1
|
Zhou Y, Zhang W, Cheng S, Xing Y, Wang J, Yu F, Wang R. Flexible PDMS-SERS platform for culture-free diagnosis of bacterial infections in clinical wound care. Talanta 2025; 293:128089. [PMID: 40203598 DOI: 10.1016/j.talanta.2025.128089] [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: 12/20/2024] [Revised: 03/31/2025] [Accepted: 04/02/2025] [Indexed: 04/11/2025]
Abstract
The early and accurate detection of pathogenic bacteria in infected wounds is crucial for preventing severe complications such as sepsis and multiple organ failure. This study presents a new surface-enhanced Raman scattering (SERS) platform based on polydimethylsiloxane (PDMS) flexible substrates and SERS probes for culture-free detection of Escherichia coli (E. coli), Staphylococcus aureus (S. aureus), and Pseudomonas aeruginosa (P. aeruginosa). The PDMS flexible substrates, functionalized with gold nanoparticles (Au NPs) and specific antibodies, facilitate the efficient capture of bacteria and enhance the SERS signals through electromagnetic field coupling. The SERS probes, composed of Au@Ag core-shell nanoparticles with double-layer Raman reporter molecules, provide high sensitivity and specificity in bacterial detection. In the presence of target bacteria, the immunocomplex of PDMS flexible substrates, bacteria, and SERS probes forms, generating strong SERS signals and enabling sensitive bacterial detection. The SERS platform demonstrated limits of detection as low as 2.79 CFU/mL for E. coli, 3.42 CFU/mL for S. aureus, and 4.52 CFU/mL for P. aeruginosa. Additionally, the platform successfully monitored bacterial count changes in infected wound models and detected bacteria in clinical samples. These results indicate that the proposed SERS platform is a powerful tool for the rapid and sensitive detection of multiple bacteria in infected wounds, offering significant potential for clinical applications in infection management and advancing the field of bacterial diagnostics.
Collapse
Affiliation(s)
- Yanhong Zhou
- Key Laboratory of Emergency and Trauma, Ministry of Education, Key Laboratory of Hainan Trauma and Disaster Rescue, Key Laboratory of Haikou Trauma, The First Affiliated Hospital of Hainan Medical University, Hainan Medical University, Haikou, 571199, China; Engineering Research Center for Hainan Bio-Smart Materials and Bio-Medical Devices, Key Laboratory of Hainan Functional Materials and Molecular Imaging, College of Emergency and Trauma, Hainan Medical University, Haikou, 571199, China
| | - Wei Zhang
- Key Laboratory of Emergency and Trauma, Ministry of Education, Key Laboratory of Hainan Trauma and Disaster Rescue, Key Laboratory of Haikou Trauma, The First Affiliated Hospital of Hainan Medical University, Hainan Medical University, Haikou, 571199, China; Engineering Research Center for Hainan Bio-Smart Materials and Bio-Medical Devices, Key Laboratory of Hainan Functional Materials and Molecular Imaging, College of Emergency and Trauma, Hainan Medical University, Haikou, 571199, China
| | - Shaowen Cheng
- Key Laboratory of Emergency and Trauma, Ministry of Education, Key Laboratory of Hainan Trauma and Disaster Rescue, Key Laboratory of Haikou Trauma, The First Affiliated Hospital of Hainan Medical University, Hainan Medical University, Haikou, 571199, China; Engineering Research Center for Hainan Bio-Smart Materials and Bio-Medical Devices, Key Laboratory of Hainan Functional Materials and Molecular Imaging, College of Emergency and Trauma, Hainan Medical University, Haikou, 571199, China
| | - Yanlong Xing
- Key Laboratory of Emergency and Trauma, Ministry of Education, Key Laboratory of Hainan Trauma and Disaster Rescue, Key Laboratory of Haikou Trauma, The First Affiliated Hospital of Hainan Medical University, Hainan Medical University, Haikou, 571199, China; Engineering Research Center for Hainan Bio-Smart Materials and Bio-Medical Devices, Key Laboratory of Hainan Functional Materials and Molecular Imaging, College of Emergency and Trauma, Hainan Medical University, Haikou, 571199, China
| | - Juan Wang
- Key Laboratory of Tropical Translational Medicine, Ministry of Education, Key Laboratory of Brain Science Research and Transformation in Tropical Environment of Hainan Province, School of Basic Medicine and Life Sciences, Hainan Medical University, Haikou, 571199, China.
| | - Fabiao Yu
- Key Laboratory of Emergency and Trauma, Ministry of Education, Key Laboratory of Hainan Trauma and Disaster Rescue, Key Laboratory of Haikou Trauma, The First Affiliated Hospital of Hainan Medical University, Hainan Medical University, Haikou, 571199, China; Engineering Research Center for Hainan Bio-Smart Materials and Bio-Medical Devices, Key Laboratory of Hainan Functional Materials and Molecular Imaging, College of Emergency and Trauma, Hainan Medical University, Haikou, 571199, China.
| | - Rui Wang
- Key Laboratory of Emergency and Trauma, Ministry of Education, Key Laboratory of Hainan Trauma and Disaster Rescue, Key Laboratory of Haikou Trauma, The First Affiliated Hospital of Hainan Medical University, Hainan Medical University, Haikou, 571199, China; Engineering Research Center for Hainan Bio-Smart Materials and Bio-Medical Devices, Key Laboratory of Hainan Functional Materials and Molecular Imaging, College of Emergency and Trauma, Hainan Medical University, Haikou, 571199, China.
| |
Collapse
|
2
|
Nkoh JN, Ye T, Shang C, Li C, Tu J, Li S, Wu Z, Chen P, Hussain Q, Esemu SN. Deciphering the mechanisms for preferential tolerance of Escherichia coli BL21 to Cd(II) over Cu(II) and Ni(II): A combined physiological, biochemical, and multiomics perspective. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2025; 297:118195. [PMID: 40273607 DOI: 10.1016/j.ecoenv.2025.118195] [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: 02/13/2025] [Revised: 04/11/2025] [Accepted: 04/12/2025] [Indexed: 04/26/2025]
Abstract
Environmental pollution severely affects ecological functions/health, and nondegradable pollutants such as heavy metals (HMs) cause significant damage to living organisms. Escherichia coli is one of the most studied life forms, and its response to oxidative stress is driven by a complex ensemble of mechanisms driven by transcriptomic-level adjustments. However, the magnitude of the physiological, metabolic, and biochemical alterations and their relationships with transcriptomic changes remain unclear. Studying the growth of E. coli in Cd-, Cu-, and Ni-polluted media at pH 5.0, we observed that (i) downregulation of the alkyl hydroperoxide complex, glutathione reductase, and glutathione S-transferase by Cd inhibited H2O2 degradation, and the accumulated H2O2 was respectively 2.7, 1.7, and 2.4 times greater than that in the control, Cu, and Ni treatments; (ii) Zn-associated resistance protein (ZraP) was the major scavenger of Cd, with a 140.7-fold increase in its expression; (iii) the P-type Cu+ transporter (CopA), multicopper oxidase (CueO), and heteromultimeric transport system (CusCBAF) controlled the excretion and detoxification of Cu; (iv) the Cd2+/Zn2+/Pb2+-exporting P-type ATPase (ZntA) and transcriptional activator ZntR were the major transporters of Ni; (v) Cd upregulated biofilm formation and synthesis of secondary metabolites more than Cu and Ni, which resulted in increased adsorption and improved tolerance; and (vi) the activity of superoxide dismutase in Cu-spiked cells was 153.2 %, 141.7 %, and 172.7 % higher and corresponded to 85.7 %, 524.5 %, and 491.5 % lower O2●⁻ in the control, Cd-, and Ni-spiked cells, respectively. This study reveals E. coli's preferential tolerance mechanisms to Cd rather than Cu and Ni and demonstrates mechanisms for its survival in highly polluted environments.
Collapse
Affiliation(s)
- Jackson Nkoh Nkoh
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China; College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, PR China; Department of Chemistry, University of Buea, P.O. Box 63, Buea, Cameroon
| | - Ting Ye
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China
| | - Chenjing Shang
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China; Institute of Deep-Sea Science and Engineering, Chinese Academy of Sciences, Sanya 572000, PR China.
| | - Chunyuan Li
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China
| | - Jianguang Tu
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China
| | - Sihui Li
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China
| | - Zuping Wu
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China
| | - Pengyu Chen
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China; College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Quaid Hussain
- Guangdong Provincial Key Laboratory for Plant Epigenetics, Guangdong Engineering Research Center for Marine Algal Biotechnology, College of Life Science and Oceanography, Shenzhen University, Shenzhen 518060, PR China; College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Seraphine Nkie Esemu
- Department of Microbiology and Parasitology, Faculty of Science, University of Buea, P.O. Box 63, Buea, Cameroon; Laboratory for Emerging Infectious Diseases, University of Buea, P.O. Box 63, Buea, Cameroon
| |
Collapse
|
3
|
Li H, Xu S, Liu Y, Lu Y, Ning Y. Efficient De Novo Assembly of 100 kb-Scale Human Functional Immunoglobulin Heavy Variable (IGHV) Gene Fragments In Vitro. ACS Synth Biol 2025. [PMID: 40135783 DOI: 10.1021/acssynbio.5c00011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/27/2025]
Abstract
Synthetic biology provides a powerful approach to functional studies of viral and microbial genomes. However, in vitro, efficient and scarless DNA manipulation on large and complex human genomes remains an inevitable challenge. Here, we de novo design and successfully assemble human functional immunoglobulin heavy variable (IGHV) gene fragments up to hundred-kilobase (kb)-sized, using an iterative in vitro assembly via Escherichia coli (E. coli) based on Gibson isothermal assembly. We describe an efficient method for "scarless" (without leaving any non-native sequences) engineering of the assembled ordered functional IGHV gene fragments, which contain complex and highly repetitive regions. Our method provides a suitable way to construct bacterial artificial chromosomes (BACs) (30-100 kb) with common materials, easy manipulations, and low cost. The construction of ordered functional IGHV gene BACs expands the synthetic biologist's chassis repertoire. It is essential for the adaptive immune response and constructing immunity humanized animal models.
Collapse
Affiliation(s)
- Haiqiong Li
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou 510515, China
- Guangdong Provincial Key Laboratory of Immune Regulation and Immunotherapy, Guangzhou 510515, China
| | - Shuyao Xu
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou 510515, China
- Guangdong Provincial Key Laboratory of Immune Regulation and Immunotherapy, Guangzhou 510515, China
| | - Yurui Liu
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou 510515, China
- Guangdong Provincial Key Laboratory of Immune Regulation and Immunotherapy, Guangzhou 510515, China
| | - Yongqi Lu
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou 510515, China
- Guangdong Provincial Key Laboratory of Immune Regulation and Immunotherapy, Guangzhou 510515, China
| | - Yunshan Ning
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou 510515, China
- Guangdong Provincial Key Laboratory of Immune Regulation and Immunotherapy, Guangzhou 510515, China
| |
Collapse
|
4
|
Piper KR, Souza SSR, Ikhimiukor OO, Workman AA, Martin IW, Andam CP. Lineage-specific variation in frequency and hotspots of recombination in invasive Escherichia coli. BMC Genomics 2025; 26:190. [PMID: 39994515 PMCID: PMC11853335 DOI: 10.1186/s12864-025-11367-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Accepted: 02/14/2025] [Indexed: 02/26/2025] Open
Abstract
BACKGROUND The opportunistic bacterium Escherichia coli can invade normally sterile sites in the human body, potentially leading to life-threatening organ dysfunction and even death. However, our understanding of the evolutionary processes that shape its genetic diversity in this sterile environment remains limited. Here, we aim to quantify the frequency and characteristics of homologous recombination in E. coli from bloodstream infections. RESULTS Analysis of 557 short-read genome sequences revealed that the propensity to exchange DNA by homologous recombination varies within a distinct population (bloodstream) at narrow geographic (Dartmouth Hitchcock Medical Center, New Hampshire, USA) and temporal (years 2016 - 2022) scope. We identified the four largest monophyletic sequence clusters in the core genome phylogeny that are represented by prominent sequence types (ST): BAPS1 (mainly ST95), BAPS4 (mainly ST73), BAPS10 (mainly ST131), BAPS14 (mainly ST58). We show that the four dominant clusters vary in different characteristics of recombination: number of single nucleotide polymorphisms due to recombination, number of recombination blocks, cumulative bases in recombination blocks, ratio of probabilities that a given site was altered through recombination and mutation (r/m), and ratio of rates at which recombination and mutation occurred (ρ/θ). Each sequence cluster contains a unique set of antimicrobial resistance (AMR) and virulence genes that have experienced recombination. Common among the four sequence clusters were the recombined virulence genes with functions associated with the Curli secretion channel (csgG) and ferric enterobactin transport (entEF, fepEG). We did not identify any one recombined AMR gene that was present in all four sequence clusters. However, AMR genes mdtABC, baeSR, emrKY and tolC had experienced recombination in sequence clusters BAPS4, BAPS10, and BAPS14. These differences lie in part on the contributions of vertically inherited ancestral recombination and contemporary branch-specific recombination, with some genomes having relatively higher proportions of recombined DNA. CONCLUSIONS Our results highlight the variation in the propensity to exchange DNA via homologous recombination within a distinct population at narrow geographic and temporal ranges. Understanding the sources of the genetic variation in invasive E. coli will help inform the implementation of effective strategies to reduce the burden of disease and AMR.
Collapse
Affiliation(s)
- Kathryn R Piper
- Department of Biological Sciences, University at Albany, State University of New York, Albany, NY, USA
| | - Stephanie S R Souza
- Department of Biological Sciences, University at Albany, State University of New York, Albany, NY, USA
| | - Odion O Ikhimiukor
- Department of Biological Sciences, University at Albany, State University of New York, Albany, NY, USA
| | - Adrienne A Workman
- Department of Pathology and Laboratory Medicine, Dartmouth Hitchcock Medical Center and Dartmouth College Geisel School of Medicine, Lebanon, NH, USA
| | - Isabella W Martin
- Department of Pathology and Laboratory Medicine, Dartmouth Hitchcock Medical Center and Dartmouth College Geisel School of Medicine, Lebanon, NH, USA.
| | - Cheryl P Andam
- Department of Biological Sciences, University at Albany, State University of New York, Albany, NY, USA.
| |
Collapse
|
5
|
Ali AA, Darwish WS. Acute phase proteins patterns as biomarkers in bacterial infection: Recent insights. Open Vet J 2024; 14:2539-2550. [PMID: 39545194 PMCID: PMC11560262 DOI: 10.5455/ovj.2024.v14.i10.4] [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: 08/03/2024] [Accepted: 09/07/2024] [Indexed: 11/17/2024] Open
Abstract
Escherichia coli is a bacterium with command and pathogenic variants. It has been implicated in the induction of several inflammatory conditions. Finding a biomarker for infection began many years ago. The challenge of using acute phase proteins (APPs) as biomarkers for infection is a promising target for many researchers in this field. Many APPs have been studied for their roles as biomarkers of E. coli infection. The following review aims to highlight recent trials that have approved the use of adiponectin, amyloid A, ceruloplasmin, C-reactive protein, Haptoglobin, and Pentraxin 3 as biomarkers for E. coli infection and assess the obtained results. In conclusion, despite the existing approaches for the use of APPs as biomarkers in E. coli infection, we recommend more precise studies to enable these markers to be more specific and applicable in clinical fields. APPs could be markers for systemic inflammatory conditions, regardless of the causative agent.
Collapse
Affiliation(s)
- Amer Al Ali
- Department of Medical Laboratory Sciences, College of Applied Medical Sciences, University of Bisha, Bisha, Saudi Arabia
| | - Wageh Sobhy Darwish
- Department of Food Hygiene, Safety and Technology, Faculty of Veterinary Medicine, Zagazig University, Zagazig City, Egypt
| |
Collapse
|
6
|
Yao L, Cooper AL, Gill A, Koziol A, Wong A, Blais BW, Carrillo CD. Overcoming Microbial Inhibition of S. Sonnei Through the Exploitation of Genomically Predicted Antibiotic Resistance Profiles for the Development of Food Enrichment Media. J Food Prot 2024; 87:100302. [PMID: 38754553 DOI: 10.1016/j.jfp.2024.100302] [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: 11/30/2023] [Revised: 05/07/2024] [Accepted: 05/10/2024] [Indexed: 05/18/2024]
Abstract
Linking outbreaks of Shigella spp. to specific foods is challenging due to poor selectivity of current enrichment media. We have previously shown that enrichment media, tailored to the genomically-predicted antimicrobial resistance (AMR) of Shiga toxigenic E. coli strains, enhances their isolation from foods. This study investigates the application of this approach for Shigella isolation. The AMR gene profiles of 21,908 published S. sonnei genomes indicated a high prevalence of genes conferring resistance to streptomycin (aadA, aph(3″)-Ib, aph(6)-Id, 92.8%), sulfonamides (sul1, sul2, 74.8%), and/or trimethoprim (dfrA, 96.2%). Genomic analysis and antibiotic susceptibility testing conducted with a panel of 17 outbreak-associated S. sonnei strains confirmed the correlation of AMR gene detection with resistance phenotypes. Supplementation of Shigella Broth (SB) with up to 400 µg/mL of trimethoprim or sulfadiazine did not suppress the growth of sensitive strains, whereas 100 µg/mL of streptomycin increased the selectivity of this broth. All three antibiotics increased the selectivity of modified Tryptone Soya Broth (mTSB). Based on these results, supplemented media formulations were developed and assessed by measuring the relative growth of S. sonnei in cultures coinoculated with a strain of bacteriocin-producing E. coli that is inhibitory to Shigella growth. S. sonnei was not recovered from cocultures grown in SB or mTSB without antibiotics. In contrast, media supplemented with streptomycin at 50 and 100 µg/mL, trimethoprim at 25 and 50 µg/mL, and sulfadiazine at 100 µg/mL increased the relative proportion of S. sonnei in postenrichment cultures. The enhanced recovery of resistant S. sonnei strains achieved in this study indicates that, in cases where genomic data are available for clinical S. sonnei isolates, customization of selective enrichment media based on AMR gene detection could be a valuable tool for supporting the investigation of foodborne shigellosis outbreaks.
Collapse
Affiliation(s)
- Lang Yao
- Ottawa Laboratory Carling, Canadian Food Inspection Agency, Ottawa, Ontario, Canada K1A 0C6; Department of Biology, Carleton University, Ottawa, Ontario, Canada K1S 5B6.
| | - Ashley L Cooper
- Ottawa Laboratory Carling, Canadian Food Inspection Agency, Ottawa, Ontario, Canada K1A 0C6.
| | - Alex Gill
- Bureau of Microbial Hazards, Health Canada, Ottawa, Ontario, Canada.
| | - Adam Koziol
- Ottawa Laboratory Carling, Canadian Food Inspection Agency, Ottawa, Ontario, Canada K1A 0C6.
| | - Alex Wong
- Department of Biology, Carleton University, Ottawa, Ontario, Canada K1S 5B6.
| | - Burton W Blais
- Ottawa Laboratory Carling, Canadian Food Inspection Agency, Ottawa, Ontario, Canada K1A 0C6.
| | - Catherine D Carrillo
- Ottawa Laboratory Carling, Canadian Food Inspection Agency, Ottawa, Ontario, Canada K1A 0C6.
| |
Collapse
|
7
|
Ha EJ, Hong SM, Kim SJ, Ahn SM, Kim HW, Choi KS, Kwon HJ. Tracing the Evolutionary Pathways of Serogroup O78 Avian Pathogenic Escherichia coli. Antibiotics (Basel) 2023; 12:1714. [PMID: 38136748 PMCID: PMC10740950 DOI: 10.3390/antibiotics12121714] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 11/17/2023] [Accepted: 12/04/2023] [Indexed: 12/24/2023] Open
Abstract
Avian pathogenic E. coli (APEC) causes severe economic losses in the poultry industry, and O78 serogroup APEC strains are prevalent in chickens. In this study, we aimed to understand the evolutionary pathways and relationships between O78 APEC and other E. coli strains. To trace these evolutionary pathways, we classified 3101 E. coli strains into 306 subgenotypes according to the numbers and types of single nucleotide polymorphisms (RST0 to RST63-1) relative to the consensus sequence (RST0) of the RNA polymerase beta subunit gene and performed network analysis. The E. coli strains showed four apparently different evolutionary pathways (I-1, I-2, I-3, and II). The thirty-two Korean O78 APEC strains tested in this study were classified into RST4-4 (45.2%), RST3-1 (32.3%), RST21-1 (12.9%), RST4-5 (3.2%), RST5-1 (3.2%), and RST12-6 (3.2%), and all RSTs except RST21-1 (I-2) may have evolved through the same evolutionary pathway (I-1). A comparative genomic study revealed the highest relatedness between O78 strains of the same RST in terms of genome sequence coverage/identity and the spacer sequences of CRISPRs. The early-appearing RST3-1 and RST4-4 prevalence among O78 APEC strains may reflect the early settlement of O78 E. coli in chickens, after which these bacteria accumulated virulence and antibiotic resistance genes to become APEC strains. The zoonotic risk of the conventional O78 APEC strains is low at present, but the appearance of genetically distinct and multiple virulence gene-bearing RST21-1 O78 APEC strains may alert us to a need to evaluate their virulence in chickens as well as their zoonotic risk.
Collapse
Affiliation(s)
- Eun-Jin Ha
- Laboratory of Avian Diseases, Department of Farm Animal Medicine, College of Veterinary Medicine and BK21 PLUS for Veterinary Science, Seoul National University, Seoul 088026, Republic of Korea; (E.-J.H.); (S.-M.H.); (S.-J.K.)
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul 08826, Republic of Korea; (S.-M.A.); (H.-W.K.)
| | - Seung-Min Hong
- Laboratory of Avian Diseases, Department of Farm Animal Medicine, College of Veterinary Medicine and BK21 PLUS for Veterinary Science, Seoul National University, Seoul 088026, Republic of Korea; (E.-J.H.); (S.-M.H.); (S.-J.K.)
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul 08826, Republic of Korea; (S.-M.A.); (H.-W.K.)
| | - Seung-Ji Kim
- Laboratory of Avian Diseases, Department of Farm Animal Medicine, College of Veterinary Medicine and BK21 PLUS for Veterinary Science, Seoul National University, Seoul 088026, Republic of Korea; (E.-J.H.); (S.-M.H.); (S.-J.K.)
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul 08826, Republic of Korea; (S.-M.A.); (H.-W.K.)
| | - Sun-Min Ahn
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul 08826, Republic of Korea; (S.-M.A.); (H.-W.K.)
| | - Ho-Won Kim
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul 08826, Republic of Korea; (S.-M.A.); (H.-W.K.)
| | - Kang-Seuk Choi
- Laboratory of Avian Diseases, Department of Farm Animal Medicine, College of Veterinary Medicine and BK21 PLUS for Veterinary Science, Seoul National University, Seoul 088026, Republic of Korea; (E.-J.H.); (S.-M.H.); (S.-J.K.)
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul 08826, Republic of Korea; (S.-M.A.); (H.-W.K.)
| | - Hyuk-Joon Kwon
- Research Institute for Veterinary Science, College of Veterinary Medicine, Seoul 08826, Republic of Korea; (S.-M.A.); (H.-W.K.)
- Laboratory of Poultry Medicine, Department of Farm Animal Medicine, College of Veterinary Medicine and BK21 PLUS for Veterinary Science, Seoul National University, Seoul 088026, Republic of Korea
- Farm Animal Clinical Training and Research Center (FACTRC), GBST, Seoul National University, Pyeongchang 25354, Republic of Korea
- GeNiner Inc., Seoul 08826, Republic of Korea
| |
Collapse
|
8
|
Hernández-Salmerón JE, Irani T, Moreno-Hagelsieb G. Fast genome-based delimitation of Enterobacterales species. PLoS One 2023; 18:e0291492. [PMID: 37708115 PMCID: PMC10501659 DOI: 10.1371/journal.pone.0291492] [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: 05/22/2023] [Accepted: 08/30/2023] [Indexed: 09/16/2023] Open
Abstract
Average Nucleotide Identity (ANI) is becoming a standard measure for bacterial species delimitation. However, its calculation can take orders of magnitude longer than similarity estimates based on sampling of short nucleotides, compiled into so-called sketches. These estimates are widely used. However, their variable correlation with ANI has suggested that they might not be as accurate. For a where-the-rubber-meets-the-road assessment, we compared two sketching programs, mash and dashing, against ANI, in delimiting species among Esterobacterales genomes. Receiver Operating Characteristic (ROC) analysis found Area Under the Curve (AUC) values of 0.99, almost perfect species discrimination for all three measures. Subsampling to avoid over-represented species reduced these AUC values to 0.92, still highly accurate. Focused tests with ten genera, each represented by more than three species, also showed almost identical results for all methods. Shigella showed the lowest AUC values (0.68), followed by Citrobacter (0.80). All other genera, Dickeya, Enterobacter, Escherichia, Klebsiella, Pectobacterium, Proteus, Providencia and Yersinia, produced AUC values above 0.90. The species delimitation thresholds varied, with species distance ranges in a few genera overlapping the genus ranges of other genera. Mash was able to separate the E. coli + Shigella complex into 25 apparent phylogroups, four of them corresponding, roughly, to the four Shigella species represented in the data. Our results suggest that fast estimates of genome similarity are as good as ANI for species delimitation. Therefore, these estimates might suffice for covering the role of genomic similarity in bacterial taxonomy, and should increase confidence in their use for efficient bacterial identification and clustering, from epidemiological to genome-based detection of potential contaminants in farming and industry settings.
Collapse
Affiliation(s)
| | - Tanya Irani
- Department of Biology, Wilfrid Laurier University, Waterloo, ON, Canada
| | | |
Collapse
|
9
|
Cobo-Simón M, Hart R, Ochman H. Gene flow and species boundaries of the genus Salmonella. mSystems 2023; 8:e0029223. [PMID: 37486130 PMCID: PMC10470047 DOI: 10.1128/msystems.00292-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 06/07/2023] [Indexed: 07/25/2023] Open
Abstract
The genus Salmonella comprises two species, Salmonella bongori and Salmonella enterica, which are infectious to a wide variety of animal hosts. The diversity within S. enterica has been further partitioned into 6-10 subspecies based on such features as host range, geography, and most recently, genetic relatedness and phylogenetic affiliation. Although Salmonella pathogenicity is attributable to large numbers of acquired virulence factors, the extent of homologous exchange in the species at large is apparently constrained such that the species and subspecies form distinct clusters of strains. To explore the extent of gene flow within and among subspecies, and to ultimately define true biological species, we evaluated patterns of recombination in over 1,000 genomes currently assigned to the genus. Those Salmonella subspecies containing sufficient numbers of sequenced genomes to allow meaningful analysis-i.e., subsp. enterica and diarizonae-were found to be reproductively isolated from one another and from all other subspecies. Based on the configuration of genomic sequence divergence among subspecies, it is expected that each of the other Salmonella subspecies will also represent a biological species. Our findings argue against the application of prescribed nucleotide-identity thresholds to delineate bacterial species and contend that the Biological Species Concept should not be disregarded for bacteria, even those, like Salmonella, that demonstrate complex patterns of species and subspecies divergence. IMPORTANCE The Biological Species Concept (BSC), which defines species boundaries based on the capacity for gene exchange, is widely used to classify sexually reproducing eukaryotes but is generally thought to be inapplicable to bacteria due to their completely asexual mode of reproduction. We show that the genus Salmonella, whose thousands of described serovars were formerly considered to be strictly clonal, undergoes sufficient levels of homologous recombination to be assigned to species according to the BSC. Aside from the two recognized species, Salmonella enterica and Salmonella bongori, several (and likely all) of the subspecies within S. enterica are reproductively isolated from one another and should each be considered a separate biological species. These findings demonstrate that species barriers in bacteria can form despite high levels of nucleotide identity and that commonly applied thresholds of genomic sequence identity are not reliable indicators of bacterial species status.
Collapse
Affiliation(s)
- Marta Cobo-Simón
- Department of Molecular Biosciences, University of Texas at Austin, Austin, Texas, USA
| | - Rowan Hart
- Department of Molecular Biosciences, University of Texas at Austin, Austin, Texas, USA
| | - Howard Ochman
- Department of Molecular Biosciences, University of Texas at Austin, Austin, Texas, USA
| |
Collapse
|
10
|
Liu ZL, Hu EZ, Niu DK. Investigating the Relationship between CRISPR-Cas Content and Growth Rate in Bacteria. Microbiol Spectr 2023; 11:e0340922. [PMID: 37022199 PMCID: PMC10269591 DOI: 10.1128/spectrum.03409-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 03/11/2023] [Indexed: 04/07/2023] Open
Abstract
CRISPR-Cas systems provide adaptive immunity for prokaryotic cells by recognizing and eliminating the recurrent genetic invaders whose sequences had been captured in a prior infection and stored in the CRISPR arrays as spacers. However, the biological/environmental factors determining the efficiency of this immune system have yet to be fully characterized. Recent studies in cultured bacteria showed that slowing the growth rate of bacterial cells could promote their acquisition of novel spacers. This study examined the relationship between the CRISPR-Cas content and the minimal doubling time across the bacteria and the archaea domains. Every completely sequenced genome could be used to predict a minimal doubling time. With a large data set of 4,142 bacterial samples, we found that the predicted minimal doubling times are positively correlated with spacer number and other parameters of the CRISPR-Cas systems, like array number, Cas gene cluster number, and Cas gene number. Different data sets gave different results. Weak results were obtained in analyzing bacterial empirical minimal doubling times and the archaea domain. Still, the conclusion of more spacers in slowly grown prokaryotes was supported. In addition, we found that the minimal doubling times are negatively correlated with the occurrence of prophages, and the spacer numbers per array are negatively associated with the number of prophages. These observations support the existence of an evolutionary trade-off between bacterial growth and adaptive defense against virulent phages. IMPORTANCE Accumulating evidence indicates that slowing the growth of cultured bacteria could stimulate their CRISPR spacer acquisition. We observed a positive correlation between CRISPR-Cas content and cell cycle duration across the bacteria domain. This observation extends the physiological conclusion to an evolutionary one. In addition, the correlation provides evidence supporting the existence of a trade-off between bacterial growth/reproduction and antiviral resistance.
Collapse
Affiliation(s)
- Zhi-Ling Liu
- MOE Key Laboratory for Biodiversity Science and Ecological Engineering, College of Life Sciences, Beijing Normal University, Beijing, China
- Beijing Key Laboratory of Gene Resource and Molecular Development, College of Life Sciences, Beijing Normal University, Beijing, China
| | - En-Ze Hu
- MOE Key Laboratory for Biodiversity Science and Ecological Engineering, College of Life Sciences, Beijing Normal University, Beijing, China
- Beijing Key Laboratory of Gene Resource and Molecular Development, College of Life Sciences, Beijing Normal University, Beijing, China
| | - Deng-Ke Niu
- MOE Key Laboratory for Biodiversity Science and Ecological Engineering, College of Life Sciences, Beijing Normal University, Beijing, China
- Beijing Key Laboratory of Gene Resource and Molecular Development, College of Life Sciences, Beijing Normal University, Beijing, China
| |
Collapse
|