Abstract
Retail beef and pork, including processed products, can serve as vehicles for the zoonotic foodborne transmission of pathogens and antimicrobial resistant bacteria. However, processed and seasoned products like sausages, are not often included in research and surveillance programs. The objective of this study was to investigate retail ground beef and pork, including processed products, for the presence of common foodborne pathogens and antimicrobial resistant bacteria. We purchased 763 packages of fresh and fully cooked retail meat products during 29 visits to 17 grocery stores representing seven major grocery chains located in west and central Ohio. Each package of meat was evaluated for contamination with methicillin-resistant Staphylococcus aureus (MRSA), Salmonella spp., Enterobacteriaceae expressing extended-spectrum cephalosporin resistance, and carbapenemase-producing organisms (CPO). Only 3 of the 144 (2.1%) packages of fully cooked meat products contained any of these organisms, 1 with an extended-spectrum β-lactamase-producing (ESBL) Enterobacteriaceae and 2 with CPO. Among the 619 fresh meat products, we found that 85 (13.7%) packages were contaminated with MRSA, 19 (3.1%) with Salmonella, 136 (22.0%) with Enterobacteriaceae expressing an AmpC (blaCMY) resistance genotype, 25 (4.0%) with Enterobacteriaceae expressing an ESBL (blaCTX-M) resistance genotype, and 31 (5.0%) with CPO, primarily environmental organisms expressing intrinsic carbapenem resistance. However, one CPO, a Raoultella ornithinolytica, isolated from pork sausage co-harbored both blaKPC-2 and blaNDM-5 on IncN and IncX3 plasmids, respectively. Our findings suggest that fresh retail meat, including processed products can be important vehicles for the transmission of foodborne pathogens and antimicrobial resistant bacteria, including those with epidemic carbapenemase-producing genotypes.
Similar content being viewed by others
Introduction
Foodborne diseases cause an estimated annual burden of 600 million illnesses and 420,000 deaths globally1. In the US alone, there are an estimated 48 million cases of foodborne illness and approximately 3,000 foodborne-related deaths per year2,3. Bacteria are important foodborne pathogens, causing approximately 9% of the total foodborne illnesses annually4. Among the bacterial pathogens causing foodborne illness, nontyphoidal Salmonella spp., Staphylococcus aureus, Enterobacteriaceae including Escherichia coli, and Campylobacter jejuni are common zoonotic foodborne pathogens, causing approximately 40% of the bacterial attributed foodborne illnesses3.
Retail ground pork and beef products are frequently contaminated with foodborne pathogens and serve as transmission vectors for these pathogens via raw or undercooked meat or by cross contamination5,6. Together beef and pork sources account for 12% of the yearly estimated foodborne illnesses and rank among the top 10 sources for zoonotic foodborne outbreaks, illness, and hospitalizations4. Moreover, both beef and pork can be reservoirs for antimicrobial resistant (AMR) bacteria and mobile genetic elements (MGE) that confer resistance to medically important antibiotics5,6,7.
The US maintains national surveillance programs to monitor foodborne pathogens and antimicrobial resistant bacteria in meat products8. However, these programs cannot possibly evaluate all varieties of meat products and often choose those that are most popular among consumers. Processed raw meat products—defined as products that include additives like salt, spices and preservatives—are not often sampled as part of these surveillance programs, but they account for approximately 40% of all red meat consumption in the US9. More concerning is that carbapenemase-producing organisms (CPO) and their resistance genes have been isolated from both cattle and swine, suggesting a new emerging threat to the retail meat food chain10,11. Here we aim to survey popular retail ground pork and beef consumer items, including processed products, to estimate their frequency of contamination with foodborne pathogens and AMR bacteria including MRSA, Salmonella, extended-spectrum cephalosporin resistant Enterobacteriaceae, and carbapenem-resistant Enterobacterales. Additionally, we assess the association between the recovery of these pathogens and potential risk factors including product type and processing characteristics.
Results
We purchased a total of 763 packages of retail meat products for inclusion in this study. Of these, 85 (11.1%) harbored MRSA, 19 (2.5%) were contaminated with nontyphoidal Salmonella, 136 (17.8%) contained Enterobacteriaceae expressing an AmpC phenotype conferred by blaCMY, 27 (3.5%) contained Enterobacteriaceae expressing an ESBL phenotype encoded by blaCTX-M, and 33 (4.3%) harbored CPO (Fig. 1). There were 144 (18.9%) fully cooked and 619 (81.1%) fresh meat products (Fig. 1). Among the fully cooked products, one package (0.7%) contained Enterobacteriaceae expressing an ESBL phenotype and harboring blaCTX-M-15, and two packages (1.4%) harbored a CPO, both identified as Pseudomonas spp. Among the fresh meat products, 85 packages (13.7%) were contaminated with MRSA, 19 (3.1%) with Salmonella, 136 (22.0%) with Enterobacteriaceae expressing an AmpC (blaCMY) genotype, 25 (4.0%) with Enterobacteriaceae expressing an ESBL (blaCTX-M) genotype and 31 (5.0%) with CPO, primarily environmental organisms expressing intrinsic and/or chromosomally-mediated carbapenem-resistance.
Meat packages were purchased from 17 different grocery store locations representing six grocery retail chains located in central and western Ohio. Each grocery store location was visited between one to three times for a total of 29 different store visits. No differences in meat package contamination were observed between grocery chains except for Enterobacteriaceae harboring blaCMY-2 (P = 0.01) (Fig. 2). Purchased meat products were produced at 116 different meat-processing facilities distributed throughout the US and Canada that processed between 1 and 48 of the packages collected for this study. The highest frequency of isolate recovery was from packages of meat produced at processing plants located in the Midwest and Eastern US (Fig. 3).
MRSA contamination and SCCmec typing
MRSA isolation was strongly associated with pork products (P < 0.001) (Fig. 4). In addition, the product type and packaging were associated with MRSA recovery (P < 0.001) with MRSA being more frequently recovered from sausage products and packaging that was not vacuum sealed. None of the 27 organic products were contaminated with MRSA, compared to 14.4% of the conventional products (P = 0.04). A total of 120 individual MRSA isolates were recovered from the 85 contaminated packages. SCCmec type IV was the most commonly isolated, contaminating 64 (75.3%) meat packages and accounting for 86 (72%) of the total MRSA isolates. SCCmec type VI and IVe were also identified, contaminating 13 (15.3%) and 6 (7.1%) meat packages and accounting for 17 (14.2%) and 9 (7.5%) of the isolates, respectively. An additional 8 (6.7%) isolates from 7 (8.2%) packages contained a mecA gene but could not be typed by multiplex PCR. Three pork sausage packages and two ground pork packages, harbored MRSA with two different SCCmec types.
Salmonella contamination and characterization
Similar to MRSA, Salmonella was more frequently isolated from pork (4.0%) than from beef products (1.1%) or combined pork/beef (0%) products (P = 0.02) (Fig. 4). Salmonella were recovered more commonly from sausage products (15/232; 6.5%) compared to other product types (P = 0.004). While none of the vacuum-sealed products were contaminated with Salmonella, this pathogen was found in 12 (6.4%) and 7 (2.0%) chub and Styrofoam tray-packaged products, respectively (P = 0.005). Organic status was not associated with the recovery of Salmonella. Thirteen Salmonella serovars were identified among the 19 isolates. The most common serotypes were Montevideo and Agona accounting for 16% of the total Salmonella isolates each (Table 1). Twelve of the 19 isolates carried between 1 and 13 acquired antimicrobial resistance genes. The acquired cumulative resistome was quite diverse and frequently included fosfomycin (fosA7; 8/12), aminoglycoside (aac, aph, aadA alleles), sulfonamide (sul1), tetracycline, (tet) and extended-spectrum cephalosporin (blaCMY-2) resistance genes.
Recovery of Enterobacteriaceae expressing AmpC and ESBL genotypes
Isolates expressing blaCMY-2 (P = 0.007), and those expressing blaCTX-M (P = 0.07) (Fig. 4) were most frequently isolated from pork products. Both the AmpC and ESBL genotypes were frequently isolated from sausage and ground products, and product type was associated with recovery of isolates expressing blaCMY-2 (P < 0.001) and blaCTX-M (P = 0.004). Similar to MRSA and Salmonella, non-vacuum sealed packaging was associated with recovery of isolates expressing blaCMY-2 and blaCTX-M (P < 0.001). The recovery of AmpC and ESBL Enterobacteriaceae was not associated with organic status.
The blaCTX-M-harboring Enterobacteriaceae were further characterized with regards to their allelic population structure. Among these 25 isolates, 4 harbored blaCTX-M-1 and 21 harbored blaCTX-M-15. blaCTX-M-1 isolates were recovered from Styrofoam tray-packaged ground beef as well as ground beef and pork chubs. Fifteen isolates with blaCTX-M-15 were recovered from ground pork chubs, two from ground beef chubs, two from ground pork in Styrofoam trays, and two from ground beef in Styrofoam trays.
Carbapenemase-producing organism contamination and characterization
There was no association between CPO recovery and meat type, product type, or organic status. CPO recovery varied between meat packaging and was most prevalent among non-vacuum sealed Styrofoam tray packaging, followed by chub packaging and less frequently from vacuum-sealed products (P = 0.01). We isolated a diverse collection of carbapenemase-producing species that consisted primarily of Stenotrophomonas maltophilia, Acinetobacter spp., Pseudomonas spp. and Empedobacter brevis (Fig. 5). One E. coli was isolated from fresh pork sausage produced carbapenemase but did not harbor any of the investigated carbapenemase genes based on PCR.
We found that one CPO, a Raoultella ornithinolytica recovered from fresh pork sausage patties in Styrofoam tray packaging, harbored both blaKPC-2 and blaNDM-5. The isolate’s acquired resistome included blaLAP-1, blaSHV-12, blaTEM-1B, qnrS1, fosA, and dfrA14 in addition to the acquired carbapenemase genes. The blaKPC-2 was harbored on a 78,869 bp IncN plasmid within a Tn4401b insertional element that inserted in a Tn1331-like element forming a nested insertional element (Fig. 6A,B). This plasmid shares significant sequence identity (Coverage 92%, Identity 99.77%) with an E. coli from a human bronchoalveolar lavage sample (Genbank ID: KJ933392). The blaNDM-5 was located on a 45,048 bp IncX3 plasmid within a complex insertional element consisting of an IS3000 and IS5 element upstream and IS26 transposase and ISKox3 element downstream (Fig. 6C). The intergenic region between the IS3000 and IS5 transposases and the IS5 transposase and blaNDM-5 contained truncated ISAba125 sequences. The IncX3 shared significant sequence identity (Coverage 100%, Identity 99.85%) with multiple plasmids derived from E. coli, Klebsiella pneumoniae and Salmonella Typhimurium isolated from humans, water and minced pork products (Genbank IDs: AP023210.1, CP024825.1, CP065346.1, CP053295).
Phenotypically, the isolate was multi-drug resistant expressing resistance to 20 different antimicrobials from seven different drug categories (Supplemental Table 1). However, it retained susceptibility to tetracyclines, aminoglycosides, chloramphenicol, and colistin. There was no zone of inhibition present when the isolate was grown in the presence of imipenem alone or when synergized with EDTA, suggesting that the KPC enzyme retains functionality and confers carbapenem resistance despite neutralization of the NDM by chelating the metallo-cofactor.
Discussion
Of the 763 retail meat products purchased for this study, and we found that 29.4% (224/763) of these samples were contaminated with at least one of the targeted bacteria. Contamination was not associated with the retail grocery store chain from which the meat was purchased. Meat package contamination appeared to be clustered within products from meat processing plants located in the US Midwest. However, this is reflective of our sampling because most of the meat products came from Midwest processing plants. As expected, and previously reported, bacterial contamination was less frequently observed in cooked products because of their post-processing treatment12,13. Despite this, we still identified bacterial contamination by both CPO and Enterobacteriaceae harboring blaCTX-M-15 in cooked products. These CPO were Pseudomonas spp. that represent ubiquitous environmental isolates that typically have intrinsic, chromosomally encoded carbapenemase genes and did not harbor any of the transmissible, epidemiologically important CPO genotypes14,15.
Pork products were more frequently contaminated with MRSA, Salmonella, and Enterobacteriaceae producing CMY-2 and CTX-M than were beef or pork/beef combination products. Previous surveillance studies have reported similar trends when comparing MRSA, Salmonella, and Enterobacteriaceae producing CMY-2 between pork and beef5,16,17. Previous studies have identified swine as an important reservoir for MRSA and have reported that swine may have a higher on-farm prevalence of Salmonella compared to dairy and beef cattle operations18,19. While the microbial contamination we observed for beef products is similar to previous studies, we observed a higher contamination prevalence among these pork products compared to traditionally surveyed products like whole cuts and ground pork5,8,20. This could be due to the meat products we tested, as ground and processed pork products are almost exclusively from cull sows, while cuts are typically from younger finisher/market hogs. The lifespan of cull sows is typically longer than market hogs providing a greater opportunity to become colonized with resistant commensal and pathogenic bacteria that can contaminate the carcass during processing.
A number of risk factors were associated with our recovery of these targeted bacteria including the meat product and the type of packaging. Of all meat product types, sausage was the most frequently contaminated with nearly all bacterial contaminants except CPO. One study found that ground fresh pork and pork sausage in stores accounted for higher mean aerobic, coliform, and E. coli colony counts compared to whole cuts21. Non-vacuum packaging, both chubs and Styrofoam trays were more frequently contaminated than vacuum-sealed packaging. Vacuum sealed products create a nearly anaerobic environment that inhibits aerobic bacteria like MRSA and limits logarithmic growth of facultative anaerobes, creating a less contaminated space22. Like previous studies, organic status did not influence bacterial contamination except for MRSA23. The difference in MSRA prevalence between conventional and organic products may be a result of our small sample of organic products included in this study as others have reported similar rates of contamination between pork products from traditional and alternatively raised pigs6. Importantly, in our data meat type (pork vs. beef), product type, and packaging were highly correlated, and we could not control this confounding bias using multivariable models. For example, most of the processed pork products available for sampling at grocery stores in this study were sausage in non-vacuum sealed packages. This lack of sample variety made it difficult to discern true associations between contamination and package characteristics.
The MRSA recovered from the meat products in this study largely came from fresh pork sausage in chub or Styrofoam tray packaging. The majority of the isolates represented three SCCmec types, IV, IVe and VI. These SCCmec types are often attributed to community-acquired MRSA isolates and are believed to have enhanced fitness and the capacity for easier transmission24. However, SCCmec type IV MRSA have been reported from retail meat in the US25. Interestingly, the SCCmec types IVa, V, and X, often associated with MRSA from livestock and most commonly reported in retail meat, were not isolated from any of the meat products we collected for this study26. Nearly 7% of the MRSA isolates we recovered harbored a mecA gene but did not react to the multiplex PCR that includes SCCmec types I-VI. It is possible that these isolates could be unconventional SCCmec types that are often attributed to MRSA of animal origin26.
We isolated nontyphoidal Salmonella from 19 of the packages of fresh retail meat. The isolates were primarily recovered from pork sausage packaged in chubs. Diverse serotypes were observed, including 14 isolates representing 8 serotypes that are among the top 32 Salmonella serotypes reported to cause human disease in the US27. Half of the Salmonella isolates were pansusceptible, four had only one commonly acquired resistance gene, and six had more than one acquired resistant gene. The most common resistance genotypes were fosA7 and aminoglycoside-resistance alleles (aph, aadA and aac), followed by sul and tet alleles and blaCMY-2. These acquired genes confer resistance to a number of medically important antibiotics used in both human and veterinary medicine including some of the most frequent antimicrobials sold for use in cattle and swine production28.
We identified 17.8% (136/619) and 4.0% (25/619) of fresh retail meat packages that were contaminated with Enterobacteriaceae expressing blaCMY-2 or blaCTX-M, respectively. This level of contamination with Enterobacteriaceae producing CMY-2 is similar to previous reports in pork and beef, as is the observation that pork products were more frequently contaminated than beef5. Enterobacteriaceae producing CTX-M are not widely reported in beef and pork products in the US, with only two samples—one from ground beef and one from pork chops—that harbored the CTX-M genotype over 6 years of national surveillance7. Our findings suggest that CTX-M contamination is more prevalent in products not typically sampled in national surveillance including ground pork and ground pork sausage products. Infections with ESBL-producing Enterobacteriaceae increased nearly 50% since 2012 and are considered a serious public health threat by the CDC29. Although direct zoonotic foodborne transmission of Enterobacteriaceae producing CMY and CTX-M is not commonly reported, circumstantial evidence suggests that retail meat might contribute to a portion of the nearly 93,000 estimated community-acquired cephalosporin-resistant infections in the US each year30,31,32. Most of our ESBL-producing isolates harbored blaCTX-M-15 alleles, a variant that is widely disseminated among the human population and causes widespread infections33.
CPO were recovered from multiple samples and included a variety of bacterial species. These included soil- and water-associated organisms that are often considered intrinsically resistant and/or maintain carbapenemase genes that are not mobilized14,15. Although these species can cause documented clinical infections, only one package harbored a carbapenemase-producing bacteria with epidemic, transferrable carbapenemase genes. One package of fresh pork sausage was contaminated with a R. ornithinolytica that harbored two epidemic carbapenemase genes, blaKPC-2 and blaNDM-5. Epidemic carbapenemase genes in Enterobacteriaceae have been identified from sow fecal samples and their environments10,34. However, the carbapenemase genotypes identified in those studies were blaIMP alleles. Functional and transferable blaKPC has been identified in the cattle fecal microbiome, but bacterial organisms harboring these genotypes—blaKPC and blaNDM—have not been reported from livestock in the US11. Comparatively, these epidemic carbapenemase genes are commonly reported in bacteria recovered from humans, wastewater, and environmental sources like surface water35,36,37. Post-harvest processing and packaging is a potential source for meat contamination with CPO and may serve as a reservoir for human and environmentally associated genotypes to enter the food chain38,39. Our data indicate that bacteria expressing epidemic carbapenemase genes can enter the food supply and represent a new foodborne transmission pathway contributing to the emerging CPO public health threat.
Mobilization of carbapenemase genes is a leading factor for their widespread dissemination beyond human hospitals to communities, natural environments, and domestic and wild animals. The epidemiologic dissemination of blaNDM-5 through members of Enterobacterales is partially a function of the self-transmissible IncX3 plasmid that drives their spread within and beyond hospitals into the community40,41. Moreover, the insertional element in our blaNDM-5 shared similarity to a number of insertional elements carrying blaNMD-5 and blaNDM-1 with full or truncated IS3000 and ISAb125 insertion elements41,42. This supports the hypothesis that the NDM enzyme mobilized from the chromosome of Acinetobacter spp. and spread to Enterobacterales. Our blaKPC-2 is on the Tn4401b transposon, an isoform of the Tn4401 transposable element that is responsible for epidemic expansion and dissemination of the blaKPC-243. The unique nature of the nested transposon reported here has been previously observed in a clinical isolate from the US44. These elements are widely disseminated to plasmids, including the IncN, that facilitate global dissemination of blaKPC-2 among Enterobacterales45.
The presence of both blaKPC-2 and blaNDM-5 in same isolate from an environmental source seems an exceptionally rare event. Simultaneous maintenance of other metallo-β-lactamases with a KPC serine carbapenemase is recognized as an emerging antimicrobial resistant threat46,47. Co-harborization of blaKPC and blaNDM is recognized internationally, mainly in clinical case reports from hospital settings where genotype combinations consist of NDM-1 or NDM-5 paired with KPC-247,48,49. Phenotypic analysis using an EDTA synergy test identified that the KPC maintained functional carbapenem-resistance when the NDM was neutralized by chelation of the enzymatic cofactor. This is an important finding since limited conjugation-expression studies from previously reported clinical isolates suggest the NDM confers a higher resistance breakpoint compared to the KPC, although not in every case47. Nonetheless, co-harborization offers a more complete and comprehensive resistance to carbapenems and carbapenem/β-lactamase inhibitor combinations47,48,49.
This study has some limitations that should be considered when interpreting the results. Our phenotypic screening methods to recover CPO that utilized carbaNP testing and PCR genotyping may have missed some CPO genotypes harboring allelic variants of blaOXA-48. However, these screening methods have been successfully used to identify bacteria expressing clinically-relevant carbapenem-resistance phenotypes and CPO genotypes causing epidemic infections or that are disseminated in the environment and livestock in the US10,34,36,37. Isolates unable to grow at carbapenem concentrations below what is considered clinically resistant or in the presence of cephalosporins are unlikely to be considered an important public health threat. In addition, while our method for phenotypically screening MRSA using oxacillin is frequently used in S. aureus surveillance studies, it may underestimate the true prevalence of MRSA when compared to other methods such as cefoxitin disc diffusion due to variablity in expression of the mecA gene. Moreover, we did not test for the mecC gene as part of our genotypic screening of MRSA suspect isolates. Despite this, our results identify the prevalence of the mecA among all phenotypically resistant MRSA and suggest a preponderance of these human-associated strains contaminating retail meat products.
Here we show that fresh retail pork and beef products, including raw, processed meat, pose a similar public health risk for the foodborne transmission of pathogens and antimicrobial resistant bacteria as other meat products that are more frequently included in national surveillance programs. Moreover, we identified a R. ornithinolytica from fresh pork sausage that harbors multiple carbapenemase genes on mobile plasmids. This finding is concerning and suggest that clinically important CPO have the potential to enter the food supply through zoonotic transmission or post-processing contamination. Our results suggests that a more diverse range of meat products, including raw processed meats should be included in national surveillance programs as they serve as vehicles of antimicrobial resistant foodborne pathogens.
Methods
Sample collection
We purchased beef and pork products available for retail sale from a convenience sample of grocery stores located in central and western Ohio over a period of 16 weeks during the summer of 2018. Grocery stores included both large chain stores and local stores with a variety of fresh meat products available for retail sale. We purchased retail meat products from up to three different grocery stores per week and did not purchase meat products from the same grocery store more than once in a 2-week period. We purchased a single package of each unique ground beef or pork product of each available brand at each grocery store at a single visit. This sampling was intended to capture all available varieties of ground beef and pork products including both fully cooked and fresh products, as well as both seasoned and unseasoned. In individual stores where a large number of unique products were available, we purchased no more than 30 total meat products.
Meat products purchased for this study included ground beef, ground pork, ground breakfast sausage, specialty sausages (including bratwurst, chorizo, and kielbasa), meatloaf, and meatballs. We attempted to purchase both fresh and fully cooked products made from either beef or pork that were available in store wrapped Styrofoam trays, chubs, and modified atmosphere/vacuum packaging. For each product purchased we recorded the store and purchase date, as well as details of label information including seasoning, organic status, sell-by date, and processing plant identification number.
Culture and identification of methicillin-resistant Staphylococcus aureus
A 10 g aliquot of each meat sample was sterilely inoculated into 90 mL of trypticase soy broth (TSB; Becton Dickinson, Sparkes, MD) supplemented with 2% salt, incubated overnight at 35 °C, and inoculate onto Mannitol Salt agar (Becton Dickinson) for identification of MRSA suspect isolates. Up to three different morphologies were selected from the Mannitol salt agar and sub-cultured onto tryptic soy agar with sheep’s blood. Hemolysis was assessed and all morphologies were tested for coagulase production. We then inoculated coagulase positive Staphylococcus suspects onto oxacillin-screening agar to identify methicillin resistant strains. Methicillin-resistant Staphylococcus spp. were speciated by conventional multiplex PCR of the nuc gene50. We simultaneously tested phenotypically methicillin-resistant S. aureus strains for the presence of the mecA gene and typed their staphylococcal chromosomal cassette mec (SCCmec) using a previously described multiplex PCR and by comparing gel electrophoresis banding patterns to known controls51.
Culture and identification of Salmonella spp.
A second 10 g aliquot from each package of meat was sterilely inoculated into 90 mL of buffered peptone water (BPW; Becton Dickinson) and incubated overnight at 37 °C. We transferred a 100 µL aliquot of the meat/BPW homogenate to 10 mL of Rappaport-Vassilidis R10 (RV; Becton Dickinson) broth that was then incubated overnight at 42 °C. RV broth was subsequently inoculated onto xylose-lysine-Tergitol 4 agar (XLT-4; Becton Dickinson) for the differentiation of Salmonella suspect isolates. Characteristic black colonies on XLT-4 agar were tested for lactose fermentation on MacConkey agar and agglutination with polyvalent antisera O. Lactose negative, agglutinating isolates were speciated using MALDI-TOF, and confirmed Salmonella underwent whole genome sequencing (MiSeq, Illumina, San Diego, CA). Reads were assembled using the SPades assembler version 3.9 and post-processed with MisMatch corrector available online from the Center of Genomic Epidemiology (CGE)52. We confirmed Salmonella genus and species, identified Salmonella serotype, and determined acquired antimicrobial resistance genotype using the KmerFinder, SeqSero, and ResFinder online databases available at CGE53,54,55.
Culture and identification of extended-spectrum cephalosporin-resistant Enterobacteriaceae and carbapenemase-producing organisms
A 10 g aliquot from each package of meat was sterilely inoculated into 90 mL of MacConkey broth (Becton Dickinson) modified with 2 µg/mL cefotaxime and incubated overnight at 37 °C. An inoculate of the MacConkey broth was then streaked onto three MacConkey agar plates that were modified with either 8 µg/mL of cefoxitin, 4 µg/mL of cefepime, or 0.5 µg/mL meropenem and 70 µg/mL zinc sulfate heptahydrate for the isolation of Enterobacterales expressing the AmpC beta-lactamase-producing phenotype, ESBL-producing phenotype, or carbapenemase-producing phenotype, respectively. We have previously used this method to successfully recover isolates representing the intended genotypes5,10,23,34,37.
We selected a single lactose-fermenting isolate expressing the AmpC beta-lactamase-producing phenotype and another expressing the ESBL-producing phenotype for further characterization. These isolates were tested for tryptophan utilization using the indole production assay. Isolates were then genotypically characterized for the presence of either blaCMY or blaCTX-M by PCR using previously reported primers56,57. PCR products of the expected molecular weight were cleaned and bidirectionally sequenced using a 3730 DNA analyzer (Applied Biosystems) and analyzed for allelic variation using the basic local alignment search tool (BLAST).
We also selected up to three morphologically distinct colonies with a carbapenemase-producing phenotype, giving preference to lactose fermenting isolates. We confirmed carbapenemase production using the CarbaNP test and then determined bacterial genus and species using MALDI-TOF58. Isolates representing bacterial species not expected to have intrinsic carbapenem-resistance—E. coli, Klebsiella, Enterobacter, Proteus, Raoultella, Shewenella, Morganella, Providencia, Acinetobacter and Pseudomonas aeruginosa—were tested for the presence of blaKPC, blaNDM, blaIMP and blaVIM by PCR using previously reported primers59,60,61,62.
An isolate with transmissible carbapenemase genes underwent whole genome sequencing, using both short-read (MiSeq, Illumina, San Diego, CA) and long-read (PacBio; Pacific Biosciences, Menlo Park, CA) platforms. Adapter sequences were trimmed, and sequencing data were quality assessed using TrimGalore and FastQC, respectively63,64. The resulting sequences were assembled using Unicycler to generate a hybrid assembly65. Assembled sequences were assessed for acquired antimicrobial resistance genes and plasmid content using ResFinder and PlasmidFinder, respectively55,66. The resulting contigs were also annotated using Prokka and plasmid sequences were further annotated using BLAST67. Insertion sequences and integrons were characterized using ISFinder and INTEGRALL and plasmid gene maps were viewed using CGViewer68,69,70.
An antimicrobial susceptibility profile was also generated for the isolate with transmissible carbapenemase genes using the Sensititre semi-automated broth micro-dilution system (NARMS CMV3AGNF, ESB1F and GNX2F panels; Thermo Fisher Scientific, Oakwood Village, OH) following Clinical and Laboratory Standards Institute (CLSI) guidelines71. This isolate was also subjected to the EDTA-disk synergy test to determine and differentiate serine carbapenemase and metallo-carbapenemase production72.
Data summarization and analysis
Prevalence data of individual foodborne bacteria were stratified and summarized by individual predictor variables. We used Fisher’s exact test to determine the unadjusted association between the recovery of the individual types of bacteria and each of the individual predictors. Multivariable models were considered for data analysis, but the correlation of predictor variables resulted in collinearity. Analysis of associations for all predictors except meat type were conducted only on data from fresh retail meat samples as the prevalence of foodborne bacteria was negligible in cooked products. Statistical analyses were conducted using STATA v15.1 (StataCorp LLC, College Station, TX, USA) and heatmaps were visualized using HeatMapper73,74. The map used in this manuscript was created using ArcGIS® software by Esri75. ArcGIS® and ArcMap™ are the intellectual property of Esri and are used herein under license. Copyright © Esri. All rights reserved. For more information about Esri® software, please visit www.esri.com.
Genomic data
Whole genome sequencing data of R. ornithinolytica chromosomal and plasmid DNA were deposited in GenBank under the accession numbers CPO54270-CPO54276. Whole genome sequences of Salmonella isolates were submitted to GenBank via the GenomeTrakr network and can be found under the bioproject PRJNA338674 as biosamples SAMN09850703, SAMN09850714, SAMN09850522, SAMN09850520, SAMN09850343, SAMN09850452, SAMN09850300, SAMN09850301, SAMN09850841, SAMN09850839, SAMN09850833, SAMN09851034, SAMN09850707, SAMN09850838, SAMN09850710, SAMN10883380, SAMN10883352, SAMN10883383, and SAMN10814272.
References
World Health Organization. Global action plan on antimicrobial resistance. https://www.who.int/antimicrobial-resistance/publications/global-action-plan/en/ (2015).
Scallan, E., Griffin, P. M., Angulo, F. J., Tauxe, R. V. & Hoekstra, R. M. Foodborne illness acquired in the United States–unspecified agents. Emerg. Infect. Dis. 17, 16–22. https://doi.org/10.3201/eid1701.091101p2 (2011).
Scallan, E. et al. Foodborne illness acquired in the United States–major pathogens. Emerg. Infect. Dis. 17, 7–15. https://doi.org/10.3201/eid1701.p11101 (2011).
Painter, J. A. et al. Attribution of foodborne illnesses, hospitalizations, and deaths to food commodities by using outbreak data, United States, 1998–2008. Emerg. Infect. Dis. 19, 407–415. https://doi.org/10.3201/eid1903.111866 (2013).
Mollenkopf, D. F., Kleinhenz, K. E., Funk, J. A., Gebreyes, W. A. & Wittum, T. E. Salmonella enterica and Escherichia coli harboring blaCMY in retail beef and pork products. Foodborne Pathog. Dis. 8, 333–336. https://doi.org/10.1089/fpd.2010.0701 (2010).
O’Brien, A. M. et al. MRSA in conventional and alternative retail pork products. PLoS ONE 7, e30092. https://doi.org/10.1371/journal.pone.0030092 (2012).
Tadesse, D. A. et al. Whole-genome sequence analysis of CTX-M containing Escherichia coli isolates from retail meats and cattle in the United States. Microb. Drug Resist. 24, 939–948. https://doi.org/10.1089/mdr.2018.0206 (2018).
Food and Drug Administration. The National Antimicrobial Resistance Monitoring System: NARMS Integrated Report, 2016–2017. https://www.fda.gov/animal-veterinary/national-antimicrobial-resistance-monitoring-system/narms-now-integrated-data (2019).
Zeng, L. et al. Trends in processed meat, unprocessed red meat, poultry, and fish consumption in the United States, 1999–2016. J. Acad. Nutr. Diet. 119, 1085-1098.e1012. https://doi.org/10.1016/j.jand.2019.04.004 (2019).
Mollenkopf, D. F. et al. Maintenance of carbapenemase-producing Enterobacteriaceae in a farrow-to-finish swine production system. Foodborne Pathog. Dis. 15, 372–376. https://doi.org/10.1089/fpd.2017.2355 (2018).
Vikram, A. & Schmidt, J. W. Functional blaKPC-2 sequences are present in U.S. beef cattle feces regardless of antibiotic use. Foodborne Pathog. Dis. 15, 444–448. https://doi.org/10.1089/fpd.2017.2406 (2018).
Khaitsa, M. L., Kegode, R. B. & Doetkott, D. K. Occurrence of antimicrobial-resistant Salmonella species in raw and ready to eat turkey meat products from retail outlets in the Midwestern United States. Foodborne Pathog. Dis. 4, 517–525. https://doi.org/10.1089/fpd.2007.0010 (2007).
Jarvis, N. A. et al. An overview of Salmonella thermal destruction during food processing and preparation. Food Control 68, 280–290. https://doi.org/10.1016/j.foodcont.2016.04.006 (2016).
Dortet, L., Poirel, L. & Nordmann, P. Rapid detection of carbapenemase-producing Pseudomonas spp. J. Clin. Microbiol. 50, 3773. https://doi.org/10.1128/JCM.01597-12 (2012).
Codjoe, F. S. & Donkor, E. S. Carbapenem resistance: a review. Med. Sci. https://doi.org/10.3390/medsci6010001 (2018).
Pu, S., Han, F. & Ge, B. Isolation and characterization of methicillin-resistant Staphylococcus aureus strains from Louisiana retail meats. Appl. Environ. Microbiol. 75, 265–267. https://doi.org/10.1128/AEM.01110-08 (2009).
Hanson, B. M. et al. Prevalence of Staphylococcus aureus and methicillin-resistant Staphylococcus aureus (MRSA) on retail meat in Iowa. J. Infect. Public Health 4, 169–174. https://doi.org/10.1016/j.jiph.2011.06.001 (2011).
Smith, T. C. et al. Methicillin-resistant Staphylococcus aureus (MRSA) strain ST398 is present in Midwestern U.S. swine and swine workers. PLoS ONE 4, e4258. https://doi.org/10.1371/journal.pone.0004258 (2009).
Rodriguez, A., Pangloli, P., Richards, H. A., Mount, J. R. & Draughon, F. A. Prevalence of Salmonella in diverse environmental farm samples. J. Food Prot. 69, 2576–2580. https://doi.org/10.4315/0362-028X-69.11.2576 (2006).
Broadway, P. R. et al. Prevalence and antimicrobial susceptibility of Salmonella serovars isolated from U.S. retail ground pork. Foodborne Pathog. Dis. 18, 219–227. https://doi.org/10.1089/fpd.2020.2853 (2021).
Duffy, E. A. et al. Extent of microbial contamination in United States pork retail products. J. Food Prot. 64, 172–178. https://doi.org/10.4315/0362-028X-64.2.172 (2001).
Conte-Junior, C. A. et al. The effect of different packaging systems on the shelf life of refrigerated ground beef. Foods https://doi.org/10.3390/foods9040495 (2020).
Mollenkopf, D. F. et al. Organic or antibiotic-free labeling does not impact the recovery of enteric pathogens and antimicrobial-resistant Escherichia coli from fresh retail chicken. Foodborne Pathog. Dis. 11, 920–929. https://doi.org/10.1089/fpd.2014.1808 (2014).
Aires-de-Sousa, M. Methicillin-resistant Staphylococcus aureus among animals: current overview. Clin. Microbiol. Infect. 23, 373–380. https://doi.org/10.1016/j.cmi.2016.11.002 (2017).
Jackson, C. R., Davis, J. A. & Barrett, J. B. Prevalence and characterization of methicillin-resistant Staphylococcus aureus isolates from retail meat and humans in Georgia. J. Clin. Microbiol. 51, 1199. https://doi.org/10.1128/JCM.03166-12 (2013).
Butaye, P., Argudín, M. A. & Smith, T. C. Livestock-associated MRSA and its current evolution. Curr. Clin. Microbiol. Rep. 3, 19–31. https://doi.org/10.1007/s40588-016-0031-9 (2016).
Centers for Disease Control and Prevention (CDC). An atlas of Salmonella in the United States, 1968–2011: Laboratory-based enteric disease surveillance. https://www.cdc.gov/salmonella/reportspubs/salmonella-atlas/index.html (2013).
Food and Drug Administration. Summary report on antimicrobial sold or distributed for use in food-producing animals, 2018. https://www.fda.gov/media/133411/download (2019).
Center for Disease Control. Antibiotic resistance threats in the United States, 2019. https://www.cdc.gov/drugresistance/pdf/threats-report/2019-ar-threats-report-508.pdf (2019).
Doi, Y. et al. Extended-spectrum and CMY-type β-lactamase-producing Escherichia coli in clinical samples and retail meat from Pittsburgh, USA and Seville, Spain. Clin. Microbiol. Infect. 16, 33–38. https://doi.org/10.1111/j.1469-0691.2009.03001.x (2010).
Pietsch, M. et al. Whole genome analyses of CMY-2-producing Escherichia coli isolates from humans, animals and food in Germany. BMC Genom. 19, 601. https://doi.org/10.1186/s12864-018-4976-3 (2018).
Lavilla, S. et al. Dissemination of extended-spectrum β-lactamase-producing bacteria: the food-borne outbreak lesson. J. Antimicrob. Chemother. 61, 1244–1251. https://doi.org/10.1093/jac/dkn093 (2008).
Bevan, E. R., Jones, A. M. & Hawkey, P. M. Global epidemiology of CTX-M β-lactamases: temporal and geographical shifts in genotype. J. Antimicrob. Chemother. 72, 2145–2155. https://doi.org/10.1093/jac/dkx146 (2017).
Mollenkopf, D. F. et al. Carbapenemase-producing Enterobacteriaceae recovered from the environment of a swine farrow-to-finish operation in the United States. Antimicrob. Agents Chemother. 61, e01298-e1216. https://doi.org/10.1128/AAC.01298-16 (2017).
Logan, L. K. & Weinstein, R. A. The epidemiology of carbapenem-resistant Enterobacteriaceae: the impact and evolution of a global Mmenace. J. Infect. Dis. 215, S28–S36. https://doi.org/10.1093/infdis/jiw282 (2017).
Ballash, G. A. et al. Pulsed electric field application reduces carbapenem- and colistin-resistant microbiota and blaKPC spread in urban wastewater. J. Environ. Manag. 265, 110529. https://doi.org/10.1016/j.jenvman.2020.110529 (2020).
Mathys, D. A. et al. Carbapenemase-producing Enterobacteriaceae and Aeromonas spp. present in wastewater treatment plant effluent and nearby surface waters in the US. PLoS ONE 14, e0218650. https://doi.org/10.1371/journal.pone.0218650 (2019).
Van Doren, J. M. et al. Foodborne illness outbreaks from microbial contaminants in spices, 1973–2010. Food Microbiol. 36, 456–464. https://doi.org/10.1016/j.fm.2013.04.014 (2013).
Burgess, F., Little, C. L., Allen, G., Williamson, K. & Mitchell, R. T. Prevalence of Campylobacter, Salmonella, and Escherichia coli on the external packaging of raw meat. J. Food Prot. 68, 469–475. https://doi.org/10.4315/0362-028X-68.3.469 (2005).
He, T. et al. Characterization of NDM-5-positive extensively resistant Escherichia coli isolates from dairy cows. Vet. Microbiol. 207, 153–158. https://doi.org/10.1016/j.vetmic.2017.06.010 (2017).
Tian, D. et al. Dissemination of the blaNDM-5 gene via IncX3-type plasmid among Enterobacteriaceae in children. mSphere 5, e00699-00619. https://doi.org/10.1128/mSphere.00699-19 (2020).
Campos, J. C. et al. Characterization of Tn3000, a transposon responsible for blaNDM-1 dissemination among Enterobacteriaceae in Brazil, Nepal, Morocco, and India. Antimicrob. Agents Chemother. 59, 7387. https://doi.org/10.1128/AAC.01458-15 (2015).
Cuzon, G., Naas, T. & Nordmann, P. Functional characterization of Tn4401, a Tn3-based transposon involved in blaKPC gene mobilization. Antimicrob. Agents Chemother. 55, 5370. https://doi.org/10.1128/AAC.05202-11 (2011).
Li, J.-J., Lee, C.-S., Sheng, J.-F. & Doi, Y. Complete sequence of a conjugative incN plasmid harboring blaKPC-2, blaSHV-12, and qnrS1 from an Escherichia coli sequence type 648 strain. Antimicrob. Agents Chemother. 58, 6974–6977. https://doi.org/10.1128/AAC.03632-14 (2014).
Andrade, L. N. et al. Dissemination of blaKPC-2 by the spread of Klebsiella pneumoniae clonal complex 258 clones (ST258, ST11, ST437) and plasmids (IncFII, IncN, IncL/M) among Enterobacteriaceae species in Brazil. Antimicrob. Agents Chemother. 55, 3579. https://doi.org/10.1128/AAC.01783-10 (2011).
Giakkoupi, P. et al. Emerging Klebsiella pneumoniae isolates coproducing KPC-2 and VIM-1 carbapenemases. Antimicrob. Agents Chemother. 53, 4048. https://doi.org/10.1128/AAC.00690-09 (2009).
Gao, H. et al. The transferability and evolution of NDM-1 and KPC-2 co-producing Klebsiella pneumoniae from clinical settings. EBioMedicine 51, 102599–102599. https://doi.org/10.1016/j.ebiom.2019.102599 (2020).
Fu, L. et al. Co-carrying of KPC-2, NDM-5, CTX-M-3 and CTX-M-65 in three plasmids with serotype O89: H10 Escherichia coli strain belonging to the ST2 clone in China. Microb. Pathog. 128, 1–6. https://doi.org/10.1016/j.micpath.2018.12.033 (2019).
Zheng, B. et al. Identification and genomic characterization of a KPC-2-, NDM-1- and NDM-5-producing Klebsiella michiganensis isolate. J. Antimicrob. Chemother. 73, 536–538. https://doi.org/10.1093/jac/dkx415 (2018).
Sasaki, T. et al. Multiplex-PCR method for species identification of coagulase-positive staphylococci. J. Clin. Microbiol. 48, 765–769. https://doi.org/10.1128/JCM.01232-09 (2010).
van Balen, J. et al. Presence, distribution, and molecular epidemiology of methicillin-resistant Staphylococcus aureus in a small animal teaching hospital: a year-long active surveillance targeting dogs and their environment. Vector-Borne Zoonotic Dis. 13, 299–311. https://doi.org/10.1089/vbz.2012.1142 (2013).
Nurk, S. et al. Assembling single-cell genomes and mini-metagenomes from chimeric MDA products. J. Comput. Biol. 20, 714–737. https://doi.org/10.1089/cmb.2013.0084 (2013).
Larsen, M. V. et al. Benchmarking of methods for genomic taxonomy. J. Clin. Microbiol. 52, 1529. https://doi.org/10.1128/JCM.02981-13 (2014).
Zhang, S. et al. Salmonella serotype determination utilizing high-throughput genome sequencing data. J. Clin. Microbiol. 53, 1685. https://doi.org/10.1128/JCM.00323-15 (2015).
Bortolaia, V. et al. ResFinder 4.0 for predictions of phenotypes from genotypes. J. Antimicrob. Chemother. 75, 3491–3500. https://doi.org/10.1093/jac/dkaa345 (2020).
Winokur, P. L., Vonstein, D. L., Hoffman, L. J., Uhlenhopp, E. K. & Doern, G. V. Evidence for transfer of CMY-2 AmpC β-lactamase plasmids between Escherichia coli and Salmonella isolates from food animals and humans. Antimicrob. Agents Chemother. 45, 2716. https://doi.org/10.1128/AAC.45.10.2716-2722.2001 (2001).
Wittum, T. E. et al. CTX-M-type extended-spectrum β-Lactamases present in Escherichia coli from the feces of cattle in Ohio, United States. Foodborne Pathog. Dis. 7, 1575–1579. https://doi.org/10.1089/fpd.2010.0615 (2010).
Nordmann, P., Poirel, L. & Dortet, L. Rapid detection of carbapenemase-producing Enterobacteriaceae. Emerg. Infect. Dis. 18, 1503–1507. https://doi.org/10.3201/eid1809.120355 (2012).
Senda, K. et al. PCR detection of metallo-beta-lactamase gene (blaIMP) in gram-negative rods resistant to broad-spectrum beta-lactams. J. Clin. Microbiol. 34, 2909–2913. https://doi.org/10.1128/JCM.34.12.2909-2913.1996 (1996).
Smith Moland, E. et al. Plasmid-mediated, carbapenem-hydrolysing β-lactamase, KPC-2 in Klebsiella pneumoniae isolates. J. Antimicrob. Chemother. 51, 711–714. https://doi.org/10.1093/jac/dkg124 (2003).
Gröbner, S. et al. Emergence of carbapenem-non-susceptible extended-spectrum β-lactamase-producing Klebsiella pneumoniae isolates at the University Hospital of Tübingen, Germany. J. Med. Microbiol. 58, 912–922. https://doi.org/10.1099/jmm.0.005850-0 (2009).
Peirano, G., Ahmed-Bentley, J., Woodford, N. & Pitout, J. D. New Delhi metallo-beta-lactamase from traveler returning to Canada. Emerg. Infect. Dis. 17, 242–244. https://doi.org/10.3201/eid1702.101313 (2011).
Krueger F. Trim Galore: A wrapper tool around Cutadapt and FastQC to consistently apply quality and adapter trimming to FastQ files. http://www.bioinformatics.babraham.ac.uk/projects/trim_galore/ (2019).
Andrews S. FastQC A quality control tool for high throughput sequence data. http://www.bioinformatics.babraham.ac.uk/projects/fastqc/ (2019).
Wick, R. R., Judd, L. M., Gorrie, C. L. & Holt, K. E. Unicycler: Resolving bacterial genome assemblies from short and long sequencing reads. PLoS Comput. Biol. 13, e1005595–e1005595. https://doi.org/10.1371/journal.pcbi.1005595 (2017).
Carattoli, A. et al. In silico detection and typing of plasmids using PlasmidFinder and plasmid multilocus sequence typing. Antimicrob. Agents Chemother. 58, 3895–3903. https://doi.org/10.1128/AAC.02412-14 (2014).
Seemann, T. Prokka: rapid prokaryotic genome annotation. Bioinformatics 30, 2068–2069. https://doi.org/10.1093/bioinformatics/btu153 (2014).
Siguier, P., Perochon, J., Lestrade, L., Mahillon, J. & Chandler, M. ISfinder: the reference centre for bacterial insertion sequences. Nucl. Acids Res. 34, D32–D36. https://doi.org/10.1093/nar/gkj014 (2006).
Moura, A. et al. INTEGRALL: a database and search engine for integrons, integrases and gene cassettes. Bioinformatics 25, 1096–1098. https://doi.org/10.1093/bioinformatics/btp105 (2009).
Stothard, P. & Wishart, D. S. Circular genome visualization and exploration using CGView. Bioinformatics 21, 537–539. https://doi.org/10.1093/bioinformatics/bti054 (2005).
National Committee for Clinical Laboratory Standards Performance standards for antimicrobial susceptibility testing; sixteenth informational supplement M100, 30th edition. Wayne (PA) (2020).
Lee, K. et al. Modified Hodge and EDTA-disk synergy tests to screen metallo-β-lactamase-producing strains of Pseudomonas and Acinetobacter species. Clin. Microbiol. Infect. 7, 88–91. https://doi.org/10.1046/j.1469-0691.2001.00204.x (2001).
Babicki, S. et al. Heatmapper: web-enabled heat mapping for all. Nucl. Acids Res. 44, W147–W153. https://doi.org/10.1093/nar/gkw419 (2016).
StataCorp. Stata statistical software: Release 15. College Station, TX: StatCorpLLC (2017).
Esri. “Light Gray Canvas” [basemap]. Scale not given. “North America Topographic Map”. January 20, 2021. https://www.arcgis.com/home/webmap/viewer.html. Accessed on Jan 20, 2021.
Acknowledgements
Funding for this project was provided by the USDA National Institute of Food and Agriculture, Grant/Award Number: 2013-68003-21282.
Author information
Authors and Affiliations
Contributions
G.A.B., A.L.A., D.F.M., and T.E.W. contributed to the experimental design and project management. G.A.B., A.L.A., D.F.M., E.S., and R.J.A. contributed to field and laboratory data collection. G.A.B., A.L.A., and T.E.W. contributed to data analysis. G.A.B., A.L.A., D.F.M., and T.E.W. contributed to the manuscript preparation.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Ballash, G.A., Albers, A.L., Mollenkopf, D.F. et al. Antimicrobial resistant bacteria recovered from retail ground meat products in the US include a Raoultella ornithinolytica co-harboring blaKPC-2 and blaNDM-5. Sci Rep 11, 14041 (2021). https://doi.org/10.1038/s41598-021-93362-x
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-021-93362-x
- Springer Nature Limited
This article is cited by
-
Insights to antimicrobial resistance: heavy metals can inhibit antibiotic resistance in bacteria isolated from wastewater
Environmental Monitoring and Assessment (2022)