1
|
Beck KL, Agarwal A, Laufer Halpin A, McDonald LC, McKay SL, Kent AG, Kaufman JH, Mukherjee V, Elkins CA, Seabolt E. De novo virulence feature discovery and risk assessment in Klebsiella pneumoniae based on microbial genome vectorization. Commun Biol 2025; 8:623. [PMID: 40246993 PMCID: PMC12006392 DOI: 10.1038/s42003-025-07678-9] [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: 05/28/2024] [Accepted: 02/05/2025] [Indexed: 04/19/2025] Open
Abstract
Bacterial pathogenicity has traditionally focused on gene-level content with experimentally confirmed functional properties. Hence, significant inferences are made based on similarity to known pathotypes and DNA-based genomic subtyping for risk. Herein, we achieved de novo prediction of human virulence in Klebsiella pneumoniae by expanding known virulence genes with spatially proximal gene discoveries linked by functional domain architectures across all prokaryotes. This approach identified gene ontology functions not typically associated with virulence sensu stricto. By leveraging machine learning models with these expanded discoveries, public genomes were assessed for virulence prediction using categorizations derived from isolation sources captured in available metadata. Performance for de novo strain-level virulence prediction achieved 0.81 F1-Score. Virulence predictions using expanded "discovered" functional genetic content were superior to that restricted to extant virulence database content. Additionally, this approach highlighted the incongruence in relying on traditional phylogenetic subtyping for categorical inferences. Our approach represents an improved deconstruction of genome-scale datasets for functional predictions and risk assessment intended to advance public health surveillance of emerging pathogens.
Collapse
Affiliation(s)
- Kristen L Beck
- AI and Cognitive Software, IBM Research, San Jose, CA, USA.
| | - Akshay Agarwal
- AI and Cognitive Software, IBM Research, San Jose, CA, USA
| | - Alison Laufer Halpin
- Division of Healthcare Quality Promotion, Centers for Disease Control, Atlanta, GA, USA
- US Public Health Service, Rockville, MD, USA
| | - L Clifford McDonald
- Division of Healthcare Quality Promotion, Centers for Disease Control, Atlanta, GA, USA
| | - Susannah L McKay
- Division of Healthcare Quality Promotion, Centers for Disease Control, Atlanta, GA, USA
| | - Alyssa G Kent
- Division of Healthcare Quality Promotion, Centers for Disease Control, Atlanta, GA, USA
| | | | | | - Christopher A Elkins
- Division of Healthcare Quality Promotion, Centers for Disease Control, Atlanta, GA, USA
| | - Edward Seabolt
- AI and Cognitive Software, IBM Research, San Jose, CA, USA
| |
Collapse
|
2
|
Kartsev NN, Detusheva EV, Kalmantaeva OV, Korobova OV, Gerasimov VN, Kombarova TI, Borzilov AI, Fursova NK, Vereshchagin AN, Svetoch EA. Hetero-Pathogenic O181:H4 EAHEC Strain of Sequence Type ST678 Associated with Hemolytic-Uremic Syndrome in Schoolchildren in Russia. Microorganisms 2023; 11:1771. [PMID: 37512943 PMCID: PMC10383572 DOI: 10.3390/microorganisms11071771] [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: 05/15/2023] [Revised: 07/04/2023] [Accepted: 07/05/2023] [Indexed: 07/30/2023] Open
Abstract
BACKGROUND In the last decade, the importance of hetero-pathogenic enteroaggregative Shiga-toxin-producing E. coli for public health has increased. Recently, we described the genetic background of the EAHEC O181:H4 strain of ST678 carrying the stx2 gene in prophage and five plasmids, including the plasmid-carrying aggR and aaiC genes. Here, we present the morphological and enzymatic characteristics of this strain, as well as susceptibility to antimicrobials, biofilm formation, etc. Methods: Bacterial morphology was studied using an electron microscope. Susceptibility to antimicrobials was determined using the microdilution method. Cytotoxicity was estimated in Vero cells. Virulence was studied on mice. RESULTS The morphological and enzymatic properties of the hetero-pathogenic EAHEC strain were typical for E. coli; electron microscopy revealed the specific flagella. The strain was susceptible to most antibiotics and disinfectants but resistant to ampicillin and ciprofloxacin and showed a high degree of biofilm formation. Cytotoxicity towards Vero cells was estimated as 80%. CONCLUSIONS The emergence of a new O181:H4 EAHEC strain poses a potential threat to humans because of the virulence potential that must be taken into account in the epidemiological analysis of outbreaks and sporadic cases of foodborne infections associated with hemolytic-uremic syndrome.
Collapse
Affiliation(s)
- Nikolay N Kartsev
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | - Elena V Detusheva
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | - Olga V Kalmantaeva
- Laboratory of Molecular Biology, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | - Olga V Korobova
- Laboratory of Biological Trials, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | - Vladimir N Gerasimov
- Department of Disinfectology, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | - Tatiana I Kombarova
- Laboratory of Biological Trials, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | - Aleksander I Borzilov
- Laboratory of Biological Trials, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | - Nadezhda K Fursova
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| | | | - Edward A Svetoch
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory "Kvartal A", 142279 Obolensk, Russia
| |
Collapse
|
3
|
Amemiya K, Rozak DA, Dankmeyer JL, Dorman WR, Marchand C, Fetterer DP, Worsham PL, Purcell BK. Shiga-Toxin-Producing Strains of Escherichia coli O104:H4 and a Strain of O157:H7, Which Can Cause Human Hemolytic Uremic Syndrome, Differ in Biofilm Formation in the Presence of CO 2 and in Their Ability to Grow in a Novel Cell Culture Medium. Microorganisms 2023; 11:1744. [PMID: 37512916 PMCID: PMC10384166 DOI: 10.3390/microorganisms11071744] [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: 05/16/2023] [Revised: 06/13/2023] [Accepted: 06/27/2023] [Indexed: 07/30/2023] Open
Abstract
One pathogen that commonly causes gastrointestinal illnesses from the consumption of contaminated food is Escherichia coli O157:H7. In 2011 in Germany, however, there was a prominent outbreak of bloody diarrhea with a high incidence of hemolytic uremic syndrome (HUS) caused by an atypical, more virulent E. coli O104:H4 strain. To facilitate the identification of this lesser-known, atypical E. coli O104:H4 strain, we wanted to identify phenotypic differences between it and a strain of O157:H7 in different media and culture conditions. We found that E. coli O104:H4 strains produced considerably more biofilm than the strain of O157:H7 at 37 °C (p = 0.0470-0.0182) Biofilm production was significantly enhanced by the presence of 5% CO2 (p = 0.0348-0.0320). In our study on the innate immune response to the E. coli strains, we used HEK293 cells that express Toll-like receptors (TLRs) 2 or 4. We found that E. coli O104:H4 strains had the ability to grow in a novel HEK293 cell culture medium, while the E. coli O157:H7 strain could not. Thus, we uncovered previously unknown phenotypic properties of E. coli O104:H4 to further differentiate this pathogen from E. coli O157:H7.
Collapse
Affiliation(s)
- Kei Amemiya
- Bacteriology Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
| | - David A Rozak
- Diagnostic Systems Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
| | - Jennifer L Dankmeyer
- Bacteriology Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
| | - William R Dorman
- Diagnostic Systems Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
| | - Charles Marchand
- Bacteriology Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
| | - David P Fetterer
- Bacteriology Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
| | - Patricia L Worsham
- Bacteriology Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
| | - Brett K Purcell
- Bacteriology Division, United States Army Medical Research Institute of Infectious Diseases, Fort Detrick, MD 21702, USA
- Department of Medicine, University of Florida, Orlando, FL 32816, USA
| |
Collapse
|
4
|
Kislichkina AA, Kartsev NN, Skryabin YP, Sizova AA, Kanashenko ME, Teymurazov MG, Kuzina ES, Bogun AG, Fursova NK, Svetoch EA, Dyatlov IA. Genomic Analysis of a Hybrid Enteroaggregative Hemorrhagic Escherichia coli O181:H4 Strain Causing Colitis with Hemolytic-Uremic Syndrome. Antibiotics (Basel) 2022; 11:antibiotics11101416. [PMID: 36290074 PMCID: PMC9598891 DOI: 10.3390/antibiotics11101416] [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: 09/21/2022] [Revised: 10/12/2022] [Accepted: 10/13/2022] [Indexed: 11/16/2022] Open
Abstract
Hybrid diarrheagenic E. coli strains combining genetic markers belonging to different pathotypes have emerged worldwide and have been reported as a public health concern. The most well-known hybrid strain of enteroaggregative hemorrhagic E. coli is E. coli O104:H4 strain, which was an agent of a serious outbreak of acute gastroenteritis and hemolytic uremic syndrome (HUS) in Germany in 2011. A case of intestinal infection with HUS in St. Petersburg (Russian Federation) occurred in July 2018. E. coli strain SCPM-O-B-9427 was obtained from the rectal swab of the patient with HUS. It was determined as O181:H4-, stx2-, and aggR-positive and belonged to the phylogenetic group B2. The complete genome assembly of the strain SCPM-O-B-9427 contained one chromosome and five plasmids, including the plasmid coding an aggregative adherence fimbriae I. MLST analysis showed that the strain SCPM-O-B-9427 belonged to ST678, and like E. coli O104:H4 strains, 2011C-3493 caused the German outbreak in 2011, and 2009EL-2050 was isolated in the Republic of Georgia in 2009. Comparison of three strains showed almost the same structure of their chromosomes: the plasmids pAA and the stx2a phages are very similar, but they have distinct sets of the plasmids and some unique regions in the chromosomes.
Collapse
Affiliation(s)
- Angelina A. Kislichkina
- Department of Culture Collection, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
- Correspondence:
| | - Nikolay N. Kartsev
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Yury P. Skryabin
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Angelika A. Sizova
- Department of Culture Collection, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Maria E. Kanashenko
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Marat G. Teymurazov
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Ekaterina S. Kuzina
- Department of Training and Improvement of Specialists, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Alexander G. Bogun
- Department of Culture Collection, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Nadezhda K. Fursova
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Edward A. Svetoch
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| | - Ivan A. Dyatlov
- Department of Culture Collection, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
- Department of Molecular Microbiology, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
- Department of Training and Improvement of Specialists, State Research Center for Applied Microbiology and Biotechnology, Territory “Kvartal A”, 142279 Obolensk, Russia
| |
Collapse
|
5
|
Ismail M, Xiangke W, Cazzato G, Anwar Saleemi H, Khan A, Ismail A, Zahid M, Farooq Khan M. Role of silver nanoparticles in fluorimetric determination of urea in urine samples. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2022; 271:120889. [PMID: 35051795 DOI: 10.1016/j.saa.2022.120889] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 11/28/2021] [Accepted: 01/10/2022] [Indexed: 02/05/2023]
Abstract
Herein, an economical, analytical and sensitive method was established for the fluorometric determination of urea using freshly prepared silver nanoparticles (Ag-NPs) in real urine samples. The standard addition and second-order derivative methods were selected for the ongoing research work to eliminate the possible effect of interferences in a real environment. In this work, Ag-NPs were prepared by reducing silver nitrate salt in the presence of 1,3-di-(1H-imidazole-1-yl) -2-propanol (DIPO) in an aqueous medium. Urea in the urine samples was successfully determined through the complexation of Ag-NPs with urea molecules. The results revealed high percent recovery with ± RSD of urea in the three different urine samples, where percent recoveries by spectrofluorometric standard addition were 99.77 ± 3.4, 100.24 ± 5.1, 100.93 ± 2.8 and that is by the spectrofluorometric second-order derivative method were 103.57 ± 2.4, 101.8 ± 1.3, 98 ± 3.2, respectively. The successful application of these analytical methods in the spectrofluorometric determination of urea in urine samples can accumulate further addition in the effects and possible role of Ag-NPs in the determination of biological molecules in biological and non-biological samples in the scientific as well as clinical fields.
Collapse
Affiliation(s)
- Muhammad Ismail
- College of Energy Dynamics and Mechanical Engineering, North China Electric Power University, Beijing, China.
| | - Wang Xiangke
- College of Energy Dynamics and Mechanical Engineering, North China Electric Power University, Beijing, China.
| | - Gerardo Cazzato
- University of Bari Aldo Moro, Department of Emergency and Organ Transplantation (DETO), Section of Pathology, Italy
| | - Hassan Anwar Saleemi
- Higher College of Technology, HCT Abu Dhabi Men's College Campus ETS Chemical Engineering Division, United Arab Emirates
| | - Ayub Khan
- College of Energy Dynamics and Mechanical Engineering, North China Electric Power University, Beijing, China
| | - Ahmed Ismail
- Key Laboratory of Functional Inorganic Material Chemistry, Ministry of Education of the People's Republic of China, Heilongjiang University, Harbin 150080, China
| | - Muhammad Zahid
- Key Laboratory of Functional Inorganic Material Chemistry, Ministry of Education of the People's Republic of China, Heilongjiang University, Harbin 150080, China; School of Natural Sciences, National University of Science & Technology, Islamabad 44000, Pakistan
| | - Muhammad Farooq Khan
- Institute of Chemical Sciences, University of Peshawar, Peshawar 25120, Pakistan
| |
Collapse
|
6
|
Chukwu MO, Abia ALK, Ubomba-Jaswa E, Dewar JB, Obi C. Mixed Aetiology of Diarrhoea in Infants Attending Clinics in the North-West Province of South Africa: Potential for Sub-Optimal Treatment. Pathogens 2020; 9:E198. [PMID: 32155961 PMCID: PMC7157715 DOI: 10.3390/pathogens9030198] [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: 11/14/2019] [Revised: 11/28/2019] [Accepted: 12/01/2019] [Indexed: 11/17/2022] Open
Abstract
Routine diagnostic methods for the aetiologic agents of diarrhoea in most developing countries are usually not sensitive enough, leading to under-diagnosis. Thus, this study investigated possible mixed diarrhoeal aetiology by using cultures and real-time polymerase chain reactions (PCR) in children younger than four years old in the Northwest Province, South Africa. In total, 505 stool samples were collected from symptomatic and asymptomatic children who were attending three clinics and the Brits hospital in Madibeng District, between September 2016 and December 2017. Rotavirus, norovirus, Campylobacter, Arcobacter, and diarrhoeagenic Escherichia coli (DEC) were targeted. Campylobacter spp. (24.6%), Arcobacter (15.8%) and DEC (19.6%) were detected using PCR; only Campylobacter spp. (29.7%) and DEC (26.9%) were detected through the culture. Campylobacter jejuni (36%), Campylobacter coli (28%), Campylobacter upsalensis (12%), and Arcobacter butzleri (15.8%) were the only spp. of Campylobacter and Arcobacter identified. The eaeA gene (31.4%) of enteropathogenic E. coli/enterohaemorrhagic E. coli (EPEC/EHEC) was the most prevalent DEC virulence gene (VG) identified. Rotavirus and norovirus were detected at 23.4% and 20%, respectively. Mixed viral aetiology (7.3%) and the co-infection of A. butzleri and Campylobacter (49%) were recorded. A mixed bacterial-viral aetiology was observed in 0.6% of the specimens. Sensitive diagnostic procedures like PCR should be considered to provide the best treatment to children experiencing diarrhoea.
Collapse
Affiliation(s)
- Martina O. Chukwu
- Department of Life Sciences, College of Agriculture and Environmental Sciences, University of South Africa, Corner Christiaan De wet and Pioneer Avenue, Florida Park, Roodepoort 1724, Gauteng, South Africa;
| | - Akebe Luther King Abia
- Antimicrobial Research Unit, College of Health Sciences, University of KwaZulu-Natal, Private Bag X54001, Durban 4000, South Africa;
| | - Eunice Ubomba-Jaswa
- Department of Biotechnology, University of Johannesburg, 37 Nind Street, Doornfontein 2094, Gauteng, South Africa;
- Water Research Commission, Lynnwood Bridge Office Park, Bloukrans Building, 4 Daventry Street, Lynnwood Manor, Pretoria 0081, South Africa
| | - John Barr Dewar
- Department of Life Sciences, College of Agriculture and Environmental Sciences, University of South Africa, Corner Christiaan De wet and Pioneer Avenue, Florida Park, Roodepoort 1724, Gauteng, South Africa;
| | - C.L. Obi
- School of Science and Technology, Sefako Makgatho Health Science University, Ga-Rankuwa 0208, South Africa;
| |
Collapse
|
7
|
Ali N, Ismail M, Khan A, Khan H, Haider S, Kamal T. Spectrophotometric methods for the determination of urea in real samples using silver nanoparticles by standard addition and 2nd order derivative methods. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2018; 189:110-115. [PMID: 28802857 DOI: 10.1016/j.saa.2017.07.063] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2017] [Revised: 07/18/2017] [Accepted: 07/30/2017] [Indexed: 06/07/2023]
Abstract
In this work, we have developed simple, sensitive and inexpensive methods for the spectrophotometric determination of urea in urine samples using silver nanoparticles (AgNPs). The standard addition and 2nd order derivative methods were adopted for this purpose. AgNPs were prepared by chemical reduction of AgNO3 with hydrazine using 1,3-di-(1H-imidazol-1-yl)-2-propanol (DIPO) as a stabilizing agent in aqueous medium. The proposed methods were based on the complexation of AgNPs with urea. Using this concept, urea in the urine samples was successfully determined spectrophotometric methods. The results showed high percent recovery with ±RSD. The recoveries of urea in the three urine samples by spectrophotometric standard addition were 99.2%±5.37, 96.3%±4.49, 104.88%±4.99 and that of spectrophotometric 2nd order derivative method were 115.3%±5.2, 103.4%±2.6, 105.93%±0.76. The results show that these methods can open doors for a potential role of AgNPs in the clinical determination of urea in urine, blood, biological, non-biological fluids.
Collapse
Affiliation(s)
- Nauman Ali
- Institute of Chemical Sciences, University of Peshawar, Peshawar 25120, Pakistan.
| | - Muhammad Ismail
- Institute of Chemical Sciences, University of Peshawar, Peshawar 25120, Pakistan
| | - Adnan Khan
- Institute of Chemical Sciences, University of Peshawar, Peshawar 25120, Pakistan
| | - Hamayun Khan
- Department of Chemistry, Islamia College University, Peshawar 25120, Pakistan
| | - Sajjad Haider
- Department of Chemical Engineering, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
| | - Tahseen Kamal
- Department of Chemistry, Faculty of Science, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| |
Collapse
|
8
|
Abstract
Human anthrax cases reported in the country of Georgia increased 75% from 2011 (n = 81) to 2012 (n = 142). This increase prompted a case-control investigation using 67 culture- or PCR-confirmed cases and 134 controls matched by residence and gender to investigate risk factor(s) for infection during the month before case onset. Independent predictors most strongly associated with disease in the multivariable modelling were slaughtering animals [odds ratio (OR) 7·3, 95% confidence interval (CI) 2·9-18·1, P 1 km; 15 (12%) of 125 had sick livestock; and 11 (9%) of 128 respondents reported finding dead livestock. We recommend joint public health and veterinary anthrax case investigations to identify areas of increased risk for livestock anthrax outbreaks, annual anthrax vaccination of livestock in those areas, and public awareness education.
Collapse
|
9
|
Chui L, Li V. Technical and Software Advances in Bacterial Pathogen Typing. METHODS IN MICROBIOLOGY 2015. [DOI: 10.1016/bs.mim.2015.06.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
|