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Wang H, Xiong W, Zhong W, Hu Y. Preliminary screening of new biomarkers for sepsis using bioinformatics and experimental validation. PLoS One 2025; 20:e0317608. [PMID: 39854580 PMCID: PMC11759385 DOI: 10.1371/journal.pone.0317608] [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: 05/15/2024] [Accepted: 12/31/2024] [Indexed: 01/26/2025] Open
Abstract
BACKGROUND The morbidity and mortality of sepsis remain high, and so far specific diagnostic and therapeutic means are lacking. OBJECTIVE To screen novel biomarkers for sepsis. METHODS Raw sepsis data were downloaded from the Chinese National Genebank (CNGBdb) and screened for differentially expressed RNAs. Key genes with predictive value were identified through weighted correlation network analysis (WGCNA) and meta-analysis and survival analysis using multiple public databases. Core genes were analyzed for functional enrichment using Gene Set Enrichment Analysis(GSEA). The core genes were localized using single-cell sequencing. qPCR was used to validate the core genes. RESULTS Differential analysis yielded a total of 5125 mRNA. WGCNA identified 5 modules and screened 3 core genes (S100A11, QPCT, and IFITM2). The prognosis of sepsis patients was strongly linked to S100A11, QPCT, and IFITM2 based on meta-analysis and survival analysis(P < 0.05).GSEA analysis showed that S100A11, QPCT, and IFITM2 were significantly enriched in ribosome-related pathways. S100A11 and QPCT were widely distributed in all immune cells, and QPCT was mainly localized in the macrophage cell lineage. In the sepsis group, the qPCR results showed that S100A11, QPCT, and IFITM2 expression levels were significantly higher in the sepsis group(P < 0.05). CONCLUSION In this study, S100A11, QPCT, and IFITM2 were screened as new potential biomarkers for sepsis. Validated by bioinformatics analysis and qPCR, these genes are closely associated with the prognosis of sepsis patients and have potential as diagnostic and therapeutic targets.
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Affiliation(s)
- Hao Wang
- Clinical Medical College, Southwest Medical University, Luzhou, People’s Republic of China
| | - Wei Xiong
- Department of Emergency Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, People’s Republic of China
| | - Wu Zhong
- Department of Emergency Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, People’s Republic of China
| | - Yingchun Hu
- Department of Emergency Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, People’s Republic of China
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Asadollahi K, Huang K, Yan F, de Zhang LA, Scott DJ, Gooley PR. High yield expression and purification of full-length Neurotensin with pyroglutamate modification. Protein Expr Purif 2023; 204:106227. [PMID: 36574939 DOI: 10.1016/j.pep.2022.106227] [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: 11/30/2022] [Revised: 12/17/2022] [Accepted: 12/21/2022] [Indexed: 12/25/2022]
Abstract
Neurotensin (NT) is a 13-residue endogenous peptide found in mammals, with neurotransmission and hormonal roles in the central nervous system and gastrointestinal tract, respectively. The first residue of NT is a pyroglutamate (pGlu) that makes the expression and purification of large amounts of NT with native modification challenging. Here, we describe a simple and efficient procedure for expression and purification of large amounts of NT based on using the small ubiquitin-like modifier (SUMO) as a fusion partner and subsequent enzymatic conversion of the N-terminal glutamine to pGlu. Yields of 13 mg/L and 8 mg/L of pure peptide were obtained from expression in rich and minimal media, respectively. The method is adaptable to expression and purification of proteins and peptides with pGlu modification in a wide range of eukaryotic and prokaryotic expression hosts.
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Affiliation(s)
- Kazem Asadollahi
- Department of Biochemistry and Pharmacology, University of Melbourne, Parkville, VIC, 3052, Australia; Bio21 Molecular Sciences and Biotechnology Institute, University of Melbourne, Parkville, VIC, 3052, Australia; The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Katherine Huang
- Department of Biochemistry and Pharmacology, University of Melbourne, Parkville, VIC, 3052, Australia; Bio21 Molecular Sciences and Biotechnology Institute, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Fei Yan
- Department of Biochemistry and Pharmacology, University of Melbourne, Parkville, VIC, 3052, Australia; Bio21 Molecular Sciences and Biotechnology Institute, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Lazarus A de Zhang
- Department of Biochemistry and Pharmacology, University of Melbourne, Parkville, VIC, 3052, Australia; The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC, 3052, Australia; Monash Institute of Pharmaceutical Sciences, Monash University, 381 Royal Parade, Parkville, VIC, 3052, Australia
| | - Daniel J Scott
- Department of Biochemistry and Pharmacology, University of Melbourne, Parkville, VIC, 3052, Australia; The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Paul R Gooley
- Department of Biochemistry and Pharmacology, University of Melbourne, Parkville, VIC, 3052, Australia; Bio21 Molecular Sciences and Biotechnology Institute, University of Melbourne, Parkville, VIC, 3052, Australia.
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DiPisa F, Pozzi C, Benvenuti M, Andreini M, Marconi G, Mangani S. The soluble Y115E-Y117E variant of human glutaminyl cyclase is a valid target for X-ray and NMR screening of inhibitors against Alzheimer disease. Acta Crystallogr F Struct Biol Commun 2015; 71:986-92. [PMID: 26249687 PMCID: PMC4528929 DOI: 10.1107/s2053230x15010389] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2015] [Accepted: 05/30/2015] [Indexed: 11/10/2022] Open
Abstract
Recent developments in molecular pathology and genetics have allowed the identification of human glutaminyl cyclase (hQC) among the abnormal proteins involved in many neurodegenerative disorders. Difficulties in obtaining large quantities of pure protein may limit the use of crystallographic screening for drug development on this target. Site-directed mutagenesis experiments have led to the identification of some solvent-exposed residues that are absolutely critical to achieve increased solubility and to avoid precipitation of the enzyme in inclusion bodies when expressed in Escherichia coli. The designed variant Y115E-Y117E has been found to be able to provide large amounts of monodisperse, pure hQC from an E. coli expression system. To validate the use of the artificial construct as a target for large-scale X-ray and NMR screening campaigns in the search for new inhibitors of hQC, the X-ray crystal structures of the hQC Y115E-Y117E variant and of its adduct with the inhibitor PBD-150 were determined.
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Affiliation(s)
- Flavio DiPisa
- Dipartimento di Biotecnologie, Chimica e Farmacia, Università di Siena, Via Aldo Moro 2, 53100 Siena, Italy
| | - Cecilia Pozzi
- Dipartimento di Biotecnologie, Chimica e Farmacia, Università di Siena, Via Aldo Moro 2, 53100 Siena, Italy
| | - Manuela Benvenuti
- Dipartimento di Biotecnologie, Chimica e Farmacia, Università di Siena, Via Aldo Moro 2, 53100 Siena, Italy
| | - Matteo Andreini
- Siena Biotech S.p.A., Strada del Petriccio e Belriguardo 35, 53100 Siena, Italy
| | - Guido Marconi
- Siena Biotech S.p.A., Strada del Petriccio e Belriguardo 35, 53100 Siena, Italy
| | - Stefano Mangani
- Dipartimento di Biotecnologie, Chimica e Farmacia, Università di Siena, Via Aldo Moro 2, 53100 Siena, Italy
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