1
|
Zhang L, Bai J, Guo Q, Li L, Jia Y, Qiu X, Zhou D, Zhang Z, Niu H. Gut Microbial Composition and Antibiotic Resistance Profiles in Dairy Calves with Diarrhea. Life (Basel) 2024; 15:10. [PMID: 39859950 PMCID: PMC11766533 DOI: 10.3390/life15010010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2024] [Revised: 12/19/2024] [Accepted: 12/24/2024] [Indexed: 01/27/2025] Open
Abstract
Calf diarrhea is a prevalent and significant health issue in dairy farming, severely impacting feed intake, weight gain, and survival rates in young calves. This study aimed to investigate the microbial composition and antibiotic resistance profiles of diarrheic calves to provide insights into the epidemiology and management of the condition. The prevalence of diarrhea in 1685 calves was analyzed. Rectal fecal samples were collected from five healthy and five diarrheic Holstein calves on a large dairy farm in Shaanxi Province, China. High-throughput 16S-rRNA sequencing and PCR were utilized for microbial and resistance gene analysis. In 2023, the overall diarrhea rate among 1685 calves was 9.08%, with a significantly higher diarrhea rate during the suckling period (8.13%) compared to the post-weaning period (0.95%) (p < 0.001). No differences in species diversity and richness were detected among the different groups. However, LEfSe analysis identified six genera (Eubacterium, Eubacteriaceae, Prevotella, Comamonadaceae, Comamonas, and Firmicutes) significantly enriched in diarrheic calves compared to healthy ones (LDA scores > 2, p < 0.05). Additionally, antibiotic resistance genes for quinolones, β-lactams, chloramphenicol, tetracyclines, and aminoglycosides were detected, with significantly higher prevalence in diarrheic calves. These findings demonstrate distinct microbial and antibiotic resistance profiles between healthy and diarrheic calves, emphasizing the importance of microbial management in controlling calf diarrhea.
Collapse
Affiliation(s)
- Lu Zhang
- Department of Animal Engineering, Yangling Vocational & Technical College, Yangling 712100, China; (L.Z.); (J.B.); (L.L.); (Y.J.); (X.Q.)
- Shaanxi Engineering Research Center of the Prevention and Control for Animal Disease, Yangling Vocational & Technical College, Yangling 712100, China
- Key Laboratory for Efficient Ruminant Breeding Technology of Higher Education Institutions in Shanxi Province, Yangling Vocational and Technical College, Yangling 712100, China
- The Youth Innovation Team of Shaanxi Universities, Yangling Vocational and Technical College, Yangling 712100, China
| | - Jun Bai
- Department of Animal Engineering, Yangling Vocational & Technical College, Yangling 712100, China; (L.Z.); (J.B.); (L.L.); (Y.J.); (X.Q.)
- Shaanxi Engineering Research Center of the Prevention and Control for Animal Disease, Yangling Vocational & Technical College, Yangling 712100, China
- Key Laboratory for Efficient Ruminant Breeding Technology of Higher Education Institutions in Shanxi Province, Yangling Vocational and Technical College, Yangling 712100, China
| | - Qian Guo
- ShaanXi Province Management Station of Animal Health and Slaughter, Xi’an 710000, China;
| | - Long Li
- Department of Animal Engineering, Yangling Vocational & Technical College, Yangling 712100, China; (L.Z.); (J.B.); (L.L.); (Y.J.); (X.Q.)
- Key Laboratory for Efficient Ruminant Breeding Technology of Higher Education Institutions in Shanxi Province, Yangling Vocational and Technical College, Yangling 712100, China
- The Youth Innovation Team of Shaanxi Universities, Yangling Vocational and Technical College, Yangling 712100, China
| | - Yanqing Jia
- Department of Animal Engineering, Yangling Vocational & Technical College, Yangling 712100, China; (L.Z.); (J.B.); (L.L.); (Y.J.); (X.Q.)
- Shaanxi Engineering Research Center of the Prevention and Control for Animal Disease, Yangling Vocational & Technical College, Yangling 712100, China
- Key Laboratory for Efficient Ruminant Breeding Technology of Higher Education Institutions in Shanxi Province, Yangling Vocational and Technical College, Yangling 712100, China
- The Youth Innovation Team of Shaanxi Universities, Yangling Vocational and Technical College, Yangling 712100, China
| | - Xinxin Qiu
- Department of Animal Engineering, Yangling Vocational & Technical College, Yangling 712100, China; (L.Z.); (J.B.); (L.L.); (Y.J.); (X.Q.)
- Shaanxi Engineering Research Center of the Prevention and Control for Animal Disease, Yangling Vocational & Technical College, Yangling 712100, China
- Key Laboratory for Efficient Ruminant Breeding Technology of Higher Education Institutions in Shanxi Province, Yangling Vocational and Technical College, Yangling 712100, China
| | - Dong Zhou
- College of Veterinary Medicine, Northwest A&F University, Yangling 712100, China;
| | - Zhencang Zhang
- Department of Animal Engineering, Yangling Vocational & Technical College, Yangling 712100, China; (L.Z.); (J.B.); (L.L.); (Y.J.); (X.Q.)
- Shaanxi Engineering Research Center of the Prevention and Control for Animal Disease, Yangling Vocational & Technical College, Yangling 712100, China
- Key Laboratory for Efficient Ruminant Breeding Technology of Higher Education Institutions in Shanxi Province, Yangling Vocational and Technical College, Yangling 712100, China
| | - Huafeng Niu
- Department of Animal Engineering, Yangling Vocational & Technical College, Yangling 712100, China; (L.Z.); (J.B.); (L.L.); (Y.J.); (X.Q.)
- Key Laboratory for Efficient Ruminant Breeding Technology of Higher Education Institutions in Shanxi Province, Yangling Vocational and Technical College, Yangling 712100, China
| |
Collapse
|
2
|
Graf FE, Goodman RN, Gallichan S, Forrest S, Picton-Barlow E, Fraser AJ, Phan MD, Mphasa M, Hubbard ATM, Musicha P, Schembri MA, Roberts AP, Edwards T, Lewis JM, Feasey NA. Molecular mechanisms of re-emerging chloramphenicol susceptibility in extended-spectrum beta-lactamase-producing Enterobacterales. Nat Commun 2024; 15:9019. [PMID: 39424629 PMCID: PMC11489765 DOI: 10.1038/s41467-024-53391-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 10/10/2024] [Indexed: 10/21/2024] Open
Abstract
Infections with Enterobacterales (E) are increasingly difficult to treat due to antimicrobial resistance. After ceftriaxone replaced chloramphenicol (CHL) as empiric therapy for suspected sepsis in Malawi in 2004, extended-spectrum beta-lactamase (ESBL)-E rapidly emerged. Concurrently, resistance to CHL in Escherichia coli and Klebsiella spp. decreased, raising the possibility of CHL re-introduction. However, many phenotypically susceptible isolates still carry CHL acetyltransferase (cat) genes. To understand the molecular mechanisms and stability of this re-emerging CHL susceptibility we use a combination of genomics, phenotypic susceptibility assays, experimental evolution, and functional assays for CAT activity. Here, we show that of 840 Malawian E. coli and Klebsiella spp. isolates, 31% have discordant CHL susceptibility genotype-phenotype, and we select a subset of 42 isolates for in-depth analysis. Stable degradation of cat genes by insertion sequences leads to re-emergence of CHL susceptibility. Our study suggests that CHL could be reintroduced as a reserve agent for critically ill patients with ESBL-E infections in Malawi and similar settings and highlights the ongoing challenges in inferring antimicrobial resistance from sequence data.
Collapse
Affiliation(s)
- Fabrice E Graf
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK.
| | - Richard N Goodman
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Sarah Gallichan
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Sally Forrest
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Esther Picton-Barlow
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Alice J Fraser
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Minh-Duy Phan
- Institute for Molecular Bioscience (IMB), The University of Queensland, Brisbane, QLD, Australia
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, QLD, Australia
- Australian Infectious Diseases Research Centre, The University of Queensland, Brisbane, QLD, Australia
| | - Madalitso Mphasa
- Malawi-Liverpool Wellcome Research Programme, Kamuzu University of Health Sciences, Blantyre, Malawi
| | - Alasdair T M Hubbard
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Liverpool, UK
- Department of Biosciences, School of Science and Technology, Nottingham Trent University, Nottingham, UK
| | - Patrick Musicha
- Malawi-Liverpool Wellcome Research Programme, Kamuzu University of Health Sciences, Blantyre, Malawi
| | - Mark A Schembri
- Institute for Molecular Bioscience (IMB), The University of Queensland, Brisbane, QLD, Australia
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, QLD, Australia
- Australian Infectious Diseases Research Centre, The University of Queensland, Brisbane, QLD, Australia
| | - Adam P Roberts
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Thomas Edwards
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Joseph M Lewis
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
- Malawi-Liverpool Wellcome Research Programme, Kamuzu University of Health Sciences, Blantyre, Malawi
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | - Nicholas A Feasey
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
- Malawi-Liverpool Wellcome Research Programme, Kamuzu University of Health Sciences, Blantyre, Malawi
- School of Medicine, University of St Andrews, St Andrews, UK
| |
Collapse
|
3
|
Alawi M, Smyth C, Drissner D, Zimmerer A, Leupold D, Müller D, Do TT, Velasco-Torrijos T, Walsh F. Private and well drinking water are reservoirs for antimicrobial resistant bacteria. NPJ ANTIMICROBIALS AND RESISTANCE 2024; 2:7. [PMID: 39843970 PMCID: PMC11721118 DOI: 10.1038/s44259-024-00024-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 01/18/2024] [Indexed: 01/24/2025]
Abstract
Water quality testing does not recognise antimicrobial resistance (AMR) and is often limited to indicators of faecal contamination Escherichia coli and Enterococcus species. In Europe, data on AMR in drinking water is scarce. In Ireland, as in many countries, household drinking water is supplied via mains or via private wells or water schemes. Using citizen science, we identified Irish private drinking water supplies as reservoirs of antimicrobial resistant bacteria (ARB). Gram-negative (n = 464) and Gram-positive (n = 72) bacteria were isolated. We identified instances of potentially opportunistic ARB such as Enterobacter cloacae, Acinetobacter baumannii and Enterococcus species. We report reservoirs of multidrug resistance in Enterococcus casseliflavus, E. cloacae, E. coli, Stenotrophomonas maltophilia, and Serratia rubidaea. We also identified linezolid-resistant Enterococcus in Irish drinking water. Linezolid is a last-resort antibiotic used to treat vancomycin-resistant Enterococcus sp. Additionally, we identified mobile AMR in three water samples, two of which were carried on IncF group, one on IncQ and five on Col-like plasmids. Our work suggests that private drinking water is a potential sink and source of AMR pathogens. This highlights a value of drinking water surveillance in a One Health framework as the surveillance would provide information regarding the movement and persistence of ARB and ARGs that are able to survive in drinking water and subsequently have the opportunity to be mobilised through humans; linking the environment to the human and potentially threatening human health.
Collapse
Affiliation(s)
- Marwa Alawi
- Department of Biology, Maynooth University, Maynooth, County Kildare, Ireland.
- Kathleen Lonsdale Institute for Human Health Research, Maynooth University, Maynooth, County Kildare, Ireland.
| | - Cian Smyth
- Department of Biology, Maynooth University, Maynooth, County Kildare, Ireland
| | - David Drissner
- Department of Life Sciences, Albstadt-Sigmaringen University, 72488, Sigmaringen, Germany
| | - Anna Zimmerer
- Department of Life Sciences, Albstadt-Sigmaringen University, 72488, Sigmaringen, Germany
| | - Denise Leupold
- Department of Life Sciences, Albstadt-Sigmaringen University, 72488, Sigmaringen, Germany
| | - Daria Müller
- Department of Life Sciences, Albstadt-Sigmaringen University, 72488, Sigmaringen, Germany
| | - Thi Thuy Do
- Department of Biology, Maynooth University, Maynooth, County Kildare, Ireland
- Department of Agriculture, Food and the Marine, Celbridge, Kildare, Ireland
| | - Trinidad Velasco-Torrijos
- Kathleen Lonsdale Institute for Human Health Research, Maynooth University, Maynooth, County Kildare, Ireland
- Department of Chemistry, Maynooth University, Maynooth, County Kildare, Ireland
| | - Fiona Walsh
- Department of Biology, Maynooth University, Maynooth, County Kildare, Ireland
- Kathleen Lonsdale Institute for Human Health Research, Maynooth University, Maynooth, County Kildare, Ireland
| |
Collapse
|
4
|
Moragues-Solanas L, Le-Viet T, McSorley E, Halford C, Lockhart DS, Aydin A, Kay GL, Elumogo N, Mullen W, O'Grady J, Gilmour MW. Development and proof-of-concept demonstration of a clinical metagenomics method for the rapid detection of bloodstream infection. BMC Med Genomics 2024; 17:71. [PMID: 38443925 PMCID: PMC10916079 DOI: 10.1186/s12920-024-01835-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 02/13/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND The timely and accurate diagnosis of bloodstream infection (BSI) is critical for patient management. With longstanding challenges for routine blood culture, metagenomics is a promising approach to rapidly provide sequence-based detection and characterisation of bloodborne bacteria. Long-read sequencing technologies have successfully supported the use of clinical metagenomics for syndromes such as respiratory illness, and modified approaches may address two requisite factors for metagenomics to be used as a BSI diagnostic: depletion of the high level of host DNA to then detect the low abundance of microbes in blood. METHODS Blood samples from healthy donors were spiked with different concentrations of four prevalent causative species of BSI. All samples were then subjected to a modified saponin-based host DNA depletion protocol and optimised DNA extraction, whole genome amplification and debranching steps in preparation for sequencing, followed by bioinformatical analyses. Two related variants of the protocol are presented: 1mL of blood processed without bacterial enrichment, and 5mL of blood processed following a rapid bacterial enrichment protocol-SepsiPURE. RESULTS After first identifying that a large proportion of host mitochondrial DNA remained, the host depletion process was optimised by increasing saponin concentration to 3% and scaling the reaction to allow more sample volume. Compared to non-depleted controls, the 3% saponin-based depletion protocol reduced the presence of host chromosomal and mitochondrial DNA < 106 and < 103 fold respectively. When the modified depletion method was further combined with a rapid bacterial enrichment method (SepsiPURE; with 5mL blood samples) the depletion of mitochondrial DNA improved by a further > 10X while also increasing detectable bacteria by > 10X. Parameters during DNA extraction, whole genome amplification and long-read sequencing were also adjusted, and subsequently amplicons were detected for each input bacterial species at each of the spiked concentrations, ranging from 50-100 colony forming units (CFU)/mL to 1-5 CFU/mL. CONCLUSION In this proof-of-concept study, four prevalent BSI causative species were detected in under 12 h to species level (with antimicrobial resistance determinants) at concentrations relevant to clinical blood samples. The use of a rapid and precise metagenomic protocols has the potential to advance the diagnosis of BSI.
Collapse
Affiliation(s)
- Lluis Moragues-Solanas
- Quadram Institute Bioscience, Norwich Research Park, Rosalind Franklin Road, Norwich, Norfolk, NR4 7UQ, UK
- University of East Anglia, Norwich, Norfolk, UK
| | - Thanh Le-Viet
- Quadram Institute Bioscience, Norwich Research Park, Rosalind Franklin Road, Norwich, Norfolk, NR4 7UQ, UK
| | - Elinor McSorley
- Momentum Bioscience Ltd, Blenheim Office Park, Witney, Oxfordshire, UK
| | - Carl Halford
- University of East Anglia, Norwich, Norfolk, UK
- Defence Science and Technology Laboratory, Porton Down, Salisbury, Wiltshire, UK
| | - Daniel S Lockhart
- Momentum Bioscience Ltd, Blenheim Office Park, Witney, Oxfordshire, UK
| | - Alp Aydin
- Quadram Institute Bioscience, Norwich Research Park, Rosalind Franklin Road, Norwich, Norfolk, NR4 7UQ, UK
- Oxford Nanopore Technologies Plc, Quadram Institute Bioscience, Norwich, UK
| | - Gemma L Kay
- Quadram Institute Bioscience, Norwich Research Park, Rosalind Franklin Road, Norwich, Norfolk, NR4 7UQ, UK
- Oxford Nanopore Technologies Plc, Quadram Institute Bioscience, Norwich, UK
| | - Ngozi Elumogo
- Quadram Institute Bioscience, Norwich Research Park, Rosalind Franklin Road, Norwich, Norfolk, NR4 7UQ, UK
- Norfolk and Norwich University Hospital, Colney Lane, Norwich, UK
| | - William Mullen
- Momentum Bioscience Ltd, Blenheim Office Park, Witney, Oxfordshire, UK
| | - Justin O'Grady
- University of East Anglia, Norwich, Norfolk, UK
- Oxford Nanopore Technologies Plc, Quadram Institute Bioscience, Norwich, UK
| | - Matthew W Gilmour
- Quadram Institute Bioscience, Norwich Research Park, Rosalind Franklin Road, Norwich, Norfolk, NR4 7UQ, UK.
- University of East Anglia, Norwich, Norfolk, UK.
| |
Collapse
|
5
|
Díaz-Palafox G, Tamayo-Ordoñez YDJ, Bello-López JM, Ayil-Gutiérrez BA, RodrÍguez-Garza MM, Antonio Rodríguez-de la Garza J, Sosa-Santillán GDJ, Acosta-Cruz E, Ruiz-Marín A, Córdova-Quiroz AV, Pérez-Reda LJ, Tamayo-Ordoñez FA, Tamayo-Ordoñez MC. Regulation Transcriptional of Antibiotic Resistance Genes (ARGs) in Bacteria Isolated from WWTP. Curr Microbiol 2023; 80:338. [PMID: 37672120 PMCID: PMC10482803 DOI: 10.1007/s00284-023-03449-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 08/15/2023] [Indexed: 09/07/2023]
Abstract
The incidence of antibiotics and transcriptional regulation of ARGs in isolated bacteria from wastewater needs to be explored. By HPLC, in samples of untreated wastewater, ampicillin (49.74 ± 5.70 µg/mL), chloramphenicol (0.60 ± 0.03 µg/mL), tylosin (72.95 ± 2.03 µg/mL), and oxytetracycline (0.22 ± 0.01 µg/mL) was determined. Through metagenomic analysis identified 58 bacterial species belonging to 9 phyla and at least 14 species have shown resistance to a variety of antibiotics. Twenty-two bacterial isolates were proved to be resistant to fifteen antibiotics of new generation and used in medical research to combat infectious diseases. Fourteen strains were shown to harbor plasmids in size ranges of 2-5 Kb, 6-10 Kb and plasmids with size greater than 10 Kb. By quantitative PCR it was possible to identify genes sul, qnr, cat1, aadA1, and sat-1 gene were shown to be present in gDNA samples from treated and untreated samples of wastewater and by relative expression analysis, differential expression of cat1, ermB, act, and tetA genes was demonstrated in strains that showed identity with Escherichia coli, Bacteroides fragilis, and Salmonella thyphi, and that were stressed with different concentrations of antibiotics. The presence of ARGs in untreated water samples, as well as in bacterial isolates, was indicative that in these habitats there are microorganisms that can resist β-lactams, aminoglycosides, tetracyclines, sulfonamides, and quinolones.
Collapse
Affiliation(s)
- Grethel Díaz-Palafox
- Laboratorio de Ingeniería Genética, Departamento de Biotecnología, Facultad de Ciencias Químicas, Universidad Autónoma de Coahuila, Ing J. Cárdenas Valdez s/n, República, 25280, Saltillo, Coah, Mexico
| | - Yahaira de Jesús Tamayo-Ordoñez
- Laboratorio de Biotecnología Ambiental del Centro de Biotecnología Genómica del Instituto Politécnico Nacional, CP 88710, Reynosa, TAMPS, México
| | | | - Benjamin Abraham Ayil-Gutiérrez
- CONACYT- Centro de Biotecnología Genómica, Instituto Politécnico Nacional, Biotecnologia Vegetal, Blvd. del Maestro, s/n, Esq. Elías Piña, 88710, Reynosa, Mexico
| | - Mónica Margarita RodrÍguez-Garza
- Laboratorio de Biotecnología Ambiental, Departamento de Biotecnología, Facultad de Ciencias Químicas, Universidad Autónoma de Coahuila, Ing J. Cárdenas Valdez s/n, República, 25280, Saltillo, Coah, Mexico
| | - José Antonio Rodríguez-de la Garza
- Laboratorio de Biotecnología Ambiental, Departamento de Biotecnología, Facultad de Ciencias Químicas, Universidad Autónoma de Coahuila, Ing J. Cárdenas Valdez s/n, República, 25280, Saltillo, Coah, Mexico
| | - Gerardo de Jesús Sosa-Santillán
- Laboratorio de Biosíntesis Enzimática, Departamento de Biotecnología, Facultad de Ciencias Químicas, Universidad Autónoma de Coahuila, Ing J. Cárdenas Valdez s/n, República, 25280, Saltillo, Coah, Mexico
| | - Erika Acosta-Cruz
- Laboratorio de Microbiología Molecular, Departamento de Biotecnología, Facultad de Ciencias Químicas, Universidad Autónoma de Coahuila, Ing J. Cárdenas Valdez s/n, República, 25280, Saltillo, Coah, Mexico
| | - Alejandro Ruiz-Marín
- Facultad de Química, Universidad Autónoma del Carmen, Campus "General José Ortiz Ávila, Calle 56 No. 4, 24180, Carmen, Campeche, Mexico
| | - Atl Victor Córdova-Quiroz
- Facultad de Química, Universidad Autónoma del Carmen, Campus "General José Ortiz Ávila, Calle 56 No. 4, 24180, Carmen, Campeche, Mexico
| | - Luis Jorge Pérez-Reda
- Facultad de Química, Universidad Autónoma del Carmen, Campus "General José Ortiz Ávila, Calle 56 No. 4, 24180, Carmen, Campeche, Mexico
| | - Francisco Alberto Tamayo-Ordoñez
- Facultad de Química, Universidad Autónoma del Carmen, Campus "General José Ortiz Ávila, Calle 56 No. 4, 24180, Carmen, Campeche, Mexico
| | - Maria Concepción Tamayo-Ordoñez
- Laboratorio de Ingeniería Genética, Departamento de Biotecnología, Facultad de Ciencias Químicas, Universidad Autónoma de Coahuila, Ing J. Cárdenas Valdez s/n, República, 25280, Saltillo, Coah, Mexico.
| |
Collapse
|
6
|
Sabença C, Costa E, Sousa S, Barros L, Oliveira A, Ramos S, Igrejas G, Torres C, Poeta P. Evaluation of the Ability to Form Biofilms in KPC-Producing and ESBL-Producing Klebsiella pneumoniae Isolated from Clinical Samples. Antibiotics (Basel) 2023; 12:1143. [PMID: 37508239 PMCID: PMC10376346 DOI: 10.3390/antibiotics12071143] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 06/26/2023] [Accepted: 06/30/2023] [Indexed: 07/30/2023] Open
Abstract
The appearance of Klebsiella pneumoniae strains producing extended-spectrum β-lactamase (ESBL), and carbapenemase (KPC) has turned into a significant public health issue. ESBL- and KPC-producing K. pneumoniae's ability to form biofilms is a significant concern as it can promote the spread of antibiotic resistance and prolong infections in healthcare facilities. A total of 45 K. pneumoniae strains were isolated from human infections. Antibiograms were performed for 17 antibiotics, ESBL production was tested by Etest ESBL PM/PML, a rapid test was used to detect KPC carbapenemases, and resistance genes were detected by PCR. Biofilm production was detected by the microtiter plate method. A total of 73% of multidrug resistance was found, with the highest resistance rates to ampicillin, trimethoprim-sulfamethoxazole, cefotaxime, amoxicillin-clavulanic acid, and aztreonam. Simultaneously, the most effective antibiotics were tetracycline and amikacin. blaCTX-M, blaTEM, blaSHV, aac(3)-II, aadA1, tetA, cmlA, catA, gyrA, gyrB, parC, sul1, sul2, sul3, blaKPC, blaOXA, and blaPER genes were detected. Biofilm production showed that 80% of K. pneumoniae strains were biofilm producers. Most ESBL- and KPC-producing isolates were weak biofilm producers (40.0% and 60.0%, respectively). There was no correlation between the ability to form stronger biofilms and the presence of ESBL and KPC enzymes in K. pneumoniae isolates.
Collapse
Affiliation(s)
- Carolina Sabença
- MicroART-Antibiotic Resistance Team, Department of Veterinary Sciences, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
- Department of Genetics and Biotechnology, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
- Functional Genomics and Proteomics Unit, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
- Associated Laboratory for Green Chemistry, University NOVA of Lisbon, 1099-085 Caparica, Portugal
| | - Eliana Costa
- Hospital Centre of Trás-os-Montes and Alto Douro, Clinical Pathology Department, 5000-508 Vila Real, Portugal
| | - Sara Sousa
- Hospital Centre of Trás-os-Montes and Alto Douro, Clinical Pathology Department, 5000-508 Vila Real, Portugal
| | - Lillian Barros
- Centro de Investigação de Montanha (CIMO), Instituto Politécnico de Bragança, Campus de Santa Apolónia, 5300-253 Bragança, Portugal
- Laboratório Associado para a Sustentabilidade e Tecnologia em Regiões de Montanha (SusTEC), Instituto Politécnico de Bragança, Campus de Santa Apolónia, 5300-253 Bragança, Portugal
| | - Ana Oliveira
- Egas Moniz Center for Interdisciplinary Research (CiiEM), Egas Moniz School of Health and Science, 2829-511 Caparica, Portugal
| | - Sónia Ramos
- Faculty of Veterinary Medicine, Centro Universitário de Lisboa, Campo Grande, 376, 1749-024 Lisbon, Portugal
| | - Gilberto Igrejas
- Department of Genetics and Biotechnology, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
- Functional Genomics and Proteomics Unit, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
- Associated Laboratory for Green Chemistry, University NOVA of Lisbon, 1099-085 Caparica, Portugal
| | - Carmen Torres
- Area Biochemistry and Molecular Biology, University of La Rioja, 26006 Logroño, Spain
| | - Patrícia Poeta
- MicroART-Antibiotic Resistance Team, Department of Veterinary Sciences, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
- Associated Laboratory for Green Chemistry, University NOVA of Lisbon, 1099-085 Caparica, Portugal
- CECAV-Veterinary and Animal Research Centre, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
- Veterinary and Animal Research Centre, Associate Laboratory for Animal and Veterinary Science (AL4AnimalS), 5000-801 Vila Real, Portugal
| |
Collapse
|
7
|
Edwards T, Williams CT, Olwala M, Andang'o P, Otieno W, Nalwa GN, Akindolire A, Cubas-Atienzar AI, Ross T, Tongo OO, Adams ER, Nabwera H, Allen S. Molecular surveillance reveals widespread colonisation by carbapenemase and extended spectrum beta-lactamase producing organisms in neonatal units in Kenya and Nigeria. Antimicrob Resist Infect Control 2023; 12:14. [PMID: 36814315 PMCID: PMC9945588 DOI: 10.1186/s13756-023-01216-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 02/13/2023] [Indexed: 02/24/2023] Open
Abstract
OBJECTIVES Neonatal sepsis, a major cause of death amongst infants in sub-Saharan Africa, is often gut derived. Gut colonisation by Enterobacteriaceae producing extended spectrum beta-lactamase (ESBL) or carbapenemase enzymes can lead to antimicrobial-resistant (AMR) or untreatable infections. We sought to explore the rates of colonisation by ESBL or carbapenemase producers in two neonatal units (NNUs) in West and East Africa. METHODS Stool and rectal swab samples were taken at multiple timepoints from newborns admitted to the NNUs at the University College Hospital, Ibadan, Nigeria and the Jaramogi Oginga Odinga Teaching and Referral Hospital, Kisumu, western Kenya. Samples were tested for ESBL and carbapenemase genes using a previously validated qPCR assay. Kaplan-Meier survival analysis was used to examine colonisation rates at both sites. RESULTS In total 119 stool and rectal swab samples were taken from 42 infants admitted to the two NNUs. Colonisation with ESBL (37 infants, 89%) was more common than with carbapenemase producers (26, 62.4%; P = 0.093). Median survival time before colonisation with ESBL organisms was 7 days and with carbapenemase producers 16 days (P = 0.035). The majority of ESBL genes detected belonged to the CTX-M-1 (36/38; 95%), and CTX-M-9 (2/36; 5%) groups, and the most prevalent carbapenemase was blaNDM (27/29, 93%). CONCLUSIONS Gut colonisation of neonates by AMR organisms was common and occurred rapidly in NNUs in Kenya and Nigeria. Active surveillance of colonisation will improve the understanding of AMR in these settings and guide infection control and antibiotic prescribing practice to improve clinical outcomes.
Collapse
Affiliation(s)
- Thomas Edwards
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK.
| | | | - Macrine Olwala
- Jaramogi Oginga Odinga Teaching and Referral Hospital, Jomo Kenyatta Highway Kaloleni Kisumu KE Central, Maseno, Kenya
| | - Pauline Andang'o
- Department of Public Health, School of Public Health and Community Development, Maseno University, Maseno, Kenya
| | - Walter Otieno
- Jaramogi Oginga Odinga Teaching and Referral Hospital, Jomo Kenyatta Highway Kaloleni Kisumu KE Central, Maseno, Kenya
| | - Grace N Nalwa
- Jaramogi Oginga Odinga Teaching and Referral Hospital, Jomo Kenyatta Highway Kaloleni Kisumu KE Central, Maseno, Kenya
| | | | - Ana I Cubas-Atienzar
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Toby Ross
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK
| | | | - Emily R Adams
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Helen Nabwera
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Stephen Allen
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
| |
Collapse
|
8
|
Liang Z, Shen J, Liu J, Sun X, Yang Y, Lv Y, Zheng J, Mou X, Li H, Ding X, Yang F. Prevalence and Characterization of Serratia marcescens Isolated from Clinical Bovine Mastitis Cases in Ningxia Hui Autonomous Region of China. Infect Drug Resist 2023; 16:2727-2735. [PMID: 37168514 PMCID: PMC10166088 DOI: 10.2147/idr.s408632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Accepted: 04/15/2023] [Indexed: 05/13/2023] Open
Abstract
Purpose This study aimed to investigate the prevalence and genetic characterization of Serratia marcescens isolates from clinical bovine mastitis in Ningxia Hui Autonomous Region of China. Methods S. marcescens was identified by the polymerase-chain reaction of 16S rRNA gene and sequencing. Antimicrobial susceptibility was tested by the disk diffusion method. Genes of resistance and virulence were determined by the PCR. Results Overall, S. marcescens were confirmed from 32 of 2897 (1.1%) mastitis milk samples. These isolates showed high resistance to cefazolin (30/32, 93.8%) and chloramphenicol (28/32, 87.5%). A 12.5% (4/32) of the isolates displayed multidrug resistance (MDR). The most prevalent resistant genes found in S. marcescens were TEM (32/32, 100%) and CTX-M (24/32, 75.0%; CTX-M-15, 14/32, 43.8%; CTX-M-14, 8/32, 25.0%; CTX-M-65, 2/32, 6.3%) for extended-spectrum beta-lactamase, cmlA (28/32, 87.5%) and floR (16/32, 50.0%) for chloramphenicol resistance, SIM-1 (2/32, 6.3%) for carbapenemases, and sdeB (28/32, 87.5%), sdeY (26/32, 81.3%), sdeR (26/32, 81.3%) and sdeD (20/32, 62.5%) for efflux pumps. Moreover, all isolates carried virulence genes flhD, entB, and kpn, and most of them contained mrkD (30/32, 93.8%), ycfM (26/32, 81.3%), bsmB (26/32, 81.3%), pigP (26/32, 81.3%), kfu (24/32, 75.0%) and shlB (24/32, 75.0%). Conclusion To our knowledge, this is the first report of genetic determinants for antimicrobial resistance and virulence in S. marcescens isolated from bovine mastitis cases in China. These findings are useful for developing strategies for prevention and treatment of bovine mastitis caused by S. marcescens in China.
Collapse
Affiliation(s)
- Zeyi Liang
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Jiahao Shen
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Jing Liu
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Xu Sun
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Yayuan Yang
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Yanan Lv
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Juanshan Zheng
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Xiaoqing Mou
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Hongsheng Li
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Xuezhi Ding
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
| | - Feng Yang
- Key Laboratory of New Animal Drug Project of Gansu Province/Key Laboratory of Veterinary Pharmaceutics Discovery, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, Lanzhou, Gansu, 730050, People’s Republic of China
- Correspondence: Feng Yang; Xuezhi Ding, Lanzhou Institute of Husbandry and Pharmaceutical Sciences of Chinese Academy of Agricultural Science, No. 335 Jiangouyan, Qilihe District, Lanzhou, Gansu, 730050, People’s Republic of China, Tel +86-931-2115262, Fax +86-931-2114180, Email ;
| |
Collapse
|
9
|
Laconi A, Tolosi R, Mughini-Gras L, Cuccato M, Cannizzo FT, Piccirillo A. Amoxicillin and thiamphenicol treatments may influence the co-selection of resistance genes in the chicken gut microbiota. Sci Rep 2022; 12:20413. [PMID: 36437351 PMCID: PMC9701756 DOI: 10.1038/s41598-022-24927-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 11/22/2022] [Indexed: 11/29/2022] Open
Abstract
The aim of this study was to assess the dynamics of microbial communities and antimicrobial resistance genes (ARGs) in the chicken gut following amoxicillin and thiamphenicol treatments and potential co-selection of ARGs. To this purpose, the microbial community composition, using 16S rRNA NGS, and the abundance of ARGs conferring resistance to β-lactams and phenicols, using qPCRs, were determined. Results revealed that the administered antimicrobials did not significantly reduce the gut microbiota diversity, but changed its composition, with taxa (e.g. Gallibacterium and Megamonas) being enriched after treatment and replacing other bacteria (e.g. Streptococcus and Bifidobacterium). Positive correlations were found between ARGs (e.g. cmlA, blaCMY-2, and blaSHV) and the relative abundance of specific taxa (e.g. Lactobacillus and Subdoligranulum). The selective pressure exerted by both amoxicillin and thiamphenicol resulted in an increased abundance of ARGs conferring resistance to β-lactams (e.g. blaTEM-1, blaSHV, and blaCTX-M1-like) and phenicols (e.g. floR and cmlA). These findings, together with the co-occurrence of genes conferring resistance to the two antimicrobial classes (e.g. blaTEM-1 and cmlA), suggest a possible interaction among antimicrobials on resistance emergence, possibly due to the presence of mobile genetic elements (MGEs) carrying multiple resistance determinants.
Collapse
Affiliation(s)
- Andrea Laconi
- grid.5608.b0000 0004 1757 3470Department of Comparative Biomedicine and Food Science, University of Padua, 35020 Legnaro, PD Italy
| | - Roberta Tolosi
- grid.5608.b0000 0004 1757 3470Department of Comparative Biomedicine and Food Science, University of Padua, 35020 Legnaro, PD Italy
| | - Lapo Mughini-Gras
- grid.5477.10000000120346234Institute for Risk Assessment Sciences (IRAS), Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands ,grid.31147.300000 0001 2208 0118Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Matteo Cuccato
- grid.7605.40000 0001 2336 6580Department of Veterinary Science, University of Turin, Turin, Italy
| | | | - Alessandra Piccirillo
- grid.5608.b0000 0004 1757 3470Department of Comparative Biomedicine and Food Science, University of Padua, 35020 Legnaro, PD Italy
| |
Collapse
|
10
|
Edwards T, Heinz E, van Aartsen J, Howard A, Roberts P, Corless C, Fraser AJ, Williams CT, Bulgasim I, Cuevas LE, Parry CM, Roberts AP, Adams ER, Mason J, Hubbard ATM. Piperacillin/tazobactam-resistant, cephalosporin-susceptible Escherichia coli bloodstream infections are driven by multiple acquisition of resistance across diverse sequence types. Microb Genom 2022; 8. [PMID: 35404783 PMCID: PMC9453079 DOI: 10.1099/mgen.0.000789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Resistance to piperacillin/tazobactam (TZP) in Escherichia coli has predominantly been associated with mechanisms that confer resistance to third-generation cephalosporins. Recent reports have identified E. coli strains with phenotypic resistance to piperacillin/tazobactam but susceptibility to third-generation cephalosporins (TZP-R/3GC-S). In this study we sought to determine the genetic diversity of this phenotype in E. coli (n=58) isolated between 2014–2017 at a single tertiary hospital in Liverpool, UK, as well as the associated resistance mechanisms. We compare our findings to a UK-wide collection of invasive E. coli isolates (n=1509) with publicly available phenotypic and genotypic data. These data sets included the TZP-R/3GC-S phenotype (n=68), and piperacillin/tazobactam and third-generation cephalosporin-susceptible (TZP-S/3GC-S, n=1271) phenotypes. The TZP-R/3GC-S phenotype was displayed in a broad range of sequence types, which was mirrored in the same phenotype from the UK-wide collection, and the overall diversity of invasive E. coli isolates. The TZP-R/3GC-S isolates contained a diverse range of plasmids, indicating multiple acquisition events of TZP resistance mechanisms rather than clonal expansion of a particular plasmid or sequence type. The putative resistance mechanisms were equally diverse, including hyperproduction of TEM-1, either via strong promoters or gene amplification, carriage of inhibitor-resistant β-lactamases, and an S133G blaCTX-M-15 mutation detected for the first time in clinical isolates. Several of these mechanisms were present at a lower abundance in the TZP-S/3GC-S isolates from the UK-wide collection, but without the associated phenotypic resistance to TZP. Eleven (19%) of the isolates had no putative mechanism identified from the genomic data. Our findings highlight the complexity of this cryptic phenotype and the need for continued phenotypic monitoring, as well as further investigation to improve detection and prediction of the TZP-R/3GC-S phenotype from genomic data.
Collapse
Affiliation(s)
- Thomas Edwards
- Centre for Drug and Diagnostics, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Eva Heinz
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, CB10 1SA, UK
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
- Department of Vector Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Jon van Aartsen
- Liverpool University Hospital Foundation Trust, Prescot street, Liverpool, L7 8XP, UK
| | - Alex Howard
- Liverpool University Hospital Foundation Trust, Prescot street, Liverpool, L7 8XP, UK
| | - Paul Roberts
- Faculty of Science and Engineering, University of Wolverhampton, Wolverhampton WV1 1LY, UK
- Liverpool University Hospital Foundation Trust, Prescot street, Liverpool, L7 8XP, UK
| | - Caroline Corless
- Liverpool University Hospital Foundation Trust, Prescot street, Liverpool, L7 8XP, UK
| | - Alice J. Fraser
- Centre for Drug and Diagnostics, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Christopher T. Williams
- Centre for Drug and Diagnostics, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Issra Bulgasim
- Centre for Drug and Diagnostics, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Luis E. Cuevas
- Department of Vector Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Christopher M. Parry
- Alder Hey Children’s NHS Foundation Trust, Liverpool, L12 2AP, UK
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Adam P. Roberts
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Emily R. Adams
- Centre for Drug and Diagnostics, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| | - Jenifer Mason
- Liverpool University Hospital Foundation Trust, Prescot street, Liverpool, L7 8XP, UK
| | - Alasdair T. M. Hubbard
- Department of Biosciences, School of Science and Technology, Nottingham Trent University, Nottingham, NG11 8NS, UK
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK
| |
Collapse
|
11
|
Cubas-Atienzar AI, Williams CT, Karkey A, Dongol S, Sulochana M, Rajendra S, Hobbs G, Evans K, Musicha P, Feasey N, Cuevas LE, Adams ER, Edwards T. A novel air-dried multiplex high-resolution melt assay for the detection of extended-spectrum β-lactamase and carbapenemase genes. J Glob Antimicrob Resist 2021; 27:123-131. [PMID: 34482019 PMCID: PMC8692233 DOI: 10.1016/j.jgar.2021.08.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 08/11/2021] [Accepted: 08/19/2021] [Indexed: 01/12/2023] Open
Abstract
OBJECTIVES This study aimed to develop and evaluate a novel air-dried high-resolution melt (HRM) assay to detect eight major extended-spectrum β-lactamase (ESBL) (blaSHV and blaCTX-M groups 1 and 9) and carbapenemase (blaNDM, blaIMP, blaKPC, blaVIM and blaOXA-48-like) genes that confer resistance to cephalosporins and carbapenems. METHODS The assay was evaluated using 439 DNA samples extracted from bacterial isolates from Nepal, Malawi and the UK and 390 clinical isolates from Nepal with known antimicrobial susceptibility. Assay reproducibility was evaluated across five different real-time quantitative PCR (qPCR) instruments [Rotor-Gene® Q, QuantStudioTM 5, CFX96, LightCycler® 480 and Magnetic Induction Cycler (Mic)]. Assay stability was also assessed under different storage temperatures (6.2 ± 0.9°C, 20.4 ± 0.7°C and 29.7 ± 1.4°C) at six time points over 8 months. RESULTS The sensitivity and specificity (with 95% confidence intervals) for detecting ESBL and carbapenemase genes was 94.7% (92.5-96.5%) and 99.2% (98.8-99.5%) compared with the reference gel-based PCR and sequencing and 98.3% (97.0-99.3%) and 98.5% (98.0-98.9%) compared with the original HRM wet PCR mix format. Overall agreement was 91.1% (90.0-92.9%) when predicting phenotypic resistance to cefotaxime and meropenem among Enterobacteriaceae isolates. We observed almost perfect inter-machine reproducibility of the air-dried HRM assay, and no loss of sensitivity occurred under all storage conditions and time points. CONCLUSION We present a ready-to-use air-dried HRM PCR assay that offers an easy, thermostable, fast and accurate tool for the detection of ESBL and carbapenemase genes in DNA samples to improve antimicrobial resistance detection.
Collapse
Affiliation(s)
- Ana I Cubas-Atienzar
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK
| | | | - Abhilasha Karkey
- Oxford Clinical Research Unit, Patan Academy of Health Sciences, Kathmandu, Nepal
| | - Sabina Dongol
- Oxford Clinical Research Unit, Patan Academy of Health Sciences, Kathmandu, Nepal
| | - Manandhar Sulochana
- Oxford Clinical Research Unit, Patan Academy of Health Sciences, Kathmandu, Nepal
| | - Shrestha Rajendra
- Oxford Clinical Research Unit, Patan Academy of Health Sciences, Kathmandu, Nepal
| | - Glyn Hobbs
- Liverpool John Moores University, Liverpool, UK
| | - Katie Evans
- Liverpool John Moores University, Liverpool, UK
| | | | - Nicholas Feasey
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK; Malawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi
| | - Luis E Cuevas
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Emily R Adams
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Thomas Edwards
- Centre for Drugs and Diagnostics, Liverpool School of Tropical Medicine, Liverpool, UK.
| |
Collapse
|
12
|
Amino Acid k-mer Feature Extraction for Quantitative Antimicrobial Resistance (AMR) Prediction by Machine Learning and Model Interpretation for Biological Insights. BIOLOGY 2020; 9:biology9110365. [PMID: 33126516 PMCID: PMC7694136 DOI: 10.3390/biology9110365] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Revised: 10/17/2020] [Accepted: 10/19/2020] [Indexed: 12/31/2022]
Abstract
Machine learning algorithms can learn mechanisms of antimicrobial resistance from the data of DNA sequence without any a priori information. Interpreting a trained machine learning algorithm can be exploited for validating the model and obtaining new information about resistance mechanisms. Different feature extraction methods, such as SNP calling and counting nucleotide k-mers have been proposed for presenting DNA sequences to the model. However, there are trade-offs between interpretability, computational complexity and accuracy for different feature extraction methods. In this study, we have proposed a new feature extraction method, counting amino acid k-mers or oligopeptides, which provides easier model interpretation compared to counting nucleotide k-mers and reaches the same or even better accuracy in comparison with different methods. Additionally, we have trained machine learning algorithms using different feature extraction methods and compared the results in terms of accuracy, model interpretability and computational complexity. We have built a new feature selection pipeline for extraction of important features so that new AMR determinants can be discovered by analyzing these features. This pipeline allows the construction of models that only use a small number of features and can predict resistance accurately.
Collapse
|