1
|
Tavşanoğlu ÜN, Akca G, Pekmez T, Başaran Kankılıç G, Çırak T, Çağan AS, Özkan Kotiloğlu S, Grossart HP. Increasing microplastics pollution: An emerging vector for potentially pathogenic bacteria in the environment. WATER RESEARCH 2025; 274:123142. [PMID: 39824021 DOI: 10.1016/j.watres.2025.123142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 12/20/2024] [Accepted: 01/12/2025] [Indexed: 01/20/2025]
Abstract
Microplastics (MP), plastic particles <5 mm, are of global concern due to their worldwide distribution and potential repercussions on ecosystems and human well-being. In this study, MP were collected from the urbanized Susurluk basin in Türkiye to evaluate their vector function for bacterial biofilms, both in the wet and dry seasons. Bacterial biofilms were predominantly found on polyethylene (PE), polypropylene (PP), and polystyrene (PS), which constitute the most common MP types in the region. Specific potentially pathogenic bacterial genera, including Pseudomonas sp., Comamonas sp., Salmonella spp., and Shigella spp., were prevalent on MP surfaces. Notably, PE and PP harboured numerous genera of potential human and/or animal origin such as Staphylococcus, Proteus, Escherichia, Enterococcus, and Enterobacter. Water quality played a pivotal role in bacterial biofilm formation on MP. Higher salinity in estuarine areas reduced bacterial abundance on MP, while the more polluted freshwater Nilüfer Stream harboured a higher abundance of total bacteria, particularly of potentially pathogenic strains. Seasonal variations, ambient water conditions, and polymer type are all factors that could influence bacterial colonization on MPs. This catchment-wide evaluation, which includes various habitat types (lentic and lotic systems), the enrichment of cultivable viable bacteria on microplastics (MPs) - a key factor in the spread of pathogens - has significant implications for both environmental and public health. Unlike controlled laboratory experiments or in-situ studies with various particles, this study emphasized the dynamic and complex nature of bacterial strains on MPs, which varied depending on seasonal dynamics and antropogenic impacts in open systems. Further research is needed to thoroughly investigate to fully explore the complex interactions among MPs, microbial communities, and their ecological roles, especially in the context of changing environmental factors across entire river catchments.
Collapse
Affiliation(s)
- Ülkü Nihan Tavşanoğlu
- Çankırı Karatekin University, Faculty of Sciences, Biology Department, Çankırı, Türkiye; Çankırı Karatekin University, Health Sciences Institute, Environmental Health Programme, Çankırı, Türkiye.
| | - Gülçin Akca
- Gazi University, Faculty of Dentistry, Department of Medical Microbiology, Ankara, Türkiye
| | - Tülay Pekmez
- Çankırı Karatekin University, Health Sciences Institute, Environmental Health Programme, Çankırı, Türkiye
| | - Gökben Başaran Kankılıç
- Kırıkkale University, Faculty of Engineering and Natural Sciences, Department of Biology, Kırıkkale, Türkiye
| | - Tamer Çırak
- Aksaray University, Aksaray Technical Sciences Vocational School, Alternative Energy Sources Technology Program, Aksaray, Türkiye
| | - Ali Serhan Çağan
- Çankırı Karatekin University, Faculty of Sciences, Biology Department, Çankırı, Türkiye; Kastamonu University, Araç Rafet Vergili Vocational School, Wildlife Programme, Kastamonu, Türkiye
| | - Selin Özkan Kotiloğlu
- Kırşehir Ahi Evran University, Faculty of Arts and Sciences, Molecular Biology Department, Kırşehir, Türkiye
| | - Hans-Peter Grossart
- Leibniz-Institute of Freshwater Ecology and Inland Fisheries (IGB), Neuglobsow 16775, Germany; Institute of Biochemistry and Biology, Potsdam University, Potsdam 14469, Germany
| |
Collapse
|
2
|
Zhou J, Mao S, Liu Y, Gu T, Zhou J, Chen F, Hu Y, Li S. Genomic characterization and drug resistance of Bordetella pseudohinzii first isolated from wild niviventer. BMC Microbiol 2025; 25:211. [PMID: 40221673 PMCID: PMC11992853 DOI: 10.1186/s12866-025-03941-5] [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: 10/01/2024] [Accepted: 03/28/2025] [Indexed: 04/14/2025] Open
Abstract
BACKGROUND Niviventer, a rodent species widely distributed in Asian forests, serves as a significant reservoir for pathogens. Bordetella pseudohinzii(B. pseudohinzii), a recently identified Bordetella species with unclear pathogenic potential, poses challenges in species identification and understanding of its pathogenicity, its biological traits and antibiotic resistance are not well understood. METHODS B. pseudohinzii(strains 21F10, 22F12, and 27F25) were isolated from lung tissue of wild niviventer rodents in Guizhou, China. Initial identification was performed using Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass Spectrometry (MALDI-TOF MS) and 16 S rRNA gene sequencing. A phylogenetic tree based on the 16 S rRNA gene sequences was constructed using the neighbor-joining method implemented in MEGA 11. Whole-genome sequencing (WGS) was conducted on all three strains, and strain 21F10 underwent hybrid assembly of second- and third-generation sequencing to achieve high-quality sequences. Average Nucleotide Identity (ANI) and digital DNA-DNA hybridization (dDDH) were used as gold standards for strain identification, with thresholds set at 95% and 70%, respectively. Gene annotation was performed using nine databases, including KEGG, VFDB, CARD, PHI, COG, and NR. Antimicrobial susceptibility testing was carried out using the drug-sensitive plate method. RESULTS Initial MALDI-TOF MS identification misclassified the strains as B. avium and B. hinzii. However, PCR amplification of the 16 S rRNA gene (primers 27 F and 1492R) revealed that the strains were identified as B. hinzii (identity > 99%). Further analysis of the 16 S rRNA gene sequences obtained from WGS showed identities greater than 99% with both B. pseudohinzii and B. hinzii. Phylogenetic analysis of the 16 S rRNA gene sequences showed that the strains were closely related to B. hinzii, followed by B. pseudohinzii. Ultimately, the ANI values of all three strains with B. pseudohinzii were greater than 95%, and dDDH values exceeded 70%, confirming the strains as B. pseudohinzii. Strain 21F10 exhibited notable findings in terms of virulence factors and antibiotic resistance genes. Antimicrobial susceptibility testing revealed significant resistance to several cephalosporins (cefoxitin, cefuroxime, cefotaxime, cefazolin, and ceftiofur). The 16 S rRNA and WGS of strain 21F10 have been deposited in GenBank and Genome Sequence Archive (GSA)under accession numbers PQ881859 and CRA022358, respectively. CONCLUSION The first isolation of B. pseudohinzii from the lung tissue of wild niviventer was reported, and the limitations of traditional methods for identifying B. pseudohinzii were demonstrated. We highlight the superiority of WGS for accurate species identification. The findings reveal a complex pathogenic profile and notable antibiotic resistance, providing important insights for the future prevention and treatment of B. pseudohinzii infections in humans, as well as underscoring the need for monitoring B. pseudohinzii in rodent populations.
Collapse
Affiliation(s)
- Jian Zhou
- School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, 550025, China
- Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guizhou Center for Disease Control and Prevention, Guiyang, 550004, China
| | - Sha Mao
- School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, 550025, China
| | - Ying Liu
- Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guizhou Center for Disease Control and Prevention, Guiyang, 550004, China
| | - Tao Gu
- School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, 550025, China
| | - Jingzhu Zhou
- Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guizhou Center for Disease Control and Prevention, Guiyang, 550004, China
| | - Fengming Chen
- Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guizhou Center for Disease Control and Prevention, Guiyang, 550004, China
| | - Yong Hu
- School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, 550025, China.
| | - Shijun Li
- School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, 550025, China.
- Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guizhou Center for Disease Control and Prevention, Guiyang, 550004, China.
| |
Collapse
|
3
|
Zhou J, Liu Y, Gu T, Zhou J, Chen F, Li S. Investigating the gut bacteria structure and function of hibernating bats through 16S rRNA high-throughput sequencing and culturomics. mSystems 2025:e0146324. [PMID: 40202348 DOI: 10.1128/msystems.01463-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Accepted: 03/10/2025] [Indexed: 04/10/2025] Open
Abstract
The gut microbiota of bats is vital for their roles in health and the ecosystem, yet studies on hibernating bats in southwest China, particularly in the unique karst landscape of Guizhou, are limited. We captured three hibernating bat species-Pipistrellus (PB), Rhinolophus (RB), and Myotis (MB)-in Liping County, collecting rectal samples for 16S rRNA amplicon sequencing. Data processing involved Trimmomatic, Flash, and Qiime2 for operational taxonomic unit (OTU) standardization and species annotation via the Greengenes database. Differential abundance was analyzed using LEfSe, and diversity metrics were assessed through alpha and beta diversity analyses. The RB group was predominantly composed of Proteobacteria (80.99%), while MB and PB exhibited diverse compositions with significant OTU richness (729 in MB). Notable genera included Hafnia and Yersinia in RB and Cosenzaea myxofaciens in MB. High proportions of unclassified taxa were observed, particularly in RB (83.81%). Functional predictions indicated metabolic pathways, with a significant representation of human diseases in PB. Culturomics revealed the successful cultivation of Huaxiibacter chinensis and Enterobacter chengduensis from bats for the first time and appears to have identified a new bacterium that is likely closely related to Clostridium paraputrificum.IMPORTANCEOur research reveals significant differences in the composition and diversity of the gut microbiota among three bat groups (PB, MB, and RB) from Guizhou. While Proteobacteria predominates in all groups, its abundance varies. Notably, the high richness of operational taxonomic units (OTUs) in the MB group suggests a more diverse microbial ecosystem, underscoring the complex interactions between species diversity, diet, gut microbiota, and overall ecological dynamics in bats. Furthermore, the substantial presence of unknown bacterial species in their intestines highlights the critical importance of cultivation-based approaches. The presence of specific taxa may have potential health implications for both bats and humans. These findings emphasize the need for further investigations into the functional roles of these microbiota and their contributions to host health. Future research should focus on longitudinal studies to elucidate these intricate interactions.
Collapse
Affiliation(s)
- Jian Zhou
- School of Public Health, the Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, Guizhou, China
- Guizhou Center for Disease Control and Prevention, Guiyang, Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guiyang, Guizhou, China
| | - Ying Liu
- Guizhou Center for Disease Control and Prevention, Guiyang, Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guiyang, Guizhou, China
| | - Tao Gu
- School of Public Health, the Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, Guizhou, China
| | - Jingzhu Zhou
- Guizhou Center for Disease Control and Prevention, Guiyang, Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guiyang, Guizhou, China
| | - Fengming Chen
- Guizhou Center for Disease Control and Prevention, Guiyang, Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guiyang, Guizhou, China
| | - Shijun Li
- School of Public Health, the Key Laboratory of Environmental Pollution Monitoring and Disease Control, Ministry of Education, Guizhou Medical University, Guiyang, Guizhou, China
- Guizhou Center for Disease Control and Prevention, Guiyang, Key Laboratory of Microbio and Infectious Disease Prevention and Control in Guizhou Province, Guiyang, Guizhou, China
| |
Collapse
|
4
|
Reynolds DL, Hille MM, Jia B. Review of Enterococcus faecalis Infections of Poultry. Avian Dis 2025; 68:412-420. [PMID: 40249580 DOI: 10.1637/aviandiseases-d-24-00084] [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: 10/21/2024] [Accepted: 01/23/2025] [Indexed: 04/19/2025]
Abstract
Enterococcus faecalis organisms are Gram-positive cocci that are ubiquitous in the environment, occurring in water and soil, and are commensal inhabitants of the intestinal tracts of both vertebrate and invertebrate animals. They are considered opportunists and possess many virulence-encoding traits, including the formation of biofilms and toxins. Enterococcus faecalis produces cytolysin, which is a unique toxin having activity against both eukaryotic and prokaryotic cells. Cytolysin causes hemolysis of red blood cells and has also been termed hemolysin. Enterococcus faecalis organisms are intrinsically resistant to some antibiotics and can transmit antimicrobial resistance to other microorganisms. In poultry, there is ample evidence to indicate that E. faecalis can be egg transmitted, causing decreased hatchability of eggs. Enterococcus faecalis has been found to rapidly spread among hatchlings that are exposed in the hatcher. In older birds, some E. faecalis isolates cause amyloid arthropathy. Various methods have been developed to assess E. faecalis isolates for virulence-encoding traits, including Multilocus sequence typing and embryo lethality assays. However, much variability occurs in interpreting the results of these methods and the correlation between genotypes, phenotypes, and virulence has not been well established. The virulence traits and pathogenesis of E. faecalis in poultry need to be elucidated further.
Collapse
Affiliation(s)
- Donald L Reynolds
- School of Veterinary Medicine and Biomedical Sciences, University of Nebraska-Lincoln, Lincoln, NE 68583-0907,
| | - Matthew M Hille
- School of Veterinary Medicine and Biomedical Sciences, University of Nebraska-Lincoln, Lincoln, NE 68583-0907
| | - Beibei Jia
- Department of Health Management, Atlantic Veterinary College, University of Prince Edward Island, Prince Edward Island, Canada C1A 4P3
| |
Collapse
|
5
|
An S, Gong X, Zhao L, Jian J, Guo Y, Yang X, Sun H, Li Y, Liu B. Significant changes in gut microbiota and SCFAs among patients with newly diagnosed acute myeloid leukemia. Front Microbiol 2025; 16:1559033. [PMID: 40236478 PMCID: PMC11997447 DOI: 10.3389/fmicb.2025.1559033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2025] [Accepted: 03/11/2025] [Indexed: 04/17/2025] Open
Abstract
The purpose of this study was to identify whether the gut microbiota and metabolites of newly diagnosed acute myeloid leukemia (AML) patients displayed specific characteristic alterations and whether these changes could be used as potential biomarkers for predicting the disease. Notably, the gut microbiota and metabolites of AML patients exhibited significant structural and quantitative alterations at the time of their initial diagnosis. Beneficial bacteria, including Faecalibacterium, Collinsella, Lacticaseibacillus, and Roseburia, as well as butyric acid and acetic acid, were found to be considerably reduced in newly diagnosed AML patients. In contrast, Enterococcus and Lactobacillus, especially Enterococcus, were significantly enriched. Further investigation indicated that Enterococcus could serve as a potential intestinal marker, showing a strong negative correlation with the levels of acetic and butyric acid. Importantly, assays aimed at identifying AML demonstrated that Enterococcus, butyric acid, and acetatic acid exhibited excellent predictive effectiveness. Colonizing Enterococcus from patients were isolated for pathogen investigation, which revealed that these bacteria possess several strong virulence factors and multiple drug-resistance gene characteristics. Therefore, we speculate that the increase of Enterococcus may contribute to the development and progression of AML.
Collapse
Affiliation(s)
- Shujuan An
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
- Department of Medical Laboratory, The First Hospital of Lanzhou University, Lanzhou, China
| | - Xia Gong
- Department of Medical Laboratory, The First Hospital of Lanzhou University, Lanzhou, China
| | - Long Zhao
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Jinli Jian
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Yuancheng Guo
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Xiaoxiao Yang
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Hongjia Sun
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
- Department of Medical Laboratory, The First Hospital of Lanzhou University, Lanzhou, China
| | - Yang Li
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
- Department of Medical Laboratory, The First Hospital of Lanzhou University, Lanzhou, China
| | - Bei Liu
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
- Department of Haematology, The First Hospital of Lanzhou University, Lanzhou, China
| |
Collapse
|
6
|
Kasprzyk-Pochopień J, Kamińska A, Mielczarek P, Porada R, Stępień E, Piekoszewski W. The Proteomic Analysis of Platelet Extracellular Vesicles in Diabetic Patients by nanoLC-MALDI-MS/MS and nanoLC-TIMS-MS/MS. Molecules 2025; 30:1384. [PMID: 40142159 PMCID: PMC11944696 DOI: 10.3390/molecules30061384] [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: 02/25/2025] [Revised: 03/12/2025] [Accepted: 03/14/2025] [Indexed: 03/28/2025] Open
Abstract
Platelet extracellular vesicles (PEVs) are emerging as key biomarkers in diabetes mellitus (DM), reflecting altered platelet function and coagulation pathways. This study compares two proteomic techniques-nanoLC-MALDI-MS/MS and nanoLC-TIMS-MS/MS-for analyzing PEVs in diabetic patients, to assess their potential for biomarker discovery. PEVs were isolated from platelet-rich plasma and characterized using tunable resistive pulse sensing (TRPS), Fourier-transform infrared (FTIR) spectroscopy, and transmission electron microscopy (TEM). Proteomic analyses identified significant differences in protein expression between diabetic and non-diabetic individuals, with nanoLC-TIMS-MS/MS demonstrating superior sensitivity by detecting 97% more unique proteins than nanoLC-MALDI-MS/MS. Key differentially expressed proteins included apolipoproteins and oxidative stress markers, which may contribute to platelet dysfunction and cardiovascular complications in DM. Sex-specific variations in protein expression were also observed, highlighting potential differences in disease progression between male and female patients. The integration of advanced proteomic methodologies provides novel insights into the role of PEVs in diabetes pathophysiology, underscoring their diagnostic and therapeutic potential. These findings pave the way for improved biomarker-based strategies for early detection and monitoring of diabetic complications.
Collapse
Affiliation(s)
- Joanna Kasprzyk-Pochopień
- Laboratory of High-Resolution Mass Spectrometry, Faculty of Chemistry, Jagiellonian University, 30-387 Krakow, Poland;
| | - Agnieszka Kamińska
- Department of Medical Physics, M. Smoluchowski Institute of Physics, Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, 30-348 Krakow, Poland; (A.K.); (E.S.)
| | - Przemysław Mielczarek
- Department of Analytical Chemistry and Biochemistry, Faculty of Materials Science and Ceramics, AGH University of Krakow, 30-059 Krakow, Poland;
| | - Radosław Porada
- Department of Analytical Chemistry, Faculty of Chemistry, Jagiellonian University, 30-387 Krakow, Poland;
| | - Ewa Stępień
- Department of Medical Physics, M. Smoluchowski Institute of Physics, Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, 30-348 Krakow, Poland; (A.K.); (E.S.)
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348 Krakow, Poland
- Center for Theranostics, Jagiellonian University, 31-501 Krakow, Poland
| | - Wojciech Piekoszewski
- Laboratory of High-Resolution Mass Spectrometry, Faculty of Chemistry, Jagiellonian University, 30-387 Krakow, Poland;
- Department of Analytical Chemistry, Faculty of Chemistry, Jagiellonian University, 30-387 Krakow, Poland;
| |
Collapse
|
7
|
Błońska D, Buszewski B. Characterization of Honey Microbiome Using MALDI-TOF Mass Spectrometry and Physicochemical Study. Molecules 2025; 30:1266. [PMID: 40142043 PMCID: PMC11944304 DOI: 10.3390/molecules30061266] [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: 01/20/2025] [Revised: 02/27/2025] [Accepted: 03/07/2025] [Indexed: 03/28/2025] Open
Abstract
Honey, a super-saturated solution produced by Apis mellifera, is well-known for its historical medicinal uses, as well as culinary applications. Comprising sugars, phenols, enzymes, and more, its complex composition contributes to its medicinal properties. The microbiome, dominated by spore-forming bacteria and yeasts, is also a crucial factor in the health benefit properties of honey. The identification of the microbiome of honeys contributes to a better understanding of their microbial landscape and health-benefit properties and is also relevant to the environmental aspect. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) is emerging as a key tool for microbial identification, but challenges remain in ensuring accuracy under different conditions. This study focuses on developing optimal conditions for microbial isolation and culture, aiming to balance diversity and avoid negative effects on identification. It further has the objective of evaluating the influence of geographic and botanical factors on the composition and diversity of the honey microbiome.
Collapse
Affiliation(s)
- Dominika Błońska
- Department of Environmental Chemistry and Bioanalytics, Faculty of Chemistry, Nicolaus Copernicus University, 87-100 Toruń, Poland
- Centre for Modern Interdisciplinary Technologies—BioSep, Nicolaus Copernicus University, 87-100 Toruń, Poland
| | - Bogusław Buszewski
- Prof. Jan Czochralski Kuyavian-Pomeranian Research & Development Centre, Krasińskiego 4, 87-100 Toruń, Poland
| |
Collapse
|
8
|
Ludwiczak A, Zieliński T, Sibińska E, Czeszewska-Rosiak G, Złoch M, Rudnicka J, Tretyn A, Pomastowski P. Comparative analysis of microbial contamination in diesel fuels using MALDI-TOF MS. Sci Rep 2025; 15:4525. [PMID: 39915515 PMCID: PMC11802864 DOI: 10.1038/s41598-025-87713-1] [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: 07/03/2024] [Accepted: 01/21/2025] [Indexed: 02/09/2025] Open
Abstract
Microbiological contamination in fuels poses a significant threat to fuel quality, operational safety, and the efficiency of fuel systems. Effective management of microbial risks can extend fuel systems' lifespan and minimize the environmental footprint of fuel usage. Therefore, we aimed to identify the microbiological contaminants using two MALDI-TOF MS systems (Bruker Daltonik GmbH and Zybio Inc.). Detection and characterization of microbiological contamination in fuels were performed with further validation by 16 S rRNA gene sequencing. Microorganisms collected from three types of diesel fuel were cultured, and fuel samples were analyzed. Significant differences in microbiological contamination were observed between the fuel types, with 272 isolates of bacteria and fungi identified across all fuel samples. Ekodiesel Ultra B0 had the highest number of identified microorganisms. The Zybio system identified 48% of all microorganisms at the species level, whereas the Bruker system identified only 33%. The 16 S rDNA sequencing confirmed proteomic identifications by the MALDI systems with high accuracy. Our study indicates that MALDI-TOF MS technology can effectively assess microbiological contamination in fuels. Integrating MALDI-TOF MS with other molecular techniques could provide a comprehensive view of fuel's microbial communities.
Collapse
Affiliation(s)
- Agnieszka Ludwiczak
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str, Torun, 87-100, Poland.
- Department of Immunology, Faculty of Biological and Veterinary Sciences, Nicolaus Copernicus University in Torun, Lwowska 1 Str, Torun, 87-100, Poland.
| | - Tomasz Zieliński
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str, Torun, 87-100, Poland
| | - Ewelina Sibińska
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str, Torun, 87-100, Poland
| | - Grażyna Czeszewska-Rosiak
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str, Torun, 87-100, Poland
- Chair of Plant Physiology and Biotechnology, Nicolaus Copernicus University in Torun, Lwowska 1 Str, Torun, 87-100, Poland
| | - Michał Złoch
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str, Torun, 87-100, Poland
| | - Joanna Rudnicka
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str, Torun, 87-100, Poland
| | - Andrzej Tretyn
- Chair of Plant Physiology and Biotechnology, Nicolaus Copernicus University in Torun, Lwowska 1 Str, Torun, 87-100, Poland
| | - Paweł Pomastowski
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str, Torun, 87-100, Poland
| |
Collapse
|
9
|
Wu J, Thompson TP, O'Connell NH, McCracken K, Powell J, Gilmore BF, Dunne CP, Kelly SA. Extended-spectrum β-lactamase-producing bacteria from hospital wastewater pipes: isolation, characterization and biofilm control using common disinfectants. J Hosp Infect 2025; 156:34-49. [PMID: 39586542 DOI: 10.1016/j.jhin.2024.11.013] [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: 09/18/2024] [Revised: 10/17/2024] [Accepted: 11/09/2024] [Indexed: 11/27/2024]
Abstract
BACKGROUND Hospital wastewater systems have been identified as reservoirs for antibiotic-resistant bacteria, with biofilms harbouring extended-spectrum β-lactamase (ESBL)-producing micro-organisms posing significant infection risk. AIM To study the antimicrobial susceptibility and biofilm control of ESBL-producing bacteria from wastewater pipes from a tertiary care teaching hospital in Ireland, which had experienced endemic infection outbreaks caused by ESBL-producing bacteria. METHODS Following isolation of ESBL producers on selective agar, antibiotic susceptibility profiles were determined for a number of antibiotics assessed for their ability to form biofilms. Biofilm eradication studies using the commercially available disinfectants bleach, Optizan™, Virkon™ and Clinell™ were performed on selected isolates. FINDINGS ESBL-producing bacteria (N = 39 isolates) showed a high degree of resistance to β-lactams. Biofilm-forming ability ranged from non-adherent to strongly adherent and appeared to be source dependent, suggesting that the characteristics of the pipe environment played an important role in biofilm formation. All disinfectants showed effective biofilm eradication under suggested working conditions. Effectiveness was significantly reduced following reductions in concentration and contact time, with only Clinell™ showing significant biofilm reduction against all isolates at all concentrations and contact times tested. Of the chlorine-based formulations, Optizan™ frequently outperformed bleach at lower concentrations and treatment times. Biofilm eradication was strain dependent, with varying disinfectant response profiles observed from biofilms from different Stenotrophomonas maltophilia isolates. CONCLUSIONS This study highlights the high degree of ESBL-producing bacteria recovery from patient-facing hospital wastewater apparatus. Their ability to form resident biofilms and act as potential reservoirs of infection emphasizes the need for rigorous and effective infection control practices.
Collapse
Affiliation(s)
- J Wu
- School of Pharmacy, Queen's University Belfast, Belfast, UK
| | - T P Thompson
- School of Pharmacy, Queen's University Belfast, Belfast, UK
| | - N H O'Connell
- Microbiology Department, University Hospital Limerick, Limerick, Ireland; School of Medicine and Centre for Interventions in Infection, Inflammation, and Immunity (4i), University of Limerick, Limerick, Ireland
| | - K McCracken
- Keith McCracken Consulting Limited, Greencastle, Co. Donegal, Ireland
| | - J Powell
- Microbiology Department, University Hospital Limerick, Limerick, Ireland; School of Medicine and Centre for Interventions in Infection, Inflammation, and Immunity (4i), University of Limerick, Limerick, Ireland
| | - B F Gilmore
- School of Pharmacy, Queen's University Belfast, Belfast, UK; School of Medicine and Centre for Interventions in Infection, Inflammation, and Immunity (4i), University of Limerick, Limerick, Ireland
| | - C P Dunne
- School of Pharmacy, Queen's University Belfast, Belfast, UK; School of Medicine and Centre for Interventions in Infection, Inflammation, and Immunity (4i), University of Limerick, Limerick, Ireland
| | - S A Kelly
- School of Pharmacy, Queen's University Belfast, Belfast, UK; School of Medicine and Centre for Interventions in Infection, Inflammation, and Immunity (4i), University of Limerick, Limerick, Ireland.
| |
Collapse
|
10
|
Lasch P, Beyer W, Bosch A, Borriss R, Drevinek M, Dupke S, Ehling-Schulz M, Gao X, Grunow R, Jacob D, Klee SR, Paauw A, Rau J, Schneider A, Scholz HC, Stämmler M, Thanh Tam LT, Tomaso H, Werner G, Doellinger J. A MALDI-ToF mass spectrometry database for identification and classification of highly pathogenic bacteria. Sci Data 2025; 12:187. [PMID: 39890826 PMCID: PMC11785946 DOI: 10.1038/s41597-025-04504-z] [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: 08/14/2024] [Accepted: 01/20/2025] [Indexed: 02/03/2025] Open
Abstract
Today, MALDI-ToF MS is an established technique to characterize and identify pathogenic bacteria. The technique is increasingly applied by clinical microbiological laboratories that use commercially available complete solutions, including spectra databases covering clinically relevant bacteria. Such databases are validated for clinical, or research applications, but are often less comprehensive concerning highly pathogenic bacteria (HPB). To improve MALDI-ToF MS diagnostics of HPB we initiated a program to develop protocols for reliable and MALDI-compatible microbial inactivation and to acquire mass spectra thereof many years ago. As a result of this project, databases covering HPB, closely related bacteria, and bacteria of clinical relevance have been made publicly available on platforms such as ZENODO. This publication in detail describes the most recent version of this database. The dataset contains a total of 11,055 spectra from altogether 1,601 microbial strains and 264 species and is primarily intended to improve the diagnosis of HPB. We hope that our MALDI-ToF MS data may also be a valuable resource for developing machine learning-based bacterial identification and classification methods.
Collapse
Affiliation(s)
- Peter Lasch
- Robert Koch Institute, ZBS 6 - Proteomics and Spectroscopy, Seestraße 10, Berlin, D-13353, Germany.
| | - Wolfgang Beyer
- Advisory Panel of the Medical Academy of the German Armed Forces, Bundeswehr Institute of Microbiology, Munich, Germany
| | - Alejandra Bosch
- CINDEFI-UNLP-CONICET, CCT La Plata, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, La Plata, Buenos Aires, Argentina
| | - Rainer Borriss
- Institute of Marine Biotechnology e.V. (IMaB), Greifswald, Germany
| | - Michal Drevinek
- National Institute for Nuclear, Chemical and Biological Protection, Milin, Czech Republic
| | - Susann Dupke
- Robert Koch Institute, ZBS 2 - Highly Pathogenic Microorganisms, Berlin, Germany
| | - Monika Ehling-Schulz
- Functional Microbiology, Institute of Microbiology, University of Veterinary Medicine, Vienna, Austria
| | - Xuewen Gao
- College of Plant Protection, Nanjing Agricultural University, Key Laboratory of Integrated Management of Crop Diseases and Pests, Nanjing, People's Republic of China
| | - Roland Grunow
- Robert Koch Institute, ZBS 2 - Highly Pathogenic Microorganisms, Berlin, Germany
| | - Daniela Jacob
- Robert Koch Institute, ZBS 2 - Highly Pathogenic Microorganisms, Berlin, Germany
| | - Silke R Klee
- Robert Koch Institute, ZBS 2 - Highly Pathogenic Microorganisms, Berlin, Germany
| | - Armand Paauw
- Netherlands Organization for Applied Scientific Research TNO, Department of CBRN Protection, Rijswijk, The Netherlands
| | - Jörg Rau
- Chemisches und Veterinäruntersuchungsamt Stuttgart (CVUAS), Fellbach, Germany
| | - Andy Schneider
- Robert Koch Institute, ZBS 6 - Proteomics and Spectroscopy, Seestraße 10, Berlin, D-13353, Germany
| | - Holger C Scholz
- Robert Koch Institute, ZBS 2 - Highly Pathogenic Microorganisms, Berlin, Germany
| | - Maren Stämmler
- Robert Koch Institute, ZBS 6 - Proteomics and Spectroscopy, Seestraße 10, Berlin, D-13353, Germany
| | - Le Thi Thanh Tam
- Division of Plant Pathology and Phyto-Immunology, Plant Protection Research Institute, Hanoi, Vietnam
| | - Herbert Tomaso
- Friedrich-Loeffler-Institut (FLI), Federal Research Institute for Animal Health, Jena, Germany
| | - Guido Werner
- Robert Koch Institute, Nosocomial Pathogens and Antibiotic Resistances (FG13) and National Reference Centre for Staphylococci and Enterococci, Wernigerode, Germany
| | - Joerg Doellinger
- Robert Koch Institute, ZBS 6 - Proteomics and Spectroscopy, Seestraße 10, Berlin, D-13353, Germany
| |
Collapse
|
11
|
Czeszewska-Rosiak G, Adamczyk I, Ludwiczak A, Fijałkowski P, Fijałkowski P, Twarużek M, Złoch M, Gabryś D, Miśta W, Tretyn A, Pomastowski PP. Analysis of the efficacy of MALDI-TOF MS technology in identifying microorganisms in cancer patients and oncology hospital environment. Heliyon 2025; 11:e42015. [PMID: 39906802 PMCID: PMC11791110 DOI: 10.1016/j.heliyon.2025.e42015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2024] [Revised: 01/13/2025] [Accepted: 01/15/2025] [Indexed: 02/06/2025] Open
Abstract
Rapid diagnostics of microbes in hospitals are crucial for promptly identifying infections, enabling timely and appropriate treatment. The study was conducted to evaluate the effectiveness of the matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI TOF MS) technology in the microbial profiling of hospital environments and patient samples. The objective was to determine the microbial landscape in swabs collected from hospitalized patients and their immediate environments, using MALDI to compare the capabilities of two systems: BRUKER and ZYBIO. The analysis resulted in 1012 microbial identifications from patient samples (N = 81), encompassing 96 species, and 1496 identifications from hospital surface samples (N = 108), covering 124 species. Predominantly identified microorganisms in patients' samples included Staphylococcus epidermidis, Staphylococcus aureus, Staphylococcus capitis, Steptococcus salivarius, and Micrococcus luteus, whereas environmental samples chiefly yielded S. epidermidis, Staphylococcus hominis, Staphylococcus warneri, and Microcccus luteus. 33 species were found in both types of samples, highlighting a significant microbial interchange within hospital settings. Both MALDI systems showed high consistency in results at both genus and species levels. Nevertheless, mismatches in identification between both MALDI systems were noted, particularly within Brevibacterium, Streptococcus, Bacillus, Staphylococcus, and Neisseria genera. This study presents the precision of MALDI technology in microbial identification and highlights the need for ongoing enhancements, especially in the expansion and updating of databases, to bolster its diagnostic effectiveness further.
Collapse
Affiliation(s)
- Grażyna Czeszewska-Rosiak
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
- Departnemt of Plant Physiology and Biotechnology, Nicolaus Copernicus University in Torun, Lwowska 1 Str., 87-100 Torun, Poland
| | - Iwona Adamczyk
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
- Department of Physiology and Toxicology, Kazimierz Wielki University, Chodkiewicza 30 Str., Bydgoszcz, Poland
| | - Agnieszka Ludwiczak
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
- Department of Immunology, Faculty of Biological and Veterinary Sciences, Nicolaus Copernicus University in Torun, Lwowska 1 Str., 87-100 Toruń, Poland
| | - Piotr Fijałkowski
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
| | - Paweł Fijałkowski
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
- Department of Environmental Chemistry and Bioanalytics, Faculty of Chemistry, Nicolaus Copernicus University in Toruń, Gagarina 7 Str., 87-100 Toruń, Poland
| | - Magdalena Twarużek
- Department of Physiology and Toxicology, Kazimierz Wielki University, Chodkiewicza 30 Str., Bydgoszcz, Poland
| | - Michał Złoch
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
| | - Dorota Gabryś
- Radiotherapy Department, Maria Sklodowska-Curie National Research Institute of Oncology, Wybrzeze Armii Krajowej 15 Str., Poland
| | - Wioletta Miśta
- Radiotherapy Department, Maria Sklodowska-Curie National Research Institute of Oncology, Wybrzeze Armii Krajowej 15 Str., Poland
| | - Andrzej Tretyn
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
- Departnemt of Plant Physiology and Biotechnology, Nicolaus Copernicus University in Torun, Lwowska 1 Str., 87-100 Torun, Poland
| | - Paweł Piotr Pomastowski
- Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Torun, Wilenska 4 Str., Torun 87-100, Poland
| |
Collapse
|
12
|
Ajdi B, El Hidan MA, El Asbahani A, Bocquet M, Ait Hamza M, Elqdhy M, Elmourid A, Touloun O, Boubaker H, Bulet P. Taxonomic identification of Morocco scorpions using MALDI-MS fingerprints of venom proteomes and computational modeling. J Proteomics 2025; 310:105321. [PMID: 39304032 DOI: 10.1016/j.jprot.2024.105321] [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: 08/25/2024] [Revised: 09/17/2024] [Accepted: 09/17/2024] [Indexed: 09/22/2024]
Abstract
The venom of scorpions has been the subject of numerous studies. However, their taxonomic identification is not a simple task, leading to misidentifications. This study aims to provide a practical approach for identifying scorpions based on the venom molecular mass fingerprint (MFP). Specimens (251) belonging to fifteen species were collected from different regions in Morocco. Their MFPs were acquired using MALDI-MS. These were used as a training dataset to generate predictive models and a library of mean spectral profiles using software programs based on machine learning. The computational model achieved an overall recognition capability of 99 % comprising 32 molecular signatures. The models and the library were tested using a new dataset for external validation and to evaluate their capability of identification. We recorded an accuracy classification with an average of 97 % and 98 % for the computational models and the library, respectively. To our knowledge, this is the first attempt to demonstrate the potential of MALDI-MS and MFPs to generate predictive models capable of discriminating scorpions from family to species levels, and to build a library of species-specific spectra. These promising results may represent a proof of concept towards developing a reliable approach for rapid molecular identification of scorpions in Morocco. SIGNIFICANCE OF THE STUDY: With their clinical importance, scorpions may constitute a desirable study model for many researchers. The first step in studying scorpion is systematically identifying the species of interest. However, it can be a difficult task, especially for the non-experts. The taxonomy of scorpions is primarily based on morphometric characters. In Morocco, the high number of species and subspecies mainly endemic, and the morphological similarities between different species may result in false identifications. This was observed in many reports according to the scorpion experts. In this study, we describe a reliable practical approach for identifying scorpions based on the venom molecular mass fingerprints (MFPs). By using two software programs based on machine learning, we have demonstrated that these MFPs contains sufficient inter-specific variation to differentiate between the scorpion species mentioned in this study with a good accuracy. Using a drop of venom, this new approach could be a rapid, accurate and cost saving method for taxonomic identification of scorpions in Morocco.
Collapse
Affiliation(s)
- Boujemaa Ajdi
- Laboratory of Microbial Biotechnology and Plant Protection, Faculty of Sciences, University of Ibn Zohr, Agadir, Morocco; Institute for Advanced Biosciences, CR Inserm U1209, CNRSUMR 5309, University of Grenoble-Alpes, 38000 Grenoble, France; Platform BioPark Archamps, 74160 Archamps, France
| | - Moulay Abdelmonaim El Hidan
- Laboratory of Biotechnology and Valorization of Natural Resources, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco.
| | - Abdelhafed El Asbahani
- Laboratory of Applied Chemistry and Environment (LACAPE), Team of Bio-organic Chemistry and Natural substances, Faculty of Sciences, University of Ibn Zohr, Agadir, Morocco.
| | - Michel Bocquet
- Platform BioPark Archamps, 74160 Archamps, France; Apimedia, 74370 Annecy, France
| | - Mohamed Ait Hamza
- Laboratory of Biotechnology and Valorization of Natural Resources, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco.
| | - M'barka Elqdhy
- Laboratory of Microbial Biotechnology and Plant Protection, Faculty of Sciences, University of Ibn Zohr, Agadir, Morocco
| | - Abdessamad Elmourid
- Polyvalent Team in Research and Development (EPVRD), Department of Biology & Geology, Polydisciplinary Faculty, University Sultan My Slimane, Beni Mellal 23030, Morocco
| | - Oulaid Touloun
- Polyvalent Team in Research and Development (EPVRD), Department of Biology & Geology, Polydisciplinary Faculty, University Sultan My Slimane, Beni Mellal 23030, Morocco
| | - Hassan Boubaker
- Laboratory of Microbial Biotechnology and Plant Protection, Faculty of Sciences, University of Ibn Zohr, Agadir, Morocco.
| | - Philippe Bulet
- Institute for Advanced Biosciences, CR Inserm U1209, CNRSUMR 5309, University of Grenoble-Alpes, 38000 Grenoble, France; Platform BioPark Archamps, 74160 Archamps, France.
| |
Collapse
|
13
|
Hernandez A, Krull NK, Murphy BT. Use of MALDI-TOF mass spectrometry and IDBac to mine for understudied bacterial genera from the environment. ISME COMMUNICATIONS 2025; 5:ycaf046. [PMID: 40177464 PMCID: PMC11962939 DOI: 10.1093/ismeco/ycaf046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/03/2025] [Revised: 02/28/2025] [Accepted: 03/11/2025] [Indexed: 04/05/2025]
Abstract
Bacterial natural products have greatly contributed to the global drug discovery effort. Further, the incorporation of understudied bacterial taxa into discovery pipelines remains a promising approach to supply much needed chemical diversity to this effort. Unfortunately, researchers lack rapid and efficient techniques to accomplish this. Here we present an approach that employs matrix-assisted laser desorption/ionization time of flight mass spectrometry (MALDI-TOF MS) and the bioinformatics platform IDBac to perform targeted isolation of understudied bacteria from environmental samples. A dendrogram of MS protein spectra from 479 unknown bacterial isolates was seeded with spectra from 50 characterized strains that represented target understudied genera. This method was highly effective at identifying representatives from target taxa, demonstrating an 86.3% success rate when an estimated genus level cutoff was implemented in the dendrogram. Overall, this study shows the potential of MALDI-MS/IDBac to mine environmental bacterial isolate collections for target taxa in high-throughput, particularly in the absence of proprietary software. It also provides a cost-effective alternative to morphology and gene-sequencing analyses that are typically used to guide identification and prioritization strategies from large bacterial isolate collections.
Collapse
Affiliation(s)
- Antonio Hernandez
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60607, United States
- Center for Biomolecular Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60607, United States
| | - Nyssa K Krull
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60607, United States
- Center for Biomolecular Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60607, United States
| | - Brian T Murphy
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60607, United States
- Center for Biomolecular Sciences, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60607, United States
- Institute for Tuberculosis Research, College of Pharmacy, University of Illinois at Chicago, Chicago, IL 60612, United States
| |
Collapse
|
14
|
Koujalagi T, Ruhal R. Mitigating Health Risks Through Environmental Tracking of Pseudomonas aeruginosa. Curr Microbiol 2024; 82:57. [PMID: 39718600 DOI: 10.1007/s00284-024-04036-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Accepted: 12/12/2024] [Indexed: 12/25/2024]
Abstract
Pseudomonas aeruginosa is a prevalent nosocomial pathogen and a significant reservoir of antimicrobial resistance genes in residential and built environments. It is also widespread in various indoor and outdoor settings, including sewage, surface waters, soil, recreational waters (both treated and untreated), and industrial effluents. Surveillance efforts for P. aeruginosa are primarily focused on hospitals rather than built environments. However, evidence links multidrug-resistant P. aeruginosa of human origin with activity in built environments and hospital settings. Consequently, tracking this pathogen across all environments is crucial for understanding the mechanisms of reverse transmission from built environments to humans. This review explores public health hygiene by examining the prevalence of P. aeruginosa in various environments, its sequence types, the factors contributing to multidrug resistance, and the identification methods through global surveillance. Whole-genome sequencing with sequence typing and real-time quantitative PCR are widely used to identify and study antimicrobial-resistant strains worldwide. Additionally, advanced techniques such as functional metagenomics, next-generation sequencing, MALDI-TOF, and biosensors are being extensively employed to detect antimicrobial-resistant strains and mitigate the ongoing evolution of bacterial resistance to antibiotics. Our review strongly underscores the importance of environmental monitoring of P. aeruginosa in preventing human infections. Furthermore, strategic planning in built environments is essential for effective epidemiological surveillance of P. aeruginosa and the development of comprehensive risk assessment models.
Collapse
Affiliation(s)
- Tushar Koujalagi
- School of Bio Science and Technology, VIT University, Vellore, Tamil Nadu, 632014, India
| | - Rohit Ruhal
- School of Bio Science and Technology, VIT University, Vellore, Tamil Nadu, 632014, India.
| |
Collapse
|
15
|
Calderón-Ezquerro MC, Ponce de León A. A, Brunner-Mendoza C, Guerrero-Guerra C. C, Sanchez-Flores A, Salinas-Peralta I, López Jacome LE, Colín Castro C. CA, Martínez Zavaleta MG. Assessment of airborne bacteria from a public health institution in Mexico City. PLOS GLOBAL PUBLIC HEALTH 2024; 4:e0003672. [PMID: 39509382 PMCID: PMC11542838 DOI: 10.1371/journal.pgph.0003672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Accepted: 10/12/2024] [Indexed: 11/15/2024]
Abstract
In this work, the composition of the bacterial community in the air of a hospital in Mexico City was evaluated using metabarcoding and proteomics approaches, along with the assessment of environmental factors such as temperature, humidity, and suspended particles. Two types of aerobiological samplers were used: Andersen One-Stage Viable Particle Sampler (AVPS) and Coriolis μ sampler (CμS-Sampler). Sampling was performed in four areas of the hospital: Floor 1 (F1), Floor 2 (F2), and Emergency Unit (EU), as well as outdoors (OH). The use of both samplers showed variations in diversity and composition. Bacterial abundance was 89.55% with the CμS-Sampler and 74.00% with the AVPS. The predominant phyla with the AVPS were Firmicutes, Proteobacteria and Actinobacteria, while with the CμS-Sampler, the main phyla were Proteobacteria, followed by Actinobacteria and Firmicutes. The highest diversity and richness of bacteria was recorded in F1 and F2, with 32 species identified, with a greater number within the hospital. Potentially pathogenic bacteria such as Bacillus spp., B. cereus, B. pumilus, Clostridium spp., Enterococcus gallinarum, Micrococcus luteus and Staphylococcus spp. were detected. Furthermore, a high concentration of particles between 2.5 μm and 10 μm, and Total Particulate Matter (TPM) was observed, with values of TPM, 303 μg/m3 in F1, 195 μg/m3 in F2, 235 μg/m3 in EU and 188 μg/m3 in OH. Temperatures averaged between 26 and 27°C, and relative humidity ranged between 39.8 and 43.5%. These environmental conditions and particulate matter can promote bacterial growth and their dispersion in the air, constituting a continuous risk of exposure to pathogens, mainly in indoor areas of the hospital. This study provides a framework for air monitoring, where the results of different samplers complement the detection of potential pathogens.
Collapse
Affiliation(s)
- Maria Carmen Calderón-Ezquerro
- Departamento de Ciencias Ambientales, Instituto de Ciencias de la Atmósfera y Cambio Climático, UNAM, Mexico City, México
| | - Alfredo Ponce de León A.
- Departamento de Infectología, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, México
| | | | - César Guerrero-Guerra C.
- Departamento de Ciencias Ambientales, Instituto de Ciencias de la Atmósfera y Cambio Climático, UNAM, Mexico City, México
| | - Alejandro Sanchez-Flores
- Instituto de Biotecnología, Unidad Universitaria de Secuenciación Masiva y Bioinformática, UNAM, Morelos, México
| | - Ilse Salinas-Peralta
- Instituto de Biotecnología, Unidad Universitaria de Secuenciación Masiva y Bioinformática, UNAM, Morelos, México
| | - Luis Esau López Jacome
- Laboratorio de Microbiología Clínica, Instituto Nacional de Rehabilitación Luis Guillermo Ibarra Ibarra, Mexico City, México
- Facultad de Química, Laboratorio, UNAM, Mexico City, México
| | - Claudia Adriana Colín Castro C.
- Laboratorio de Microbiología Clínica, Instituto Nacional de Rehabilitación Luis Guillermo Ibarra Ibarra, Mexico City, México
| | | |
Collapse
|
16
|
Kojima K, Wakabayashi Y, Nishijima S, Sakata J, Sekiya S, Iwamoto S, Tanaka K. Characterisation of glucose-induced protein fragments among the order Enterobacterales using matrix-assisted laser desorption ionization-time of flight mass spectrometry. Biochem Biophys Res Commun 2024; 732:150407. [PMID: 39033555 DOI: 10.1016/j.bbrc.2024.150407] [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: 06/28/2024] [Accepted: 07/12/2024] [Indexed: 07/23/2024]
Abstract
To characterise the glucose-induced protein fragments by MALDI-TOF MS analysis, we compared data for samples from Escherichia coli cultured in media with or without glucose. Characteristic peaks were observed in the presence of glucose, and MS/MS revealed Asr-specific fragments. The amino acid sequences of the fragments suggested sequence-specific proteolysis. Blast-analysis revealed that numerous Enterobacterales harbored genes encoding Asr as well as E. coli. Here, we analysed 32 strains from 20 genera and 25 species of seven Enterobacterales families. We did not detect changes in the mass spectra of four strains of Morganellaceae lacking asr, whereas peaks of Asr-specific fragments were detected in the other 28 strains. We therefore concluded that the induction of Asr production in the presence of glucose is common among the Enterobacterales, except for certain Morganellaceae species. In members of family Budviciaceae, unfragmented Asr was detected. Molecular genetic information suggested that the amino acid sequences of Asr homologs are diverse, with fragments varying in number and size, indicating that Asr may serve as a discriminative biomarker for identifying Enterobacterales species.
Collapse
Affiliation(s)
- Koichi Kojima
- Koichi Tanaka Mass Spectrometry Research Laboratory, Shimadzu Corporation, Kyoto, Japan.
| | - Yuki Wakabayashi
- Division of Bacteriology, Osaka Institute of Public Health, Osaka, Japan
| | - Shunya Nishijima
- Division of Bacteriology, Osaka Institute of Public Health, Osaka, Japan
| | - Junko Sakata
- Division of Bacteriology, Osaka Institute of Public Health, Osaka, Japan
| | - Sadanori Sekiya
- Koichi Tanaka Mass Spectrometry Research Laboratory, Shimadzu Corporation, Kyoto, Japan
| | - Shinichi Iwamoto
- Koichi Tanaka Mass Spectrometry Research Laboratory, Shimadzu Corporation, Kyoto, Japan
| | - Koichi Tanaka
- Koichi Tanaka Mass Spectrometry Research Laboratory, Shimadzu Corporation, Kyoto, Japan
| |
Collapse
|
17
|
Zeng X, Wang Y, Shen X, Wang H, Xu ZL. Application of Matrix-Assisted Laser Desorption Ionization Time-of-Flight Mass Spectrometry for Identification of Foodborne Pathogens: Current Developments and Future Trends. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:22001-22014. [PMID: 39344132 DOI: 10.1021/acs.jafc.4c06552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Foodborne pathogens have gained sustained public attention, exerted significant pressure on food manufacturers, and posed serious health risks to human. Matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) has been employed for quick and accurate identification of microorganisms in the prevention of foodborne epidemics in recent years. Herein, we first summarize the principle of MALDI and its workflow for foodborne pathogens. Subsequently, we review the recent progress and applications of MALDI-TOF MS in foodborne pathogen determination. Additionally, we outline the expanded utilization of MALDI-based techniques for the identification of closely related species. We also assess the current gaps and propose possible solutions to address the existing challenges. MALDI-TOF MS is a promising biotool for rapid and accurate identification of foodborne microbes at the species and genus level in food samples. Database expansion and direct quantification of spoilage microbes are two promising areas for future progress in MALDI-TOF MS applications.
Collapse
Affiliation(s)
- Xi Zeng
- Guangdong Provincial Key Laboratory of Food Quality and Safety, South China Agricultural University, Guangzhou 510642, China
- Guangzhou Institute of Food Inspection, Guangzhou 511400, China
| | - Yu Wang
- Guangdong Provincial Key Laboratory of Food Quality and Safety, South China Agricultural University, Guangzhou 510642, China
- Guangzhou Institute of Food Inspection, Guangzhou 511400, China
| | - Xing Shen
- Guangdong Provincial Key Laboratory of Food Quality and Safety, South China Agricultural University, Guangzhou 510642, China
| | - Hong Wang
- Guangdong Provincial Key Laboratory of Food Quality and Safety, South China Agricultural University, Guangzhou 510642, China
| | - Zhen-Lin Xu
- Guangdong Provincial Key Laboratory of Food Quality and Safety, South China Agricultural University, Guangzhou 510642, China
| |
Collapse
|
18
|
Yang L, Wu X, Wu G, Wu Y, Li H, Shao B. Association analysis of antibiotic and disinfectant resistome in human and foodborne E. coli in Beijing, China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 944:173888. [PMID: 38866143 DOI: 10.1016/j.scitotenv.2024.173888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Revised: 05/21/2024] [Accepted: 06/08/2024] [Indexed: 06/14/2024]
Abstract
The widespread use of chemical disinfectants and antibiotics poses a major threat to food safety and human health. However, the mechanisms of co-transmission of antimicrobial resistance genes (ARGs) and biocides and metal resistance genes (BMRGs) of foodborne pathogens in the food chain is still unclear. This study isolated 343 E. coli strains from animal-derived foods in Beijing and incorporated online data of human-derived E. coli strains from NCBI. Our results demonstrated a relatively uniform distribution of strains from various regions in Beijing, indicating a lack of region-specific clustering. Additionally, predominant sequence types varied between food- and human-derived strains, suggesting a preference for different hosts and environments. Phenotypic association analysis showed that the chlorine disinfectants peroxides had a significant positive correlation with tetracyclines. Many more ARGs and BMRGs were enriched in human-associated E. coli compared with those in chicken- and pork-origin. The quaternary ammonium compounds (QACs) resistance gene qacEΔ1 had a strong correlation with aminoglycoside resistance gene aadA5, folate pathway antagonist resistance gene dfrA17, sul1 and macrolide resistance gene mph(A). The correlation results indicated a significant association between the copper resistance gene cluster pco and the silver resistance gene cluster sil. Coexistence of many resistance genes was observed within the qacEΔ1 gene structure, with qacEΔ1-sul1 being the most common combination. Our findings demonstrated that the epidemiological spread of resistance is affected by a combination of heavy metals, disinfectants and antibiotic use, suggesting that the prevention and control strategies of antimicrobial resistance need to be multifaceted and comprehensive.
Collapse
Affiliation(s)
- Lu Yang
- Shanghai Anti-doping Laboratory, Shanghai University of Sport, Shanghai 200438, China; Beijing Key Laboratory of Diagnostic and Traceability Technologies for Food Poisoning, Beijing Center for Disease Prevention and Control, Beijing 100013, China
| | - Xuan Wu
- Beijing Key Laboratory of Diagnostic and Traceability Technologies for Food Poisoning, Beijing Center for Disease Prevention and Control, Beijing 100013, China; School of Public Health, Capital Medical University, Beijing 100069, China
| | - Guoquan Wu
- Beijing Key Laboratory of Diagnostic and Traceability Technologies for Food Poisoning, Beijing Center for Disease Prevention and Control, Beijing 100013, China; National Key Laboratory of Veterinary Public Health and Safety, College of Veterinary Medicine, China Agricultural University, Beijing 100193, China
| | - Yige Wu
- Beijing Key Laboratory of Diagnostic and Traceability Technologies for Food Poisoning, Beijing Center for Disease Prevention and Control, Beijing 100013, China; National Key Laboratory of Veterinary Public Health and Safety, College of Veterinary Medicine, China Agricultural University, Beijing 100193, China
| | - Hui Li
- Beijing Key Laboratory of Diagnostic and Traceability Technologies for Food Poisoning, Beijing Center for Disease Prevention and Control, Beijing 100013, China; School of Public Health, Capital Medical University, Beijing 100069, China.
| | - Bing Shao
- Shanghai Anti-doping Laboratory, Shanghai University of Sport, Shanghai 200438, China; Beijing Key Laboratory of Diagnostic and Traceability Technologies for Food Poisoning, Beijing Center for Disease Prevention and Control, Beijing 100013, China; National Key Laboratory of Veterinary Public Health and Safety, College of Veterinary Medicine, China Agricultural University, Beijing 100193, China.
| |
Collapse
|
19
|
Shuai J, Song S, Wang Z, Zeng R, Han X, Zhang X. MALDI-TOF nucleic acid mass spectrometry for simultaneously detection of fourteen porcine viruses and its application. J Virol Methods 2024; 329:114990. [PMID: 38925439 DOI: 10.1016/j.jviromet.2024.114990] [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: 02/27/2024] [Revised: 06/21/2024] [Accepted: 06/22/2024] [Indexed: 06/28/2024]
Abstract
BACKGROUND Mixed infections of multiple viruses significantly contribute to the prevalence of swine diseases, adversely affecting global livestock production and the economy. However, effectively monitoring multiple viruses and detecting mixed infection samples remains challenging. This study describes a method that combines single-base extension PCR with matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) to detect important porcine viruses. RESULTS Our approach accurately and simultaneously identified 14 porcine viruses, including porcine circovirus types 1-3, porcine bocaviruses groups 1-3, African swine fever virus, pseudorabies virus, porcine parvovirus, torque teno sus virus, swine influenza virus, porcine reproductive and respiratory syndrome virus, classical swine fever virus, and foot-and-mouth disease virus. The low limit of detection for multiplex identification ranges from 13.54 to 1.59 copies/μL. Inter- and intra-assay stability was found to be ≥98.3 %. In a comprehensive analysis of 114 samples, the assay exhibited overall agreement with qPCR results of 97.9 %. CONCLUSIONS The developed MALDI-TOF NAMS assay exhibits high sensitivity, specificity, and reliability in detecting and distinguishing a wide spectrum of porcine viruses in complex matrix samples. This underscores its potential as an efficient diagnostic tool for porcine-derived virus surveillance and swine disease control.
Collapse
Affiliation(s)
- Jiangbing Shuai
- Hangzhou Customs Technical Center, Hangzhou 311202, China; Zhejiang Academy of Science & Technology for Inspection & Quarantine, Hangzhou 310016, China
| | - Shiqi Song
- Zhejiang Digena Diagnostic Technology Co., Ltd., Hangzhou 311100, China
| | - Zhongcai Wang
- Hangzhou Customs Technical Center, Hangzhou 311202, China
| | - Ruoxue Zeng
- Hangzhou Customs Technical Center, Hangzhou 311202, China
| | - Xiao Han
- Zhejiang Academy of Science & Technology for Inspection & Quarantine, Hangzhou 310016, China
| | - Xiaofeng Zhang
- Hangzhou Customs Technical Center, Hangzhou 311202, China; Zhejiang Academy of Science & Technology for Inspection & Quarantine, Hangzhou 310016, China.
| |
Collapse
|
20
|
Benhasna S, Boudemagh A. Alternative protocol leading to rapid identification of Actinomycetes isolated from Algerian desertic soil by MALDI-TOF mass spectrometry. J Microbiol Methods 2024; 223:106984. [PMID: 38955305 DOI: 10.1016/j.mimet.2024.106984] [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: 12/20/2023] [Revised: 06/19/2024] [Accepted: 06/29/2024] [Indexed: 07/04/2024]
Abstract
Matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) is the first-line method for the rapid identification of most cultured microorganisms. As for Streptomyces strains, MALDI-TOF MS identification is complicated by the characteristic incrustation of colonies in agar and the strong cell wall of Actinomycetes cells requiring the use of alternative protein extraction protocols. In this study, we developed a specific protocol to overcome these difficulties for the MALDI-TOF MS identification of Actinomycetes made on solid medium. This protocol includes incubation of colony removed from agar plate with the beta-agarase enzyme, followed by a mechanical lysis and two washes by phosphate buffer and ethanol. Twenty-four Streptomyces and two Lentzea strains isolated from Algerian desertic soils were first identified by 16S rRNA sequencing as gold standard method, rpoB gene was used as a secondary gene target when 16S rRNA did not allow species identification. In parallel the isolates were identified by using the MALDI-TOF MS protocol as reported. After the expansion of the database with the inclusion of this MSPS, the strains were analyzed again in MALDI Biotyper, and all were identified. This work demonstrates that the rapid identification of Actinomycetes can be obtained without protein extraction step frequently used in MALDI-TOF mass spectrometry with this type of microorganisms.
Collapse
Affiliation(s)
- Sarra Benhasna
- Laboratory of Molecular and Cellular Biology, Constantine1-Frères Mentouri University, Chaâbat Erssas Campus, Ain El Bey Road, 25000 Constantine, Algeria; Department of Microbiology, Constantine1-Frères Mentouri University, Ain El Bey Road, 25000 Constantine, Algeria.
| | - Allaoueddine Boudemagh
- Laboratory of Molecular and Cellular Biology, Constantine1-Frères Mentouri University, Chaâbat Erssas Campus, Ain El Bey Road, 25000 Constantine, Algeria
| |
Collapse
|
21
|
Tomazin R, Cerar Kišek T, Janko T, Triglav T, Strašek Smrdel K, Cvitković Špik V, Kukec A, Mulec J, Matos T. Comparison of Culture-Dependent and Culture-Independent Methods for Routine Identification of Airborne Microorganisms in Speleotherapeutic Caves. Microorganisms 2024; 12:1427. [PMID: 39065195 PMCID: PMC11278542 DOI: 10.3390/microorganisms12071427] [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: 06/28/2024] [Revised: 07/10/2024] [Accepted: 07/12/2024] [Indexed: 07/28/2024] Open
Abstract
The effective identification of bacterial and fungal isolates is essential for microbiological monitoring in environments like speleotherapeutic caves. This study compares MALDI-TOF MS and the OmniLog ID System, two high-throughput culture-based identification methods. MALDI-TOF MS identified 80.0% of bacterial isolates to the species level, while the OmniLog ID System identified 92.9%. However, species-level matches between the methods were only 48.8%, revealing considerable discrepancies. For discrepant results, MALDI-TOF MS matched molecular identification at the genus level in 90.5% of cases, while the OmniLog ID System matched only in 28.6%, demonstrating MALDI-TOF MS's superiority. The OmniLog ID System had difficulties identifying genera from the order Micrococcales. Fungal identification success with MALDI-TOF MS was 30.6% at the species level, potentially improvable with a customised spectral library, compared to the OmniLog ID System's 16.7%. Metagenomic approaches detected around 100 times more microbial taxa than culture-based methods, highlighting human-associated microorganisms, especially Staphylococcus spp. In addition to Staphylococcus spp. and Micrococcus spp. as indicators of cave anthropisation, metagenomics revealed another indicator, Cutibacterium acnes. This study advocates a multi-method approach combining MALDI-TOF MS, the OmniLog ID System, culture-based, and metagenomic analyses for comprehensive microbial identification. Metagenomic sampling on nitrocellulose filters provided superior read quality and microbial representation over liquid sampling, making it preferable for cave air sample collection.
Collapse
Affiliation(s)
- Rok Tomazin
- Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana, Zaloška Cesta 4, SI-1000 Ljubljana, Slovenia; (R.T.); (T.T.); (K.S.S.); (V.C.Š.)
| | - Tjaša Cerar Kišek
- National Laboratory for Health, Environment and Food, Department for Public Health Microbiology, Grablovičeva Ulica 44, SI-1000 Ljubljana, Slovenia; (T.C.K.); (T.J.)
| | - Tea Janko
- National Laboratory for Health, Environment and Food, Department for Public Health Microbiology, Grablovičeva Ulica 44, SI-1000 Ljubljana, Slovenia; (T.C.K.); (T.J.)
| | - Tina Triglav
- Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana, Zaloška Cesta 4, SI-1000 Ljubljana, Slovenia; (R.T.); (T.T.); (K.S.S.); (V.C.Š.)
| | - Katja Strašek Smrdel
- Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana, Zaloška Cesta 4, SI-1000 Ljubljana, Slovenia; (R.T.); (T.T.); (K.S.S.); (V.C.Š.)
| | - Vesna Cvitković Špik
- Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana, Zaloška Cesta 4, SI-1000 Ljubljana, Slovenia; (R.T.); (T.T.); (K.S.S.); (V.C.Š.)
| | - Andreja Kukec
- Department of Public Health, Faculty of Medicine, University of Ljubljana, Zaloška Cesta 4, SI-1000 Ljubljana, Slovenia;
| | - Janez Mulec
- Karst Research Institute, Research Centre of the Slovenian Academy of Sciences and Arts, Titov Trg 2, SI-6230 Postojna, Slovenia;
- UNESCO Chair on Karst Education, University of Nova Gorica, SI-5271 Vipava, Slovenia
| | - Tadeja Matos
- Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana, Zaloška Cesta 4, SI-1000 Ljubljana, Slovenia; (R.T.); (T.T.); (K.S.S.); (V.C.Š.)
| |
Collapse
|
22
|
Ahmed S, Albahri J, Shams S, Sosa-Portugal S, Lima C, Xu Y, McGalliard R, Jones T, Parry CM, Timofte D, Carrol ED, Muhamadali H, Goodacre R. Rapid Classification and Differentiation of Sepsis-Related Pathogens Using FT-IR Spectroscopy. Microorganisms 2024; 12:1415. [PMID: 39065183 PMCID: PMC11279078 DOI: 10.3390/microorganisms12071415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 07/05/2024] [Accepted: 07/09/2024] [Indexed: 07/28/2024] Open
Abstract
Sepsis is a life-threatening condition arising from a dysregulated host immune response to infection, leading to a substantial global health burden. The accurate identification of bacterial pathogens in sepsis is essential for guiding effective antimicrobial therapy and optimising patient outcomes. Traditional culture-based bacterial typing methods present inherent limitations, necessitating the exploration of alternative diagnostic approaches. This study reports the successful application of Fourier-transform infrared (FT-IR) spectroscopy in combination with chemometrics as a potent tool for the classification and discrimination of microbial species and strains, primarily sourced from individuals with invasive infections. These samples were obtained from various children with suspected sepsis infections with bacteria and fungi originating at different sites. We conducted a comprehensive analysis utilising 212 isolates from 14 distinct genera, comprising 202 bacterial and 10 fungal isolates. With the spectral analysis taking several weeks, we present the incorporation of quality control samples to mitigate potential variations that may arise between different sample plates, especially when dealing with a large sample size. The results demonstrated a remarkable consistency in clustering patterns among 14 genera when subjected to principal component analysis (PCA). Particularly, Candida, a fungal genus, was distinctly recovered away from bacterial samples. Principal component discriminant function analysis (PC-DFA) allowed for distinct discrimination between different bacterial groups, particularly Gram-negative and Gram-positive bacteria. Clear differentiation was also observed between coagulase-negative staphylococci (CNS) and Staphylococcus aureus isolates, while methicillin-resistant S. aureus (MRSA) was also separated from methicillin-susceptible S. aureus (MSSA) isolates. Furthermore, highly accurate discrimination was achieved between Enterococcus and vancomycin-resistant enterococci isolates with 98.4% accuracy using partial least squares-discriminant analysis. The study also demonstrates the specificity of FT-IR, as it effectively discriminates between individual isolates of Streptococcus and Candida at their respective species levels. The findings of this study establish a strong groundwork for the broader implementation of FT-IR and chemometrics in clinical and microbiological applications. The potential of these techniques for enhanced microbial classification holds significant promise in the diagnosis and management of invasive bacterial infections, thereby contributing to improved patient outcomes.
Collapse
Affiliation(s)
- Shwan Ahmed
- Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7ZB, UK; (S.A.); (J.A.); (S.S.); (C.L.); (Y.X.)
- Department of Environment and Quality Control, Kurdistan Institution for Strategic Studies and Scientific Research, Sulaymaniyah, Kurdistan Region, Iraq
| | - Jawaher Albahri
- Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7ZB, UK; (S.A.); (J.A.); (S.S.); (C.L.); (Y.X.)
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Khalid University, Abha 62529, Saudi Arabia
| | - Sahand Shams
- Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7ZB, UK; (S.A.); (J.A.); (S.S.); (C.L.); (Y.X.)
| | - Silvana Sosa-Portugal
- Department of Veterinary Anatomy, Physiology and Pathology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Neston CH64 7TE, UK; (S.S.-P.); (D.T.)
| | - Cassio Lima
- Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7ZB, UK; (S.A.); (J.A.); (S.S.); (C.L.); (Y.X.)
| | - Yun Xu
- Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7ZB, UK; (S.A.); (J.A.); (S.S.); (C.L.); (Y.X.)
| | - Rachel McGalliard
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK; (R.M.); (T.J.); (E.D.C.)
| | - Trevor Jones
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK; (R.M.); (T.J.); (E.D.C.)
| | - Christopher M. Parry
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool L7 8XZ, UK;
| | - Dorina Timofte
- Department of Veterinary Anatomy, Physiology and Pathology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Neston CH64 7TE, UK; (S.S.-P.); (D.T.)
| | - Enitan D. Carrol
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK; (R.M.); (T.J.); (E.D.C.)
| | - Howbeer Muhamadali
- Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7ZB, UK; (S.A.); (J.A.); (S.S.); (C.L.); (Y.X.)
| | - Royston Goodacre
- Centre for Metabolomics Research, Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 7ZB, UK; (S.A.); (J.A.); (S.S.); (C.L.); (Y.X.)
| |
Collapse
|
23
|
Abdelkader RMM, Hamed DA, Gomaa OM. Red cabbage extract immobilized in bacterial cellulose film as an eco-friendly sensor to monitor microbial contamination and gamma irradiation of stored cucumbers. World J Microbiol Biotechnol 2024; 40:258. [PMID: 38954148 PMCID: PMC11219387 DOI: 10.1007/s11274-024-04047-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 06/04/2024] [Indexed: 07/04/2024]
Abstract
The aim of the present study is to develop a pH-sensing biopolymer film based on the immobilization of red cabbage extract (RCE) within bacterial cellulose (BC) to detect contamination and gamma radiation exposure in cucumbers. The results obtained show a sensitivity to pH changes for RCE in its aqueous form and that incorporated within BC films (RCE-BC), both showed color change correlated to bacterial growth (R2 = 0.91), this was supported with increase in pH values from 2 to 12 (R2 = 0.98). RCE and RCE-BC exposure to gamma radiation (0, 2.5, 5, 10, 15, 20, 25 kGy) resulted in gradual decrease in color that was more evident in RCE aqueous samples. To sense bacterial contamination of cucumbers, the total count was followed at 0, 5, 10 and 15 days in cold storage conditions and was found to reach 9.13 and 5.47 log cfu/mL for non-irradiated and 2 kGy irradiated samples, respectively. The main isolates detected throughout this storage period were identified as Pseudomonas fluorescens, Erwinia sp. Pantoea agglomerans using matrix assisted laser desorption ionization-time of flight-ms (MALDI-TOF-MS). Bacterial growth in stored irradiated cucumbers was detected by color change within 5 and 10 days of storage, after which there was no evident change. This is very useful since contamination within the early days of storage cannot be sensed with the naked eye. This study is the first to highlight utilizing RCE and RCE-BC as eco-friendly pH-sensing indicator films for intelligent food packaging to detect both food contamination and gamma preservation for refrigerator stored cucumbers.
Collapse
Affiliation(s)
- Reham M M Abdelkader
- Radiation Microbiology Department, National Center for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority (EAEA), Cairo, Egypt.
| | - Doaa A Hamed
- Radiation Microbiology Department, National Center for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority (EAEA), Cairo, Egypt
| | - Ola M Gomaa
- Radiation Microbiology Department, National Center for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority (EAEA), Cairo, Egypt
| |
Collapse
|
24
|
Samiminemati A, Aprile D, Siniscalco D, Di Bernardo G. Methods to Investigate the Secretome of Senescent Cells. Methods Protoc 2024; 7:52. [PMID: 39051266 PMCID: PMC11270363 DOI: 10.3390/mps7040052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Revised: 06/28/2024] [Accepted: 06/29/2024] [Indexed: 07/27/2024] Open
Abstract
The word "secretome" was first used to describe the proteins that cells secrete under different circumstances; however, recent studies have proven the existence of other molecules such as RNA and chemical compounds in the secretome. The study of secretome has significance for the diagnosis and treatment of disease as it provides insight into cellular functions, including immune responses, development, and homeostasis. By halting cell division, cellular senescence plays a role in both cancer defense and aging by secreting substances known as senescence-associated secretory phenotypes (SASP). A variety of techniques could be used to analyze the secretome: protein-based approaches like mass spectrometry and protein microarrays, nucleic acid-based methods like RNA sequencing, microarrays, and in silico prediction. Each method offers unique advantages and limitations in characterizing secreted molecules. Top-down and bottom-up strategies for thorough secretome analysis are became possible by mass spectrometry. Understanding cellular function, disease causes, and proper treatment targets is aided by these methodologies. Their approaches, benefits, and drawbacks will all be discussed in this review.
Collapse
Affiliation(s)
- Afshin Samiminemati
- Department of Experimental Medicine, Biotechnology, and Molecular Biology Section, Luigi Vanvitelli Campania University, 80138 Naples, Italy; (A.S.); (D.A.); (D.S.)
| | - Domenico Aprile
- Department of Experimental Medicine, Biotechnology, and Molecular Biology Section, Luigi Vanvitelli Campania University, 80138 Naples, Italy; (A.S.); (D.A.); (D.S.)
| | - Dario Siniscalco
- Department of Experimental Medicine, Biotechnology, and Molecular Biology Section, Luigi Vanvitelli Campania University, 80138 Naples, Italy; (A.S.); (D.A.); (D.S.)
| | - Giovanni Di Bernardo
- Department of Experimental Medicine, Biotechnology, and Molecular Biology Section, Luigi Vanvitelli Campania University, 80138 Naples, Italy; (A.S.); (D.A.); (D.S.)
- Sbarro Health Research Organization, Temple University, Philadelphia, PA 19122, USA
| |
Collapse
|
25
|
Jiao JY, Abdugheni R, Zhang DF, Ahmed I, Ali M, Chuvochina M, Dedysh SN, Dong X, Göker M, Hedlund BP, Hugenholtz P, Jangid K, Liu SJ, Moore ERB, Narsing Rao MP, Oren A, Rossello-Mora R, Rekadwad BN, Salam N, Shu W, Sutcliffe IC, Teo WFA, Trujillo ME, Venter SN, Whitman WB, Zhao G, Li WJ. Advancements in prokaryotic systematics and the role of Bergey's International Society for Microbial Systematicsin addressing challenges in the meta-data era. Natl Sci Rev 2024; 11:nwae168. [PMID: 39071100 PMCID: PMC11275469 DOI: 10.1093/nsr/nwae168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Revised: 04/30/2024] [Accepted: 05/03/2024] [Indexed: 07/30/2024] Open
Abstract
Prokaryotes are ubiquitous in the biosphere, important for human health and drive diverse biological and environmental processes. Systematics of prokaryotes, whose origins can be traced to the discovery of microorganisms in the 17th century, has transitioned from a phenotype-based classification to a more comprehensive polyphasic taxonomy and eventually to the current genome-based taxonomic approach. This transition aligns with a foundational shift from studies focused on phenotypic traits that have limited comparative value to those using genome sequences. In this context, Bergey's Manual of Systematics of Archaea and Bacteria (BMSAB) and Bergey's International Society for Microbial Systematics (BISMiS) play a pivotal role in guiding prokaryotic systematics. This review focuses on the historical development of prokaryotic systematics with a focus on the roles of BMSAB and BISMiS. We also explore significant contributions and achievements by microbiologists, highlight the latest progress in the field and anticipate challenges and opportunities within prokaryotic systematics. Additionally, we outline five focal points of BISMiS that are aimed at addressing these challenges. In conclusion, our collaborative effort seeks to enhance ongoing advancements in prokaryotic systematics, ensuring its continued relevance and innovative characters in the contemporary landscape of genomics and bioinformatics.
Collapse
Affiliation(s)
- Jian-Yu Jiao
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou 510275, China
| | - Rashidin Abdugheni
- State Key Laboratory of Desert and Oasis Ecology, Key Laboratory of Ecological Safety and Sustainable Development in Arid Lands, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China
| | - Dao-Feng Zhang
- Jiangsu Province Engineering Research Center for Marine Bio-resources Sustainable Utilization & College of Oceanography, Hohai University, Nanjing 210024, China
| | - Iftikhar Ahmed
- National Culture Collection of Pakistan (NCCP), Land Resources Research Institute (LRRI), National Agricultural Research Centre (NARC), Islamabad 45500, Pakistan
| | - Mukhtiar Ali
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou 510275, China
| | - Maria Chuvochina
- The University of Queensland, School of Chemistry and Molecular Biosciences, Australian Centre for Ecogenomics, Queensland 4072, Australia
| | - Svetlana N Dedysh
- Winogradsky Institute of Microbiology, Research Center of Biotechnology, Russian Academy of Sciences, Moscow 117312, Russia
| | - Xiuzhu Dong
- State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Markus Göker
- Leibniz Institute DSMZ – German Collection of Microorganisms and Cell Cultures, Braunschweig D-38124, Germany
| | - Brian P Hedlund
- School of Life Sciences, University of Nevada, Las Vegas, NV 89154, USA
- Nevada Institute of Personalized Medicine, University of Nevada, Las Vegas, NV 89154, USA
| | - Philip Hugenholtz
- The University of Queensland, School of Chemistry and Molecular Biosciences, Australian Centre for Ecogenomics, Queensland 4072, Australia
| | - Kamlesh Jangid
- Bioenergy Group, MACS Collection of Microorganisms, Agharkar Research Institute, Pune 411004, India
| | - Shuang-Jiang Liu
- State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
- State Key Laboratory of Microbial Technology, Shandong University, Qingdao 266237, China
| | - Edward R B Moore
- Department of Infectious Disease, Institute for Biomedicine, and Culture Collection University of Gothenburg (CCUG), Institute for Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg SE-40234, Sweden
| | - Manik Prabhu Narsing Rao
- Instituto de Ciencias Aplicadas, Facultad de Ingeniería, Universidad Autónoma de Chile, Talca 3460000, Chile
| | - Aharon Oren
- The Alexander Silberman Institute of Life Sciences, The Edmond J. Safra Campus, The Hebrew University of Jerusalem, Jerusalem 9190401, Israel
| | - Ramon Rossello-Mora
- Marine Microbiology Group, Department of Animal and Microbial Biodiversity, Mediterranean Institute for Advanced Studies (IMEDEA, CSIC-UIB), Esporles 070190, Spain
| | - Bhagwan Narayan Rekadwad
- MicrobeAI Lab, Division of Microbiology and Biotechnology, Yenepoya Research Centre, Yenepoya (Deemed to be University), Mangalore 575018, India
| | - Nimaichand Salam
- National Agri-Food Biotechnology Institute, Knowledge City, Mohali 140306, India
| | - Wensheng Shu
- Institute of Ecological Science, School of Life Science, South China Normal University, Guangzhou 510631, China
| | - Iain C Sutcliffe
- Department of Applied Sciences, Faculty of Health and Life Sciences, Northumbria University, Newcastle upon Tyne NE1 8ST, UK
| | - Wee Fei Aaron Teo
- Institute of Biological Sciences, Faculty of Science, Universiti Malaya, Kuala Lumpur 50603, Malaysia
| | - Martha E Trujillo
- Microbiology and Genetics Department, University of Salamanca, Salamanca 37008, Spain
| | - Stephanus N Venter
- Department of Biochemistry, Genetics and Microbiology, and Forestry and Agricultural Biotechnology Institute (FABI), University of Pretoria, Pretoria 0028, South Africa
| | - William B Whitman
- Department of Microbiology, University of Georgia, Athens, GA 30602, USA
| | - Guoping Zhao
- Institute of Synthetic Biology, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
| | - Wen-Jun Li
- State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources and Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), School of Life Sciences, Sun Yat-Sen University, Guangzhou 510275, China
- State Key Laboratory of Desert and Oasis Ecology, Key Laboratory of Ecological Safety and Sustainable Development in Arid Lands, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China
| |
Collapse
|
26
|
Sak YH, Haw CY, Chan YQ. Pantoea dispersa peritoneal dialysis catheter-related infection. BMJ Case Rep 2024; 17:e260878. [PMID: 38844354 DOI: 10.1136/bcr-2024-260878] [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] [Indexed: 08/23/2024] Open
Abstract
Enteric gram-negative bacteria-associated peritoneal dialysis (PD) peritonitis is common. These organisms are such as Escherichia coli, Klebsiella and Enterobacter species. Pantoea dispersa belongs to the order Enterobacterales, it has known benefits and a role in agricultural and environmental biotechnology. Pantoea dispersa, although still relatively rare, is being increasingly recognised to cause human infections. We are reporting a case of PD peritonitis caused by Pantoea dispersa in a kidney failure patient on continuous ambulatory peritoneal dialysis (CAPD). His peritonitis was treated well with intraperitoneal antibiotics and the patient can resume his CAPD therapy. The increasing reports of Pantoea dispersa-related human infections warrant concerns, both in immunocompromised and immunocompetent patients.
Collapse
Affiliation(s)
- Yeow Hong Sak
- Internal Medicine Department, Hospital Queen Elizabeth, Kota Kinabalu, Malaysia
| | - Chiew Yen Haw
- Internal Medicine Department, Hospital Queen Elizabeth, Kota Kinabalu, Malaysia
| | - Yon Quan Chan
- Nephrology Department, Hospital Queen Elizabeth, Kota Kinabalu, Malaysia
| |
Collapse
|
27
|
Oğuz Ş, Andiç S. Isolation, identification, and characterization of thermophilic lactic acid bacteria isolated from whey of Kars Kashar cheeses. Antonie Van Leeuwenhoek 2024; 117:85. [PMID: 38811466 DOI: 10.1007/s10482-024-01982-w] [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: 03/16/2024] [Accepted: 05/18/2024] [Indexed: 05/31/2024]
Abstract
Kars Kashar cheese is an artisanal pasta-filata type cheese and geographically marked in Eastern Anatolia of Turkey. The aims of this research were to determine for the first time thermophilic lactic acid bacteria (LAB) of Kars Kashar cheese and characterize the technological properties of obtained isolates. In our research, a number of 15 samples of whey were collected from the different villages in Kars. These samples were incubated at 45 °C and used as the source material for isolating thermophilic LAB. A total of 250 colonies were isolated from thermophilic whey, and 217 of them were determined to be presumptive LAB based on their Gram staining and catalase test. A total of 170 isolates were characterized by their phenotypic properties and identified using the MALDI-TOF mass spectrometry method. Phenotypic identification of isolates displayed that Enterococcus and Lactobacillus were the predominant microbiota. According to MALDI-TOF MS identification, 89 isolates were identified as Enterococcus (52.35%), 57 isolates as Lactobacillus (33.53%), 23 isolates as Streptococcus (13.53%), and one isolate as Lactococcus (0.59%). All thermophilic LAB isolates were successfully identified to the species level and it has been observed that MALDI-TOF MS can be successfully used for the identification of selected LAB. The acidification and proteolytic activities of the isolated thermophilic LAB were examined, and the isolates designated for use as starter cultures were also genotypically defined.
Collapse
Affiliation(s)
- Şehriban Oğuz
- Department of Food Engineering, Faculty of Engineering, Van Yuzuncu Yil University, 65080, Van, Turkey.
| | - Seval Andiç
- Department of Food Engineering, Faculty of Engineering, Van Yuzuncu Yil University, 65080, Van, Turkey
| |
Collapse
|
28
|
Nalbone L, Forgia S, Pirrone F, Giarratana F, Panebianco A. Use of Matrix-Assisted and Laser Desorption/Ionization Time-of-Flight Technology in the Identification of Aeromonas Strains Isolated from Retail Sushi and Sashimi. Pathogens 2024; 13:432. [PMID: 38921730 PMCID: PMC11206473 DOI: 10.3390/pathogens13060432] [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: 04/15/2024] [Revised: 05/16/2024] [Accepted: 05/20/2024] [Indexed: 06/27/2024] Open
Abstract
The genus Aeromonas includes well-known pathogenic species for fishes and humans that are widely distributed in the aquatic environment and foods. Nowadays, one of the main issues related to wild Aeromonas isolates is their identification at the species level, which is challenging using classical microbiological and biomolecular methods. This study aims to test MALDI-TOF MS technology in the identification of Aeromonas strains isolated from n. 60 retail sushi and sashimi boxes using an implemented version of the SARAMIS software V4.12. A total of 43 certified Aeromonas strains were used to implement the SARAMIS database by importing the spectra obtained from their identification. The original SARAMIS version (V4.12) failed to recognize 62.79% of the certified strains, while the herein-implemented version (V4.12plus) allowed the identification of all the certified strains at least to the genus level with a match of no less than 85%. Regarding the sushi and sashimi samples, Aeromonas spp. was detected in n. 18 (30%) boxes. A total of 127 colonies were identified at the species level, with A. salmonicida detected as the most prevalent species, followed by A. bestiarum and A. caviae. Based on the results of the present study, we could speculate that MALDI-TOF technology could be a useful tool both for the food industry to monitor product contamination and for clinical purposes to make diagnoses effectively and quickly.
Collapse
Affiliation(s)
- Luca Nalbone
- Department of Veterinary Science, University of Messina, Polo Universitario Dell’Annunziata, Viale Giovanni Palatucci SNC, 98168 Messina, Italy; (S.F.); (F.P.); (F.G.); (A.P.)
| | - Salvatore Forgia
- Department of Veterinary Science, University of Messina, Polo Universitario Dell’Annunziata, Viale Giovanni Palatucci SNC, 98168 Messina, Italy; (S.F.); (F.P.); (F.G.); (A.P.)
| | - Federico Pirrone
- Department of Veterinary Science, University of Messina, Polo Universitario Dell’Annunziata, Viale Giovanni Palatucci SNC, 98168 Messina, Italy; (S.F.); (F.P.); (F.G.); (A.P.)
| | - Filippo Giarratana
- Department of Veterinary Science, University of Messina, Polo Universitario Dell’Annunziata, Viale Giovanni Palatucci SNC, 98168 Messina, Italy; (S.F.); (F.P.); (F.G.); (A.P.)
- Riconnexia srls, Department of Veterinary Science, University of Messina, Polo Universitario Dell’Annunziata, Viale Giovanni Palatucci SNC, 98168 Messina, Italy
| | - Antonio Panebianco
- Department of Veterinary Science, University of Messina, Polo Universitario Dell’Annunziata, Viale Giovanni Palatucci SNC, 98168 Messina, Italy; (S.F.); (F.P.); (F.G.); (A.P.)
| |
Collapse
|
29
|
Pečinka L, Moráň L, Kovačovicová P, Meloni F, Havel J, Pivetta T, Vaňhara P. Intact cell mass spectrometry coupled with machine learning reveals minute changes induced by single gene silencing. Heliyon 2024; 10:e29936. [PMID: 38707401 PMCID: PMC11066331 DOI: 10.1016/j.heliyon.2024.e29936] [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: 04/12/2024] [Accepted: 04/17/2024] [Indexed: 05/07/2024] Open
Abstract
Intact (whole) cell MALDI TOF mass spectrometry is a commonly used tool in clinical microbiology for several decades. Recently it was introduced to analysis of eukaryotic cells, including cancer and stem cells. Besides targeted metabolomic and proteomic applications, the intact cell MALDI TOF mass spectrometry provides a sufficient sensitivity and specificity to discriminate cell types, isogenous cell lines or even the metabolic states. This makes the intact cell MALDI TOF mass spectrometry a promising tool for quality control in advanced cell cultures with a potential to reveal batch-to-batch variation, aberrant clones, or unwanted shifts in cell phenotype. However, cellular alterations induced by change in expression of a single gene has not been addressed by intact cell mass spectrometry yet. In this work we used a well-characterized human ovarian cancer cell line SKOV3 with silenced expression of a tumor suppressor candidate 3 gene (TUSC3). TUSC3 is involved in co-translational N-glycosylation of proteins with well-known global impact on cell phenotype. Altogether, this experimental design represents a highly suitable model for optimization of intact cell mass spectrometry and analysis of spectral data. Here we investigated five machine learning algorithms (k-nearest neighbors, decision tree, random forest, partial least squares discrimination, and artificial neural network) and optimized their performance either in pure populations or in two-component mixtures composed of cells with normal or silenced expression of TUSC3. All five algorithms reached accuracy over 90 % and were able to reveal even subtle changes in mass spectra corresponding to alterations of TUSC3 expression. In summary, we demonstrate that spectral fingerprints generated by intact cell MALDI-TOF mass spectrometry coupled to a machine learning classifier can reveal minute changes induced by alteration of a single gene, and therefore contribute to the portfolio of quality control applications in routine cell and tissue cultures.
Collapse
Affiliation(s)
- Lukáš Pečinka
- Department of Chemistry, Faculty of Science, Masaryk University, Brno, Czech Republic
- International Clinical Research Center, St. Anne's University Hospital Brno, Czech Republic
| | - Lukáš Moráň
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- Research Centre for Applied Molecular Oncology (RECAMO), Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Petra Kovačovicová
- International Clinical Research Center, St. Anne's University Hospital Brno, Czech Republic
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Francesca Meloni
- Chemical and Geological Sciences Department, University of Cagliari, Cittadella Universitaria, Monserrato, Italy
| | - Josef Havel
- Department of Chemistry, Faculty of Science, Masaryk University, Brno, Czech Republic
- International Clinical Research Center, St. Anne's University Hospital Brno, Czech Republic
| | - Tiziana Pivetta
- Chemical and Geological Sciences Department, University of Cagliari, Cittadella Universitaria, Monserrato, Italy
| | - Petr Vaňhara
- International Clinical Research Center, St. Anne's University Hospital Brno, Czech Republic
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| |
Collapse
|
30
|
Han Y, Zhang Y, Zhang X, Huang Z, Kong J, Wang X, Chen L, Wang Y, Cao J, Zhou T, Shen M. PAM-1: an antimicrobial peptide with promise against ceftazidime-avibactam resistant Escherichia coli infection. Front Microbiol 2024; 15:1291876. [PMID: 38765679 PMCID: PMC11099939 DOI: 10.3389/fmicb.2024.1291876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Accepted: 04/10/2024] [Indexed: 05/22/2024] Open
Abstract
Introduction Antibiotic misuse and overuse have led to the emergence of carbapenem-resistant bacteria. The global spread of resistance to the novel antibiotic combination ceftazidime-avibactam (CZA) is becoming a severe problem. Antimicrobial peptide PAM-1 offers a novel approach for treating infections caused by antibiotic-resistant bacteria. This study explores its antibacterial and anti-biofilm activities and mechanisms against CZA-resistant Escherichia. Coli (E. coli), evaluating its stability and biosafety as well. Methods The broth microdilution method, growth curve analysis, crystal violet staining, scanning electron microscopy, and propidium iodide staining/N-phenyl-1-naphthylamine uptake experiments were performed to explore the antibacterial action and potential mechanism of PAM-1 against CZA-resistant E. coli. The biosafety in diverse environments of PAM-1 was evaluated by red blood cell hemolysis, and cytotoxicity tests. Its stability was further assessed under different temperatures, serum concentrations, and ionic conditions using the broth microdilution method to determine its minimum inhibitory concentration (MIC). Galleria mellonella infection model and RT-qPCR were used to investigate the in vivo antibacterial and anti-inflammatory effects. Results and discussion In vitro antibacterial experiments demonstrated that the MICs of PAM-1 ranged from 2 to 8 μg/mL, with its effectiveness sustained for a duration of 24 h. PAM-1 exhibited significant antibiofilm activities against CZA-resistant E. coli (p < 0.05). Furthermore, Membrane permeability test revealed that PAM-1 may exert its antibacterial effect by disrupting membrane integrity by forming transmembrane pores (p < 0.05). Red blood cell hemolysis and cytotoxicity tests revealed that PAM-1 exerts no adverse effects at experimental concentrations (p < 0.05). Moreover, stability tests revealed its effectiveness in serum and at room temperature. The Galleria mellonella infection model revealed that PAM-1 can significantly improve the survival rate of Galleria mellonella (>50%)for in vivo treatment. Lastly, RT-qPCR revealed that PAM-1 downregulates the expression of inflammatory cytokines (p < 0.05). Overall, our study findings highlight the potential of PAM-1 as a therapeutic agent for CZA-resistant E. coli infections, offering new avenues for research and alternative antimicrobial therapy strategies.
Collapse
Affiliation(s)
- Yijia Han
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
- School of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, China
| | - Yi Zhang
- School of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, China
| | - Xiaodong Zhang
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Zeyu Huang
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Jingchun Kong
- School of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, China
| | - Xiuxiu Wang
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Lijiang Chen
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Yue Wang
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Jianming Cao
- School of Laboratory Medicine and Life Science, Wenzhou Medical University, Wenzhou, China
| | - Tieli Zhou
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Mo Shen
- Department of Clinical Laboratory, Key Laboratory of Clinical Laboratory Diagnosis and Translational Research of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| |
Collapse
|
31
|
Ma WH, Chang CC, Lin TS, Chen YC. Distinguishing methicillin-resistant Staphylococcus aureus from methicillin-sensitive strains by combining Fe 3O 4 magnetic nanoparticle-based affinity mass spectrometry with a machine learning strategy. Mikrochim Acta 2024; 191:273. [PMID: 38635063 PMCID: PMC11026280 DOI: 10.1007/s00604-024-06342-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 03/30/2024] [Indexed: 04/19/2024]
Abstract
Pathogenic bacteria, including drug-resistant variants such as methicillin-resistant Staphylococcus aureus (MRSA), can cause severe infections in the human body. Early detection of MRSA is essential for clinical diagnosis and proper treatment, considering the distinct therapeutic strategies for methicillin-sensitive S. aureus (MSSA) and MRSA infections. However, the similarities between MRSA and MSSA properties present a challenge in promptly and accurately distinguishing between them. This work introduces an approach to differentiate MRSA from MSSA utilizing matrix-assisted laser desorption ionization mass spectrometry (MALDI-MS) in conjunction with a neural network-based classification model. Four distinct strains of S. aureus were utilized, comprising three MSSA strains and one MRSA strain. The classification accuracy of our model ranges from ~ 92 to ~ 97% for each strain. We used deep SHapley Additive exPlanations to reveal the unique feature peaks for each bacterial strain. Furthermore, Fe3O4 MNPs were used as affinity probes for sample enrichment to eliminate the overnight culture and reduce the time in sample preparation. The limit of detection of the MNP-based affinity approach toward S. aureus combined with our machine learning strategy was as low as ~ 8 × 103 CFU mL-1. The feasibility of using the current approach for the identification of S. aureus in juice samples was also demonstrated.
Collapse
Affiliation(s)
- Wei-Hsiang Ma
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan
| | - Che-Chia Chang
- Department of Applied Mathematics, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan
- Institute of Artificial Intelligence Innovation, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan
| | - Te-Sheng Lin
- Department of Applied Mathematics, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan.
- National Center for Theoretical Sciences, National Taiwan University, Taipei, 10617, Taiwan.
| | - Yu-Chie Chen
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan.
- International College of Semiconductor Technology, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan.
| |
Collapse
|
32
|
Jawaid MZ, Ashfaq MY, Al-Ghouti M, Zouari N. Insights into population adaptation and biodiversity of lactic acid bacteria in challenged date palm leaves silaging, using MALDI-TOF MS. CURRENT RESEARCH IN MICROBIAL SCIENCES 2024; 6:100235. [PMID: 38660337 PMCID: PMC11039324 DOI: 10.1016/j.crmicr.2024.100235] [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: 04/26/2024] Open
Abstract
The study focused on isolating indigenous Qatari lactic acid bacteria (LAB) from various challenged date palm tree leaf silages to construct a comprehensive strain collection, useful to study the diversity of these strains following their adaptation to the uncommon silage. Matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) was employed for strain identification and differentiation. The diversity of LAB populations and strains was assessed through principal component analysis (PCA) and dendrogram analyses. A total of 88 LAB isolates were obtained from silages of fresh palm leaves, silage of mixed leaves and dairy feed, along with fresh palm tree leaves, and dairy feed, adapted to local harsh environments. These isolates were categorized according to the new classification of 2020, belonging to genera of Pediococcus, Lactiplantibacillus plantarum, Lacticaseibacillus paracasei, Companilactobacillus farciminis, Limosilactobacillus oris, Limosilactobacillus vaginalis, Lactiplantibacillus pentosus and Lactobacillus johnsonii. Pediococcus was the most prevalent genus, falling mostly within the species Pediococcus lolii. MALDI-TOF MS protein profiles, PCA, and dendrogram analyses successfully grouped the LAB isolates into five distinctive clusters based on the protein's similarities. The high diversity of the indigenous LAB in spontaneous palm leaf silages demonstrated their adaptation and mutualistic interactions, forming robust consortia that ensure the quality of the silage. The straightforward, quick, and accurate identification of LAB in this silage using MALDI-TOF MS presents a valuable approach for formulating LAB consortia for silaging harsh agricultural by-products.
Collapse
Affiliation(s)
- Muhammad Zaid Jawaid
- Environmental Sciences Program, Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar University, P.O.B 2713, Doha, Qatar
| | - Mohammad Yousaf Ashfaq
- Environmental Sciences Program, Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar University, P.O.B 2713, Doha, Qatar
| | - Mohammad Al-Ghouti
- Environmental Sciences Program, Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar University, P.O.B 2713, Doha, Qatar
| | | |
Collapse
|
33
|
Jannatin M, Yang TL, Su YY, Mai RT, Chen YC. Europium Ion-Based Magnetic-Trapping and Fluorescence-Sensing Method for Detection of Pathogenic Bacteria. Anal Chem 2024; 96:5669-5676. [PMID: 38527906 PMCID: PMC11007678 DOI: 10.1021/acs.analchem.4c00655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 03/06/2024] [Accepted: 03/11/2024] [Indexed: 03/27/2024]
Abstract
Europium ions (Eu3+) have been utilized as a fluorescence-sensing probe for a variety of analytes, including tetracycline (TC). When Eu3+ is chelated with TC, its fluorescence can be greatly enhanced. Moreover, Eu3+ possesses 6 unpaired electrons in its f orbital, which makes it paramagnetic. Being a hard acid, Eu3+ can chelate with hard bases, such as oxygen-containing functional groups (e.g., phosphates and carboxylates), present on the cell surface of pathogenic bacteria. Due to these properties, in this study, Eu3+ was explored as a magnetic-trapping and sensing probe against pathogenic bacteria present in complex samples. Eu3+ was used as a magnetic probe to trap bacteria such as Staphylococcus aureus, Escherichia coli, Enterococcus faecalis, Acinetobacter baumannii, Bacillus cereus, and Pseudomonas aeruginosa. The addition of TC facilitated the easy detection of magnetic Eu3+-bacterium conjugates through fluorescence spectroscopy, with a detection limit of approximately ∼104 CFU mL-1. Additionally, matrix-assisted laser desorption/ionization mass spectrometry was employed to differentiate bacteria tapped by our magnetic probes.
Collapse
Affiliation(s)
- Miftakhul Jannatin
- Department
of Applied Chemistry, National Yang Ming
Chiao Tung University, Hsinchu 300, Taiwan
| | - Tzu-Ling Yang
- Department
of Applied Chemistry, National Yang Ming
Chiao Tung University, Hsinchu 300, Taiwan
| | - Yi-Yuan Su
- Department
of Biological Science and Technology, National
Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | - Ru-Tsun Mai
- Department
of Biological Science and Technology, National
Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | - Yu-Chie Chen
- Department
of Applied Chemistry, National Yang Ming
Chiao Tung University, Hsinchu 300, Taiwan
- International
College of Semiconductor Technology, National
Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| |
Collapse
|
34
|
Wilk SS, Michalak K, Owczarek EP, Winiarczyk S, Zabielska-Koczywąs KA. Proteomic Analyses Reveal the Role of Alpha-2-Macroglobulin in Canine Osteosarcoma Cell Migration. Int J Mol Sci 2024; 25:3989. [PMID: 38612805 PMCID: PMC11011979 DOI: 10.3390/ijms25073989] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 03/25/2024] [Accepted: 03/29/2024] [Indexed: 04/14/2024] Open
Abstract
Canine osteosarcoma (OSA) is an aggressive bone neoplasia with high metastatic potential. Metastasis is the main cause of death associated with OSA, and there is no current treatment available for metastatic disease. Proteomic analyses, including matrix-assisted laser desorption/ionisation-time of flight mass spectrometry (MALDI TOF/TOF MS), are widely used to select molecular targets and identify proteins that may play a key role in primary tumours and at various steps of the metastatic cascade. The main aim of this study was to identify proteins differently expressed in canine OSA cell lines with different malignancy phenotypes (OSCA-8 and OSCA-32) compared to canine osteoblasts (CnOb). The intermediate aim of the study was to compare canine OSA cell migration capacity and assess its correlation with the malignancy phenotypes of each cell line. Using MALDI-TOF/TOF MS analyses, we identified eight proteins that were significantly differentially expressed (p ≤ 0.05) in canine OSA cell lines compared to CnOb: cilia- and flagella-associated protein 298 (CFAP298), general transcription factor II-I (GTF2I), mirror-image polydactyly gene 1 protein (MIPOL1), alpha-2 macroglobulin (A2M), phosphoglycerate mutase 1 (PGAM1), ubiquitin (UB2L6), ectodysplasin-A receptor-associated adapter protein (EDARADD), and leucine-rich-repeat-containing protein 72 (LRRC72). Using the Simple Western technique, we confirmed high A2M expression in CnOb compared to OSCA-8 and OSCA-32 cell lines (with intermediate and low A2M expression, respectively). Then, we confirmed the role of A2M in cancer cell migration by demonstrating significantly inhibited OSA cell migration by treatment with A2M (both at 10 and 30 mM concentrations after 12 and 24 h) in a wound-healing assay. This study may be the first report indicating A2M's role in OSA cell metastasis; however, further in vitro and in vivo studies are needed to confirm its possible role as an anti-metastatic agent in this malignancy.
Collapse
Affiliation(s)
- Sylwia S. Wilk
- Department of Small Animal Diseases and Clinic, Institute of Veterinary Medicine, Warsaw University of Life Sciences, Nowoursynowska 159c, 02-787 Warsaw, Poland; (S.S.W.); (E.P.O.)
| | - Katarzyna Michalak
- Department of Epizootiology and Clinic of Infectious Diseases, University of Life Sciences, Głęboka 30, 20-612 Lublin, Poland; (K.M.); (S.W.)
| | - Ewelina P. Owczarek
- Department of Small Animal Diseases and Clinic, Institute of Veterinary Medicine, Warsaw University of Life Sciences, Nowoursynowska 159c, 02-787 Warsaw, Poland; (S.S.W.); (E.P.O.)
- Laboratory of RNA Biology, International Institute of Molecular and Cell Biology in Warsaw, 4 Ks. Trojdena, 02-109 Warsaw, Poland
| | - Stanisław Winiarczyk
- Department of Epizootiology and Clinic of Infectious Diseases, University of Life Sciences, Głęboka 30, 20-612 Lublin, Poland; (K.M.); (S.W.)
- National Veterinary Research Institute, Aleja Partyzantów 5, 24-100 Puławy, Poland
| | - Katarzyna A. Zabielska-Koczywąs
- Department of Small Animal Diseases and Clinic, Institute of Veterinary Medicine, Warsaw University of Life Sciences, Nowoursynowska 159c, 02-787 Warsaw, Poland; (S.S.W.); (E.P.O.)
| |
Collapse
|
35
|
Ratnawati SE, Kuuliala L, Verschuere N, Cnockaert M, Vandamme P, Devlieghere F. The exploration of dominant spoilage bacteria in blue mussels (Mytilus edulis) stored under different modified atmospheres by MALDI-TOF MS in combination with 16S rRNA sequencing. Food Microbiol 2024; 118:104407. [PMID: 38049269 DOI: 10.1016/j.fm.2023.104407] [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: 06/30/2023] [Revised: 10/06/2023] [Accepted: 10/20/2023] [Indexed: 12/06/2023]
Abstract
Few studies have addressed species-level identification of spoilage bacteria in blue mussels packed under modified atmospheres (MAs). We investigated the effect of MAs and seasons on the tentative species-level of dominant spoilage bacteria in blue mussels. Summer (s) and winter (w) blue mussels were stored at 4 °C in the atmospheres (%CO2/O2/N2): A40s (30/40/30), B60s (40/60/0), C60s (0/60/40), A40w (30/40/30), and D75w (25/75/0). In total, 122 culturable isolates were obtained at the final stage of shelf life, when mortality was high (56-100%) and total psychrotrophic bacteria counted >7 log CFU g-1. Biochemical properties were analyzed using gram reactions, catalase and oxidase activities, and salt tolerance tests. Culturable isolates were identified through matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) and 16 S rRNA gene sequence analysis. Spoilage potential tests were investigated by evaluating protease, lipase, and fermentation activities as well as gas and H2S production. The culturable isolates showed tolerance to varied salt concentrations. Psychromonas arctica, Pseudoalteromonas elyakovii, and Shewanella frigidimarina were dominating in specific MAs. Winter blue mussels resulted in a higher variation of spoilage bacteria, including S. frigidimarina, S. vesiculosa, S. polaris, Micrococcus luteus, Paeniglutamicibacter terrestris sp. nov., and Alteromonas sp.
Collapse
Affiliation(s)
- S E Ratnawati
- Research Unit Food Microbiology and Food Preservation (FMFP), Department of Food Technology, Safety and Health, Part of Food2Know, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium; Department of Fisheries, Faculty of Agriculture, Universitas Gadjah Mada, Yogyakarta, Indonesia.
| | - L Kuuliala
- Research Unit Food Microbiology and Food Preservation (FMFP), Department of Food Technology, Safety and Health, Part of Food2Know, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium; Research Unit Knowledge-based Systems (KERMIT), Department of Data Analysis and Mathematical Modelling, Part of Food2Know, Faculty of Bioscience Engineering, Ghent University, Belgium
| | - N Verschuere
- Research Unit Food Microbiology and Food Preservation (FMFP), Department of Food Technology, Safety and Health, Part of Food2Know, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - M Cnockaert
- Laboratory of Microbiology, Department of Biochemistry and Microbiology, Faculty of Sciences, Ghent University, Ghent, Belgium
| | - P Vandamme
- Laboratory of Microbiology, Department of Biochemistry and Microbiology, Faculty of Sciences, Ghent University, Ghent, Belgium
| | - F Devlieghere
- Research Unit Food Microbiology and Food Preservation (FMFP), Department of Food Technology, Safety and Health, Part of Food2Know, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| |
Collapse
|
36
|
El-Saadony MT, Desoky ESM, El-Tarabily KA, AbuQamar SF, Saad AM. Exploiting the role of plant growth promoting rhizobacteria in reducing heavy metal toxicity of pepper (Capsicum annuum L.). ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:27465-27484. [PMID: 38512572 DOI: 10.1007/s11356-024-32874-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 03/08/2024] [Indexed: 03/23/2024]
Abstract
Microorganisms are cost-effective and eco-friendly alternative methods for removing heavy metals (HM) from contaminated agricultural soils. Therefore, this study aims to identify and characterize HM-tolerant (HMT) plant growth-promoting rhizobacteria (PGPR) isolated from industry-contaminated soils to determine their impact as bioremediators on HM-stressed pepper plants. Four isolates [Pseudomonas azotoformans (Pa), Serratia rubidaea (Sr), Paenibacillus pabuli (Pp) and Bacillus velezensis (Bv)] were identified based on their remarkable levels of HM tolerance in vitro. Field studies were conducted to evaluate the growth promotion and tolerance to HM toxicity of pepper plants grown in HM-polluted soils. Plants exposed to HM stress showed improved growth, physio-biochemistry, and antioxidant defense system components when treated with any of the individual isolates, in contrast to the control group that did not receive PGPR. The combined treatment of the tested HMT PGPR was, however, relatively superior to other treatments. Compared to no or single PGPR treatment, the consortia (Pa+Sr+Pp+Bv) increased the photosynthetic pigment contents, relative water content, and membrane stability index but lowered the electrolyte leakage and contents of malondialdehyde and hydrogen peroxide by suppressing the (non) enzymatic antioxidants in plant tissues. In pepper, Cd, Cu, Pb, and Ni contents decreased by 88.0-88.5, 63.8-66.5, 66.2-67.0, and 90.2-90.9% in leaves, and 87.2-88.1, 69.4-70.0%, 80.0-81.3, and 92.3%% in fruits, respectively. Thus, these PGPR are highly effective at immobilizing HM and reducing translocation in planta. These findings indicate that the application of HMT PGPR could be a promising "bioremediation" strategy to enhance growth and productivity of crops cultivated in soils contaminated with HM for sustainable agricultural practices.
Collapse
Affiliation(s)
- Mohamed T El-Saadony
- Department of Agricultural Microbiology, Faculty of Agriculture, Zagazig University, Zagazig, 44511, Egypt
| | - El-Sayed M Desoky
- Botany Department, Faculty of Agriculture, Zagazig University, Zagazig, 44519, Egypt
| | - Khaled A El-Tarabily
- Department of Biology, United Arab Emirates University, Al Ain, 15551, United Arab Emirates
- Harry Butler Institute, Murdoch University, 6150, W.A., Murdoch, Australia
| | - Synan F AbuQamar
- Department of Biology, United Arab Emirates University, Al Ain, 15551, United Arab Emirates.
| | - Ahmed M Saad
- Department of Biochemistry, Faculty of Agriculture, Zagazig University, Zagazig, 44511, Egypt
| |
Collapse
|
37
|
Bielen A, Babić I, Vuk Surjan M, Kazazić S, Šimatović A, Lajtner J, Udiković-Kolić N, Mesić Z, Hudina S. Comparison of MALDI-TOF mass spectrometry and 16S rDNA sequencing for identification of environmental bacteria: a case study of cave mussel-associated culturable microorganisms. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:21752-21764. [PMID: 38393570 DOI: 10.1007/s11356-024-32537-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 02/15/2024] [Indexed: 02/25/2024]
Abstract
Matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) is routinely used as a rapid and cost-effective method for pathogen identification in clinical settings. In comparison, its performance in other microbiological fields, such as environmental microbiology, is still being tested, although isolates of environmental microbes are essential for in-depth in vivo studies of their biology, including biotechnological applications. We investigated the applicability of MALDI-TOF MS for the identification of bacterial isolates from a highly oligotrophic environment - Dinaric Karst caves, which likely harbor specific microorganisms. We cultured bacteria from the shell surface of the endemic mussel Congeria jalzici, one of the three known cave mussels in the world that lives in the Dinaric karst underground. The bacterial isolates were obtained by swabbing the shell surface of mussels living in microhabitats with different amounts of water: 10 air-exposed mussels, 10 submerged mussels, and 10 mussels in the hygropetric zone. A collection of 87 pure culture isolates was obtained, mostly belonging to the phylum Bacillota (72%), followed by Pseudomonadota (16%), Actinomycetota (11%), and Bacteroidota (1%). We compared the results of MALDI-TOF MS identification (Bruker databases DB-5989 and version 11, v11) with the results of 16S rDNA-based phylogenetic analysis, a standard procedure for bacterial identification. Identification to the genus level based on 16S rDNA was possible for all isolates and clearly outperformed the results from MALDI-TOF MS, although the updated MALDI-TOF MS database v11 gave better results than the DB-5989 version (85% versus 62%). However, identification to the species-level by 16S rDNA sequencing was achieved for only 17% of isolates, compared with 14% and 40% for the MALDI-TOF MS databases DB-5989 and v11 database, respectively. In conclusion, our results suggest that continued enrichment of MALDI-TOF MS libraries will result with this method soon becoming a rapid, accurate, and efficient tool for assessing the diversity of culturable bacteria from different environmental niches.
Collapse
Affiliation(s)
- Ana Bielen
- Department of Biochemical Engineering, Faculty of Food Technology and Biotechnology, University of Zagreb, Pierottijeva 6, 10000, Zagreb, Croatia.
| | - Ivana Babić
- Ruđer Bošković Institute, Bijenička 54, 10000, Zagreb, Croatia
| | - Marija Vuk Surjan
- Department of Biology, Faculty of Science, University of Zagreb, Horvatovac 102a, Zagreb, Croatia
| | | | - Ana Šimatović
- Ruđer Bošković Institute, Bijenička 54, 10000, Zagreb, Croatia
| | - Jasna Lajtner
- Department of Biology, Faculty of Science, University of Zagreb, Horvatovac 102a, Zagreb, Croatia
| | | | - Zrinka Mesić
- Oikon Ltd., Trg Senjskih Uskoka 1-2, 10020, Zagreb, Croatia
| | - Sandra Hudina
- Department of Biology, Faculty of Science, University of Zagreb, Horvatovac 102a, Zagreb, Croatia
| |
Collapse
|
38
|
Lin Y, Li Y, Lin C. A case report of Pseudomonas citronellolis and Escherichia coli isolated from acute suppurative appendicitis: reveals the potential intestinal colonization and pathogenicity of Pseudomonas citronellolis. Front Cell Infect Microbiol 2024; 14:1280188. [PMID: 38435302 PMCID: PMC10904597 DOI: 10.3389/fcimb.2024.1280188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2023] [Accepted: 02/01/2024] [Indexed: 03/05/2024] Open
Abstract
Human infections caused by Pseudomonas citronellolis, an environmental bacterium, are infrequent, with only two cases related to uncommon urinary tract infections and bacteremia reported in recent years. All these cases typically occurred in elderly patients with compromised or decreased immune function. Simultaneously, the epithelial barrier disruption induced by invasive biopsy procedures or gastrointestinal disorders such as gastroenteritis provided a pathway for Pseudomonas citronellolis to infiltrate the organism. In this study, we present the first report of a case where Pseudomonas citronellolis and Escherichia coli were isolated from the inflamed appendix of a patient without underlying conditions. Compared to the Escherichia coli, Pseudomonas citronellolis has never been isolated in patients with appendicitis. We identified the species using MALDI-TOF MS and genetic sequencing. Based on our findings, we highlight the perspective that Pseudomonas citronellolis can colonize the intestines of healthy individuals and may trigger infections like appendicitis.
Collapse
Affiliation(s)
- Yugui Lin
- Microbiology Laboratory, Zhongshan Bo’ai Hospital, Zhongshan, China
| | - Yanfen Li
- Microbiology Laboratory, Zhongshan Bo’ai Hospital, Zhongshan, China
| | - Chunxiu Lin
- Microbiology Laboratory, Zhongshan Bo’ai Hospital, Zhongshan, China
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, China
| |
Collapse
|
39
|
Ma S, He S, Liu J, Zhuang W, Li H, Lin C, Wang L, Feng J, Wang L. Metabolomics unveils the exacerbating role of arachidonic acid metabolism in atherosclerosis. Front Mol Biosci 2024; 11:1297437. [PMID: 38384498 PMCID: PMC10879346 DOI: 10.3389/fmolb.2024.1297437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 01/23/2024] [Indexed: 02/23/2024] Open
Abstract
Atherosclerosis is a complex vascular disorder characterized by the deposition of lipids, inflammatory cascades, and plaque formation in arterial walls. A thorough understanding of its causes and progression is necessary to develop effective diagnostic and therapeutic strategies. Recent breakthroughs in metabolomics have provided valuable insights into the molecular mechanisms and genetic factors involved in atherosclerosis, leading to innovative approaches for preventing and treating the disease. In our study, we analyzed clinical serum samples from both atherosclerosis patients and animal models using laser desorption ionization mass spectrometry. By employing methods such as orthogonal partial least-squares discrimination analysis (OPLS-DA), heatmaps, and volcano plots, we can accurately classify atherosclerosis (AUC = 0.892) and identify key molecules associated with the disease. Specifically, we observed elevated levels of arachidonic acid and its metabolite, leukotriene B4, in atherosclerosis. By inhibiting arachidonic acid and monitoring its downstream metabolites, we discovered the crucial role of this metabolic pathway in regulating atherosclerosis. Metabolomic research provides detailed insights into the metabolic networks involved in atherosclerosis development and reveals the close connection between abnormal metabolism and the disease. These studies offer new possibilities for precise diagnosis, treatment, and monitoring of disease progression, as well as evaluating the effectiveness of therapeutic interventions.
Collapse
Affiliation(s)
- Sai Ma
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Songqing He
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Jing Liu
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Wei Zhuang
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Hanqing Li
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Chen Lin
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Lijun Wang
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Jing Feng
- Department of Emergency Medicine, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Emergency Medicine, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - Lei Wang
- Department of Cardiology, Jinling Hospital, Medical School of Nanjing University, Nanjing, China
- Department of Cardiology, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| |
Collapse
|
40
|
Yaish MW. Isolation and Identification of Growth-Promoting Bacteria from Plants Growing Under Abiotic Stresses. Methods Mol Biol 2024; 2832:241-256. [PMID: 38869801 DOI: 10.1007/978-1-0716-3973-3_18] [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] [Indexed: 06/14/2024]
Abstract
Identification and isolation of plant growth-promoting bacteria (PGPB) are critical steps toward understanding the role of these bacteria in stress tolerance in plants. This procedure also provides essential knowledge about the microbes needed to formulate effective biofertilizers. This chapter describes culture-dependent and culture-independent strategies to identify and isolate PGPB. The culture-dependent strategy commonly involves growing PGPB on general and selective media. However, the culture-independent strategy involves next-generation sequencing technologies. A combination of both strategies would identify the structure of the bacterial communities and isolate bacteria from their environments. Therefore, this chapter describes a comprehensive strategy where the methods are sequentially applied to identify and isolate epiphytic and endophytic PGPB from a particular environmental sample. However, a single procedure can also be employed to identify and isolate a specific type of PGPB.
Collapse
Affiliation(s)
- Mahmoud W Yaish
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman.
| |
Collapse
|
41
|
Du X, Yuan L, Gao S, Tang Y, Wang Z, Zhao CQ, Qiao L. Research progress on nanomaterial-based matrices for matrix-assisted laser desorption/ionization time-of-flight mass spectrometry analysis. J Chromatogr A 2023; 1712:464493. [PMID: 37944434 DOI: 10.1016/j.chroma.2023.464493] [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: 08/30/2023] [Revised: 10/29/2023] [Accepted: 11/03/2023] [Indexed: 11/12/2023]
Abstract
Matrix assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) is a novel soft ionization bio-mass spectrometry technology emerging in the 1980s, which can realize rapid detection of non-volatile, highly polar, and thermally unstable macromolecules. However, the analysis of small molecular compounds has been a major problem for MALDI-TOF MS all the time. In the MALDI analysis process based on traditional matrices, large numbers of interference peaks in the low molecular weight area and "sweet spots" phenomenon are produced, so the detection method needs to be further optimized. The promotion of matrix means the improvement of MALDI performance. In recent years, many new nanomaterial-based matrices have been successfully applied to the analysis of small molecular compounds, which makes MALDI applicable to a wider range of detection and useful in more fields such as pharmacy and environmental science. In this paper, the newly developed MALDI matrix categories in recent years are reviewed initially. Meanwhile, the potential applications, advantages and disadvantages of various matrices are analyzed. Finally, the future development prospects of nanomaterial-based matrices are also prospected.
Collapse
Affiliation(s)
- Xiuwei Du
- Experimental Centre, Shandong University of Traditional Chinese Medicine, Jinan 250355, PR China
| | - Lianghao Yuan
- College of Phamaceutical Science, Shandong University of Traditional Chinese Medicine, Jinan 250355, PR China
| | - Shijie Gao
- Experimental Centre, Shandong University of Traditional Chinese Medicine, Jinan 250355, PR China
| | - Yuanting Tang
- College of Phamaceutical Science, Shandong University of Traditional Chinese Medicine, Jinan 250355, PR China
| | - Zhiyi Wang
- College of Phamaceutical Science, Shandong University of Traditional Chinese Medicine, Jinan 250355, PR China
| | - Chun-Qin Zhao
- Innovative Institute of Chinese Medicine and Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan 250355, PR China.
| | - Li Qiao
- Experimental Centre, Shandong University of Traditional Chinese Medicine, Jinan 250355, PR China.
| |
Collapse
|
42
|
Pečinka L, Vlachová M, Moráň L, Gregorová J, Porokh V, Kovačovicová P, Almáši M, Pour L, Štork M, Havel J, Ševčíková S, Vaňhara P. Improved Screening of Monoclonal Gammopathy Patients by MALDI-TOF Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2023; 34:2646-2653. [PMID: 37994781 DOI: 10.1021/jasms.3c00166] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/24/2023]
Abstract
Monoclonal gammopathies are a group of blood diseases characterized by presence of abnormal immunoglobulins in peripheral blood and/or urine of patients. Multiple myeloma and plasma cell leukemia are monoclonal gammopathies with unclear etiology, caused by malignant transformation of bone marrow plasma cells. Mass spectrometry with matrix-assisted laser desorption/ionization and time-of-flight detection is commonly used for investigation of the peptidome and small proteome of blood plasma with high accuracy, robustness, and cost-effectivity. In addition, mass spectrometry coupled with advanced statistics can be used for molecular profiling, classification, and diagnosis of liquid biopsies and tissue specimens in various malignancies. Despite the fact there have been fully optimized protocols for mass spectrometry of normal blood plasma available for decades, in monoclonal gammopathy patients, the massive alterations of biophysical and biochemical parameters of peripheral blood plasma often limit the mass spectrometry measurements. In this paper, we present a new two-step extraction protocol and demonstrated the enhanced resolution and intensity (>50×) of mass spectra obtained from extracts of peripheral blood plasma from monoclonal gammopathy patients. When coupled with advanced statistics and machine learning, the mass spectra profiles enabled the direct identification, classification, and discrimination of multiple myeloma and plasma cell leukemia patients with high accuracy and precision. A model based on PLS-DA achieved the best performance with 71.5% accuracy (95% confidence interval, CI = 57.1-83.3%) when the 10× repeated 5-fold CV was performed. In summary, the two-step extraction protocol improved the analysis of monoclonal gammopathy peripheral blood plasma samples by mass spectrometry and provided a tool for addressing the complex molecular etiology of monoclonal gammopathies.
Collapse
Affiliation(s)
- Lukáš Pečinka
- Department of Chemistry, Faculty of Science, Masaryk University, Kamenice 5, 625 00 Brno, Czech Republic
- International Clinical Research Center, St. Anne's University Hospital Brno, Pekařská 53, 656 91 Brno, Czech Republic
| | - Monika Vlachová
- Babak Myeloma Group, Department of Pathophysiology, Faculty of Medicine, Masaryk University, Kamenice 3, 625 00 Brno, Czech Republic
| | - Lukáš Moráň
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Kamenice 3, 625 00 Brno, Czech Republic
- Research Centre for Applied Molecular Oncology (RECAMO), Masaryk Memorial Cancer Institute, Žlutý kopec 7, 602 00 Brno, Czech Republic
| | - Jana Gregorová
- Babak Myeloma Group, Department of Pathophysiology, Faculty of Medicine, Masaryk University, Kamenice 3, 625 00 Brno, Czech Republic
| | - Volodymyr Porokh
- International Clinical Research Center, St. Anne's University Hospital Brno, Pekařská 53, 656 91 Brno, Czech Republic
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Kamenice 3, 625 00 Brno, Czech Republic
| | - Petra Kovačovicová
- International Clinical Research Center, St. Anne's University Hospital Brno, Pekařská 53, 656 91 Brno, Czech Republic
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Kamenice 3, 625 00 Brno, Czech Republic
| | - Martina Almáši
- Department of Clinical Hematology, University Hospital Brno, Jihlavská 20, 625 00 Brno, Czech Republic
| | - Luděk Pour
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno, Jihlavská 20, 625 00 Brno, Czech Republic
| | - Martin Štork
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno, Jihlavská 20, 625 00 Brno, Czech Republic
| | - Josef Havel
- Department of Chemistry, Faculty of Science, Masaryk University, Kamenice 5, 625 00 Brno, Czech Republic
- International Clinical Research Center, St. Anne's University Hospital Brno, Pekařská 53, 656 91 Brno, Czech Republic
| | - Sabina Ševčíková
- Babak Myeloma Group, Department of Pathophysiology, Faculty of Medicine, Masaryk University, Kamenice 3, 625 00 Brno, Czech Republic
- Department of Clinical Hematology, University Hospital Brno, Jihlavská 20, 625 00 Brno, Czech Republic
| | - Petr Vaňhara
- International Clinical Research Center, St. Anne's University Hospital Brno, Pekařská 53, 656 91 Brno, Czech Republic
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Kamenice 3, 625 00 Brno, Czech Republic
| |
Collapse
|
43
|
Nithimongkolchai N, Hinwan Y, Kaewseekhao B, Chareonsudjai P, Reungsang P, Kraiklang R, Chareonsudjai S, Wonglakorn L, Chetchotisakd P, Sirichoat A, Nithichanon A, Faksri K. MALDI-TOF MS analysis of Burkholderia pseudomallei and closely related species isolated from soils and water in Khon Kaen, Thailand. INFECTION, GENETICS AND EVOLUTION : JOURNAL OF MOLECULAR EPIDEMIOLOGY AND EVOLUTIONARY GENETICS IN INFECTIOUS DISEASES 2023; 116:105532. [PMID: 37995885 DOI: 10.1016/j.meegid.2023.105532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 10/10/2023] [Accepted: 11/20/2023] [Indexed: 11/25/2023]
Abstract
Melioidosis is caused by Burkholderia pseudomallei (Bp) acquired from the environment. Conventional identification methods for environmental Bp are challenging due to the presence of closely related species. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) is accurate for bacterial identification, but has been little used to identify Bp from environmental samples. This study aims to evaluate MALDI-TOF MS for the identification of Bp and closely related species isolated from environmental samples in Thailand using whole-genome sequencing (WGS) as the gold standard, including determining the best sample preparation method for this purpose. We identified Bp (n = 22), Burkholderia spp. (n = 28), and other bacterial species (n = 32) using WGS. MALDI-TOF analysis of all Bp isolates yielded results consistent with WGS. A decision-tree algorithm identified 16 important variable peaks, using the protein extraction method (PEM), demonstrating distinct MALDI-TOF profiles for the three categories (Bp, Burkholderia spp. and "other bacterial species"). Three biomarker peaks (4060, 5196, and 6553 Da) could discriminate Bp from other Burkholderia and closely related species with 100% sensitivity and specificity. Hence, the MALDI-TOF technique has shown its potential as a species discriminatory tool, providing results comparable to WGS for classification and surveillance of environmental Bp.
Collapse
Affiliation(s)
- Nut Nithimongkolchai
- Department of Microbiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Yothin Hinwan
- Department of Microbiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Benjawan Kaewseekhao
- Research and Diagnostic Center for Emerging Infectious Diseases (RCEID), Khon Kaen University, Khon Kaen, Thailand
| | - Pisit Chareonsudjai
- Department of Environmental Science, Faculty of Science, Khon Kaen University, Khon Kaen, Thailand
| | - Pipat Reungsang
- College of Computing, Khon Kaen University, Khon Kaen, Thailand
| | - Ratthaphol Kraiklang
- Nutrition for Health Program, Faculty of Public Health, Khon Kaen University, Khon Kaen, Thailand
| | - Sorujsiri Chareonsudjai
- Department of Microbiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand; Research and Diagnostic Center for Emerging Infectious Diseases (RCEID), Khon Kaen University, Khon Kaen, Thailand
| | - Lumyai Wonglakorn
- Clinical Laboratory Section, Srinagarind Hospital, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | | | - Auttawit Sirichoat
- Department of Microbiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand; Research and Diagnostic Center for Emerging Infectious Diseases (RCEID), Khon Kaen University, Khon Kaen, Thailand
| | - Arnone Nithichanon
- Department of Microbiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand; Research and Diagnostic Center for Emerging Infectious Diseases (RCEID), Khon Kaen University, Khon Kaen, Thailand
| | - Kiatichai Faksri
- Department of Microbiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand; Research and Diagnostic Center for Emerging Infectious Diseases (RCEID), Khon Kaen University, Khon Kaen, Thailand.
| |
Collapse
|
44
|
Chawla H, Anand P, Garg K, Bhagat N, Varmani SG, Bansal T, McBain AJ, Marwah RG. A comprehensive review of microbial contamination in the indoor environment: sources, sampling, health risks, and mitigation strategies. Front Public Health 2023; 11:1285393. [PMID: 38074709 PMCID: PMC10701447 DOI: 10.3389/fpubh.2023.1285393] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 10/25/2023] [Indexed: 12/18/2023] Open
Abstract
The quality of the indoor environment significantly impacts human health and productivity, especially given the amount of time individuals spend indoors globally. While chemical pollutants have been a focus of indoor air quality research, microbial contaminants also have a significant bearing on indoor air quality. This review provides a comprehensive overview of microbial contamination in built environments, covering sources, sampling strategies, and analysis methods. Microbial contamination has various origins, including human occupants, pets, and the outdoor environment. Sampling strategies for indoor microbial contamination include air, surface, and dust sampling, and various analysis methods are used to assess microbial diversity and complexity in indoor environments. The review also discusses the health risks associated with microbial contaminants, including bacteria, fungi, and viruses, and their products in indoor air, highlighting the need for evidence-based studies that can relate to specific health conditions. The importance of indoor air quality is emphasized from the perspective of the COVID-19 pandemic. A section of the review highlights the knowledge gap related to microbiological burden in indoor environments in developing countries, using India as a representative example. Finally, potential mitigation strategies to improve microbiological indoor air quality are briefly reviewed.
Collapse
Affiliation(s)
- Hitikk Chawla
- Institute for Cell Biology and Neuroscience, Goethe University Frankfurt, Frankfurt, Germany
| | - Purnima Anand
- Department of Microbiology, Bhaskaracharya College of Applied Sciences, University of Delhi, New Delhi, India
| | - Kritika Garg
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Roorkee, India
| | - Neeru Bhagat
- Department of Microbiology, Bhaskaracharya College of Applied Sciences, University of Delhi, New Delhi, India
| | - Shivani G. Varmani
- Department of Biomedical Science, Bhaskaracharya College of Applied Sciences, University of Delhi, New Delhi, India
| | - Tanu Bansal
- Department of Biochemistry, All India Institute of Medical Sciences, New Delhi, India
| | - Andrew J. McBain
- School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, United Kingdom
| | - Ruchi Gulati Marwah
- Department of Microbiology, Bhaskaracharya College of Applied Sciences, University of Delhi, New Delhi, India
| |
Collapse
|
45
|
Sajjad B, Hussain S, Rasool K, Hassan M, Almomani F. Comprehensive insights into advances in ambient bioaerosols sampling, analysis and factors influencing bioaerosols composition. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2023; 336:122473. [PMID: 37659632 DOI: 10.1016/j.envpol.2023.122473] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 08/20/2023] [Accepted: 08/27/2023] [Indexed: 09/04/2023]
Abstract
While the study of bioaerosols has a long history, it has garnered heightened interest in the past few years, focusing on both culture-dependent and independent sampling and analysis approaches. Observations have been made regarding the seasonal fluctuations in microbial communities and their connection to particular ambient atmospheric factors. The study of airborne microbial communities is important in public health and atmospheric processes. Nevertheless, the establishment of standardized protocols for evaluating airborne microbial communities and utilizing microbial taxonomy as a means to identify distinct bioaerosols sources and seasonal patterns remains relatively unexplored. This article discusses the challenges and limitations of ambient bioaerosols sampling and analysis, including the lack of standardized methods and the heterogeneity of sources. Future prospects in the field of bioaerosols, including the use of high-throughput sequencing technologies, omics studies, spectroscopy and fluorescence-based monitoring to provide comprehensive incite on metabolic capacity, and activity are also presented. Furthermore, the review highlights the factors that affect bioaerosols composition, including seasonality, atmospheric conditions, and pollution levels. Overall, this review provides a valuable resource for researchers, policymakers, and stakeholders interested in understanding and managing bioaerosols in various environments.
Collapse
Affiliation(s)
- Bilal Sajjad
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P.O. Box 5825, Doha, Qatar; Department of Chemical Engineering, Qatar University, P. O. Box 2713, Doha, Qatar
| | - Sabir Hussain
- Department of Environmental Science, Institute of Space Technology, Islamabad, Pakistan
| | - Kashif Rasool
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P.O. Box 5825, Doha, Qatar.
| | - Mujtaba Hassan
- Department of Environmental Science, Institute of Space Technology, Islamabad, Pakistan
| | - Fares Almomani
- Department of Chemical Engineering, Qatar University, P. O. Box 2713, Doha, Qatar
| |
Collapse
|
46
|
Kiros T, Ebu SM, Melaku Y, Tesfa T, Dekebo A. Isolation and identification of endophytic bacteria and associated compound from Gloriosa superba and their antibacterial activities. Heliyon 2023; 9:e22104. [PMID: 38045151 PMCID: PMC10692777 DOI: 10.1016/j.heliyon.2023.e22104] [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: 03/30/2023] [Revised: 09/05/2023] [Accepted: 11/04/2023] [Indexed: 12/05/2023] Open
Abstract
Gloriosa superba L., which belongs to the genus Gloriosa and family Colchicaceae, is a climbing annual herb and tuberous poisonous tropical medicinal plant. This study was aimed to isolate possible endophytic bacteria from leaves, stems and tubers of Gloriosa superba. Thirty pure endophytic bacteria were isolated and subjected to biochemical characterization. Bacterial identification was conducted by Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS). The structure of the isolated compound was characterized. The antibacterial activity was also evaluated. Majority (21, 70 %) of the isolates were Gram-positive. Certain of them are spore formers. Based on MALDI-TOF MS, 26 of the isolates were identified as Bacillus spp. (65.4 %), Escherichia spp. (30.8 %) and Providencia spp. (3.9 %). A 1-undecene was isolated from culture filtrate of E. coli (GST-5). The ethyl acetate extracts (1000 μg/mL) of GSL-5 and GST-2 culture filtrates recorded maximum inhibition zone against E. coli (9.4 ± 0.6 mm) and S. aurous ATCC 25923T (8.4 ± 0.8 mm), respectively. The Pseudomonas aeruginosa ATCC 27853T was prone to all ethyl acetate extracts. A 1-undecene showed a moderate activity against E. coli ATCC 25922Tand P. aeruginosa ATCC 27853T at 50 μg/mL. The present finding would be a breakthrough to studies of similar works in Ethiopia since it may be for the first time.
Collapse
Affiliation(s)
- Tsegu Kiros
- Central Laboratory, Haramaya University, Dire Dawa, P.O.BOX 138, Ethiopia
- Department of Applied Chemistry, Adama Science and Technology University, Adama, P.O.BOX 1888, Ethiopia
| | - Seid Mohammed Ebu
- Department of Applied Biology, Adama Science and Technology University, Adama, P.O.BOX 1888, Ethiopia
| | - Yadessa Melaku
- Department of Applied Chemistry, Adama Science and Technology University, Adama, P.O.BOX 1888, Ethiopia
| | - Tewodros Tesfa
- School of Medical Laboratory Sciences, College of Health and Medical Sciences, Haramaya University, Dire Dawa, P.O.BOX 235, Ethiopia
| | - Aman Dekebo
- Department of Applied Chemistry, Adama Science and Technology University, Adama, P.O.BOX 1888, Ethiopia
- Institute of Pharmaceutical Sciences, Adama Science and Technology University, Adama, Ethiopia
| |
Collapse
|
47
|
da Silva RR, Tomachewski D, Karas LP, Galvão CW, da Rocha JCF, Miyoshi E, Etto RM. The new Ribopeaks (RPK-II): Updated and enlarged tool for bacterial classification based on r-protein m/z data. J Proteomics 2023; 289:105008. [PMID: 37775078 DOI: 10.1016/j.jprot.2023.105008] [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: 07/11/2023] [Revised: 08/29/2023] [Accepted: 09/20/2023] [Indexed: 10/01/2023]
Abstract
Ribopeaks is a rapid, sensitive, and economic web tool for bacterial identification based on m/z data from MALDI-TOF MS. To provide greater accuracy and robustness in the Ribopeaks analyzes we present an updated bacterial identification tool version, called Ribopeaks II (RPK-II). RPK-II contains a larger database, with r-protein data from fully sequenced bacterial genomes and optimized algorithms. Furthermore, this new version provides additional information about the identified bacterium, regarding antibiotic resistance.
Collapse
Affiliation(s)
- Renann Rodrigues da Silva
- Postgraduate Program in Agronomy, State University of Ponta Grossa, Paraná, Brazil; Microbial Molecular Biology Laboratory, State University of Ponta Grossa, Paraná, Brazil
| | - Douglas Tomachewski
- Postgraduate Program in Agronomy, State University of Ponta Grossa, Paraná, Brazil; Microbial Molecular Biology Laboratory, State University of Ponta Grossa, Paraná, Brazil
| | - Laís Priscila Karas
- Microbial Molecular Biology Laboratory, State University of Ponta Grossa, Paraná, Brazil; Postgraduate Program in Biomedical Sciences, State University of Ponta Grossa, Paraná, Brazil
| | - Carolina Weigert Galvão
- Postgraduate Program in Agronomy, State University of Ponta Grossa, Paraná, Brazil; Microbial Molecular Biology Laboratory, State University of Ponta Grossa, Paraná, Brazil
| | - José Carlos Ferreira da Rocha
- Microbial Molecular Biology Laboratory, State University of Ponta Grossa, Paraná, Brazil; Postgraduate Program in Applied Computing, State University of Ponta Grossa, Paraná, Brazil
| | - Edmar Miyoshi
- Microbial Molecular Biology Laboratory, State University of Ponta Grossa, Paraná, Brazil; Postgraduate Program in Biomedical Sciences, State University of Ponta Grossa, Paraná, Brazil
| | - Rafael Mazer Etto
- Postgraduate Program in Agronomy, State University of Ponta Grossa, Paraná, Brazil; Microbial Molecular Biology Laboratory, State University of Ponta Grossa, Paraná, Brazil; Postgraduate Program in Applied Computing, State University of Ponta Grossa, Paraná, Brazil.
| |
Collapse
|
48
|
Wu Z, Gou R, Sha L, Yu C, Meng L, Jin Z. Effects of Luteolin-7-O-Glucoside on Intestinal Microbiota Dysbiosis and Drug Resistance Transmission Caused by Raoultella ornithinolytica B1645-1: Modulating the Composition of Intestinal Microbiota and Promoting the Transfer of blaNDM-1 Gene from Genus Enterococcus to Lactobacillus in Mice. Microorganisms 2023; 11:2477. [PMID: 37894135 PMCID: PMC10609467 DOI: 10.3390/microorganisms11102477] [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: 08/28/2023] [Revised: 09/27/2023] [Accepted: 09/28/2023] [Indexed: 10/29/2023] Open
Abstract
Raoultella ornithinolytica is an Enterobacteriaceae bacterium that can infect both humans and animals, while luteolin-7-O-glucoside (IOG) is a flavonoid that has broad effects on the intestinal microbiota of healthy animals. However, current studies lack sufficient data on intestinal microbiota dysbiosis and drug resistance transmission caused by R. ornithinolytica and the possible role of IOG. In this study, BALB/c mice were infected with R. ornithinolytica carrying blaNDM-1 gene and treated with IOG (3 mg/kg·d and 6 mg/kg·d) to analyze the diversity of intestinal microbiota and the transfer of blaNDM-1 between bacteria. The findings indicated that R. ornithinolytica B1645-1 exhibited a significant ability to enhance the Firmicutes/Bacteroidota ratio and increase the relative abundance of Lactobacillus and Bacillus after 48 h, where as 6 mg/kg·d IOG had an opposite effect. Moreover, R. ornithinolytica B1645-1 facilitated the emergence of drug-resistant bacteria and promoted blaNDM-1 gene transfer in Enterococcus, Escherichia, Klebsiella, Acinetobacter, Bacillus, Brevibacterium, and Lactobacillus. Enterococcus was the predominant genus at 48 h. Surprisingly, 6 mg/kg·d IOG significantly inhibited the production of drug-resistant bacteria and promoted blaNDM-1 gene transfer from Enterococcus to Lactobacillus at 144 h. However, the role of Lactobacillus as a recipient for drug-resistant genes should be of more concern.
Collapse
Affiliation(s)
- Zhaomeng Wu
- Hubei Key Laboratory of Embryonic Stem Cell Research, School of Basic Medical Sciences, Hubei University of Medicine, Shiyan 442000, China; (Z.W.); (R.G.); (L.S.); (C.Y.)
| | - Ronghui Gou
- Hubei Key Laboratory of Embryonic Stem Cell Research, School of Basic Medical Sciences, Hubei University of Medicine, Shiyan 442000, China; (Z.W.); (R.G.); (L.S.); (C.Y.)
| | - Longhua Sha
- Hubei Key Laboratory of Embryonic Stem Cell Research, School of Basic Medical Sciences, Hubei University of Medicine, Shiyan 442000, China; (Z.W.); (R.G.); (L.S.); (C.Y.)
| | - Chunfang Yu
- Hubei Key Laboratory of Embryonic Stem Cell Research, School of Basic Medical Sciences, Hubei University of Medicine, Shiyan 442000, China; (Z.W.); (R.G.); (L.S.); (C.Y.)
| | - Lixue Meng
- Hubei Key Laboratory of Embryonic Stem Cell Research, School of Basic Medical Sciences, Hubei University of Medicine, Shiyan 442000, China; (Z.W.); (R.G.); (L.S.); (C.Y.)
| | - Zhixiong Jin
- Hubei Key Laboratory of Embryonic Stem Cell Research, School of Basic Medical Sciences, Hubei University of Medicine, Shiyan 442000, China; (Z.W.); (R.G.); (L.S.); (C.Y.)
- Hubei Key Laboratory of Wudang Local Chinese Medicine Research, School of Pharmaceutical Sciences, Hubei University of Medicine, Shiyan 442000, China
| |
Collapse
|
49
|
Choi YK, Cheon DH, Yang WS, Baek JH. A Graphene-Coated Silicon Wafer Plate Improves the Sensitivity and Reproducibility of MALDI-TOF MS Analysis of Proteins. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2023; 34:2034-2042. [PMID: 37540813 DOI: 10.1021/jasms.3c00201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/06/2023]
Abstract
Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) is widely used to analyze small and large molecules. However, proteins are difficult to analyze with MALDI-TOF MS in clinical applications because of their low ionization efficiency and heterogeneous crystallization with the matrix on the sample spots. Here, we investigate the potential of a customized graphene-coated silicon wafer (G/SiO2) plate for MALDI-TOF MS analysis of a clinically important protein, KPC-2, in comparison with a conventional stainless steel (SUS) plate. Our results demonstrate that the G/SiO2 plate outperforms the SUS plate in terms of sensitivity, reproducibility, and mass accuracy/precision across a wide range of molecular weights, even with highly complex samples. Furthermore, a five-day robustness test confirms the practical applicability of the G/SiO2 plate for the reliable identification of target protein(s) in MALDI-TOF MS analysis. Overall, our findings suggest that the use of the G/SiO2 plate holds great potential for improving the sensitivity and reproducibility of MALDI-TOF MS analysis for the identification of proteins, making it a promising tool for clinical applications.
Collapse
Affiliation(s)
- Yoon Kyung Choi
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul 04805, Korea
| | - Dong Huey Cheon
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul 04805, Korea
| | - Won Suk Yang
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul 04805, Korea
| | - Je-Hyun Baek
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul 04805, Korea
| |
Collapse
|
50
|
Farhat TM, Al Disi ZA, Ashfaq MY, Zouari N. Study of diversity of mineral-forming bacteria in sabkha mats and sediments of mangrove forest in Qatar. BIOTECHNOLOGY REPORTS (AMSTERDAM, NETHERLANDS) 2023; 39:e00811. [PMID: 37663542 PMCID: PMC10470404 DOI: 10.1016/j.btre.2023.e00811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 07/13/2023] [Accepted: 08/20/2023] [Indexed: 09/05/2023]
Abstract
The involvement of microorganisms in carbonate minerals and modern dolomite formation in evaporitic environments occupied with microbial mats (i.e., sabkha) and in mangrove forests is evidenced, while its potential diversity requires further elucidation. Microorganisms can create supersaturated microenvironments facilitating the formation of various carbonate minerals through specific metabolic pathways. This is particularly important in arid environments, where deposition and sedimentary structures can occur. This study investigated the biodiversity of halophilic, heterotrophic, and aerobic mineral-forming bacteria in mangrove forests and living and decaying mats of Qatari sabkha. The diversity study was performed at the protein level using MALDI-TOF mass spectrometry protein profiles combined with principal component analysis (PCA), which revealed a high diversity of isolated strains at the taxonomy and protein profile levels. The diversity of the minerals formed in pure cultures was evidenced by SEM/EDS and XRD analysis. Different types of carbonate minerals (calcium carbonate, magnesium carbonates, and high-magnesium calcites) were formed in pure cultures of the studied strains, which might explain their occurrence in the bulk composition of the sediments from where the strains were isolated. These results illuminate the diversity of biological mineral-formation processes in the extreme environments of Qatari sabkhas and mangroves, explaining the high diversity of minerals in these environments.
Collapse
Affiliation(s)
- Toka Mahmoud Farhat
- Environmental Sciences Program, Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar University, P.O.B 2713, Doha Qatar
| | - Zulfa Ali Al Disi
- Environmental Sciences Program, Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar University, P.O.B 2713, Doha Qatar
- Environmental Science Center, Qatar University, P.O. Box 2713, Doha, Qatar
| | - Mohammad Yousaf Ashfaq
- Environmental Sciences Program, Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar University, P.O.B 2713, Doha Qatar
| | - Nabil Zouari
- Environmental Sciences Program, Department of Biological and Environmental Sciences, College of Arts and Sciences, Qatar University, P.O.B 2713, Doha Qatar
| |
Collapse
|