Chick paper sampling: a One Health approach to inform public health action during salmonellosis outbreaks linked to backyard poultry in the United States, 2023
Marta G. Zlotnick, Ashley Aurand-Cravens, Samantha Beaty, Katharine M. Benedict, Karen A. Boegler, Charles R. Clark, Zachary Ellison, Kelly H. Giesbrecht, Samir S. Hanna, Stacy M. Holzbauer, Timothy J. Johnson, Clarissa N. Keisling, Landen Kidd, Carrie A. Klumb

TL;DR
This study shows that sampling chick shipping materials can help track Salmonella outbreaks linked to backyard poultry, improving public health responses.
Contribution
The study introduces chick paper sampling as a novel method to trace Salmonella outbreaks to their source hatcheries.
Findings
37% of 149 chick paper samples tested positive for Salmonella.
44% of isolates matched outbreak strains from a 2023 multistate BYP-associated outbreak.
Chick paper sampling supports timely identification of hatcheries and public health prevention.
Abstract
Every year, cases of salmonellosis associated with backyard poultry (BYP) contact are reported, despite public health prevention efforts. We sampled chick shipping materials (“chick paper”) at agricultural retailers to detect Salmonella and to identify supply hatcheries to share mitigation information. Six states collected 149 samples, and 55 (37%) were positive for Salmonella. These yielded 107 Salmonella isolates; 47 (44%) of the isolates were Salmonella serotypes that matched a subset of the outbreak strains identified in the 2023 multistate BYP-associated outbreak investigation. Isolates obtained through chick shipping material sampling support timely identification of source hatcheries and public health prevention activities. These results suggest chick paper sampling can be a valuable tool during outbreaks linked to BYP.
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
| State | One Health partners | Sampling methods | Lab methods |
|---|---|---|---|
| Kentucky (KY) | KY Cabinet for Health and Family Services | State Public Health Veterinarian and interns collected samples. Chick paper, bottom, and sides of boxes were swabbed, targeting obvious soiled areas. Swabs were bagged and taken to the lab right away on ice. | Chick feces were visible on swabs when they were received at the laboratory. Followed internal standard operating procedure (mod. Bacteriological Analytical Manual [BAM] CH.5) for broth processing. |
| Minnesota (MN) | MN Department of Health | Store employees were provided with prepared collection kits that included gloves, plastic bags, and written and oral instructions. | |
| Montana (MT) | MT Department of Public Health and Human Services | Local health department sanitarians established contact with the stores in advance to determine when the chicks would arrive. Swabs of the chick papers were collected by the sanitarians. | Swabs placed in Cary Blair transport media were received at MT Public Health Laboratory. |
| Tennessee (TN) | TN Department of Health (TDH) | TN Dept of Agriculture Field Staff, under the State Veterinarian, collected samples after consulting with stores in advance. | Initial testing done at KAHDL: |
| Utah (UT) | UT Department of Health and Human Services (DHHS) and Public Health Lab (UPHL) | Public health officials from UT DHHS and a Feed Inspector from UDAF collaborated to collect samples at retail stores. Chick paper was collected directly from chick shipping boxes. The entire chick paper (either the straw mat, chick paper, or both) was collected and bagged in sterile plastic bags. | Samples were first cultured at UVDL. |
| Wisconsin (WI) | WI Department of Health Services (DHS) | Environmental or public health officials collected samples. Individual chick papers were sealed in a large, clean Ziplock bag. Bags were labeled and shipped for testing within 48 h at ambient temperature. | WVDL has a standard operating procedure, following the National Poultry Improvement Program, for testing chick paper samples and regularly accepts samples from poultry producers. |
| State | Number of stores visited | Number of stores yielding positive shipping material samples | Number of samples collected | Number (%) of positive samples | Number of | Number (%) of isolates associated with human illness 2022–2023* |
|---|---|---|---|---|---|---|
| Kentucky | 2 | 0 | 39 | 0 | 0 | 0 |
| Minnesota | 6 | 6 | 51** | 42 (82)** | 94 | 40 (43) |
| Montana | 2 | 0 | 6 | 0 | 0 | 0 |
| Tennessee | 4 | 0 | 14 | 0 | 0 | 0 |
| Utah | 11 | 6 | 30 | 9 (30) | 9 | 5 (56) |
| Wisconsin | 3 | 2 | 9 | 4 (44) | 4 | 2 (50) |
| Total | 28 | 14 | 149 | 55 (37) | 107 | 47 (44) |
| State | All | Investigation impact: Confirmation of known serotype strain outbreak, or identification of an outbreak | |
|---|---|---|---|
| Minnesota | Alachua | No association | |
| Cerro | No association | ||
| Enteritidis | Enteritidis outbreak 4 | Confirmation of known outbreak | |
| Infantis | Infantis outbreak 1 | Confirmation of known outbreak | |
| Kentucky | No association | ||
| Mbandaka | Mbandaka outbreak 1 | Confirmation of known outbreak | |
| Utah | Agona | No association | |
| Cerro | No association | ||
| Enteritidis | Enteritidis outbreak 2 | Identification and confirmation of the outbreak | |
| Mbandaka | Mbandaka outbreaks 1 and 2 | Confirmation of known outbreak | |
| Wisconsin | Braenderup | Braenderup outbreak 1 | Confirmation of known outbreak |
| Cerro | No association | ||
| Enteritidis | Enteritidis outbreak 2 | Confirmation of known outbreak | |
| Kentucky | No association | ||
| Total | 8 serotypes | 6 outbreak serotypes (47 isolates) | 1 outbreak identified and confirmed |
| Outbreak strain | Hatchery | Identified in chick paper sampling traceback | Identified in outbreak patient purchase traceback |
|---|---|---|---|
| Braenderup 1 | Hatchery A | — | Yes |
| Hatchery B* | Yes | — | |
| Infantis | Hatchery A | Yes | Yes |
| Hatchery E | — | Yes | |
| Mbandaka 1 | Hatchery A | Yes | Yes |
| Mbandaka 2 | Hatchery A | Yes | Yes |
| Hatchery C* | Yes | — | |
| Enteritidis 2 | Hatchery A* | Yes | — |
| Hatchery D* | Yes | — | |
| Hatchery E | — | Yes | |
| Enteritidis 4 | Hatchery A | Yes | Yes |
| Themes | Facilitators | Barriers |
|---|---|---|
| Health officials’ participation in the project | ||
| Resources and staffing |
Funding available for cross-cutting or One Health activities |
Insufficient personnel or capacity Insufficient funding, especially for laboratory work |
| Time |
Staff are always busy with outbreaks during spring and summer Insufficient lead time to prepare | |
| Ability/knowledge |
Expertise in and process for sampling and testing already present | |
| Engagement of other partners within the state |
Existing good relationships among departments within the state, including laboratories and the Department of Agriculture | |
| Geography |
Large state with decentralized health department(s) | |
| Other priorities |
Absence of severe HPAI outbreak in 2023 |
Conflicting priorities Anticipation that the avian influenza outbreak response would require resources |
| Other |
Previous work on |
Some feed stores received birds from more than one hatchery |
| Sampling during the project | ||
| Cooperation and understanding of retail stores |
Existing good relationships between state/local officials and retail stores Assured feed stores they would not be punished/implicated State already requires that stores be inspected annually, so store officials knew inspectors |
Difficult to contact store staff Store is concerned about liability or penalties if Lack of agreement between the local and corporate retail office on whether to participate |
| Time |
Less time-consuming than sampling at private homes Little extra effort for stores | |
| Other |
Forms, technical assistance provided by CDC |
Difficult to arrange sampling soon (e.g., <1 day) after shipment |
| Both participation in the project and sampling during the project | ||
| Engagement of other partners within the state |
Existing relationships between state/local officials |
Need engagement from a different department (e.g., agriculture or local health department) that cannot participate |
| Resources and staffing |
Enthusiasm and availability among state/local staff | |
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsSalmonella and Campylobacter epidemiology · Escherichia coli research studies · Listeria monocytogenes in Food Safety
Introduction
Backyard poultry (BYP) (chickens, ducks, and other poultry) have increased in popularity in the United States in recent years, with agricultural retail stores reporting record poultry sales during 2020 (1). Each year, human salmonellosis illnesses (infection with Salmonella bacteria) associated with BYP contact peak in the spring, coinciding with peak sales of chicks at agricultural stores, despite public health efforts to prevent these illnesses (2). Centers for Disease Control and Prevention (CDC) and state health officials investigate these outbreaks, generally from March through September (3). In 2023, 1,072 BYP-associated salmonellosis (BYPAS) illnesses and 247 hospitalizations were reported in 48 states and Puerto Rico (4). The 2023 BYPAS outbreak comprised 13 Salmonella outbreaks (caused by six Salmonella serotypes) investigated together due to the common BYP vehicle.
Many BYP owners purchase birds at agricultural retail stores that obtain BYP from hatcheries through distributors or other suppliers (5). Salmonellosis mitigation efforts may take place anywhere along this supply chain (Supplementary material 1). When public health officials suspect that BYP are the source of outbreak patients’ salmonellosis, they attempt to collect samples from a patient’s birds or their home environment to confirm BYP as the outbreak vehicle. Additionally, officials trace patients’ BYP purchases back through the BYP supply chain to identify the source hatchery where the outbreak strain may have originated. If a case of salmonellosis is linked to BYP and traceback identifies a source hatchery, health officials and the hatchery can work together on Salmonella monitoring and mitigation to prevent additional illnesses.
Unfortunately, collecting samples to aid an investigation is not always possible. BYP owners, source hatcheries, and other suppliers may be hesitant to allow sampling of birds or their environments. Information available for traceback through patient purchases may be limited by the number of patients willing to complete a supplemental questionnaire specific to backyard poultry contact and by resources at the state level to conduct this extra patient interview. Furthermore, traceback may not converge to a single hatchery because many BYP owners purchase birds from multiple retailers or from retail locations that source their BYP from multiple hatcheries. Thus, there are limits on the amount of data available and the quality of data available for follow-up to identify supplying hatcheries from patient purchase traceback. In the past, hatcheries linked to BYPAS requested to be notified early in the chick season to aid in implementing targeted prevention measures. However, the absence of sampling results and the lack of a clear link between hatcheries and BYP owners had previously delayed or prevented health officials’ communication with hatcheries. Requests for early hatchery notification, coupled with the gap in availability of sampling and traceback data, prompted the need to collect additional laboratory information in the BYP supply chain.
To collect additional laboratory data, chick paper (i.e., material contaminated with poultry fecal material during shipment, such as papers lining shipping boxes, bedding, or box interiors) could be collected from agricultural retail stores (“retailers”) shortly after delivery from a hatchery. If the same Salmonella strains were identified on chick paper and in ill people who had contact with BYP, these samples would help confirm BYP as the outbreak vehicle. Hatchery information collected during chick paper sampling would also simplify traceback to the upstream source of Salmonella strains causing human illness.
During the 2023 BYPAS outbreak investigation, CDC and state partners collaborated to implement a pilot project, using a One Health approach (6), to collect chick paper samples and hatchery shipping information for traceback from BYP retailers. This pilot project aimed to improve traceback results by informing supply hatcheries of their link to the outbreak and sharing prevention recommendations in a timely manner, with the goal of reducing human illnesses. This report describes the methods and outcomes of this pilot project.
Materials and methods
CDC epidemiologists lead the multistate response to BYPAS outbreak investigations, including collecting traceback data to inform hatcheries. In 2023, CDC coordinated this pilot project across states at the national level as part of BYPAS outbreak response activities.
Participant engagement
To identify state partners with potential interest in participating in the pilot project, CDC contacted nine states’ health departments. These health departments successfully collected animal and environmental samples from patients’ BYP that matched the outbreak strains linked to human illness during the 2022 multistate BYPAS outbreak investigation. Engaging in sampling in 2022 provided an indication that these states may have interest and resources for additional sampling in 2023. CDC facilitated individual state calls to describe the project and understand if states had interest and resources to collect chick paper samples during the 2023 BYP outbreak.
Chick paper sample collection
State partners determined their own sample collection methods, including sampling frequency, timing, location, and coordination with store staff (Table 1). CDC encouraged state partners to begin sampling early in the BYP sales season (approximately March) to link human illness–causing strains to BYP as soon as possible. State partners chose retail stores for sampling based on factors such as geography, personnel capacity, and where ill people reported purchasing poultry during the 2022 multistate BYPAS outbreak. State partners collected information about the shipments (i.e., species and breeds shipped, shipping date, and source hatchery) at the time of sampling. No animals were handled or sampled at the time of chick paper sample collection.
Following sampling and initial laboratory testing (e.g., broth to plate isolation, culture, and polymerase chain reaction), Salmonella isolates were sequenced using whole-genome sequencing (WGS) to determine serotypes (7).
Linking the chick paper sample results to BYPAS illnesses
State public health laboratories uploaded WGS results from Salmonella isolates to the PulseNet national Salmonella database (8). PulseNet data analysts searched for additional clinical isolates that were closely genetically related to the chick paper isolates. Chick paper isolates were determined to be either associated with the current BYP outbreak or were considered signals for a new illness outbreak. We defined a chick paper isolate as associated with the current BYP outbreak if it was related within 0–10 allele differences by core genome multi-locus sequence typing (cgMLST) to isolates within an outbreak of human illnesses associated with a Salmonella strain undergoing active investigation due to reported BYP exposure among clinical cases. We considered a cluster of chick paper isolates a signal for a new illness outbreak if it was related to a group of 7 or more clinical isolates within 0–10 allele differences by cgMLST, with isolation dates within 60 days of each other (7).
Outbreaks that were the same serotype but were more than 10 alleles different by cgMLST analysis were considered different strains of the same serotype and were classified as separate outbreaks. Each outbreak is numbered to specifically distinguish them by serotype or by outbreak strain of the same serotype.
Hatcheries and traceback
CDC used information about chick paper source hatcheries to facilitate traceback and hatchery communication for Salmonella isolates linked to a BYPAS outbreak.
Pilot project assessment
After sampling and laboratory testing concluded, CDC conducted semi-structured discussions with project partners to identify facilitators and barriers to sampling and to determine whether chick paper sampling would be feasible during future outbreaks. Key elements and themes were identified.
Results
Chick paper sample collection
Six states elected to participate: Kentucky, Minnesota, Montana, Tennessee, Utah, and Wisconsin. Three states (MN, UT, and WI) collected Salmonella-positive samples (Table 2). Table 3 lists Salmonella serotypes identified and how the samples affected the 2023 BYPAS investigation. Identifying information for isolates from the National Center for Biotechnology Information (NCBI) is available in Supplementary material 2.
Linking chick paper sampling results to outbreaks
Samples obtained at 14 of 28 (50%) retailers resulted in the identification of 107 Salmonella isolates from 149 samples (72%). PulseNet associated 47 isolates (44%) with human outbreak strains identified during the 2023 BYPAS investigation (7). Of the 13 BYPAS outbreaks identified in the 2023 BYPAS investigation, six (46%) were confirmed to have a BYP vehicle by chick paper sampling results: Salmonella Braenderup outbreak 1, Salmonella Enteritidis outbreak 2, Salmonella Enteritidis outbreak 4, Salmonella Infantis outbreak 1, Salmonella Mbandaka outbreak 1, and Salmonella Mbandaka outbreak 2 (Table 3). One isolate collected in Utah led to the detection of a previously unidentified 2023 outbreak (Salmonella Enteritidis outbreak 2).
Hatcheries and traceback
Of the 47 chick paper samples associated with the 2023 BYPAS outbreak, 40 (85%) were from boxes used to ship chickens, four (9%) were used to ship turkeys, and three (6%) were used to ship ducks. None of these samples came from boxes that shipped multiple species, ruling out the possibility of Salmonella cross-contamination from one species to the other during shipping.
Traceback information gathered via chick paper sampling identified four supplying hatcheries (A, B, C, and D) for the six Salmonella outbreaks with associated chick paper samples (Table 4). Hatchery A was identified via chick paper sampling, traceback, and traceback information from patient poultry purchases. Hatcheries B, C, and D were identified via chick paper sampling only. One additional hatchery (E) was identified for two outbreaks (Salmonella Infantis and Salmonella Enteritidis outbreak 2) via traceback from patient purchases and not through chick paper sampling.
Pilot project assessment
Input from states during participant engagement and after project completion revealed several common themes in facilitators and barriers to sampling (Table 5) and overall benefits of the project to states. Notable common facilitators across states included existing relationships among state and local One Health partners and between these partners and retailers. Participants reported that emphasizing that sampling activities were non-punitive helped to assuage some retailers’ concerns about participating. Insufficient personnel or funding were common barriers cited for states’ inability to participate.
Benefits identified by participating state partners included the establishment or reinforcement of local relationships among state officials and local retail stores; specifically, sampling at retail locations allowed for engagement with retailers about zoonotic disease prevention measures and was easier to arrange than sampling at patients’ homes. Additional benefits of sampling included the generation of information about zoonotic disease transmission and the value of preventative measures shared with poultry retailers, as well as the creation of a communication process and workflow for this type of testing if it did not already exist. The project also allowed participating individuals to better see the “whole picture” of the BYP supply chain. Ultimately, the project added to the body of knowledge about Salmonella and the risks it poses to humans.
Discussion
The chick paper sampling pilot project exemplified One Health in action. Human and animal health agencies worked together to facilitate communication with retailers, sample collection, and laboratory testing. Project results advanced the 2023 multistate BYPAS investigation by confirming BYP as the outbreak vehicle, reducing the need for sampling patient-owned BYP, and demonstrating that chick paper sampling in a few states could aid a nationwide investigation.
Chick paper sampling has been used previously to trace BYP to source hatcheries (9, 10); however, this pilot project was the first time chick paper sampling was used to generate confirmatory evidence and stimulate illness prevention efforts during a multistate BYPAS outbreak. Chick paper samples provided supporting evidence for the timely incorporation of Salmonella outbreaks into the 2023 BYPAS outbreak data and led to the detection of a previously unrecognized BYPAS outbreak. CDC collaborated with local One Health partners to communicate positive test results linked to the BYPAS outbreak to hatcheries. Both the 2022 and 2023 BYPAS outbreak investigations were initiated in April of the respective year; however, initial hatchery contact took place earlier in the 2023 BYPAS investigation (May and June) than during the 2022 investigation (September). For three BYPAS outbreaks (Braenderup outbreak 1, Mbandaka outbreak 2, and Enteritidis outbreak 2), chick paper sampling traceback identified additional source hatcheries (Hatcheries A, B, C, and D) that would not have been linked to the outbreak through patient purchase traceback alone.
Information generated by chick paper sampling allowed CDC investigators to contact Hatchery A in May 2023 to spur enhanced Salmonella mitigation efforts and reduce further Salmonella illnesses. While this hatchery was identified in traceback for all six outbreaks with associated chick paper samples, it was also identified for four of the seven other 2023 BYPAS outbreaks; thus, ten of the thirteen 2023 BYPAS outbreaks were linked to this hatchery. Having this additional traceback directly to the hatchery from chick paper samples was valuable for communicating about the overall 2023 BYPAS investigation with the hatchery. Investigators learned that Hatchery A sources some hatching eggs from upstream suppliers; thus, additional information would be needed to determine the Salmonella source. Hatchery A also conducts routine Salmonella surveillance, but this does not include whole-genome sequencing (WGS). Hatchery A reported that they had not detected outbreaks of Salmonella serotypes during their routine surveillance. CDC and state partners engaged with Hatchery A to discuss enhanced surveillance with WGS and possibly incorporating autogenous vaccination of poultry for Salmonella serotypes that caused human illnesses in the BYPAS outbreak.
Identification of links to three additional hatcheries (Hatcheries B, C, and D) led to One Health partner engagement with these hatcheries. Representatives from the state Department of Agriculture conducted site visits at Hatchery B and Hatchery D, which included collecting additional samples, reviewing cleaning and disinfection protocols, and providing educational materials to hatchery staff. Hatchery C had not detected Salmonella Mbandaka (the serotype of the outbreak linked to them) during routine Salmonella surveillance in 2023; however, state partners discussed findings with Hatchery C and learned that Hatchery C was planning to incorporate the Salmonella Mbandaka serotype into their vaccine protocol in subsequent breeding seasons based on the findings from chick paper sampling. These Salmonella prevention activities and partner engagement would not have happened without the results of chick paper sampling.
One of the source hatcheries, Hatchery D, shipped birds from another hatchery, Hatchery B, to a retailer under Hatchery D’s name. This is a practice called drop-shipping, which usually occurs when a hatchery is unable to fill a customer’s order from its own supply (5). The original hatchery asks a second hatchery to ship poultry directly to the customer under the original hatchery’s name, complicating traceback efforts. Drop-shipping can also lead to mixing birds from multiple hatcheries in one shipment; thus, retail stores and consumers will not know which hatchery their birds originated from or what Salmonella monitoring and prevention methods the true source hatchery practices. This highlights the importance of retailers understanding the practices of their source hatcheries.
CDC investigators aimed to better understand whether chick paper sampling should be a recommended sampling modality for state and local One Health partners during future outbreaks. Based on participant input, fostering relationships and trust with retailers should be considered long-term aims for future chick paper sampling, including at the national level for retailers operating in multiple states. For the future success of chick paper sampling, state partners recommended developing uniform sample collection and testing protocols. Partners strongly advocated for dedicated resources for these activities as they proved a foundation and catalyst for future One Health collaborations, including investigating zoonotic infections beyond BYPAS.
The results of this project are subject to several possible limitations. Retailers might not be nationally representative because they were chosen, in part, through convenience sampling. Different sampling and testing methods may have affected laboratory results across participating states. Results of this project indicated that the collection of whole chick papers and immersion of whole chick papers in pre-enrichment broth may have been more successful in isolating Salmonella than those samples collected using swabs (Tables 1, 2). A study to validate the laboratory methods used in the project is needed to determine the optimal sample collection and testing protocol. Standardization of the sampling protocol would minimize the impact of collection technique on results and minimize potential cross-contamination of the chick paper after shipment before sampling occurs.
BYPAS remains a complex public health problem requiring partnerships across the One Health sectors. Chick paper sampling proved valuable in efficiently identifying BYPAS during the 2023 multistate investigation, highlighting its potential as a One Health tool for zoonotic disease prevention, surveillance, and investigation across multiple jurisdictions.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1Nichols M Gollarza L Palacios A Stapleton GS Basler C Hoff C . Salmonella illness outbreaks linked to backyard poultry purchasing during the COVID-19 pandemic: United States, 2020. Epidemiol Infect. (2021) 149:e 234. doi: 10.1017/S 0950268821002132, 34702393 PMC 8576122 · doi ↗ · pubmed ↗
- 2Basler C Nguyen TA Anderson TC Hancock T Behravesh CB. Outbreaks of human Salmonella infections associated with live poultry, United States, 1990-2014. Emerg Infect Dis. (2016) 22:1705–11. doi: 10.3201/eid 2210.150765, 27649489 PMC 5038410 · doi ↗ · pubmed ↗
- 3Stapleton GS Habrun C Nemechek K Gollarza L Ellison Z Tolar B . Multistate outbreaks of salmonellosis linked to contact with backyard poultry-United States, 2015-2022. Zoonoses Public Health. (2024) 71:708–22. doi: 10.1111/zph.13134, 38686950 PMC 11368616 · doi ↗ · pubmed ↗
- 4Salmonella outbreaks linked to backyard poultry: U. S. Centers for Disease Control and Prevention (2023). Atlanta:CDC. Available online at: https://www.cdc.gov/salmonella/outbreaks/backyard-poultry-05-23/?CDC_A Aref_Val=https://www.cdc.gov/salmonella/backyardpoultry-05-23/index.html (accessed October 19, 2023).
- 5Nichols M Stevenson L Whitlock L Pabilonia K Robyn M Basler C . Preventing human Salmonella infections resulting from live poultry contact through interventions at retail stores. J Agric Saf Health. (2018) 24:155–66. doi: 10.13031/jash.12756, 30223636 · doi ↗ · pubmed ↗
- 6About One Health Atlanta, GA: U. S. Centers for Disease Control and Prevention (2024). Atlanta:CDC. Available online at: https://www.cdc.gov/one-health/about/index.html (accessed October 19, 2023).
- 7Leeper MM Tolar BM Griswold T Vidyaprakash E Hise KB Williams GM . Evaluation of whole and core genome multilocus sequence typing allele schemes for Salmonella enterica outbreak detection in a national surveillance network, Pulse Net USA. Front Microbiol. (2023) 14:14. doi: 10.3389/fmicb.2023.1254777, 37808298 PMC 10558246 · doi ↗ · pubmed ↗
- 8Bio Numerics (version 7.6): WGS analysis software platform. Belgium: Bio Mérieux (2023).
