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Jian MJ, Lin TH, Chung HY, Chang CK, Perng CL, Chang FY, Shang HS. Artificial Intelligence-Clinical Decision Support System in Infectious Disease Control: Combatting Multidrug-Resistant Klebsiella pneumoniae with Machine Learning. Infect Drug Resist 2024; 17:2899-2912. [PMID: 39005853 PMCID: PMC11246630 DOI: 10.2147/idr.s470821] [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: 03/26/2024] [Accepted: 07/04/2024] [Indexed: 07/16/2024] Open
Abstract
Purpose The World Health Organization has identified Klebsiella pneumoniae (KP) as a significant threat to global public health. The rising threat of carbapenem-resistant Klebsiella pneumoniae (CRKP) leads to prolonged hospital stays and higher medical costs, necessitating faster diagnostic methods. Traditional antibiotic susceptibility testing (AST) methods demand at least 4 days, requiring 3 days on average for culturing and isolating the bacteria and identifying the species using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS), plus an extra day for interpreting AST results. This lengthy process makes traditional methods too slow for urgent clinical situations requiring rapid decision-making, potentially hindering prompt treatment decisions, especially for fast-spreading infections such as those caused by CRKP. This research leverages a cutting-edge diagnostic method that utilizes an artificial intelligence-clinical decision support system (AI-CDSS). It incorporates machine learning algorithms for the swift and precise detection of carbapenem-resistant and colistin-resistant strains. Patients and Methods We selected 4307 KP samples out of a total of 52,827 bacterial samples due to concerns about multi-drug resistance using MALDI-TOF MS and Vitek-2 systems for AST. It involved thorough data preprocessing, feature extraction, and machine learning model training fine-tuned with GridSearchCV and 5-fold cross-validation, resulting in high predictive accuracy, as demonstrated by the receiver operating characteristic and area under the curve (AUC) scores, laying the groundwork for our AI-CDSS. Results MALDI-TOF MS analysis revealed distinct intensity profiles differentiating CRKP and susceptible strains, as well as colistin-resistant Klebsiella pneumoniae (CoRKP) and susceptible strains. The Random Forest Classifier demonstrated superior discriminatory power, with an AUC of 0.96 for detecting CRKP and 0.98 for detecting CoRKP. Conclusion Integrating MALDI-TOF MS with machine learning in an AI-CDSS has greatly expedited the detection of KP resistance by approximately 1 day. This system offers timely guidance, potentially enhancing clinical decision-making and improving treatment outcomes for KP infections.
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Affiliation(s)
- Ming-Jr Jian
- Division of Clinical Pathology, Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan, Republic of China
| | - Tai-Han Lin
- Division of Clinical Pathology, Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan, Republic of China
| | - Hsing-Yi Chung
- Division of Clinical Pathology, Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan, Republic of China
- Graduate Institute of Medical Science, National Defense Medical Center, Taipei City, Taiwan, Republic of China
| | - Chih-Kai Chang
- Division of Clinical Pathology, Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan, Republic of China
| | - Cherng-Lih Perng
- Division of Clinical Pathology, Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan, Republic of China
| | - Feng-Yee Chang
- Division of Infectious Diseases and Tropical Medicine, Department of Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan, Republic of China
| | - Hung-Sheng Shang
- Division of Clinical Pathology, Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei City, Taiwan, Republic of China
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El Naggar NM, Shawky RM, Serry FME, Emara M. The Increased Prevalence of rmpA Gene in Klebsiella pneumoniae Isolates Coharboring blaNDM and blaOXA-48-like Genes. Microb Drug Resist 2024. [PMID: 38770796 DOI: 10.1089/mdr.2023.0296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2024] Open
Abstract
The emergence of carbapenemase-producing Klebsiella pneumoniae poses a substantial risk to public health. It is essential to comprehend the influence of carbapenemase on the virulence characteristics of K. pneumoniae in order to devise successful strategies for combating these infections. In this study, we explored the distribution disparity of virulence determinants between carbapenemase-producing (CP-Kp, n = 52) and carbapenemase-nonproducing (CN-Kp, n = 43) isolates. The presence of carbapenemases was detected via the modified carbapenem inactivation method and confirmed by PCR. The New Delhi metallo-β-lactamase (blaNDM) and Oxacillinase-48-like (blaOXA-48-like) genes were the most prevalent (94.23% and 76.92%, respectively) in CP-Kp isolates. Coexistence of blaNDM and blaOXA-48-like was observed in 71.15% of isolates, whereas 5.77% coharbored blaNDM and blaKPC. PCR analysis revealed the presence of several virulence genes, including adhesins (fimH, 92.63%, mrkD, 97.89%), capsule-associated virulence (uge, 90.53%), the K2 capsule serotype (k2, 6.32%), the iron acquisition system (kfu, 23.16%), and the regulator of mucoid phenotype (rmpA, 28.42%). A significantly higher prevalence of rmpA was detected in the CP-Kp compared with the CN-Kp (24/52 vs. 3/43, p < 0.0001), indicating a potential association between rmpA and carbapenemase acquisition. In addition, the majority of rmpA (22/24) positive isolates in the CP-Kp isolates coharbored blaNDM and either blaOXA-48-like or blaKPC.
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Affiliation(s)
- Nora M El Naggar
- Department of Microbiology and Immunology, Faculty of Pharmacy, Helwan University, Cairo, Egypt
| | - Riham M Shawky
- Department of Microbiology and Immunology, Faculty of Pharmacy, Helwan University, Cairo, Egypt
| | - Fathy M E Serry
- Department of Pharmaceutical Microbiology, Faculty of Pharmacy, Zagazig University, Zagazig, Egypt
| | - Mohamed Emara
- Department of Microbiology and Immunology, Faculty of Pharmacy, Helwan University, Cairo, Egypt
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3
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Marais G, Moodley C, Claassen-Weitz S, Patel F, Prentice E, Tootla H, Nyakutira N, Lennard K, Reddy K, Bamford C, Niehaus A, Whitelaw A, Brink A. Carbapenem-resistant Klebsiella pneumoniae among hospitalized patients in Cape Town, South Africa: molecular epidemiology and characterization. JAC Antimicrob Resist 2024; 6:dlae050. [PMID: 38529003 PMCID: PMC10963078 DOI: 10.1093/jacamr/dlae050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 03/03/2024] [Indexed: 03/27/2024] Open
Abstract
Background The molecular epidemiology of carbapenem-resistant Enterobacterales in Cape Town remains largely unknown. Objectives This study aimed to describe the molecular epidemiology, resistome, virulome and mobilome of carbapenem-resistant Klebsiella pneumoniae (CRKP) within Cape Town to guide therapy, antimicrobial stewardship and infection prevention and control practices. Methods Eighty-five CRKP isolates from hospitalized patients underwent WGS as part of a prospective, multicentre, cross-sectional study, conducted between 1 November 2020 and 30 November 2022, across public-sector and private-sector hospitals in Cape Town, South Africa. Results MLST revealed three novel types, ST6785, ST6786 and ST6787, while the most common were ST219, ST307, ST17, ST13 and ST2497. Different predominant clones were noted in each hospital. The most common carbapenemase gene was blaOXA-48-like, detected in 71% of isolates, with blaNDM detected in 5%. Notably, co-detection of two carbapenemase genes (blaOXA-48-like and blaNDM) occurred in 13% of isolates. The yersiniabactin siderophore was detected in 73% of isolates, and was most commonly associated with the ICEKp5 mobile element. All carbapenemases were located on plasmids. The genes blaOXA-181 and blaOXA-232 colocalized with a ColKP3 replicon type on assembled contigs in 83% and 100% of cases, respectively. Conclusions CRKP epidemiology in Cape Town reflects institutionally dominant, rather than regional, clones. The most prevalent carbapenemase gene was blaOXA-48-like, in keeping with CRKP epidemiology in South Africa in general. Emerging clones harbouring both blaOXA-48-like and blaNDM, such as ST17, ST2497 and the novel ST6787, are a concern due to the limited availability of appropriate antimicrobial agents in South Africa.
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Affiliation(s)
- Gert Marais
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
- National Health Laboratory Service Laboratory, Groote Schuur Hospital, Cape Town, Western Cape, South Africa
| | - Clinton Moodley
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
- National Health Laboratory Service Laboratory, Groote Schuur Hospital, Cape Town, Western Cape, South Africa
| | - Shantelle Claassen-Weitz
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Fadheela Patel
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Elizabeth Prentice
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
- National Health Laboratory Service Laboratory, Groote Schuur Hospital, Cape Town, Western Cape, South Africa
| | - Hafsah Tootla
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
- Medical Microbiology, National Health Laboratory Service, Red Cross War Memorial Children’s Hospital, Cape Town, South Africa
| | - Nyasha Nyakutira
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Katie Lennard
- Division of Computational Biology, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Kessendri Reddy
- Division of Medical Microbiology, Stellenbosch University, Cape Town, Western Cape, South Africa
- National Health Laboratory Service, Tygerberg Hospital, Cape Town, Western Cape, South Africa
| | - Colleen Bamford
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
- Division of Medical Microbiology, Pathcare, Cape Town, South Africa
| | - Abraham Niehaus
- Division of Medical Microbiology, Ampath, Cape Town, South Africa
| | - Andrew Whitelaw
- Division of Medical Microbiology, Stellenbosch University, Cape Town, Western Cape, South Africa
- National Health Laboratory Service, Tygerberg Hospital, Cape Town, Western Cape, South Africa
| | - Adrian Brink
- Division of Medical Microbiology, University of Cape Town, Cape Town, Western Cape, South Africa
- National Health Laboratory Service Laboratory, Groote Schuur Hospital, Cape Town, Western Cape, South Africa
- Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, Western Cape, South Africa
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4
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Nozick SH, Ozer EA, Medernach R, Kochan TJ, Kumar R, Mills JO, Wunderlink RG, Qi C, Hauser AR. Phenotypes of a Pseudomonas aeruginosa hypermutator lineage that emerged during prolonged mechanical ventilation in a patient without cystic fibrosis. mSystems 2024; 9:e0048423. [PMID: 38132670 PMCID: PMC10804958 DOI: 10.1128/msystems.00484-23] [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: 05/19/2023] [Accepted: 11/13/2023] [Indexed: 12/23/2023] Open
Abstract
Hypermutator lineages of Pseudomonas aeruginosa arise frequently during the years of airway infection experienced by patients with cystic fibrosis and bronchiectasis but are rare in the absence of chronic infection and structural lung disease. Since the onset of the COVID-19 pandemic, large numbers of patients have remained mechanically ventilated for extended periods of time. These patients are prone to acquire bacterial pathogens that persist for many weeks and have the opportunity to evolve within the pulmonary environment. However, little is known about what types of adaptations occur in these bacteria and whether these adaptations mimic those observed in chronic infections. We describe a COVID-19 patient with a secondary P. aeruginosa lung infection in whom the causative bacterium persisted for >50 days. Over the course of this infection, a hypermutator lineage of P. aeruginosa emerged and co-existed with a non-hypermutator lineage. Compared to the parental lineage, the hypermutator lineage evolved to be less cytotoxic and less virulent. Genomic analyses of the hypermutator lineage identified numerous mutations, including in the mismatch repair gene mutL and other genes frequently mutated in individuals with cystic fibrosis. Together, these findings demonstrate that hypermutator lineages can emerge when P. aeruginosa persists following acute infections such as ventilator-associated pneumonia and that these lineages have the potential to affect patient outcomes.IMPORTANCEPseudomonas aeruginosa may evolve to accumulate large numbers of mutations in the context of chronic infections such as those that occur in individuals with cystic fibrosis. However, these "hypermutator" lineages are rare following acute infections. Here, we describe a non-cystic fibrosis patient with COVID-19 pneumonia who remained mechanically ventilated for months. The patient became infected with a strain of P. aeruginosa that evolved to become a hypermutator. We demonstrate that hypermutation led to changes in cytotoxicity and virulence. These findings are important because they demonstrate that P. aeruginosa hypermutators can emerge following acute infections and that they have the potential to affect patient outcomes in this setting.
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Affiliation(s)
- Sophia H. Nozick
- Department of Microbiology-Immunology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Egon A. Ozer
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Pathogen Genomics and Microbial Evolution, Robert J. Havey Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Rachel Medernach
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Travis J. Kochan
- Department of Microbiology-Immunology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Rebecca Kumar
- />Department of Medicine, Division of Infectious Diseases, Georgetown University, Washington, DC, USA
| | - Jori O. Mills
- Department of Microbiology-Immunology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Richard G. Wunderlink
- Department of Medicine, Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Chao Qi
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Alan R. Hauser
- Department of Microbiology-Immunology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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5
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Kochan TJ, Nozick SH, Valdes A, Mitra SD, Cheung BH, Lebrun-Corbin M, Medernach RL, Vessely MB, Mills JO, Axline CMR, Nelson JA, VanGosen EM, Ward TJ, Ozer EA, van Duin D, Chen L, Kreiswirth BN, Long SW, Musser JM, Bulman ZP, Wunderink RG, Hauser AR. Klebsiella pneumoniae clinical isolates with features of both multidrug-resistance and hypervirulence have unexpectedly low virulence. Nat Commun 2023; 14:7962. [PMID: 38042959 PMCID: PMC10693551 DOI: 10.1038/s41467-023-43802-1] [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: 07/07/2023] [Accepted: 11/21/2023] [Indexed: 12/04/2023] Open
Abstract
Klebsiella pneumoniae has been classified into two types, classical K. pneumoniae (cKP) and hypervirulent K. pneumoniae (hvKP). cKP isolates are highly diverse and important causes of nosocomial infections; they include globally disseminated antibiotic-resistant clones. hvKP isolates are sensitive to most antibiotics but are highly virulent, causing community-acquired infections in healthy individuals. The virulence phenotype of hvKP is associated with pathogenicity loci responsible for siderophore and hypermucoid capsule production. Recently, convergent strains of K. pneumoniae, which possess features of both cKP and hvKP, have emerged and are cause of much concern. Here, we screen the genomes of 2,608 multidrug-resistant K. pneumoniae isolates from the United States and identify 47 convergent isolates. We perform phenotypic and genomic characterization of 12 representative isolates. These 12 convergent isolates contain a variety of antimicrobial resistance plasmids and virulence plasmids. Most convergent isolates contain aerobactin biosynthesis genes and produce more siderophores than cKP isolates but not more capsule. Unexpectedly, only 1 of the 12 tested convergent isolates has a level of virulence consistent with hvKP isolates in a murine pneumonia model. These findings suggest that additional studies should be performed to clarify whether convergent strains are indeed more virulent than cKP in mouse and human infections.
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Affiliation(s)
- Travis J Kochan
- Laboratory of Respiratory and Special Pathogens, Division of Bacterial, Parasitic, and Allergenic Products, Office of Vaccines Research and Review, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA.
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
| | - Sophia H Nozick
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Aliki Valdes
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Sumitra D Mitra
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Bettina H Cheung
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Marine Lebrun-Corbin
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Rachel L Medernach
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Madeleine B Vessely
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Jori O Mills
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Christopher M R Axline
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Julia A Nelson
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Ethan M VanGosen
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Timothy J Ward
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Egon A Ozer
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - David van Duin
- Division of Infectious Diseases, University of North Carolina, Chapel Hill, NC, USA
| | - Liang Chen
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, NJ, USA
| | - Barry N Kreiswirth
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, NJ, USA
| | - S Wesley Long
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital Research Institute, Houston, TX, USA
| | - James M Musser
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital Research Institute, Houston, TX, USA
| | - Zackery P Bulman
- College of Pharmacy, University of Illinois at Chicago, Chicago, IL, USA
| | - Richard G Wunderink
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Simpson Querrey Institute for Epigenetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Alan R Hauser
- Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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6
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Kling K, Osborn R, Menon A, Williams J, Cardew R, Al-Heeti O, Santoiemma P, Angarone M, Gatesy S, Kochan T, Zembower T, Krueger K, Ozer EA, Qi C. A cluster of six respiratory cultures positive for Mycobacterium xenopi -Clinical characteristics and genomic characterization. J Clin Tuberc Other Mycobact Dis 2023; 33:100397. [PMID: 37727871 PMCID: PMC10505978 DOI: 10.1016/j.jctube.2023.100397] [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] [Indexed: 09/21/2023] Open
Abstract
Mycobacterium xenopi is a slow growing non-tuberculous mycobacterium (NTM) isolated from water systems and has been associated with pseudo-outbreaks and pulmonary infections in humans. We observed a cluster of six respiratory cultures positive for M. xenopi within a six-month period at our institution, approximately double our normal isolation rate of this organism. Only three of the six cases met clinical, radiographic, and microbiologic criteria for NTM infection. An investigation led by our hospital's Healthcare Epidemiology and Infection Program found no epidemiologic link between the six patients. Three isolates underwent whole-genome sequencing (WGS) and phylogenetic analysis confirmed they were non-clonal. In vitro susceptibility data found the isolates were sensitive to macrolides, moxifloxacin, and rifabutin. Our findings suggest that isolation of M. xenopi from pulmonary specimens may be increasing, further defines the genomic population structure of this potentially emerging infection, and establishes WGS as a useful tool for outbreak investigation strain typing.
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Affiliation(s)
- Kendall Kling
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Rebecca Osborn
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Adil Menon
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Janna Williams
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Ryan Cardew
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Omar Al-Heeti
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Phillip Santoiemma
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Michael Angarone
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Samuel Gatesy
- Department of Microbiology and Immunology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Travis Kochan
- Department of Microbiology and Immunology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Teresa Zembower
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Karen Krueger
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Egon A. Ozer
- Department of Medicine, Division of Infectious Diseases, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Microbiology and Immunology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Center for Pathogen Genomics and Microbial Evolution, Havey Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Chao Qi
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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7
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Gong G, Chen Q, Luo J, Wang Y, Li X, Zhang F, Zhang Z, Cheng J, Xiong X, Hu R, Zhou Y. Characteristics of a ceftadine/avibatam resistance KPC-33-producing Klebsiella Pneumoniae strain with capsular serotype K19 belonging to ST15. J Glob Antimicrob Resist 2023; 35:159-162. [PMID: 37751846 DOI: 10.1016/j.jgar.2023.09.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 09/13/2023] [Accepted: 09/16/2023] [Indexed: 09/28/2023] Open
Abstract
OBJECTIVES The aim of this study was to characterize the blaKPC-33 in a ST15-K19 ceftazidime-avibactam (CAZ-AVI)-resistant Klebsiella pneumoniae strain after the antibiotic CAZ-AVI was approved for use in Wuxi No. 2 People's Hospital, China. METHODS Antimicrobial susceptibility testing was performed by the microdilution broth method. Whole genome sequencing (WGS) was performed using PacBio II and MiSeq sequencers. High-quality reads were assembled using the SOAPdenovo and GapCloser v1.12, and genome annotation was performed using the NCBI Prokaryotic Genome Annotation Pipeline (PGAP). Genomic characteristics were analysed by using bioinformatics methods. RESULTS K. pneumoniae strain KPHRJ showed resistance to CAZ-AVI. WGS analysis showed that strain KPHRJ had one 5 536 506 bp chromosome (57.25% G+C content) and one plasmid (133 451 bp, G+C 54.29%). KPHRJ was classified as ST15 and K19 serotype. Resistome analysis showed that KPHRJ carries seven antimicrobial resistance genes (ARGs). WGS analysis and conjugation experiments demonstrated that the blaKPC-33 gene was carried by plasmid pKPHRJ, flanked by two copies of IS26 mobile elements (IS26-ISKpn27-blaKPC-33-ISKpn6-korC-TnAs1-tetR-tetA-Tn3-IS26). Besides these acquired resistance genes, mutations in porin protein-coding genes, such as OmpK36 and OmpK37, which may reduce susceptibility to the CAZ-AVI, were also identified from the genome. CONCLUSION Here, we present the WGS of a CAZ-AVI resistant K. pneumoniae isolate, strain KPHRJ, with capsular serotype K19 and belonging to ST15. CAZ-AVI resistance is likely conferred by a KPC-2 variant, blaKPC-33 and mutations in porin-coding genes. We speculate that the approval of the CAZ-AVI in hospital could contribute to the emergence of these genomic features by providing a selective pressure leading to the emergence of CAZ-AVI resistant bacteria.
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Affiliation(s)
- Guozhong Gong
- Department of Clinical Laboratory, Suining First People's Hospital, Suining, China
| | - Qiao Chen
- Department of Pathogen Biology, School of Basic Medicine, Public Center of Experimental Technology of Pathogen Biology Technology Platform, Southwest Medical University, Luzhou, China
| | - Jinjing Luo
- Department of Pathogen Biology, School of Basic Medicine, Public Center of Experimental Technology of Pathogen Biology Technology Platform, Southwest Medical University, Luzhou, China
| | - Ying Wang
- Department of Pathogen Biology, School of Basic Medicine, Public Center of Experimental Technology of Pathogen Biology Technology Platform, Southwest Medical University, Luzhou, China
| | - Xingming Li
- The First People's Hospital of Neijiang, Neijiang, China
| | - Feiyang Zhang
- Department of Pathogen Biology, School of Basic Medicine, Public Center of Experimental Technology of Pathogen Biology Technology Platform, Southwest Medical University, Luzhou, China
| | - Zhikun Zhang
- Department of Pathogen Biology, School of Basic Medicine, Public Center of Experimental Technology of Pathogen Biology Technology Platform, Southwest Medical University, Luzhou, China
| | - Jialiang Cheng
- Department of Clinical Laboratory, Suining First People's Hospital, Suining, China
| | - Xia Xiong
- Department of Pathogen Biology, School of Basic Medicine, Public Center of Experimental Technology of Pathogen Biology Technology Platform, Southwest Medical University, Luzhou, China
| | - Renjing Hu
- Department of Laboratory Medicine, Jiangnan University Medical Center, Wuxi, China.
| | - Yingshun Zhou
- Department of Pathogen Biology, School of Basic Medicine, Public Center of Experimental Technology of Pathogen Biology Technology Platform, Southwest Medical University, Luzhou, China.
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8
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Cheung BH, Alisoltani A, Kochan TJ, Lebrun-Corbin M, Nozick SH, Axline CMR, Bachta KER, Ozer EA, Hauser AR. Genome-wide screens reveal shared and strain-specific genes that facilitate enteric colonization by Klebsiella pneumoniae. mBio 2023; 14:e0212823. [PMID: 37877703 PMCID: PMC10746194 DOI: 10.1128/mbio.02128-23] [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: 08/30/2023] [Accepted: 09/12/2023] [Indexed: 10/26/2023] Open
Abstract
Gastrointestinal (GI) colonization by Klebsiella pneumoniae is a risk factor for subsequent infection as well as transmission to other patients. Additionally, colonization is achieved by many strain types that exhibit high diversity in genetic content. Thus, we aimed to study strain-specific requirements for K. pneumoniae GI colonization by applying transposon insertion sequencing to three classical clinical strains: a carbapenem-resistant strain, an extended-spectrum beta-lactamase-producing strain, and a non-epidemic antibiotic-susceptible strain. The transposon insertion libraries were screened in a murine model of GI colonization. At 3 days post-inoculation, 27 genes were required by all three strains for colonization. Isogenic deletion mutants for three genes/operons (acrA, carAB, and tatABCD) confirmed colonization defects in each of the three strains. Additionally, deletion of acrA reduced bile tolerance in vitro, while complementation restored both bile tolerance in vitro and colonization ability in vivo. Transposon insertion sequencing suggested that some genes were more important for the colonization of one strain than the others. For example, deletion of the sucrose porin-encoding gene scrY resulted in a colonization defect in the carbapenemase-producing strain but not in the extended-spectrum beta-lactamase producer or the antibiotic-susceptible strain. These findings demonstrate that classical K. pneumoniae strains use both shared and strain-specific strategies to colonize the mouse GI tract. IMPORTANCE Klebsiella pneumoniae is a common cause of difficult-to-treat infections due to its propensity to express resistance to many antibiotics. For example, carbapenem-resistant K. pneumoniae has been named an urgent threat by the United States Centers for Disease Control and Prevention. Gastrointestinal colonization in patients with K. pneumoniae has been linked to subsequent infection, making it a key process to control in the prevention of multidrug-resistant infections. However, the bacterial factors which contribute to K. pneumoniae colonization are not well understood. Additionally, individual strains exhibit large amounts of genetic diversity, begging the question of whether some colonization factors are strain dependent. This study identifies the enteric colonization factors of three classical strains using transposon mutant screens to define a core colonization program for K. pneumoniae as well as detecting strain-to-strain differences in colonization strategies.
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Affiliation(s)
- Bettina H. Cheung
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Arghavan Alisoltani
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Pathogen Genomics and Microbial Evolution, Havey Institute for Global Health, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Travis J. Kochan
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Marine Lebrun-Corbin
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Sophia H. Nozick
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Christopher M. R. Axline
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Kelly E. R. Bachta
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Egon A. Ozer
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
- Center for Pathogen Genomics and Microbial Evolution, Havey Institute for Global Health, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Alan R. Hauser
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
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9
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Cheung BH, Alisoltani A, Kochan TJ, Lebrun-Corbin M, Nozick SH, Axline CMR, Bachta KER, Ozer EA, Hauser AR. Genome-wide screens reveal shared and strain-specific genes that facilitate enteric colonization by Klebsiella pneumoniae. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.08.30.555643. [PMID: 37693543 PMCID: PMC10491162 DOI: 10.1101/2023.08.30.555643] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
Gastrointestinal (GI) colonization by Klebsiella pneumoniae is a risk factor for subsequent infection as well as transmission to other patients. Additionally, colonization is achieved by many strain types that exhibit high diversity in genetic content. Thus, we aimed to study strain-specific requirements for K. pneumoniae GI colonization by applying transposon insertion sequencing to three classical clinical strains: a carbapenem-resistant strain, an extended-spectrum beta-lactamase producing strain, and a non-epidemic antibiotic-susceptible strain. The transposon insertion libraries were screened in a murine model of GI colonization. At three days post-inoculation, 27 genes were required by all three strains for colonization. Isogenic deletion mutants for three genes/operons (acrA, carAB, tatABCD) confirmed colonization defects in each of the three strains. Additionally, deletion of acrA reduced bile tolerance in vitro, while complementation restored both bile tolerance in vitro and colonization ability in vivo. Transposon insertion sequencing suggested that some genes were more important for colonization of one strain than the others. For example, deletion of the sucrose porin-encoding gene scrY resulted in a colonization defect in the carbapenemase-producing strain but not in the extended-spectrum beta-lactamase producer or the antibiotic-susceptible strain. These findings demonstrate that classical K. pneumoniae strains use both shared and strain-specific strategies to colonize the mouse GI tract. IMPORTANCE Klebsiella pneumoniae is a common cause of difficult-to-treat infections due to its propensity to express resistance to many antibiotics. For example, carbapenem-resistant K. pneumoniae (CR-Kp) has been named an urgent threat by the United States Centers for Disease Control and Prevention. Gastrointestinal colonization of patients with K. pneumoniae has been linked to subsequent infection, making it a key process to control in prevention of multidrug-resistant infections. However, the bacterial factors which contribute to K. pneumoniae colonization are not well understood. Additionally, individual strains exhibit large amounts of genetic diversity, begging the question of whether some colonization factors are strain-dependent. This study identifies the enteric colonization factors of 3 classical strains using transposon mutant screens to define a core colonization program for K. pneumoniae as well as detecting strain-to-strain differences in colonization strategies.
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Affiliation(s)
- Bettina H Cheung
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Arghavan Alisoltani
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
- Center for Pathogen Genomics and Microbial Evolution, Havey Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Travis J Kochan
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Marine Lebrun-Corbin
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Sophia H Nozick
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Christopher MR Axline
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Kelly ER Bachta
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Egon A Ozer
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
- Center for Pathogen Genomics and Microbial Evolution, Havey Institute for Global Health, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Alan R Hauser
- Department of Microbiology-Immunology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
- Division of Infectious Diseases, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
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10
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Xu J, Yuan Y, Wang B, Zhang Q, Wang J, Wang S, Li Y, Yan W. Microbiological Analysis and Mortality Risk Factors in Patients with Polymicrobial Bloodstream Infections. Infect Drug Resist 2023; 16:3917-3927. [PMID: 37361937 PMCID: PMC10290474 DOI: 10.2147/idr.s412669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 06/12/2023] [Indexed: 06/28/2023] Open
Abstract
Purpose To study the etiological characteristics and risk factors affecting the prognosis of patients with polymicrobial bloodstream infections. Patients and Methods Overall, 141 patients with polymicrobial bloodstream infections in Henan Provincial People's Hospital during 2021 were included. Laboratory test indexes, department of admission, sex, age, intensive care unit (ICU) admission, surgical history, and central venous catheter placement were collected. Patients were divided into surviving and deceased groups based on outcomes at discharge. Mortality risk factors were identified by univariate and multivariable analyses. Results Seventy-two of 141 patients survived. Patients were mainly from the ICU and the Departments of Hepatobiliary Surgery and Hematology. Overall, 312 microbial strains were detected: 119 gram-positive, 152 gram-negative, and 13 anaerobic bacteria and 28 fungi. Among the gram-positive bacteria, coagulase-negative staphylococci were most frequent (44/119, 37%), followed by enterococci (35/119, 29.4%). Among coagulase-negative staphylococci, methicillin-resistant coagulase-negative staphylococci incidence was 75% (33/44). Among gram-negative bacteria, Klebsiella pneumoniae was most common (45/152, 29.6%), followed by Escherichia coli (25/152, 16.4%) and Pseudomonas aeruginosa (13/152, 8.6%). Among K. pneumoniae, the incidence of carbapenem-resistant (CR) K. pneumoniae was 45.7% (21/45). On univariate analysis, mortality risk factors included increased white blood cells and C-reactive protein, decreased total protein and albumin, CR strains, ICU admission, central venous catheter, multiple organ failure, sepsis, shock, pulmonary diseases, respiratory failure, central nervous system diseases, cardiovascular diseases, hypoproteinemia, and electrolyte disturbances (P < 0.05). Multivariable analysis showed that ICU admission, shock, electrolyte disorders, and central nervous system diseases were independent mortality risk factors. The survival curve shows that the survival rate of patients with polymicrobial CR bloodstream infections was lower than that of patients with polymicrobial non-CR bloodstream infections (P=0.029). Conclusion Patients with polymicrobial bloodstream infections are typically critically ill and harbor multidrug-resistant bacteria. Thus, to minimize mortality rate in critically ill patients, changes in infectious flora should be monitored, antibiotics selected reasonably, and invasive procedures reduced.
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Affiliation(s)
- Junhong Xu
- Department of Clinical Laboratory, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, and People’s Hospital of Henan University, Zhengzhou, Henan, 450003, People’s Republic of China
| | - Youhua Yuan
- Department of Clinical Laboratory, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, and People’s Hospital of Henan University, Zhengzhou, Henan, 450003, People’s Republic of China
| | - Baoya Wang
- Department of Clinical Laboratory, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, and People’s Hospital of Henan University, Zhengzhou, Henan, 450003, People’s Republic of China
| | - Qi Zhang
- Department of Clinical Laboratory, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, and People’s Hospital of Henan University, Zhengzhou, Henan, 450003, People’s Republic of China
| | - Jing Wang
- Xinyang Third People’s Hospital, Xinyang, Henan, 464000, People’s Republic of China
| | - Shanmei Wang
- Department of Clinical Laboratory, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, and People’s Hospital of Henan University, Zhengzhou, Henan, 450003, People’s Republic of China
| | - Yi Li
- Department of Clinical Laboratory, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, and People’s Hospital of Henan University, Zhengzhou, Henan, 450003, People’s Republic of China
| | - Wenjuan Yan
- Department of Clinical Laboratory, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, and People’s Hospital of Henan University, Zhengzhou, Henan, 450003, People’s Republic of China
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11
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Wang S, Wang L, Jin J, Li G, Shao H, Song Y, Sun Y, Zhang Y, Cheng J, Li L. Genomic Epidemiology and Characterization of Carbapenem-Resistant Klebsiella pneumoniae in ICU Inpatients in Henan Province, China: a Multicenter Cross-Sectional Study. Microbiol Spectr 2023; 11:e0419722. [PMID: 37212684 PMCID: PMC10269698 DOI: 10.1128/spectrum.04197-22] [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: 10/14/2022] [Accepted: 04/19/2023] [Indexed: 05/23/2023] Open
Abstract
Carbapenem-resistant Klebsiella pneumoniae (CRKP) has disseminated globally and is difficult to treat, causing increased morbidity and mortality rates in critically ill patients. We conducted a multicenter cross-sectional study of intensive care unit (ICU) inpatients in 78 hospitals to investigate the prevalence and molecular characteristics of CRKP in Henan Province, China, a hyperepidemic region. A total of 327 isolates were collected and downsampled to 189 for whole-genome sequencing. Molecular typing revealed that sequence type 11 (ST11) of clonal group 258 (CG258) was predominant (88.9%, n = 168), followed by ST2237 (5.8%, n = 11) and ST15 (2.6%, n = 5). We used core genome multilocus sequence typing (cgMLST) to further classified the population into 13 subtypes. Capsule polysaccharide (K-antigen) and lipopolysaccharide (LPS; O-antigen) typing revealed that K64 (48.1%, n = 91) and O2a (49.2%, n = 93) were the most common. We studied isolates collected from both the airway and the gut of the same patients and showed that intestinal carriage was associated with respiratory colonization (odds ratio = 10.80, P < 0.0001). Most isolates (95.2%, n = 180) showed multiple drug resistance (MDR), while 59.8% (n = 113) exhibited extensive drug resistance (XDR), and all isolates harbored either blaKPC-2 (98.9%, n = 187) or blaCTX-M and blaSHV extended-spectrum beta-lactamases (ESBLs) (75.7%, n = 143). However, most were susceptible to ceftazidime-avibactam (CZA) (94.7%, n = 179) and colistin (97.9%, n = 185). We found mgrB truncations in isolates conferring resistance to colistin and mutations in blaSHV and OmpK35 and OmpK36 osmoporins in CZA-resistant isolates. Using a regularized regression model, we found that the aerobactin sequence type and the salmochelin sequence type, among others, were predictors of the hypermucoviscosity phenotype. IMPORTANCE In this study, we address the ongoing epidemic of carbapenem-resistant Klebsiella pneumoniae, a critical threat to public health. The alarming genotypic and phenotypic convergence of multidrug resistance and virulence highlights the increasingly aggravated threat posed by K. pneumoniae. This calls for a combined effort of physicians and scientists to study the potential mechanisms and establish guidelines for antimicrobial therapies and interventions. To this end, we have conducted a genomic epidemiology and characterization study using isolates collected in a coordinated effort of multiple hospitals. Innovative biological discoveries of clinical importance are made and brought to the attention of clinical researchers and practitioners. This study presents an important advance in the application of genomics and statistics to recognize, understand, and control an infectious disease of concern.
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Affiliation(s)
- Shanmei Wang
- Department of Clinical Microbiology, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Henan University People's Hospital, Zhengzhou, Henan, China
| | - Lei Wang
- Department of Bioinformatics Research, Genskey Co., Ltd., Beijing, China
| | - Jing Jin
- Department of Pathogen Biology and Immunology, Henan Medical College, Zhengzhou, Henan, China
| | - Gang Li
- Department of Clinical Microbiology, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Henan University People's Hospital, Zhengzhou, Henan, China
| | - Huanzhang Shao
- Department of Critical Care Medicine, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Henan University People's Hospital, Zhengzhou, Henan, China
| | - Yang Song
- Department of Bioinformatics Research, Genskey Co., Ltd., Beijing, China
| | - Yuanzheng Sun
- Clinical Laboratory, Yuzhou Jundu Hospital, Xuchang, Henan, China
| | - Yan Zhang
- Clinical Laboratory, Yima People’s Hospital, Sanmenxia, Henan, China
| | - Jianjian Cheng
- Department of Respiratory and Critical Care Medicine, Henan Provincial People's Hospital, Zhengzhou University People's Hospital, Henan University People's Hospital, Zhengzhou, Henan, China
| | - Lifeng Li
- Department of Bioinformatics Research, Genskey Co., Ltd., Beijing, China
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12
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Tseng CH, Huang YT, Mao YC, Lai CH, Yeh TK, Ho CM, Liu PY. Insight into the Mechanisms of Carbapenem Resistance in Klebsiella pneumoniae: A Study on IS26 Integrons, Beta-Lactamases, Porin Modifications, and Plasmidome Analysis. Antibiotics (Basel) 2023; 12:antibiotics12040749. [PMID: 37107111 PMCID: PMC10135210 DOI: 10.3390/antibiotics12040749] [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: 02/25/2023] [Revised: 04/03/2023] [Accepted: 04/12/2023] [Indexed: 04/29/2023] Open
Abstract
The emergence of carbapenem-resistant Klebsiella pneumoniae poses a significant threat to public health. In this study, we aimed to investigate the distribution and genetic diversity of plasmids carrying beta-lactamase resistance determinants in a collection of carbapenem-resistant K. pneumoniae blood isolates. Blood isolates of carbapenem-resistant K. pneumoniae bacteremia were collected and identified. Whole-genome sequencing, assembly and analysis were performed for the prediction of antimicrobial resistance determinants. Plasmidome analysis was also performed. Our plasmidome analysis revealed two major plasmid groups, IncFII/IncR and IncC, as key players in the dissemination of carbapenem resistance among carbapenem-resistant K. pneumoniae. Notably, plasmids within the same group exhibited conservation of encapsulated genes, suggesting that these plasmid groups may serve as conservative carriers of carbapenem-resistant determinants. Additionally, we investigated the evolution and expansion of IS26 integrons in carbapenem-resistant K. pneumoniae isolates using long-read sequencing. Our findings revealed the evolution and expansion of IS26 structure, which may have contributed to the development of carbapenem resistance in these strains. Our findings indicate that IncC group plasmids are associated with the endemic occurrence of carbapenem-resistant K. pneumoniae, highlighting the need for targeted interventions to control its spread. Although our study focuses on the endemic presence of carbapenem-resistant K. pneumoniae, it is important to note that carbapenem-resistant K. pneumoniae is indeed a global problem, with cases reported in multiple regions worldwide. Further research is necessary to better understand the factors driving the worldwide dissemination of carbapenem-resistant K. pneumoniae and to develop effective strategies for its prevention and control.
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Affiliation(s)
- Chien-Hao Tseng
- Division of Infectious Diseases, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung 40705, Taiwan
| | - Yao-Ting Huang
- Department of Computer Science and Information Engineering, National Chung Cheng University, Chia-Yi 62102, Taiwan
| | - Yan-Chiao Mao
- Division of Clinical Toxicology, Department of Emergency Medicine, Taichung Veterans General Hospital, Taichung 40705, Taiwan
- School of Medicine, National Defense Medical Center, Taipei 11490, Taiwan
- Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung 402, Taiwan
| | - Chung-Hsu Lai
- Division of Infectious Diseases, Department of Internal Medicine, E-Da Hospital, Kaohsiung 82445, Taiwan
- School of Medicine, College of Medicine, I-Shou University, Kaohsiung 82445, Taiwan
| | - Ting-Kuang Yeh
- Division of Infectious Diseases, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung 40705, Taiwan
- Genomic Center for Infectious Diseases, Taichung Veterans General Hospital, Taichung 40705, Taiwan
| | - Chung-Mei Ho
- Division of Infectious Diseases, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung 40705, Taiwan
| | - Po-Yu Liu
- Division of Infectious Diseases, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung 40705, Taiwan
- Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung 402, Taiwan
- Genomic Center for Infectious Diseases, Taichung Veterans General Hospital, Taichung 40705, Taiwan
- Rong Hsing Research Center for Translational Medicine, National Chung Hsing University, Taichung 402, Taiwan
- Ph.D. Program in Translational Medicine, National Chung Hsing University, Taichung 402, Taiwan
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13
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Lyu JW, Zhang XD, Tang JW, Zhao YH, Liu SL, Zhao Y, Zhang N, Wang D, Ye L, Chen XL, Wang L, Gu B. Rapid Prediction of Multidrug-Resistant Klebsiella pneumoniae through Deep Learning Analysis of SERS Spectra. Microbiol Spectr 2023; 11:e0412622. [PMID: 36877048 PMCID: PMC10100812 DOI: 10.1128/spectrum.04126-22] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Accepted: 01/20/2023] [Indexed: 03/07/2023] Open
Abstract
Klebsiella pneumoniae is listed by the WHO as a priority pathogen of extreme importance that can cause serious consequences in clinical settings. Due to its increasing multidrug resistance all over the world, K. pneumoniae has the potential to cause extremely difficult-to-treat infections. Therefore, rapid and accurate identification of multidrug-resistant K. pneumoniae in clinical diagnosis is important for its prevention and infection control. However, the limitations of conventional and molecular methods significantly hindered the timely diagnosis of the pathogen. As a label-free, noninvasive, and low-cost method, surface-enhanced Raman scattering (SERS) spectroscopy has been extensively studied for its application potentials in the diagnosis of microbial pathogens. In this study, we isolated and cultured 121 K. pneumoniae strains from clinical samples with different drug resistance profiles, which included polymyxin-resistant K. pneumoniae (PRKP; n = 21), carbapenem-resistant K. pneumoniae, (CRKP; n = 50), and carbapenem-sensitive K. pneumoniae (CSKP; n = 50). For each strain, a total of 64 SERS spectra were generated for the enhancement of data reproducibility, which were then computationally analyzed via the convolutional neural network (CNN). According to the results, the deep learning model CNN plus attention mechanism could achieve a prediction accuracy as high as 99.46%, with robustness score of 5-fold cross-validation at 98.87%. Taken together, our results confirmed the accuracy and robustness of SERS spectroscopy in the prediction of drug resistance of K. pneumoniae strains with the assistance of deep learning algorithms, which successfully discriminated and predicted PRKP, CRKP, and CSKP strains. IMPORTANCE This study focuses on the simultaneous discrimination and prediction of Klebsiella pneumoniae strains with carbapenem-sensitive, carbapenem-resistant, and polymyxin-resistant phenotypes. The implementation of CNN plus an attention mechanism makes the highest prediction accuracy at 99.46%, which confirms the diagnostic potential of the combination of SERS spectroscopy with the deep learning algorithm for antibacterial susceptibility testing in clinical settings.
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Affiliation(s)
- Jing-Wen Lyu
- Department of Laboratory Medicine, School of Medical Technology, Xuzhou Medical University, Xuzhou, Jiangsu Province, China
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
| | - Xue Di Zhang
- Department of Laboratory Medicine, School of Medical Technology, Xuzhou Medical University, Xuzhou, Jiangsu Province, China
- Laboratory Medicine, The Affiliated Xuzhou Infectious Diseases Hospital of Xuzhou Medical University, Xuzhou, Jiangsu Province, China
| | - Jia-Wei Tang
- Department of Intelligent Medical Engineering, School of Medical Informatics and Engineering, Xuzhou Medical University, Jiangsu Province, Xuzhou, China
| | - Yun-Hu Zhao
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
| | - Su-Ling Liu
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
| | - Yue Zhao
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
| | - Ni Zhang
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
| | - Dan Wang
- Laboratory Medicine, The Second Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu Province, China
| | - Long Ye
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
| | - Xiao-Li Chen
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
| | - Liang Wang
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
| | - Bing Gu
- Department of Laboratory Medicine, School of Medical Technology, Xuzhou Medical University, Xuzhou, Jiangsu Province, China
- Laboratory Medicine, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong Province, China
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14
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Rebold N, Lagnf AM, Alosaimy S, Holger DJ, Witucki P, Mannino A, Dierker M, Lucas K, Kunz Coyne AJ, El Ghali A, Caniff KE, Veve MP, Rybak MJ. Risk Factors for Carbapenem-Resistant Enterobacterales Clinical Treatment Failure. Microbiol Spectr 2023; 11:e0264722. [PMID: 36622246 PMCID: PMC9927167 DOI: 10.1128/spectrum.02647-22] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 11/29/2022] [Indexed: 01/10/2023] Open
Abstract
The Centers for Disease Control and Prevention (CDC) categorized carbapenem-resistant Enterobacterales (CRE) infections as an "urgent" health care threat requiring public attention and research. Certain patients with CRE infections may be at higher risk for poor clinical outcomes than others. Evidence on risk or protective factors for CRE infections are warranted in order to determine the most at-risk populations, especially with newer beta-lactam/beta-lactamase inhibitor (BL/BLI) antibiotics available to treat CRE. We aimed to identify specific variables involved in CRE treatment that are associated with clinical failure (either 30-day mortality, 30-day microbiologic recurrence, or clinical worsening/failure to improve throughout antibiotic treatment). We conducted a retrospective, observational cohort study of hospitalized patients with CRE infection sampled from 2010 to 2020 at two medical systems in Detroit, Michigan. Patients were included if they were ≥18 years old and culture positive for an organism in the Enterobacterales order causing clinical infection with in vitro resistance by Clinical and Laboratory Standards Institute (CLSI) breakpoints to at least one carbapenem. Overall, there were 140 confirmed CRE infections of which 39% had clinical failure. The most common infection sources were respiratory (38%), urinary (20%), intra-abdominal (16%), and primary bacteremia (14%). A multivariable logistic regression model was developed to identify statistically significant associated predictors with clinical failure, and they included Sequential Organ Failure Assessment (SOFA) score (adjusted odds ratio [aOR], 1.18; 95% confidence interval [CI], 1.06 to 1.32), chronic dialysis (aOR, 5.86; 95% CI, 1.51-22.7), and Klebsiella pneumoniae in index culture (aOR, 3.09; 95% CI, 1.28 to 7.47). Further research on CRE infections is needed to identify best practices to promote treatment success. IMPORTANCE This work compares carbapenem-resistant Enterobacterales (CRE) infections using patient, clinical, and treatment variables to understand which characteristics are associated with the highest risk of clinical failure. Knowing which risk factors are associated with CRE infection failure can provide clinicians better prognostic and targeted interventions. Research can also further investigate why certain risk factors cause more clinical failure and can help develop treatment strategies to mitigate associated risk factors.
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Affiliation(s)
- Nicholas Rebold
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Abdalhamid M. Lagnf
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Sara Alosaimy
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Dana J. Holger
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Paige Witucki
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Andrew Mannino
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Michelle Dierker
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Kristen Lucas
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Ashlan J. Kunz Coyne
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Amer El Ghali
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Kaylee E. Caniff
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
| | - Michael P. Veve
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Department of Pharmacy, Henry Ford Hospital, Henry Ford Health System, Detroit, Michigan, USA
| | - Michael J. Rybak
- College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Anti-Infective Research Laboratory, Department of Pharmacy Practice, College of Pharmacy and Health Sciences, Wayne State University, Detroit, Michigan, USA
- Detroit Receiving Hospital, Detroit Medical Center, Detroit, Michigan, USA
- School of Medicine, Wayne State University, Detroit, Michigan, USA
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15
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Wang Q, Chen M, Ou Q, Zheng L, Chen X, Mao G, Fang J, Jin D, Tang X. Carbapenem-resistant hypermucoviscous Klebsiella pneumoniae clinical isolates from a tertiary hospital in China: Antimicrobial susceptibility, resistance phenotype, epidemiological characteristics, microbial virulence, and risk factors. Front Cell Infect Microbiol 2022; 12:1083009. [PMID: 36619764 PMCID: PMC9811262 DOI: 10.3389/fcimb.2022.1083009] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 12/06/2022] [Indexed: 12/24/2022] Open
Abstract
Hypervirulent and multidrug-resistant Klebsiella pneumoniae poses a significant threat to public health. We aimed to determine the common carbapenemase genotypes and the carriage patterns, main antibiotic resistance mechanisms, and in vitro susceptibility of clinical isolates of carbapenem-resistant K. pneumoniae (CRKP) to ceftazidime/avibactam (CZA) for the reasonable selection of antimicrobial agents and determine whether hypermucoviscous (HMV) phenotype and virulence-associated genes are key factors for CRKP colonization and persistence. Antibiotics susceptibility of clinical CRKP isolates and carbapenemase types were detected. CRKP isolates were identified as hypermucoviscous K. pneumoniae (HMKP) using the string test, and detection of virulence gene was performed using capsular serotyping. The bla KPC-2, bla NDM, bla IMP, and/or bla OXA-48-like were detected in 96.4% (402/417) of the isolates, and the bla KPC-2 (64.7%, 260/402) was significantly higher (P<0.05) than those of bla NDM (25.1%), bla OXA-48-like (10.4%), and bla IMP (4.2%). Carriage of a single carbapenemase gene was observed in 96.3% of the isolates, making it the dominant antibiotic resistance genotype carriage pattern (P < 0.05). Approximately 3.7% of the isolates carried two or more carbapenemase genotypes, with bla KPC-2 + bla NDM and bla NDM + bla IMP being the dominant multiple antibiotic resistance genotype. In addition, 43 CRKP isolates were identified as HMKP, with a prevalence of 10.3% and 2.7% among CRKP and all K. pneumoniae isolates, respectively. Most clinical CRKP isolates were isolated from elderly patients, and carbapenemase production was the main mechanism of drug resistance. Tigecycline and polymyxin B exhibited exceptional antimicrobial activity against CRKP isolates in vitro. Furthermore, bla KPC-2, bla NDM, and bla OXA-48-like were the main carbapenemase genes carried by the CRKP isolates. CZA demonstrated excellent antimicrobial activity against isolates carrying the single bla KPC-2 or bla OXA-48-like genotype. Capsular serotype K2 was the main capsular serotype of the carbapenem-resistant HMKP isolates. Survival rates of Galleria mellonella injected with K. pneumoniae 1-7 were 20.0, 16.7, 6.7, 23.3, 16.7, 3.3, and 13.3, respectively. Therefore, worldwide surveillance of these novel CRKP isolates and carbapenem-resistant HMKP isolates as well as the implementation of stricter control measures are needed to prevent further dissemination in hospital settings.
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Affiliation(s)
- Qiang Wang
- Department of Clinical Laboratory, the Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China
| | - Mengyuan Chen
- Department of Clinical Laboratory, the Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China
| | - Qian Ou
- Department of Basic Medical Sciences, Zhejiang University School of Medicine, Hangzhou, China
| | - Lina Zheng
- Department of Clinical Laboratory, the Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China
| | - Xuejing Chen
- Department of Clinical Laboratory, the Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China
| | - Guofeng Mao
- Department of Clinical Laboratory, Shaoxing People’s Hospital, Shaoxing, China
| | - Jiaqi Fang
- Department of Clinical Medicine, Zhejiang University City College, School of Medicine, Hangzhou, China,*Correspondence: Xiaofang Tang, ; Dazhi Jin, ; Jiaqi Fang,
| | - Dazhi Jin
- School of Laboratory Medicine, Hangzhou Medical College, Hangzhou, China,Key Laboratory of Biomarkers and In Vitro Diagnosis Translation of Zhejiang Province, Hangzhou, China,*Correspondence: Xiaofang Tang, ; Dazhi Jin, ; Jiaqi Fang,
| | - Xiaofang Tang
- Department of Cadre Health Care, Zhejiang Hospital, Hangzhou, China,*Correspondence: Xiaofang Tang, ; Dazhi Jin, ; Jiaqi Fang,
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16
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Shropshire WC, Konovalova A, McDaneld P, Gohel M, Strope B, Sahasrabhojane P, Tran CN, Greenberg D, Kim J, Zhan X, Aitken S, Bhatti M, Savidge TC, Treangen TJ, Hanson BM, Arias CA, Shelburne SA. Systematic Analysis of Mobile Genetic Elements Mediating β-Lactamase Gene Amplification in Noncarbapenemase-Producing Carbapenem-Resistant Enterobacterales Bloodstream Infections. mSystems 2022; 7:e0047622. [PMID: 36036505 PMCID: PMC9601100 DOI: 10.1128/msystems.00476-22] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 07/26/2022] [Indexed: 01/25/2023] Open
Abstract
Noncarbapenemase-producing carbapenem-resistant Enterobacterales (non-CP-CRE) are increasingly recognized as important contributors to prevalent carbapenem-resistant Enterobacterales (CRE) infections. However, there is limited understanding of mechanisms underlying non-CP-CRE causing invasive disease. Long- and short-read whole-genome sequencing was used to elucidate carbapenem nonsusceptibility determinants in Enterobacterales bloodstream isolates at MD Anderson Cancer Center in Houston, Texas. We investigated carbapenem nonsusceptible Enterobacterales (CNSE) mechanisms (i.e., isolates with carbapenem intermediate resistance phenotypes or greater) through a combination of phylogenetic analysis, antimicrobial resistance gene detection/copy number quantification, porin assessment, and mobile genetic element (MGE) characterization. Most CNSE isolates sequenced were non-CP-CRE (41/79; 51.9%), whereas 25.3% (20/79) were Enterobacterales with intermediate susceptibility to carbapenems (CIE), and 22.8% (18/79) were carbapenemase-producing Enterobacterales (CPE). Statistically significant copy number variants (CNVs) of extended-spectrum β-lactamase (ESBL) genes (Wilcoxon Test; P-value < 0.001) were present in both non-CP-CR E. coli (median CNV = 2.6×; n = 17) and K. pneumoniae (median CNV = 3.2×, n = 17). All non-CP-CR E. coli and K. pneumoniae had predicted reduced expression of at least one outer membrane porin gene (i.e., ompC/ompF or ompK36/ompK35). Completely resolved CNSE genomes revealed that IS26 and ISEcp1 structures harboring blaCTX-M variants along with other antimicrobial resistance elements were associated with gene amplification, occurring in mostly IncFIB/IncFII plasmid contexts. MGE-mediated β-lactamase gene amplifications resulted in either tandem arrays, primarily mediated by IS26 translocatable units, or segmental duplication, typically due to ISEcp1 transposition units. Non-CP-CRE strains were the most common cause of CRE bacteremia with carbapenem nonsusceptibility driven by concurrent porin loss and MGE-mediated amplification of blaCTX-M genes. IMPORTANCE Carbapenem-resistant Enterobacterales (CRE) are considered urgent antimicrobial resistance (AMR) threats. The vast majority of CRE research has focused on carbapenemase-producing Enterobacterales (CPE) even though noncarbapenemase-producing CRE (non-CP-CRE) comprise 50% or more of isolates in some surveillance studies. Thus, carbapenem resistance mechanisms in non-CP-CRE remain poorly characterized. To address this problem, we applied a combination of short- and long-read sequencing technologies to a cohort of CRE bacteremia isolates and used these data to unravel complex mobile genetic element structures mediating β-lactamase gene amplification. By generating complete genomes of 65 carbapenem nonsusceptible Enterobacterales (CNSE) covering a genetically diverse array of isolates, our findings both generate novel insights into how non-CP-CRE overcome carbapenem treatments and provide researchers scaffolds for characterization of their own non-CP-CRE isolates. Improved recognition of mechanisms driving development of non-CP-CRE could assist with design and implementation of future strategies to mitigate the impact of these increasingly recognized AMR pathogens.
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Affiliation(s)
- W. C. Shropshire
- Department of Infectious Diseases and Infection Control, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - A. Konovalova
- Department of Microbiology and Molecular Genetics, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - P. McDaneld
- Division of Pharmacy, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - M. Gohel
- Department of Infectious Diseases and Infection Control, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - B. Strope
- Department of Infectious Diseases and Infection Control, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - P. Sahasrabhojane
- Department of Infectious Diseases and Infection Control, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - C. N. Tran
- Department of Infectious Diseases and Infection Control, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - D. Greenberg
- Department of Internal Medicine, UT Southwestern Medical Center, Dallas, Texas, USA
- Department of Microbiology, UT Southwestern Medical Center, Dallas, Texas, USA
| | - J. Kim
- Department of Bioinformatics, UT Southwestern Medical Center, Dallas, Texas, USA
| | - X. Zhan
- Department of Bioinformatics, UT Southwestern Medical Center, Dallas, Texas, USA
| | - S. Aitken
- Division of Pharmacy, Michigan Medicine at University of Michigan, Ann Arbor, Michigan, USA
| | - M. Bhatti
- Department of Laboratory Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - T. C. Savidge
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, Texas, USA
- Department of Pathology, Texas Children’s Hospital, Houston, Texas, USA
| | - T. J. Treangen
- Department of Computer Science, Rice University, Houston, Texas, USA
| | - B. M. Hanson
- Center for Infectious Diseases, School of Public Health, University of Texas Health Science Center, Houston, Texas, USA
| | - C. A. Arias
- Department of Medicine, Houston Methodist Hospital, Houston, Texas, USA
| | - S. A. Shelburne
- Department of Infectious Diseases and Infection Control, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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First Belgian Report of Ertapenem Resistance in an ST11 Klebsiella Pneumoniae Strain Isolated from a Dog Carrying blaSCO-1 and blaDHA-1 Combined with Permeability Defects. Antibiotics (Basel) 2022; 11:antibiotics11091253. [PMID: 36140031 PMCID: PMC9495147 DOI: 10.3390/antibiotics11091253] [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] [Received: 08/31/2022] [Revised: 09/12/2022] [Accepted: 09/13/2022] [Indexed: 11/17/2022] Open
Abstract
Klebsiella pneumoniae of sequence type (ST) 11 is a hyper-epidemic nosocomial clone, which is spreading worldwide among humans and emerging in pets. This is the first report, to the best of our knowledge, of multidrug-resistant (MDR) K. pneumoniae ST11 carrying blaSCO-1 and blaDHA-1, isolated from a four-month-old dog in Belgium. Antimicrobial susceptibility testing (AST) of the isolate, performed via broth microdilution following the European Committee on Antimicrobial Susceptibility Testing (EUCAST) guidelines, revealed resistance to eight different classes of antimicrobials, including carbapenems, in particular ertapenem, third-generation cephalosporins and fluoroquinolones. A hybrid approach, combining long- and short-read sequencing, was employed for in silico plasmid characterization, multi-locus sequence typing (MLST) and the identification and localization of antimicrobial resistance (AMR) and virulence-associated genes. Three plasmids were reconstructed from the whole-genome sequence (WGS) data: the conjugative IncFIB(K), the non-mobilizable IncR and the mobilizable but unconjugative ColRNAI. The IncFIB(K) plasmid carried the blaSCO-1 gene, whereas IncR carried blaDHA-1, both alongside several other antimicrobial resistance genes (ARGs). No virulence genes could be detected. Here, we suggest that the resistance to ertapenem associated with susceptibility to imipenem and meropenem in K. pneumoniae could be related to the presence of blaSCO-1 and blaDHA-1, combined with permeability defects caused by point mutations in an outer membrane porin (OmpK37). The presence of the blaSCO-1 gene on a conjugative IncFIB(K) plasmid is worrisome as it can increase the risk of transmission to humans, to animals and to the environment.
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Castanheira M, Deshpande LM, Mendes RE, Doyle TB, Sader HS. Prevalence of carbapenemase genes among carbapenem-nonsusceptible Enterobacterales collected in US hospitals in a five-year period and activity of ceftazidime/avibactam and comparator agents. JAC Antimicrob Resist 2022; 4:dlac098. [PMID: 36196444 PMCID: PMC9524567 DOI: 10.1093/jacamr/dlac098] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 08/19/2022] [Indexed: 11/30/2022] Open
Abstract
Objectives To evaluate the prevalence of acquired β-lactamase genes and susceptibility profiles of carbapenem-nonsusceptible Enterobacterales (CNSE) clinical isolates collected in US hospitals during a 5-year period. Methods Isolates were susceptibility tested by reference broth microdilution methods. Results were interpreted using CLSI breakpoints. Isolates displaying nonsusceptible MICs for imipenem or meropenem were categorized as CNSE. CNSE isolates were screened for β-lactamase-encoding genes using whole-genome sequencing. New genes were cloned, expressed in an Escherichia coli background and susceptibility tested. Results A total of 450 (1.3%) isolates were CNSE. Klebsiella pneumoniae serine carbapenemase (KPC) production was the most common resistance mechanism among CNSE isolates: 281/450 (62.4%) carried blaKPC, including three new variants. OXA-48-like and metallo-β-lactamase (MBL) encoding genes were detected among seven and 12 isolates, respectively. Among MBL genes, blaNDM-1 was the most common, but blaNDM-5, blaVIM-1 and blaIMP-27 were also identified. 169 (37.6% of the CNSE) isolates did not produce carbapenemases. Ceftazidime/avibactam was the most active agent (95.0% to 100.0% susceptible) against CNSE isolates from all carbapenemase groups except MBL-producing isolates. Ceftazidime/avibactam, meropenem/vaborbactam and imipenem/relebactam inhibited 100.0%, 97.6% and 92.3% of the non-carbapenemase CNSE isolates, respectively. Among the three new blaKPC variants, one conferred resistance to ceftazidime/avibactam and low meropenem MIC results while the other two had profiles similar to blaKPC-2 or blaKPC-3. Conclusions A decline in carbapenemase production was noticed in US hospitals in the 5-year period analysed in this study. New β-lactam/β-lactamase inhibitor combinations tested had good activity against CNSE isolates.
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Affiliation(s)
- Mariana Castanheira
- JMI Laboratories , 345 Beaver Kreek Centre, Suite A, North Liberty, IA 52317 , USA
| | | | - Rodrigo E Mendes
- JMI Laboratories , 345 Beaver Kreek Centre, Suite A, North Liberty, IA 52317 , USA
| | - Timothy B Doyle
- JMI Laboratories , 345 Beaver Kreek Centre, Suite A, North Liberty, IA 52317 , USA
| | - Helio S Sader
- JMI Laboratories , 345 Beaver Kreek Centre, Suite A, North Liberty, IA 52317 , USA
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Jiang J, Chen L, Chen X, Li P, Xu X, Fowler VG, van Duin D, Wang M. Carbapenemase-Encoding Gene Copy Number Estimator (CCNE): a Tool for Carbapenemase Gene Copy Number Estimation. Microbiol Spectr 2022; 10:e0100022. [PMID: 35863018 PMCID: PMC9431437 DOI: 10.1128/spectrum.01000-22] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 06/14/2022] [Indexed: 11/20/2022] Open
Abstract
Carbapenemase production is one of the leading mechanisms of carbapenem resistance in Gram-negative bacteria. An increase in carbapenemase gene (blaCarb) copies is an important mechanism of carbapenem resistance. No currently available bioinformatics tools allow for reliable detection and reporting of carbapenemase gene copy numbers. Here, we describe the carbapenemase-encoding gene copy number estimator (CCNE), a ready-to-use bioinformatics tool that was developed to estimate blaCarb copy numbers from whole-genome sequencing data. Its performance on Klebsiella pneumoniae carbapenemase gene (blaKPC) copy number estimation was evaluated by simulation and quantitative PCR (qPCR), and the results were compared with available algorithms. CCNE has two components, CCNE-acc and CCNE-fast. CCNE-acc detects blaCarb copy number in a comprehensive and high-accuracy way, while CCNE-fast rapidly screens blaCarb copy numbers. CCNE-acc achieved the best accuracy (100%) and the lowest root mean squared error (RMSE; 0.07) in simulated noise data sets, compared to the assembly-based method (23.4% accuracy, 1.697 RMSE) and the OrthologsBased method (78.9% accuracy, 0.395 RMSE). In the qPCR validation, a high consistency was observed between the blaKPC copy number determined by qPCR and that determined with CCNE. Reverse transcription-qPCR transcriptional analysis of 40 isolates showed that blaKPC expression was positively correlated with the blaKPC copy numbers detected by CCNE (P < 0.001). An association study of 357 KPC-producing K. pneumoniae isolates and their antimicrobial susceptibility identified a significant association between the estimated blaKPC copy number and MICs of imipenem (P < 0.001) and ceftazidime-avibactam (P < 0.001). Overall, CCNE is a useful genomic tool for the analysis of antimicrobial resistance genes copy number; it is available at https://github.com/biojiang/ccne. IMPORTANCE Globally disseminated carbapenem-resistant Enterobacterales is an urgent threat to public health. The most common carbapenem resistance mechanism is the production of carbapenemases. Carbapenemase-producing isolates often exhibit a wide range of carbapenem MICs. Higher carbapenem MICs have been associated with treatment failure. The increase of carbapenemase gene (blaCarb) copy numbers contributes to increased carbapenem MICs. However, blaCarb gene copy number detection is not routinely conducted during a genomic analysis, in part due to the lack of optimal bioinformatics tools. In this study, we describe a ready-to-use tool we developed and designated the carbapenemase-encoding gene copy number estimator (CCNE) that can be used to estimate the blaCarb copy number directly from whole-genome sequencing data, and we extended the data to support the analysis of all known blaCarb genes and some other antimicrobial resistance genes. Furthermore, CCNE can be used to interrogate the correlations between genotypes and susceptibility phenotypes and to improve our understanding of antimicrobial resistance mechanisms.
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Affiliation(s)
- Jianping Jiang
- Institute of Antibiotics, Huashan Hospital, Fudan University, Shanghai, China
| | - Liang Chen
- Center for Discovery and Innovation, Hackensack Meridian Health, Nutley, New Jersey, USA
- Department of Medical Sciences, Hackensack Meridian School of Medicine, Nutley, New Jersey, USA
| | - Xin Chen
- Institute of Antibiotics, Huashan Hospital, Fudan University, Shanghai, China
| | - Pei Li
- Institute of Antibiotics, Huashan Hospital, Fudan University, Shanghai, China
| | - Xiaogang Xu
- Institute of Antibiotics, Huashan Hospital, Fudan University, Shanghai, China
| | - Vance G. Fowler
- Division of Infectious Diseases, University of North Carolina, Chapel Hill, North Carolina, USA
| | - David van Duin
- Duke Clinical Research Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Minggui Wang
- Institute of Antibiotics, Huashan Hospital, Fudan University, Shanghai, China
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20
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Chen H, Li N, Wang F, Wang L, Liang W. Carbapenem antibiotic stress increases bla KPC -2 gene relative copy number and bacterial resistance levels of Klebsiella pneumoniae. J Clin Lab Anal 2022; 36:e24519. [PMID: 35718993 PMCID: PMC9280016 DOI: 10.1002/jcla.24519] [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: 01/08/2022] [Revised: 05/03/2022] [Accepted: 05/03/2022] [Indexed: 11/09/2022] Open
Abstract
Background The clinical isolation rates of carbapenem‐resistant Klebsiella pneumoniae (CR‐KP) continue to increase. In China, clinical CR‐KP isolates are mainly attributed to the blaKPC‐2 gene carried on plasmids, and the blaKPC‐2 copy number correlates with the expression of KPC enzymes, which can cause elevated carbapenem MICs. Methods Thirty‐seven CR‐KP isolates were collected at the Second People’s Hospital of Lianyungang City between January 2020 and March 2021, with no duplicate isolates, and were screened for the blaKPC‐2 gene with PCR. Analysis of current CRKP resistance to clinically relevant antimicrobials using the bioMérieux VITEK® 2 bacterial identification card. The multilocus sequence types of the strains were confirmed with PCR and DNA sequencing. Recombinant plasmids pET20b‐blaKPC‐2 and pET20b‐CpsG were constructed, and the copy numbers of the recombinant plasmids per unit volume was calculated based on the molecular weight of the plasmids. After the genomes DNA of clinical isolates of K. pneumoniae carrying the blaKPC‐2 gene were purified, the blaKPC‐2 gene relative copy number in individual K. pneumoniae strains was indicated by the double standard curve method. Detection of MIC values changes of K. pneumoniae under imipenem selection pressure by broth microdilution method. Results Among the 37 CR‐KP strains isolated, only the blaKPC‐2 gene was detected in 30 strains, three strains were positive for the blaNDM‐1 gene, two strains carried both the blaKPC‐2 and blaNDM‐1 genes, and two strains without detectable carbapenem resistance genes. The ST11 clone was predominant among the 37 carbapenem‐resistant K. pneumoniae isolates. Drug sensitivity testing showed that except for polymyxins (100% susceptible) and tigecycline (75.7% intermediate), the 37 CR‐KP strains were resistant to almost all antimicrobial drugs. The blaKPC‐2 relative copy number in nine ST11 clinical isolates of K. pneumoniae was 7.64 ± 2.51 when grown on LB plates but 27.67 ± 13.04 when grown on LB plates containing imipenem. Among these nine isolates, five CRKP strains exhibited elevated MICs to imipenem, while the remaining four strains showed unchanged MIC values to imipenem. Conclusion Carbapenem‐resistant Klebsiella pneumoniae isolates may have multiple pathways to achieve high levels of carbapenem resistance, and moderate carbapenem pressure can increase the copy number of KPC enzyme genes in CRKP strains and enhance the degree of carbapenem resistance in the strains.
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Affiliation(s)
- Huimin Chen
- Lianyungang Second People's Hospital affiliated to Jiangsu University, Lianyungang, China
| | - Na Li
- Lianyungang Second People's Hospital Affiliated to Bengbu Medical College, Lianyungang, China
| | - Fang Wang
- Lianyungang Second People Hospital, Lianyungang, China
| | - Lei Wang
- Jiangsu University of Science and Technology, Zhenjiang, China
| | - Wei Liang
- Lianyungang Second People's Hospital affiliated to Jiangsu University, Lianyungang, China
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21
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OUP accepted manuscript. J Antimicrob Chemother 2022; 77:1578-1585. [DOI: 10.1093/jac/dkac078] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 02/16/2022] [Indexed: 11/14/2022] Open
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22
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Huang Y, Rana AP, Wenzler E, Ozer EA, Krapp F, Bulitta JB, Hauser AR, Bulman ZP. Aminoglycoside-resistance gene signatures are predictive of aminoglycoside MICs for carbapenem-resistant Klebsiella pneumoniae. J Antimicrob Chemother 2021; 77:356-363. [PMID: 34668007 DOI: 10.1093/jac/dkab381] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Accepted: 09/27/2021] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Aminoglycoside-containing regimens may be an effective treatment option for infections caused by carbapenem-resistant Klebsiella pneumoniae (CR-Kp), but aminoglycoside-resistance genes are common in these strains. The relationship between the aminoglycoside-resistance genes and aminoglycoside MICs remains poorly defined. OBJECTIVES To identify genotypic signatures capable of predicting aminoglycoside MICs for CR-Kp. METHODS Clinical CR-Kp isolates (n = 158) underwent WGS to detect aminoglycoside-resistance genes. MICs of amikacin, gentamicin, plazomicin and tobramycin were determined by broth microdilution (BMD). Principal component analysis was used to initially separate isolates based on genotype. Multiple linear regression was then used to generate models that predict aminoglycoside MICs based on the aminoglycoside-resistance genes. Last, the performance of the predictive models was tested against a validation cohort of 29 CR-Kp isolates. RESULTS Among the original 158 CR-Kp isolates, 91.77% (145/158) had at least one clinically relevant aminoglycoside-resistance gene. As a group, 99.37%, 84.81%, 82.28% and 10.76% of the CR-Kp isolates were susceptible to plazomicin, amikacin, gentamicin and tobramycin, respectively. The first two principal components explained 72.23% of the total variance in aminoglycoside MICs and separated isolates into four groups with aac(6')-Ib, aac(6')-Ib', aac(6')-Ib+aac(6')-Ib' or no clinically relevant aminoglycoside-resistance genes. Regression models predicted aminoglycoside MICs with adjusted R2 values of 56%-99%. Within the validation cohort, the categorical agreement when comparing the observed BMD MICs with the predicated MICs was 96.55%, 89.66%, 86.21% and 82.76% for plazomicin, gentamicin, amikacin and tobramycin, respectively. CONCLUSIONS Susceptibility to each aminoglycoside varies in CR-Kp. Detection of aminoglycoside-resistance genes may be useful to predict aminoglycoside MICs for CR-Kp.
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Affiliation(s)
- Yanqin Huang
- Department of Pharmacy Practice, University of Illinois at Chicago College of Pharmacy, Chicago, IL, USA
| | - Amisha P Rana
- Department of Pharmacy Practice, University of Illinois at Chicago College of Pharmacy, Chicago, IL, USA
| | - Eric Wenzler
- Department of Pharmacy Practice, University of Illinois at Chicago College of Pharmacy, Chicago, IL, USA
| | - Egon A Ozer
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Fiorella Krapp
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.,Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Jürgen B Bulitta
- Center for Pharmacometrics and Systems Pharmacology, College of Pharmacy, University of Florida, Orlando, FL, USA
| | - Alan R Hauser
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Zackery P Bulman
- Department of Pharmacy Practice, University of Illinois at Chicago College of Pharmacy, Chicago, IL, USA
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