [PMID: 32390987 PMCID: PMC7191031 DOI: 10.3389/fmicb.2020.00751] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Accepted: 03/30/2020] [Indexed: 01/17/2023] Open
Abstract
Currently, the poultry industry has been faced with consumer pressure to utilize only vegetable feedstuffs in poultry diets, eliminate antibiotics from poultry production, and rear poultry in free range systems. To maintain current production standards, the industry must determine ways to enhance nutrient uptake and utilization further. One possible solution is the supplementation of pectinase, an enzyme that degrades pectin within the cell walls of plants, in poultry diets. Therefore, the objective of the current study was to determine the potential role of a pectinase producer, Dickeya dadantii DSM 18020, as a commercially utilized pectinase producer in poultry diets against other known pectinase producers, in silico. In the current study, whole genomes of Dickeya dadantii DSM 18020 (Dd18020), D. dadantii 3937 (Dd3937), D. solani IPO 2222 (Ds2222), Bacillus halodurans C-125 (BhC125), and B. subtilis subsp. subtilis str. 168 (Bs168) were compared using bioinformatic approaches to compare the chromosomal genome size, GC content, protein coding genes (CDS), total genes, average protein length (a.a.) and determine the predicted metabolic pathways, predicted pectin degrading enzymes, and pectin-degradation pathways across pectinase producers. Due to insufficient information surrounding the genome of Dd18020 (lack of annotation), the genome of Dd3937, a 99% identical genome to Dd18020, was utilized to compare pectinase-associated enzymes and pathways. The results from the current study demonstrated that Dd3937 possessed the most significant proportion of pathways presented and the highest number of pathways related to degradation, assimilation, and utilization of pectin. Also, Dd18020 exhibited a high number of pectinase-related enzymes. Both Dd3937 and Dd2222 shared the pectin degradation I pathway via the EC 3.1.1.11, EC 3.2.1.82, and EC 4.2.2.- enzymes, but did not share this pathway with either Bacillus species. In conclusion, Dd18020 demonstrated the genetic potential to produce multiple pectinase enzymes that could be beneficial to the degradation of pectin in poultry diets. However, for Dd18020 to become a commercially viable enzyme producer for the poultry industry, further research quantifying the pectinase production in vitro and determining the stability of the produced pectinases during feed manufacturing are necessary.
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Affiliation(s)
- Dana K Dittoe
- Department of Food Science and Center for Food Safety, University of Arkansas, Fayetteville, AR, United States
| | - Ravi D Barabote
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR, United States
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, United States Department of Agriculture-Agricultural Research Service (USDA-ARS), Athens, GA, United States
| | - Steven C Ricke
- Department of Food Science and Center for Food Safety, University of Arkansas, Fayetteville, AR, United States
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26
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Hwang D, Rothrock MJ, Pang H, Guo M, Mishra A. Predicting Salmonella prevalence associated with meteorological factors in pastured poultry farms in southeastern United States. Sci Total Environ 2020; 713:136359. [PMID: 32019007 DOI: 10.1016/j.scitotenv.2019.136359] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Revised: 12/23/2019] [Accepted: 12/25/2019] [Indexed: 06/10/2023]
Abstract
Consumer demand has increased for pastured poultry products as the drive for sustainable farming practices and ethical treatments of livestock have become popular in the press. It is necessary to identify the important meteorological factors associated with the prevalence of Salmonella in the pastured poultry settings since the presence of Salmonella in the environment could lead to contamination of the final product. The objective of this study was to develop a model to describe the relationship between meteorological factors and the presence of Salmonella on the pastured poultry farms. The random forest method was used to develop a model where 83 meteorological factors were included as the predicting variables. The soil model identified humidity as the most important variable associated with Salmonella prevalence, while high wind gust speed and average temperature were identified as important meteorological variables in the feces model. The developed models were robust in predicting the prevalence of Salmonella in pastured poultry farms with the area under receiver operating characteristic (ROC) curve values of 0.884 and 0.872 for the soil model and feces model, respectively. The predictive models developed in this study can provide users with practical and effective tools to make informed decisions with scientific evidence regarding the meteorological parameters that are important to monitor for increased on-farm Salmonella prevalence.
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Affiliation(s)
- Daizy Hwang
- Department of Food Science and Technology, University of Georgia, Athens, GA, USA
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, USA
| | - Hao Pang
- Joint Institute for Food Safety and Applied Nutrition, University of Maryland, College Park, MD, USA
| | - Miao Guo
- PepsiCo Food Safety Center of Excellence, Beijing, China
| | - Abhinav Mishra
- Department of Food Science and Technology, University of Georgia, Athens, GA, USA.
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27
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Abstract
Chicken is globally one of the most popular food animals. However, it is also one of the major reservoirs for foodborne pathogens, annually resulting in continued morbidity and mortality incidences worldwide. In an effort to reduce the threat of foodborne disease, the poultry industry has implemented a multifaceted antimicrobial program that incorporates not only chemical compounds, but also extensive amounts of water application and pathogen monitoring. Unfortunately, the pathogen detection methods currently used by the poultry industry lack speed, relying on microbiological plate methods and molecular detection systems that take time and lack precision. In many cases, the time to data acquisition can take 12 to 24 h. This is problematic if shorter-term answers are required which is becoming more likely as the public demand for chicken meat is only increasing, leading to new pressures to increase line speed. Therefore, new innovations in detection methods must occur to mitigate the risk of foodborne pathogens that could result from faster slaughter and processing speeds. Future technology will have 2 tracks: rapid methods that are meant to detect pathogens and indicator organisms within a few hours, and long-term methods that use microbiome mapping to evaluate sanitation and antimicrobial efficacy. Together, these methods will provide rapid, comprehensive data capable of being applied in both risk-assessment algorithms and used by management to safeguard the public.
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Affiliation(s)
- K M Feye
- Southern Plains Agricultural Research Center, USDA-ARS, Athens, TX 30605
| | - D R Thompson
- Department of Computer Science and Engineering, University of Arkansas, Fayetteville, AR 72704
| | - M J Rothrock
- US National Poultry Research Center, Egg Safety and Quality Research, USDA-ARS, Athens, GA 30605
| | - M H Kogut
- Southern Plains Agricultural Research Center, USDA-ARS, Athens, TX 30605
| | - S C Ricke
- Center for Food Safety, Department of Food Science, University of Arkansas, Fayetteville, AR 72704.
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28
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Abstract
Alternative poultry production systems consisting of free-range or pasture flock raised poultry continues to increase in popularity. Based on the perceived benefits of poultry products generated from these alternative poultry production systems, they have commercial appeal to consumers. Several factors impact the health and well being of birds raised and maintained in these types of production systems. Exposure to foodborne pathogens and potential for colonization in the gastrointestinal tract has to be considered with these types of production systems. The gastrointestinal tract microbial composition and function of birds grown and maintained in alternative poultry operations may differ depending on diets, breed, and age of bird. Dietary variety and foraging behavior are potential influential factors on bird nutrition. The gastrointestinal tract microbiomes of birds raised under alternative poultry production systems are now being characterized with next-generation sequencing to identify individual microbial members and assess the impact of different factors on the diversity of microbial populations. In this review, the gastrointestinal tract microbiota contributions to free-range or pasture-raised broiler and egg layer production systems, subsequent applications, and potential future directions will be discussed.
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Affiliation(s)
- Steven C Ricke
- Center for Food Safety and Food Science Department, University of Arkansas, Fayetteville, AR 72704.
| | - Michael J Rothrock
- Egg Safety & Quality Research Unit, U.S. National Poultry Research Center, USDA-ARS, Athens 30605, GA
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29
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Ducey TF, Durso LM, Ibekwe AM, Dungan RS, Jackson CR, Frye JG, Castleberry BL, Rashash DMC, Rothrock MJ, Boykin D, Whitehead TR, Ramos Z, McManus M, Cook KL. A newly developed Escherichia coli isolate panel from a cross section of U.S. animal production systems reveals geographic and commodity-based differences in antibiotic resistance gene carriage. J Hazard Mater 2020; 382:120991. [PMID: 31446353 DOI: 10.1016/j.jhazmat.2019.120991] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2019] [Revised: 08/08/2019] [Accepted: 08/08/2019] [Indexed: 06/10/2023]
Abstract
There are limited numbers of Escherichia coli isolate panels that represent United States food animal production. The majority of existing Escherichia coli isolate panels are typically designed: (i) to optimize genetic and/or phenotypic diversity; or (ii) focus on human isolates. To address this shortfall in agriculturally-related resources, we have assembled a publicly-available isolate panel (AgEc) from the four major animal production commodities in the United States, including beef, dairy, poultry, and swine, as well as isolates from agriculturally-impacted environments, and other commodity groups. Diversity analyses by phylotyping and Pulsed-field Gel Electrophoresis revealed a highly diverse composition, with the 300 isolates clustered into 71 PFGE sub-types based upon an 80% similarity cutoff. To demonstrate the panel's utility, tetracycline and sulfonamide resistance genes were assayed, which identified 131 isolates harboring genes involved in tetracycline resistance, and 41 isolates containing sulfonamide resistance genes. There was strong overlap in the two pools of isolates, 38 of the 41 isolates harboring sulfonamide resistance genes also contained tetracycline resistance genes. Analysis of antimicrobial resistance gene patterns revealed significant differences along commodity and geographical lines. This panel therefore provides the research community an E. coli isolate panel for study of issues pertinent to U.S. food animal production.
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Affiliation(s)
- Thomas F Ducey
- Coastal Plains Soil, Water, and Plant Research Center, Agricultural Research Service, Department of Agriculture, Florence, SC, United States.
| | - Lisa M Durso
- Agroecosystem Management Research Unit, Agricultural Research Service, Department of Agriculture, Lincoln, NE, United States
| | - Abasiofiok M Ibekwe
- U.S. Salinity Laboratory, Agricultural Research Service, Department of Agriculture, Riverside, CA, United States
| | - Robert S Dungan
- Northwest Irrigation and Soils Research Laboratory, Agricultural Research Service, Department of Agriculture, Kimberly, ID, United States
| | - Charlene R Jackson
- Bacterial Epidemiology & Antimicrobial Resistance Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, Department of Agriculture, Athens, GA, United States
| | - Jonathan G Frye
- Bacterial Epidemiology & Antimicrobial Resistance Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, Department of Agriculture, Athens, GA, United States
| | - B Lana Castleberry
- Livestock Nutrient Management Research Unit, Agricultural Research Service, Department of Agriculture, Bushland, TX, United States
| | - Diana M C Rashash
- North Carolina Cooperative Extension Service, Jacksonville, NC, United States
| | - Michael J Rothrock
- Egg Safety & Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, Department of Agriculture, Athens, GA, United States
| | - Debbie Boykin
- Jamie Whitten Delta States Research Center, Agricultural Research Service, Department of Agriculture, Stoneville, MS, United States
| | - Terence R Whitehead
- Bioenergy Research Unit, National Center for Agricultural Utilization Research, Agricultural Research Service, Department of Agriculture, Peoria, IL, United States
| | - Zeanmarj Ramos
- South Carolina Governor's School for Science and Mathematics, Hartsville, SC, United States
| | - Morgan McManus
- South Carolina Governor's School for Science and Mathematics, Hartsville, SC, United States
| | - Kimberly L Cook
- Bacterial Epidemiology & Antimicrobial Resistance Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, Department of Agriculture, Athens, GA, United States
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Rothrock MJ, Gibson KE, Micciche AC, Ricke SC. Pastured Poultry Production in the United States: Strategies to Balance System Sustainability and Environmental Impact. Front Sustain Food Syst 2019. [DOI: 10.3389/fsufs.2019.00074] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
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31
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Rothrock MJ, Locatelli A, Feye KM, Caudill AJ, Guard J, Hiett K, Ricke SC. A Microbiomic Analysis of a Pasture-Raised Broiler Flock Elucidates Foodborne Pathogen Ecology Along the Farm-To-Fork Continuum. Front Vet Sci 2019; 6:260. [PMID: 31448296 PMCID: PMC6692657 DOI: 10.3389/fvets.2019.00260] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 07/24/2019] [Indexed: 01/09/2023] Open
Abstract
While conventionally grown poultry continues to dominate the U. S. poultry industry, there is an increasing demand for locally-grown, "all natural" alternatives. The use of next generation sequencing allows for not only the gross (e.g., community structure) but also fine-scale (e.g., taxa abundances) examination of these complex microbial communities. This data provides a better understanding of how a pasture flock's microbiome changes throughout the production life cycle and how that change in microbial ecology changes foodborne pathogens in alternative poultry production systems. In order to understand this ecology better, pooled broiler samples were taken during the entire flock life cycle, from pre-hatch gastrointestinal samples (N = 12) to fecal samples from the brood (N = 5), and pasture (N = 10) periods. Additional samples were taken during processing, including skin and feather rinsates (N = 12), ceca (N = 12), and whole carcass rinses (N = 12), and finally whole carcasss rinsates of final products (N = 3). Genomic DNA was extracted, 16S rDNA microbiome sequencing was conducted (Illumina MiSeq), and microbiomes were analyzed and compared using QIIME 1.9.1 to determine how microbiomes shifted throughout production continuum, as well as what environmental factors may be influencing these shifts. Significant microbiome shifts occurred during the life cycle of the pasture broiler flock, with the brood and pasture fecal samples and cecal samples being very distinct from the other pre-hatch, processing, and final product samples. Throughout these varied microbiomes, there was a stable core microbiome containing 13 taxa. Within this core microbiome, five taxa represented known foodborne pathogens (Salmonella, Campylobacter) or potential/emerging pathogens (Pseudomonas, Enterococcus, Acinetobacter) whose relative abundances varied throughout the farm-to-fork continuum, although all were more prevalent in the fecal samples. Additionally, of the 25 physiochemical and nutrient variables measured from the fecal samples, the carbon to nitrogen ratio was one of the most significant variables to warrant further investigations because it impacted both general fecal microbial ecology and Campylobacter and Enterococcus taxa within the core fecal microbiomes. These findings demonstrate the need for further longitudinal, farm-to-fork studies to understand the ecology of the microbial ecology of pasture production flocks to improve animal, environmental, and public health.
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Affiliation(s)
- Michael J. Rothrock
- Egg Safety and Quality Research Unit, U. S. National Poultry Research Center, United States Department of Agriculture - Agricultural Research Service (USDA-ARS), Athens, GA, United States
| | - Aude Locatelli
- Egg Safety and Quality Research Unit, U. S. National Poultry Research Center, United States Department of Agriculture - Agricultural Research Service (USDA-ARS), Athens, GA, United States
| | - Kristina M. Feye
- Department of Food Science, Center for Food Safety, University of Arkansas, Fayetteville, AR, United States
| | - Andrew J. Caudill
- Department of Public Health, University of Georgia, Athens, GA, United States
| | - Jean Guard
- Egg Safety and Quality Research Unit, U. S. National Poultry Research Center, United States Department of Agriculture - Agricultural Research Service (USDA-ARS), Athens, GA, United States
| | - Kelli Hiett
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, Food and Drug Administration (FDA), Laurel, MD, United States
| | - Steven C. Ricke
- Department of Food Science, Center for Food Safety, University of Arkansas, Fayetteville, AR, United States
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Bodie AR, Micciche AC, Atungulu GG, Rothrock MJ, Ricke SC. Current Trends of Rice Milling Byproducts for Agricultural Applications and Alternative Food Production Systems. Front Sustain Food Syst 2019. [DOI: 10.3389/fsufs.2019.00047] [Citation(s) in RCA: 67] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
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33
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Rothrock MJ, Locatelli A. Importance of Farm Environment to Shape Poultry-Related Microbiomes Throughout the Farm-to-Fork Continuum of Pasture-Raised Broiler Flocks. Front Sustain Food Syst 2019. [DOI: 10.3389/fsufs.2019.00048] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
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Shi Z, Rothrock MJ, Ricke SC. Applications of Microbiome Analyses in Alternative Poultry Broiler Production Systems. Front Vet Sci 2019; 6:157. [PMID: 31179291 PMCID: PMC6543280 DOI: 10.3389/fvets.2019.00157] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2018] [Accepted: 05/07/2019] [Indexed: 01/01/2023] Open
Abstract
While most of the focus on poultry microbiome research has been directed toward conventional poultry production, there is increasing interest in characterizing microbial populations originating from alternative or non-conventional poultry production. This is in part due to the growing general popularity in locally produced foods and more specifically the attractiveness of free-range or pasture raised poultry. Most of the focus of microbiome characterization in pasture flock birds has been on live bird production, primarily on the gastrointestinal tract. Interest in environmental impacts on production responses and management strategies have been key factors for comparative microbiome studies. This has important ramifications since these birds are not only raised under different conditions, but the grower cycle can be longer and in some cases slower growing breeds used. The impact of different feed additives is also of interest with some microbiome-based studies having examined the effect of feeding these additives to birds grown under pasture flock conditions. In the future, microbiome research approaches offer unique opportunities to develop better live bird management strategies and design optimal feed additive approaches for pasture flock poultry production systems.
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Affiliation(s)
- Zhaohao Shi
- Center for Food Safety, Food Science Department, University of Arkansas, Fayetteville, AR, United States
| | - Michael J Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, USDA-ARS, Athens, GA, United States
| | - Steven C Ricke
- Center for Food Safety, Food Science Department, University of Arkansas, Fayetteville, AR, United States
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Lourenco JM, Rothrock MJ, Sanad YM, Callaway TR. The Effects of Feeding a Soybean-Based or a Soy-Free Diet on the Gut Microbiome of Pasture-Raised Chickens Throughout Their Lifecycle. Front Sustain Food Syst 2019. [DOI: 10.3389/fsufs.2019.00036] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Micciche A, Rothrock MJ, Yang Y, Ricke SC. Essential Oils as an Intervention Strategy to Reduce Campylobacter in Poultry Production: A Review. Front Microbiol 2019; 10:1058. [PMID: 31139172 PMCID: PMC6527745 DOI: 10.3389/fmicb.2019.01058] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Accepted: 04/26/2019] [Indexed: 12/19/2022] Open
Abstract
Campylobacter is a major foodborne pathogen and can be acquired through consumption of poultry products. With 1.3 million United States cases a year, the high prevalence of Campylobacter within the poultry gastrointestinal tract is a public health concern and thus a target for the development of intervention strategies. Increasing demand for antibiotic-free products has led to the promotion of various alternative pathogen control measures both at the farm and processing level. One such measure includes utilizing essential oils in both pre- and post-harvest settings. Essential oils are derived from plant-based extracts, and there are currently over 300 commercially available compounds. They have been proposed to control Campylobacter in the gastrointestinal tract of broilers. When used in concentrations low enough to not influence sensory characteristics, essential oils have also been proposed to decrease bacterial contamination of the poultry product during processing. This review explores the use of essential oils, particularly thymol, carvacrol, and cinnamaldehyde, and their role in reducing Campylobacter concentrations both pre- and post-harvest. This review also details the suggested mechanisms of action of essential oils on Campylobacter.
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Affiliation(s)
- Andrew Micciche
- Center of Food Safety, Department of Food Science, University of Arkansas, Fayetteville, AR, United States
| | - Michael J. Rothrock
- United States Department of Agriculture, Agricultural Research Service, Athens, GA, United States
| | - Yichao Yang
- Department of Poultry Science, University of Arkansas, Fayetteville, AR, United States
| | - Steven C. Ricke
- Center of Food Safety, Department of Food Science, University of Arkansas, Fayetteville, AR, United States
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Rothrock MJ, Micciche AC, Bodie AR, Ricke SC. Listeria Occurrence and Potential Control Strategies in Alternative and Conventional Poultry Processing and Retail. Front Sustain Food Syst 2019. [DOI: 10.3389/fsufs.2019.00033] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
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Golden CE, Rothrock MJ, Mishra A. Using Farm Practice Variables as Predictors of Listeria spp. Prevalence in Pastured Poultry Farms. Front Sustain Food Syst 2019. [DOI: 10.3389/fsufs.2019.00015] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
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Rothrock MJ, Feye KM, Kim SA, Park SH, Locatelli A, Hiett KL, Gamble J, Sellers H, Ricke SC. Semi-Quantification of Total Campylobacter and Salmonella During Egg Incubations Using a Combination of 16S rDNA and Specific Pathogen Primers for qPCR. Front Microbiol 2018; 9:2454. [PMID: 30455670 PMCID: PMC6230980 DOI: 10.3389/fmicb.2018.02454] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2018] [Accepted: 09/25/2018] [Indexed: 01/09/2023] Open
Abstract
Rapid molecular techniques that evaluate eggs for the presence of foodborne pathogens is an essential component to poultry food safety monitoring. Interestingly, it is not just table eggs that contribute to outbreaks of foodborne disease. Broiler layer production actively contributes to sustaining of foodborne pathogens within a flock. The surface contamination of production eggs with invasive pathogens such as Salmonella enterica, Campylobacter jejuni, and Listeria monocytogenes during embryogenesis results in gastrointestinal tract (GIT) colonization. Pathogens that secure a niche within the GIT during embryonic development are nearly impossible to eradicate from the food chain. Therefore, current monitoring paradigms are not comprehensive because they fail to capture the presence of invasive pathogens within the embryonic GIT rapidly. By developing tools to recognize the pathogens' presence in the GIT during embryogenesis, producers are then able to spot evaluate broiler eggs for their potential risk as carriers of foodborne pathogens. In this study a novel qPCR assay was developed to semi-quantify pathogen load relative to total bacterial burden. Eggs sampled from three independent production broiler flocks of different ages were assayed for S. enterica (invA), C. jejuni (HipO), and L. monocytogenes (HlyA) against total microbial load (16s). The eggs were sampled at 1-day post-set within each flock, 2 weeks post-set, after vaccination (at 2.5 weeks) and 1-day post-hatch. The eggs were washed, and the yolk and embryonic chick GIT were collected. The DNA was extracted and subjected to a qPCR assay. The results confirm a novel technique for pathogen monitoring relative to total bacterial load and a unique method for monitoring the dynamics of foodborne pathogen invasion throughout broiler egg production.
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Affiliation(s)
- Michael J. Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, United States Department of Agriculture – Agricultural Research Service, Athens, GA, United States
| | - Kristina M. Feye
- Department of Food Science, University of Arkansas, Fayetteville, AR, United States
| | - Sun Ae Kim
- Department of Food Science and Engineering, Ewha Womans University, Seoul, South Korea
| | - Si Hong Park
- Department of Food Science and Technology, Oregon State University, Corvallis, OR, United States
| | - Aude Locatelli
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, United States Department of Agriculture – Agricultural Research Service, Athens, GA, United States
| | - Kelli L. Hiett
- Poultry Management Safety and Processing Unit, U.S. National Poultry Research Center, United States Department of Agriculture – Agricultural Research Services, Athens, GA, United States
| | - John Gamble
- Department of Biochemistry and Biophysics, Oregon State University, Corvallis, OR, United States
| | - Holly Sellers
- Department of Veterinary Medicine, Poultry Diagnostic and Research Center, University of Georgia, Athens, GA, United States
| | - Steven C. Ricke
- Department of Food Science, University of Arkansas, Fayetteville, AR, United States
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Burt CD, Cabrera ML, Rothrock MJ, Kissel DE. Urea Hydrolysis and Calcium Carbonate Precipitation in Gypsum-Amended Broiler Litter. J Environ Qual 2018; 47:162-169. [PMID: 29415101 DOI: 10.2134/jeq2017.08.0337] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Broiler () litter is subject to ammonia (NH) volatilization losses. Previous work has shown that the addition of gypsum to broiler litter can increase nitrogen mineralization and decrease NH losses due to a decrease in pH, but the mechanisms responsible for these effects are not well understood. Therefore, three laboratory studies were conducted to evaluate the effect of gypsum addition to broiler litter on (i) urease activity at three water contents, (ii) calcium carbonate precipitation, and (iii) pH. The addition of gypsum to broiler litter increased ammonium concentrations ( < 0.0033) and decreased litter pH by 0.43 to 0.49 pH units after 5 d ( < 0.0001); however, the rate of urea hydrolysis in treated litter only increased on Day 0 for broiler litter with low (0.29 g HO g) and high (0.69 g HO g) water contents, and on Day 3 for litter with medium (0.40 g HO g) water content ( < 0.05). Amending broiler litter with gypsum also caused an immediate decrease in litter pH (0.22 pH units) due to the precipitation of calcium carbonate (CaCO) from gypsum-derived calcium and litter bicarbonate. Furthermore, as urea was hydrolyzed, more urea-derived carbon precipitated as CaCO in gypsum-treated litter than in untreated litter ( < 0.001). These results indicate that amending broiler litter with gypsum favors the precipitation of CaCO, which buffers against increases in litter pH that are known to facilitate NH volatilization.
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Locatelli A, Lewis MA, Rothrock MJ. The Distribution of Listeria in Pasture-Raised Broiler Farm Soils Is Potentially Related to University of Vermont Medium Enrichment Bias toward Listeria innocua over Listeria monocytogenes. Front Vet Sci 2017; 4:227. [PMID: 29312967 PMCID: PMC5742580 DOI: 10.3389/fvets.2017.00227] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2017] [Accepted: 12/11/2017] [Indexed: 11/29/2022] Open
Abstract
The occurrence of Listeria monocytogenes has been widely investigated in the poultry production chain from the processing plant to the final product. However, limited data are available on Listeria species, including Listeria monocytogenes, in the poultry farm environment. Therefore, fecal and soil samples from 37 pastured poultry flocks from 10 all-natural farms over 3 years were assessed to determine the prevalence and diversity of Listeria within these alternative poultry farm environments using standard cultural and molecular methods. Listeria species were isolated in 15% of poultry farm samples and included Listeria innocua (65.7%), L. monocytogenes (17.4%), and Listeria welshimeri (15.1%). Additional multiplex PCR serotyping showed group 1/2a-3a to be the most dominant L. monocytogenes serovar group. Based on these results, monoculture growth experiments were conducted on four Listeria soil isolates (three L. monocytogenes isolates representing the three recovered serovar groups and one L. innocua isolate) to determine if culture medium [tripticase soy broth (TSB) and University of Vermont modified Listeria enrichment broth (UVM)], inoculum concentration (102 or 105 CFU/ml), or incubation temperature (20, 30, and 42°C) differentially affected these Listeria species. Overall, very few significant growth differences were observed between the behavior of the three L. monocytogenes isolates (representing the three recovered serovar groups) under the growth conditions tested. Alternatively, at 30°C in UVM with the lower inoculum concentration, the L. innocua isolate had a significantly shorter lag phase than the L. monocytogenes isolates. In coculture growth studies under these same incubation conditions, the lag phase of L. innocua and L. monocytogenes was similar, but the final concentration of L. innocua was significantly higher than L. monocytogenes. However, cocultures in UVM for high inoculum concentration did not show preferential growth of L. innocua over L. monocytogenes. These results indicate that the use of UVM as an enrichment medium may preferentially allow L. innocua to outcompete L. monocytogenes at low concentrations, biasing the Listeria prevalence from these farm samples toward L. innocua and potentially underreporting the presence of L. monocytogenes in these environments.
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Affiliation(s)
- Aude Locatelli
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, United States
| | - Micah A. Lewis
- Quality and Safety Assessment Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, United States
| | - Michael J. Rothrock
- Egg Safety and Quality Research Unit, U.S. National Poultry Research Center, Agricultural Research Service, United States Department of Agriculture, Athens, GA, United States
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Locatelli A, Hiett KL, Caudill AC, Rothrock MJ. Do fecal and litter microbiomes vary within the major areas of a commercial poultry house, and does this affect sampling strategies for whole-house microbiomic studies? J APPL POULTRY RES 2017. [DOI: 10.3382/japr/pfw076] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Rothrock MJ, Davis ML, Locatelli A, Bodie A, McIntosh TG, Donaldson JR, Ricke SC. Listeria Occurrence in Poultry Flocks: Detection and Potential Implications. Front Vet Sci 2017; 4:125. [PMID: 29018807 PMCID: PMC5615842 DOI: 10.3389/fvets.2017.00125] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Accepted: 07/25/2017] [Indexed: 12/03/2022] Open
Abstract
Foodborne pathogens such as Salmonella, Campylobacter, Escherichia coli, and Listeria are a major concern within the food industry due to their pathogenic potential to cause infection. Of these, Listeria monocytogenes, possesses a high mortality rate (approximately 20%) and is considered one of the most dangerous foodborne pathogens. Although the usual reservoirs for Listeria transmission have been extensively studied, little is known about the relationship between Listeria and live poultry production. Sporadic and isolated cases of listeriosis have been attributed to poultry production and Listeria spp. have been isolated from all stages of poultry production and processing. Farm studies suggest that live birds may be an important vector and contributor to contamination of the processing environment and transmission of Listeria to consumers. Therefore, the purpose of this review is to highlight the occurrence, incidence, and potential systemic interactions of Listeria spp. with poultry.
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Affiliation(s)
- Michael J. Rothrock
- USDA-ARS, U.S. National Poultry Research Center, Egg Safety and Quality Research Unit, Athens, GA, United States
| | - Morgan L. Davis
- Center for Food Safety, Food Science Department, University of Arkansas, Fayetteville, AR, United States
| | - Aude Locatelli
- USDA-ARS, U.S. National Poultry Research Center, Egg Safety and Quality Research Unit, Athens, GA, United States
| | - Aaron Bodie
- Center for Food Safety, Food Science Department, University of Arkansas, Fayetteville, AR, United States
| | - Tori G. McIntosh
- USDA-ARS, U.S. National Poultry Research Center, Egg Safety and Quality Research Unit, Athens, GA, United States
| | - Janet R. Donaldson
- Department of Biological Sciences, University of Southern Mississippi, Hattiesburg, MS, United States
| | - Steven C. Ricke
- Center for Food Safety, Food Science Department, University of Arkansas, Fayetteville, AR, United States
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Burt CD, Cabrera ML, Rothrock MJ, Kissel DE. Flue-gas desulfurization gypsum effects on urea-degrading bacteria and ammonia volatilization from broiler litter. Poult Sci 2017; 96:2676-2683. [PMID: 28482091 DOI: 10.3382/ps/pex044] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2016] [Accepted: 02/02/2017] [Indexed: 11/20/2022] Open
Abstract
A major concern of the broiler industry is the volatilization of ammonia (NH3) from the mixture of bedding material and broiler excretion that covers the floor of broiler houses. Gypsum has been proposed as a litter amendment to reduce NH3 volatilization, but reports of NH3 abatement vary among studies and the mechanism responsible for decreasing NH3 volatilization is not well understood. The goal of this study was to evaluate the effect of adding 20 or 40% flue-gas desulfurization gypsum (FGDG) to broiler litter on pH, electrical conductivity (EC), water potential, urea-degrading bacteria abundance, NH3 and carbon dioxide (CO2) evolution, and nitrogen (N) mineralization in several 21-d experiments. The addition of FGDG to broiler litter increased EC by 24 to 33% (P < 0.0001), decreased urea-degrading bacteria by 48 to 57% (P = 0.0001) and increased N mineralization by 10 to 11% (P = 0.0001) as compared to litters not amended with FGDG. Furthermore, the addition of FGDG to broiler litter decreased NH3 volatilization by 18 to 28% (P < 0.0001), potentially resulting from the significantly lower litter pH values compared to un-amended litter (P < 0.0001). Findings of this study indicate that amending broiler litter with 20% FGDG can decrease NH3 volatilization and increase the fertlizer value of broiler litter.
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Affiliation(s)
- Christopher D Burt
- Dep. Crop and Soil Sciences, Univ. of Georgia, 3111 Miller Plant Sciences Bldg., Athens, GA 30605
| | - Miguel L Cabrera
- Dep. Crop and Soil Sciences, Univ. of Georgia, 3111 Miller Plant Sciences Bldg., Athens, GA 30605
| | - Michael J Rothrock
- USDA-ARS U.S. National Poultry Research Center, 950 College Station Rd., Athens, GA 30605
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Rothrock MJ, Zhuang H, Lawrence KC, Bowker BC, Gamble GR, Hiett KL. In-Package Inactivation of Pathogenic and Spoilage Bacteria Associated with Poultry Using Dielectric Barrier Discharge-Cold Plasma Treatments. Curr Microbiol 2016; 74:149-158. [DOI: 10.1007/s00284-016-1158-x] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Accepted: 11/08/2016] [Indexed: 01/13/2023]
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Guard J, Abdo Z, Byers SO, Kriebel P, Rothrock MJ. Subtyping of Salmonella enterica Subspecies I Using Single-Nucleotide Polymorphisms in Adenylate Cyclase. Foodborne Pathog Dis 2016; 13:350-62. [PMID: 27035032 PMCID: PMC4939371 DOI: 10.1089/fpd.2015.2088] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Methods to rapidly identify serotypes of Salmonella enterica subspecies I are of vital importance for protecting the safety of food. To supplement the serotyping method dkgB-linked intergenic sequence ribotyping (ISR), single-nucleotide polymorphisms were characterized within adenylate cyclase (cyaA). The National Center for Biotechnology Information (NCBI) database had 378 cyaA sequences from S. enterica subspecies I, which included 42 unique DNA sequences and 19 different amino acid sequences. Five representative isolates, namely serotypes Typhimurium, Kentucky, Enteritidis phage type PT4, and two variants of Enteritidis phage type PT13a, were differentiated within a microsphere-based fluidics system in cyaA by allele-specific primer extension. Validation against 25 poultry-related environmental Salmonella isolates representing 11 serotypes yielded a ∼89% success rate at identifying the serotype of the isolate, and a different region could be targeted to achieve 100%. When coupled with ISR, all serotypes were differentiated. Phage lineages of serotype Enteritidis 13a and 4 were identified, and a biofilm-forming strain of PT13a was differentiated from a smooth phenotype within phage type. Comparative ranking of mutation indices to genes such as the tRNA transferases, the diguanylate cyclases, and genes used for multilocus sequence typing indicated that cyaA is an appropriate gene for assessing epidemiological trends of Salmonella because of its relative stability in nucleotide composition.
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Affiliation(s)
- Jean Guard
- 1 U.S. National Poultry Research Center , U.S. Department of Agriculture, Athens, Georgia
| | - Zaid Abdo
- 1 U.S. National Poultry Research Center , U.S. Department of Agriculture, Athens, Georgia
| | | | - Patrick Kriebel
- 2 Department of Statistics, University of Georgia , Athens, Georgia
| | - Michael J Rothrock
- 1 U.S. National Poultry Research Center , U.S. Department of Agriculture, Athens, Georgia
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Franklin AM, Aga DS, Cytryn E, Durso LM, McLain JE, Pruden A, Roberts MC, Rothrock MJ, Snow DD, Watson JE, Dungan RS. Antibiotics in Agroecosystems: Introduction to the Special Section. J Environ Qual 2016; 45:377-93. [PMID: 27065385 DOI: 10.2134/jeq2016.01.0023] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
The presence of antibiotic drug residues, antibiotic resistant bacteria, and antibiotic resistance genes in agroecosystems has become a significant area of research in recent years and is a growing public health concern. While antibiotics are used in both human medicine and agricultural practices, the majority of their use occurs in animal production where historically they have been used for growth promotion, in addition to the prevention and treatment of disease. The widespread use of antibiotics and the application of animal wastes to agricultural lands play major roles in the introduction of antibiotic-related contamination into the environment. Overt toxicity in organisms directly exposed to antibiotics in agroecosystems is typically not a major concern because environmental concentrations are generally lower than therapeutic doses. However, the impacts of introducing antibiotic contaminants into the environment are unknown, and concerns have been raised about the health of humans, animals, and ecosystems. Despite increased research focused on the occurrence and fate of antibiotics and antibiotic resistance over the past decade, standard methods and practices for analyzing environmental samples are limited and future research needs are becoming evident. To highlight and address these issues in detail, this special collection of papers was developed with a framework of five core review papers that address the (i) overall state of science of antibiotics and antibiotic resistance in agroecosystems using a causal model, (ii) chemical analysis of antibiotics found in the environment, (iii) need for background and baseline data for studies of antibiotic resistance in agroecosystems with a decision-making tool to assist in designing research studies, as well as (iv) culture- and (v) molecular-based methods for analyzing antibiotic resistance in the environment. With a focus on the core review papers, this introduction summarizes the current state of science for analyzing antibiotics and antibiotic resistance in agroecosystems, discusses current knowledge gaps, and develops future research priorities. This introduction also contains a glossary of terms used in the core reivew papers of this special section. The purpose of the glossary is to provide a common terminology that clearly characterizes the concepts shared throughout the narratives of each review paper.
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Rothrock MJ, Keen PL, Cook KL, Durso LM, Franklin AM, Dungan RS. How Should We Be Determining Background and Baseline Antibiotic Resistance Levels in Agroecosystem Research? J Environ Qual 2016; 45:420-431. [PMID: 27065388 DOI: 10.2134/jeq2015.06.0327] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Although historically, antibiotic resistance has occurred naturally in environmental bacteria, many questions remain regarding the specifics of how humans and animals contribute to the development and spread of antibiotic resistance in agroecosystems. Additional research is necessary to completely understand the potential risks to human, animal, and ecological health in systems altered by antibiotic-resistance-related contamination. At present, analyzing and interpreting the effects of human and animal inputs on antibiotic resistance in agroecosystems is difficult, since standard research terminology and protocols do not exist for studying background and baseline levels of resistance in the environment. To improve the state of science in antibiotic-resistance-related research in agroecosystems, researchers are encouraged to incorporate baseline data within the study system and background data from outside the study system to normalize the study data and determine the potential impact of antibiotic-resistance-related determinants on a specific agroecosystem. Therefore, the aims of this review were to (i) present standard definitions for commonly used terms in environmental antibiotic resistance research and (ii) illustrate the need for research standards (normalization) within and between studies of antibiotic resistance in agroecosystems. To foster synergy among antibiotic resistance researchers, a new surveillance and decision-making tool is proposed to assist researchers in determining the most relevant and important antibiotic-resistance-related targets to focus on in their given agroecosystems. Incorporation of these components within antibiotic-resistance-related studies should allow for a more comprehensive and accurate picture of the current and future states of antibiotic resistance in the environment.
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Rothrock MJ, Hiett KL, Guard JY, Jackson CR. Antibiotic Resistance Patterns of Major Zoonotic Pathogens from All-Natural, Antibiotic-Free, Pasture-Raised Broiler Flocks in the Southeastern United States. J Environ Qual 2016; 45:593-603. [PMID: 27065406 DOI: 10.2134/jeq2015.07.0366] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
The use of antibiotics in agroecosystems has been implicated in the rise in antibiotic resistance (AR), which can affect environmental, animal, and human health. To determine the environmental impact of antibiotic use in agroecosystems, appropriate background levels of AR in agricultural environments in the absence of antibiotic application must be determined. Therefore, to determine background levels of AR in broiler production, four target microbes (, , , and ) were isolated from 15 all-natural, antibiotic-free, pasture-raised broiler flocks from six farms within the southeastern United States. The AR profiles of these isolates were characterized using the CDC National Antimicrobial Resistance Monitoring System for Enteric Bacteria (NARMS), and these resistance patterns were compared across target microbes and farms and throughout the life cycle of the flocks along the farm-to-fork continuum. Antibiotic resistances were most prevalent in and and least prevalent in . Although and were isolated from the same farms and characterized using the same NARMS plates, they exhibited distinct AR profiles, with demonstrating clear farm-specific resistance patterns. Multidrug resistance rates (three or more antibiotics), in order of prevalence, were (63.9%), (36.0%), (12.7%), and (1.4%). The results of this study demonstrate the variability in background AR among major food safety-related microbes, even when isolated from similar production and processing samples from the same farms, and indicate the need for the proper design of future broiler production studies to account for this highly dynamic background AR.
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Rothrock MJ, Ingram KD, Gamble J, Guard J, Cicconi-Hogan KM, Hinton A, Hiett KL. The characterization of Salmonella enterica serotypes isolated from the scalder tank water of a commercial poultry processing plant: Recovery of a multidrug-resistant Heidelberg strain. Poult Sci 2015; 94:467-72. [DOI: 10.3382/ps/peu060] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
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