1
|
Oliveira de Farias B, Saggioro EM, Montenegro KS, Magaldi M, Oliveira Santos HS, Pimenta RL, Bianco K, Clementino MM. Degradation of plasmid-mediated resistance genes in poultry slaughterhouse wastewater employing a UV/H 2O 2 process: A metagenomic approach. CHEMOSPHERE 2025; 372:144109. [PMID: 39826254 DOI: 10.1016/j.chemosphere.2025.144109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 01/08/2025] [Accepted: 01/10/2025] [Indexed: 01/22/2025]
Abstract
Poultry slaughterhouse effluents are important hotspots for the spread of both antibiotic-resistant bacteria (ARBs) and antibiotic resistance genes (ARGs), contributing to the antimicrobial resistance (AMR). This study reports a novel investigation to assess the effects of UV/H2O2 treatment on the removal of metaplasmidome-mediated ARGs from poultry slaughterhouse effluents. The effluent samples were subjected at 0.005-0.15 mol L-1 of H2O2 and pH conditions (3, 5, 7 and 9). Bacterial community (rrs 16S rRNA), Escherichia coli (uidA) antimicrobial resistance (sul1 and int1) and metagenomic plasmid DNA removal were assessed. The UV/H2O2 treatment employing H2O2 = 0.01 mol L-1 at pH 3 resulted in decreased of several markers (uidA, sul1 and int1). A metaplasmidome indicated the persistence of Burkholderiales order. The UV/H2O2 process reduced plasmid-associated ARGs by 92.5% and 90.4% at pH 3 and 7, respectively. Persistent genes were mainly composed of genes associated with efflux pumps and resistance to beta-lactams and fluoroquinolones. These findings contribute to mitigate the spread of AMR in the agricultural sector, especially through the implementation of more efficient treatments, and reducing the use of antibiotics in livestock farming.
Collapse
Affiliation(s)
- Beatriz Oliveira de Farias
- Programa de Pós-Graduação em Saúde Pública e Meio Ambiente, Escola Nacional de Saúde Pública, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil; Instituto Nacional de Controle de Qualidade em Saúde, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil
| | - Enrico Mendes Saggioro
- Programa de Pós-Graduação em Saúde Pública e Meio Ambiente, Escola Nacional de Saúde Pública, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil; Laboratório de Avaliação e Promoção da Saúde Ambiental, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil
| | - Kaylanne S Montenegro
- Programa de Pós-Graduação em Saúde Pública e Meio Ambiente, Escola Nacional de Saúde Pública, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil
| | - Mariana Magaldi
- Instituto Nacional de Controle de Qualidade em Saúde, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil
| | - Hugo Sérgio Oliveira Santos
- Instituto Nacional de Controle de Qualidade em Saúde, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil
| | - Ramon Loureiro Pimenta
- Instituto de Veterinária, Universidade Federal Rural do Rio de Janeiro, Km 07, Zona Rural, BR-465, Seropédica, RJ, Brazil
| | - Kayo Bianco
- Instituto Nacional de Controle de Qualidade em Saúde, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil
| | - Maysa Mandetta Clementino
- Instituto Nacional de Controle de Qualidade em Saúde, Fundação Oswaldo Cruz, Avenida Brasil, 4365, Manguinhos, Rio de Janeiro, RJ, Brazil
| |
Collapse
|
2
|
Pristas I, Ujevic J, Bodulić K, Andrijasevic N, Bedenic B, Payerl-Pal M, Susic E, Dobrovic K, De Koster S, Malhotra-Kumar S, Tambic Andrasevic A. The Association between Resistance and Virulence of Klebsiella pneumoniae in High-Risk Clonal Lineages ST86 and ST101. Microorganisms 2024; 12:1997. [PMID: 39458306 PMCID: PMC11509769 DOI: 10.3390/microorganisms12101997] [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: 09/09/2024] [Revised: 09/25/2024] [Accepted: 09/29/2024] [Indexed: 10/28/2024] Open
Abstract
Klebsiella pneumoniae is an opportunistic pathogen known for two main pathotypes: classical K. pneumoniae (cKp), often multidrug-resistant and common in hospitals, and hypervirulent K. pneumoniae (hvKp), associated with severe community-acquired infections. The recent emergence of strains combining hypervirulence and resistance is alarming. This study investigates the distribution of sequence types (STs), resistance, and virulence factors in K. pneumoniae strains causing bloodstream and urinary tract infections in Croatia. In 2022, 200 consecutive K. pneumoniae isolates were collected from blood and urine samples across several Croatian hospitals. Whole genome sequencing was performed on 194 isolates. Within the analyzed K. pneumoniae population, the distribution of sequence types was determined with multi-locus sequence typing (MLST) and capsule loci, resistance, and virulence determinants were assessed with the bioinformatics tool Kleborate. The analysis identified 77 different STs, with ST101 (24.6%) being the most prevalent, predominantly linked to the K17 capsular type (CT), invasive device usage, high antimicrobial resistance, and low virulence scores. The highest virulence scores were recorded in ST86 isolates, which were predominantly linked to the K2 CT and included some strains with medium resistance scores. String tests were positive in 19 strains, but only four of those harbored hypermucoviscous genetic determinants. The most prevalent ST101 clone in Croatia demonstrated a diverging association between resistance and virulence. An alarming co-existence of resistance and virulence was recorded in the ST86 strains.
Collapse
Affiliation(s)
- Irina Pristas
- University Hospital for Infectious Diseases, 10000 Zagreb, Croatia; (J.U.); (K.B.); (N.A.); (A.T.A.)
- Dental School of Medicine, 10000 Zagreb, Croatia
| | - Josip Ujevic
- University Hospital for Infectious Diseases, 10000 Zagreb, Croatia; (J.U.); (K.B.); (N.A.); (A.T.A.)
| | - Kristian Bodulić
- University Hospital for Infectious Diseases, 10000 Zagreb, Croatia; (J.U.); (K.B.); (N.A.); (A.T.A.)
| | - Natasa Andrijasevic
- University Hospital for Infectious Diseases, 10000 Zagreb, Croatia; (J.U.); (K.B.); (N.A.); (A.T.A.)
| | - Branka Bedenic
- Medical Microbiology Department, School of Medicine, University of Zagreb, 10000 Zagreb, Croatia;
- BIMIS-Biomedical Research Center Šalata, School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Department of Clinical and Molecular Microbiology, University Hospital Centre Zagreb, 10000 Zagreb, Croatia
| | - Marina Payerl-Pal
- Public Health Institute of Medimurje County, 40000 Cakovec, Croatia;
| | - Edita Susic
- Public Health Institute of Šibenik and Knin County, 22000 Šibenik, Croatia;
| | | | - Sien De Koster
- Laboratory of Medical Microbiology, Vaccine and Infectious Disease Institute, University of Antwerp, 2000 Antwerp, Belgium; (S.D.K.); (S.M.-K.)
| | - Surbhi Malhotra-Kumar
- Laboratory of Medical Microbiology, Vaccine and Infectious Disease Institute, University of Antwerp, 2000 Antwerp, Belgium; (S.D.K.); (S.M.-K.)
| | - Arjana Tambic Andrasevic
- University Hospital for Infectious Diseases, 10000 Zagreb, Croatia; (J.U.); (K.B.); (N.A.); (A.T.A.)
- Dental School of Medicine, 10000 Zagreb, Croatia
| |
Collapse
|
3
|
Yu J, Ding Y, Zhang X, Tai S, Zhang C, Liu C, Yuan E, Duan Y. Dissemination of bla NDM-5 Driven by Horizontal Transfer of IncFIA Plasmid Between Escherichia coli and Klebsiella pneumoniae Co-Isolated from a Patient's Ascitic Fluid. Infect Drug Resist 2024; 17:3945-3953. [PMID: 39290510 PMCID: PMC11407308 DOI: 10.2147/idr.s478304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2024] [Accepted: 08/30/2024] [Indexed: 09/19/2024] Open
Abstract
Purpose Understanding the horizontal transfer of resistance genes, such as bla NDM-5, is pivotal in developing strategies to control the spread of resistance. In this study, we isolated two bacterial strains, Escherichia coli (designated GYB01) and Klebsiella pneumoniae (designated GYB02), from a single patient. The aim of our research is to explore the biological characteristics of these strains and to investigate the interspecies horizontal transfer of bla NDM-5. Materials and Methods Strain identification and antimicrobial susceptibility testing were conducted using the Vitek 2 system. Both GYB01 and GYB02 were sequenced with the Illumina HiSeq platform. Bioinformatics analysis tools, including multilocus sequence typing, PlasmidFinder, ResFinder, and others, were utilized to analyze the strains. Additionally, conjugation assays and Galleria mellonella infection assays were employed to assess the strains. Results The isolates exhibited similar antimicrobial resistance profiles and both harbored the bla NDM-5 gene within the IncFIA plasmids (pGYB01-2, 165.8 kb and pGYB02-2, 211.6 kb, respectively). These plasmids (pGYB01-2 and pGYB02-2) shared over 99% homology, suggesting a common ancestral origin. Conjugation experiments confirmed the transferability of the bla NDM-5 carrying IncFIA plasmids among Enterobacteriaceae. GYB02 possessed an iucACD-iutA gene cluster, exhibited high virulence, and tested positive in the string test. Conclusion Our findings provide direct evidence of potential in vivo interspecies transfer of a multidrug-resistant plasmid, thus enriching our understanding of the mechanisms driving multidrug resistance (MDR) and aiding in the formulation of containment and treatment strategies.
Collapse
Affiliation(s)
- Jing Yu
- Department of Laboratory Medicine, the Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
- Zhengzhou Key Laboratory for in vitro Diagnosis of Hypertensive Disorders of Pregnancy, Zhengzhou, Henan, 450052, People's Republic of China
| | - Yanzi Ding
- Department of Laboratory Medicine, the Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
- Zhengzhou Key Laboratory for in vitro Diagnosis of Hypertensive Disorders of Pregnancy, Zhengzhou, Henan, 450052, People's Republic of China
| | - Xue Zhang
- Department of Laboratory Medicine, the Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
- Zhengzhou Key Laboratory for in vitro Diagnosis of Hypertensive Disorders of Pregnancy, Zhengzhou, Henan, 450052, People's Republic of China
| | - Shuhong Tai
- Department of Laboratory Medicine, the Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
- Zhengzhou Key Laboratory for in vitro Diagnosis of Hypertensive Disorders of Pregnancy, Zhengzhou, Henan, 450052, People's Republic of China
| | - Chengwen Zhang
- Department of Laboratory Medicine, the Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
- Zhengzhou Key Laboratory for in vitro Diagnosis of Hypertensive Disorders of Pregnancy, Zhengzhou, Henan, 450052, People's Republic of China
| | - Cailin Liu
- Department of Laboratory Medicine, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
| | - Enwu Yuan
- Department of Laboratory Medicine, the Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
- Zhengzhou Key Laboratory for in vitro Diagnosis of Hypertensive Disorders of Pregnancy, Zhengzhou, Henan, 450052, People's Republic of China
| | - Yitao Duan
- Department of Laboratory Medicine, the Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, People's Republic of China
- Zhengzhou Key Laboratory for in vitro Diagnosis of Hypertensive Disorders of Pregnancy, Zhengzhou, Henan, 450052, People's Republic of China
| |
Collapse
|
4
|
Arif A, Ullah I, Zaman R, Khan AM. Phenotypic identification of different β-Lactamases in intrinsic and acquired colistin resistant uropathogenic gram negative bacteria. Pak J Med Sci 2024; 40:1122-1128. [PMID: 38952491 PMCID: PMC11190398 DOI: 10.12669/pjms.40.6.8516] [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: 08/01/2023] [Revised: 01/18/2024] [Accepted: 03/06/2024] [Indexed: 07/03/2024] Open
Abstract
Objective Identification of MBL, AmpC and ESBLs in colistin intrinsic and acquired resistant uropathogenic gram negative bacteria. Method Urine samples were collected from Hayatabad Medical Complex, Peshawar during 17 January to 30 June 2019. Collected urine samples were aseptically transported microbiology lab of Health Research Institution (HRI), National Institute of Health (NIH), Khyber Medical College, Peshawar and streaked on different media. Positive growth was identified by API-10s. Antibiotic sensitivity profile was done by Modified Kirby Bauer disc diffusion method. Detection of metallo βlactamases (MBL) production by Imipenem EDTA synergy test, Double Disc Synergy Test (DDST) for detection of ESBLs and D-test for the detection of inducible AmpC beta lactamases test was used. Colistin resistance was identified via broth micro dilution according to CLSI manual. Colistin resistant bacteria was divided in two categories; acquired and intrinsic resistant bacteria according to CLSI manual. Results Out of 2000 urine samples, 281(14%) gram-negative bacteria were isolated. Among positive samples, acquired colistin resistant bacteria were 241 and intrinsic resistant bacteria were 40 isolates. MBL was produce by twenty one (11.7%) E.coli and seventeen (40.5%) Pseudomonas aeruginosa. E. coli, Pseudomonas aeruginosa, Klebsiella Pneumoniae, Serratia Oderifora and Proteus Marblis were ESBLs producing bacteria. AmpC production was prevalent in fourteen (7.8%) E. coli and twelve (28.6%) Pseudomonas aeruginosa. Fifty-five samples showed resistance to colistin out of 241 samples. In colistin resistant bacteria, two E.coli were MBL, ESBLs, while one E.coli was ESBLs, AmpC co-producing bacteria. The most prevalent extended drug resistant bacteria were Pseudomonas aeruginosa (28.6%) and Escherichia coli (6.1%), While 155(86.6%) Escherichia coli, 25 (59.5%) Pseudomonas aeruginosa and 22 (95.7%) Serratia Oderifora was multi drug resistant bacteria. Conclusion Current study concluded that ESBL, MBL AmpC enzymes and their co-expression was observed with colistin resistance in E.coli and Pseudomonas aeruginosa.
Collapse
Affiliation(s)
- Ambreen Arif
- Ambreen Arif, Health Research Institute, NIH, Islamabad, Pakistan. Khyber Medical University Peshawar, Pakistan
| | - Ihasn Ullah
- Ihsan Ullah, Associate Professor, Khyber Medical University Peshawar, Pakistan
| | - Ronaq Zaman
- Ronaq Zaman, Assistant Professor, Kabir Medical College, Peshawar, Pakistan
| | | |
Collapse
|
5
|
Puljko A, Barišić I, Dekić Rozman S, Križanović S, Babić I, Jelić M, Maravić A, Udiković-Kolić N. Molecular epidemiology and mechanisms of carbapenem and colistin resistance in Klebsiella and other Enterobacterales from treated wastewater in Croatia. ENVIRONMENT INTERNATIONAL 2024; 185:108554. [PMID: 38479059 DOI: 10.1016/j.envint.2024.108554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 01/30/2024] [Accepted: 03/02/2024] [Indexed: 03/26/2024]
Abstract
Among the most problematic bacteria with clinical relevance are the carbapenem-resistant Enterobacterales (CRE), as there are very limited options for their treatment. Treated wastewater can be a route for the release of these bacteria into the environment and the population. The aim of this study was to isolate CRE from treated wastewater from the Zagreb wastewater treatment plant and to determine their phenotypic and genomic characteristics. A total of 200 suspected CRE were isolated, 148 of which were confirmed as Enterobacterales by MALDI-TOF MS. The predominant species was Klebsiella spp. (n = 47), followed by Citrobacter spp. (n = 40) and Enterobacter cloacae complex (cplx.) (n = 35). All 148 isolates were carbapenemase producers with a multidrug-resistant phenotype. Using multi-locus sequence typing and whole-genome sequencing (WGS), 18 different sequence types were identified among these isolates, 14 of which were associated with human-associated clones. The virulence gene analysis of the sequenced Klebsiella isolates (n = 7) revealed their potential pathogenicity. PCR and WGS showed that the most frequent carbapenemase genes in K. pneumoniae were blaOXA-48 and blaNDM-1, which frequently occurred together, while blaKPC-2 together with blaNDM-1 was mainly detected in K. oxytoca, E. cloacae cplx. and Citrobacter spp. Colistin resistance was observed in 40% of Klebsiella and 57% of Enterobacter isolates. Underlying mechanisms identified by WGS include known and potentially novel intrinsic mechanisms (point mutations in the pmrA/B, phoP/Q, mgrB and crrB genes) and acquired mechanisms (mcr-4.3 gene). The mcr-4.3 gene was identified for the first time in K. pneumoniae and is probably located on the conjugative IncHI1B plasmid. In addition, WGS analysis of 13 isolates revealed various virulence genes and resistance genes to other clinically relevant antibiotics as well as different plasmids possibly associated with carbapenemase genes. Our study demonstrates the important role that treated municipal wastewater plays in harboring and spreading enterobacterial pathogens that are resistant to last-resort antibiotics.
Collapse
Affiliation(s)
- Ana Puljko
- Division for Marine and Environmental Research, Ruđer Bošković Institute, Bijenička 54, P.O. Box 180, 10 002 Zagreb, Croatia
| | - Ivan Barišić
- Molecular Diagnostics, Austrian Institute of Technology, Giefinggasse 4, 1210 Vienna, Austria
| | - Svjetlana Dekić Rozman
- Division for Marine and Environmental Research, Ruđer Bošković Institute, Bijenička 54, P.O. Box 180, 10 002 Zagreb, Croatia
| | - Stela Križanović
- Division for Marine and Environmental Research, Ruđer Bošković Institute, Bijenička 54, P.O. Box 180, 10 002 Zagreb, Croatia
| | - Ivana Babić
- Division for Marine and Environmental Research, Ruđer Bošković Institute, Bijenička 54, P.O. Box 180, 10 002 Zagreb, Croatia
| | - Marko Jelić
- Department of Clinical Microbiology, University Hospital for Infectious Diseases, Mirogojska 8, 10 000 Zagreb, Croatia
| | - Ana Maravić
- Department of Biology, Faculty of Science, University of Split, Ruđera Boškovića 33, 21 000 Split, Croatia
| | - Nikolina Udiković-Kolić
- Division for Marine and Environmental Research, Ruđer Bošković Institute, Bijenička 54, P.O. Box 180, 10 002 Zagreb, Croatia.
| |
Collapse
|
6
|
Liu X, Wong MKL, Zhang D, Chan DCL, Chan OSK, Chan GPL, Shum MHH, Peng Y, Lai CKC, Cowling BJ, Zhang T, Fukuda K, Lam TTY, Tun HM. Longitudinal monitoring reveals the emergence and spread of bla GES-5-harboring carbapenem-resistant Klebsiella quasipneumoniae in a Hong Kong hospital wastewater discharge line. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 903:166255. [PMID: 37574056 DOI: 10.1016/j.scitotenv.2023.166255] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 08/10/2023] [Accepted: 08/10/2023] [Indexed: 08/15/2023]
Abstract
Testing hospital wastewater (HWW) is potentially an effective, long-term approach for monitoring trends in antimicrobial resistance (AMR) patterns in health care institutions. Over a year, we collected wastewater samples from the clinical and non-clinical sites of a tertiary hospital and from a downstream wastewater treatment plant (WWTP). We focused on the extent of carbapenem resistance among Enterobacteriaceae isolates given their clinical importance. Escherichia coli and Klebsiella spp. were the most frequently isolated Enterobacteriaceae species at all sampling sites. Additionally, a small number of isolates belonging to ESKAPE pathogens (Enterococcus faecium, Staphylococcus aureus, Klebsiella pneumoniae, Acinetobacter baumannii, Pseudomonas aeruginosa, and Enterobacter species), except K. pneumoniae, were detected. Of the 232 Klebsiella spp. isolates, 100 (43.1 %) were multi-drug resistant (MDR), with 46 being carbapenem-resistant. Most of these carbapenem-resistant isolates were K. quasipneumoniae (CRKQ) (n = 44). All CRKQ isolates were isolated from the wastewater of a clinical site that includes intensive care units, which also yielded significantly more multi-drug resistant isolates compared to all other sampling sites. Among the CRKQ isolates, blaGES-5 genes (n = 42) were the primary genetic determinant of carbapenem resistance. Notably, three different CRKQ isolates, collected within the same month in HWW and the influent and effluent flow of the WWTP, shared >99 % sequence similarity between their blaGES-5 genes and between their flanking regions and upstream integron-integrase region. The influent isolate was phylogenetically close to K. quasipnuemoniae isolates from wastewater collected in Japan. Its blaGES-5 gene and surrounding sequences were > 99 % identical to blaGES-24 genes found in the Japanese isolates. Our results suggest that testing samples from sites located closer to hospitals could support antibiotic stewardship programs compared to samples collected further downstream. Moreover, testing samples collected regularly from WWTPs may reflect the local and global spread of pathogens and their resistances.
Collapse
Affiliation(s)
- Xin Liu
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China; Microbiota-I Center (MagIC), Hong Kong, China; System Microbiology and Antimicrobial Resistance (SMART) Lab, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Matthew K L Wong
- Microbiota-I Center (MagIC), Hong Kong, China; System Microbiology and Antimicrobial Resistance (SMART) Lab, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Dengwei Zhang
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Darren C L Chan
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Olivia S K Chan
- System Microbiology and Antimicrobial Resistance (SMART) Lab, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China; School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Gary P L Chan
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Marcus Ho-Hin Shum
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China; Laboratory of Data Discovery for Health Limited, 19W Hong Kong Science & Technology Parks, Hong Kong, China
| | - Ye Peng
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China; Microbiota-I Center (MagIC), Hong Kong, China; System Microbiology and Antimicrobial Resistance (SMART) Lab, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Christopher K C Lai
- Department of Microbiology, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Benjamin J Cowling
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Tong Zhang
- Environmental Microbiome Engineering and Biotechnology Lab, Center for Environmental Engineering Research, Department of Civil Engineering, The University of Hong Kong, Hong Kong, China
| | - Keiji Fukuda
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Tommy Tsam-Yuk Lam
- School of Public Health, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China; Laboratory of Data Discovery for Health Limited, 19W Hong Kong Science & Technology Parks, Hong Kong, China
| | - Hein M Tun
- The Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China; Microbiota-I Center (MagIC), Hong Kong, China; System Microbiology and Antimicrobial Resistance (SMART) Lab, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China.
| |
Collapse
|