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Wang Y, Ye J, Chen R, Ma D, Ding CF, Yan Y. Machine learning analysis of magnetic covalent organic framework based heterostructures extracted intracellular metabolic fingerprint for direct hypervirulent Klebsiella pneumoniae prediction. Talanta 2025; 293:127999. [PMID: 40158311 DOI: 10.1016/j.talanta.2025.127999] [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: 12/30/2024] [Revised: 03/19/2025] [Accepted: 03/20/2025] [Indexed: 04/02/2025]
Abstract
Hypervirulent Klebsiella pneumoniae (hvKP), known for its high virulence and epidemic potential, has emerged as a significant global public health threat. Therefore, improving the identification of hvKP and enabling earlier and faster detection in the community to support subsequent effective treatment and prevention of hvKP is an urgent issue. In this study, we introduce a new approach utilizing magnetic covalent organic framework based heterostructures (denoted Fe3O4@COF@Au) for the analysis of intracellular metabolites from bacterial cells, facilitating the rapid diagnosis of hvKP. Importantly, intracellular metabolites were extracted from bacterial cells using cold methanol to preserve their abundance and stability, and their metabolite fingerprints were rapidly obtained by Fe3O4@COF@Au. Using this method, we effectively extracted intracellular metabolic fingerprints from 136 clinical K. pneumoniae isolates collected from patients. Machine learning analysis of these fingerprint variations successfully distinguished hypervirulent K. pneumoniae from classical strains (cKP), achieving an area under the curve (AUC) of 1.00 in both the training and testing sets based on 359 m/z features. This strategy shows great potential for the rapid diagnosis of hvKP and could significantly improve its management.
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Affiliation(s)
- Yongqi Wang
- School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China; State Key Laboratory for Quality and Safety of Agro-Products, School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China
| | - Jiacheng Ye
- School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China; State Key Laboratory for Quality and Safety of Agro-Products, School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China
| | - Rongrong Chen
- School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China; State Key Laboratory for Quality and Safety of Agro-Products, School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China
| | - Dumei Ma
- School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China; State Key Laboratory for Quality and Safety of Agro-Products, School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China.
| | - Chuan-Fan Ding
- School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China; State Key Laboratory for Quality and Safety of Agro-Products, School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China.
| | - Yinghua Yan
- School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China; State Key Laboratory for Quality and Safety of Agro-Products, School of Materials Science and Chemical Engineering, Ningbo University, Ningbo, 315211, China.
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Characterization of the recombinant pyrophosphate-dependent 6-phosphofructokinases from Methylomicrobium alcaliphilum 20Z and Methylococcus capsulatus Bath. Methods Enzymol 2011. [PMID: 21419911 DOI: 10.1016/b978-0-12-386905-0.00001-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2025]
Abstract
The Embden-Meyerhof-Parnas (EMP) glycolysis is the starting point of the core carbon metabolism. Aerobic methanotrophs possessing activity of the pyrophosphate-dependent 6-phosphofructokinase (PPi-PFK) instead of the classical glycolytic enzyme ATP-dependent 6-phosphofructokinase (ATP-PFK) are promising model bacteria for elucidation of the role of inorganic pyrophosphate (PPi) and PPi-dependent glycolysis in microorganisms. Characterization of the His(6)-tagged PPi-PFKs from two methanotrophs, halotolerant alkaliphilic Methylomicrobium alcaliphilum 20Z and thermotolerant Methylococcus capsulatus Bath, showed differential capabilities of PPi-PFKs to phosphorylate sedoheptulose-7-phosphate and this property correlated well with the metabolic patterns of these bacteria assimilating C(1) substrate either via the ribulosemonophosphate (RuMP) pathway (Mm. alcaliphilum 20Z) or simultaneously via the RuMP and serine pathways and the Calvin cycle (Mc. capsulatus Bath). Analysis of the genomic draft of Mm. alcaliphilum 20Z (https://www.genoscope.cns.fr/agc/mage) has provided in silico evidence for the existence of a PPi-dependent pyruvate-phosphate dikinase (PPDK). Expression of the ppdk gene at oxygen limitation along with the presence of PPi-PFK in Mm. alcaliphilum 20Z implied functioning of PPi-dependent glycolysis and PPi recycling under conditions when oxidative phosphorylation is hampered.
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Rozova ON, Khmelenina VN, Vuilleumier S, Trotsenko YA. Characterization of recombinant pyrophosphate-dependent 6-phosphofructokinase from halotolerant methanotroph Methylomicrobium alcaliphilum 20Z. Res Microbiol 2010; 161:861-8. [PMID: 20868748 DOI: 10.1016/j.resmic.2010.09.009] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2010] [Accepted: 08/24/2010] [Indexed: 10/19/2022]
Abstract
Pyrophosphate-dependent 6-phosphofructokinase (PPi-PFK) was obtained as His₆-tagged protein by cloning of the pfp gene from the aerobic obligate methanotroph Methylomicrobium alcaliphilum 20Z and characterized. The recombinant PPi-PFK (4×45 kDa) was highly active, non-allosteric and stringently specific to pyrophosphate as the phosphoryl donor. The enzyme was more specific for the reverse reaction substrate fructose-1,6-bisphosphate (K(m) 0.095 mM, V(max) 805 U/mg of protein) than for the forward reaction substrate fructose-6-phosphate (K(m) 0.64 mM, V(max) 577 U/mg of protein). It also phosphorylated sedoheptulose-7-phosphate with much lower efficiency (K(m) 1.01 mM, V(max) 0.118 U/mg of protein). The kinetic properties of the M. alcaliphilum PP(i)-PFK were analyzed and compared with those of PP(i)-PFKs from other methanotrophs. The PP(i)-PFK from M. alcaliphilum shows highest sequence identity to PPi-PFK from obligate mesophilic methanotroph Methylomonas methanica (89%), and only low identity to the enzyme from thermotolerant Methylococcus capsulatus Bath (16%). This extensive sequence divergence of PPi-PFKs correlated with differential ability to phosphorylate sedoheptulose-7-phosphate and with the metabolic patterns of these bacteria assimilating C₁ substrate either via the ribulose monophoshate (RuMP) cycle or simultaneously via the RuMP and the Calvin cycles. Based on enzymic and genomic data, the involvement of PPi-PFK in pyrophosphate-dependent glycolysis in M. alcaliphilum 20Z was fist proposed.
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Affiliation(s)
- Olga N Rozova
- Skryabin Institute of Biochemistry and Physiology of Microorganisms, RAS, Prospect Nauki 5, Pushchino 142290, Moscow, Russia
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Rozova ON, Khmelenina VN, Mustakhimov II, Reshetnikov AS, Trotsenko YA. Characterization of recombinant fructose-1,6-bisphosphate aldolase from Methylococcus capsulatus Bath. BIOCHEMISTRY (MOSCOW) 2010; 75:892-8. [DOI: 10.1134/s0006297910070114] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Reshetnikov AS, Rozova ON, Khmelenina VN, Mustakhimov II, Beschastny AP, Murrell JC, Trotsenko YA. Characterization of the pyrophosphate-dependent 6-phosphofructokinase from Methylococcus capsulatus Bath. FEMS Microbiol Lett 2009; 288:202-10. [PMID: 19054082 DOI: 10.1111/j.1574-6968.2008.01366.x] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
An active pyrophosphate-dependent 6-phosphofructokinase (PPi-PFK) from the thermotolerant methanotroph Methylococcus capsulatus Bath, containing a six-residue polyhistidine tag, was characterized. The enzyme was homodimeric (2 x 45 kDa), nonallosteric and most active at pH 7.0. PPi-PFK catalyzed reactions of PPi-dependent phosphorylation of fructose-6-phosphate (F-6-P) (K(m) 2.27 mM and V(max) 7.6 U mg(-1) of protein), sedoheptulose-7-phosphate (K(m) 0.027 mM and V(max) 31 U mg(-1)) and ribulose-5-phosphate. In the reaction with F-6-P, the apparent K(m) for PPi was 0.027 mM, while in the reverse reaction, K(m) for orthophosphate was 8.69 mM and that for fructose-1,6-bisphosphate 0.328 mM (V(max) 9.0 U mg(-1)). Phylogenetically, M. capsulatus PPi-PFK was most similar to PPi-PFKs from the lithoautotrophic ammonia oxidizers Nitrosomonas europaea (74.0%), Nitrosospira multiformis (73.6%) and Betaproteobacterial methylotroph Methylibium petroleiphilum PM1 (71.6% identity). Genes coding PPi-PFK and a putative V-type H(+)-translocating pyrophosphatase (H(+)-PPi-ase) were cotranscribed as an operon. The potential significance of the PPi-PFK for regulation of carbon and energy fluxes in M. capsulatus Bath is discussed.
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Affiliation(s)
- Alexander S Reshetnikov
- G.K. Skryabin Institute of Biochemistry and Physiology of Microorganisms, RAS, Moscow region, Russia
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Trotsenko YA, Murrell JC. Metabolic aspects of aerobic obligate methanotrophy. ADVANCES IN APPLIED MICROBIOLOGY 2008; 63:183-229. [PMID: 18395128 DOI: 10.1016/s0065-2164(07)00005-6] [Citation(s) in RCA: 253] [Impact Index Per Article: 14.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Yuri A Trotsenko
- G.K.Skryabin Institute of Biochemistry and Physiology of Microorganisms, Russian Academy of Sciences, Pushchino, Moscow 142290, Russia
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