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Zhu Y, Zhang H, Jiang P, Xie C, Luo Y, Chen J. Transcriptional and Epigenetic Alterations in the Progression of Non-Alcoholic Fatty Liver Disease and Biomarkers Helping to Diagnose Non-Alcoholic Steatohepatitis. Biomedicines 2023; 11:biomedicines11030970. [PMID: 36979950 PMCID: PMC10046227 DOI: 10.3390/biomedicines11030970] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Revised: 03/12/2023] [Accepted: 03/17/2023] [Indexed: 03/30/2023] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) encompasses a broad spectrum of conditions from simple steatosis (non-alcoholic fatty liver (NAFL)) to non-alcoholic steatohepatitis (NASH), and its global prevalence continues to rise. NASH, the progressive form of NAFLD, has higher risks of liver and non-liver related adverse outcomes compared with those patients with NAFL alone. Therefore, the present study aimed to explore the mechanisms in the progression of NAFLD and to develop a model to diagnose NASH based on the transcriptome and epigenome. Differentially expressed genes (DEGs) and differentially methylated genes (DMGs) among the three groups (normal, NAFL, and NASH) were identified, and the functional analysis revealed that the development of NAFLD was primarily related to the oxidoreductase-related activity, PPAR signaling pathway, tight junction, and pathogenic Escherichia coli infection. The logistic regression (LR) model, consisting of ApoF, THOP1, and BICC1, outperformed the other five models. With the highest AUC (0.8819, 95%CI: 0.8128-0.9511) and a sensitivity of 97.87%, as well as a specificity of 64.71%, the LR model was determined as the diagnostic model, which can differentiate NASH from NAFL. In conclusion, several potential mechanisms were screened out based on the transcriptome and epigenome, and a diagnostic model was built to help patient stratification for NAFLD populations.
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Affiliation(s)
- Yalan Zhu
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - He Zhang
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Pengjun Jiang
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Chengxia Xie
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yao Luo
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Jie Chen
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
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Tyrrell BE, Kumar A, Gangadharan B, Alonzi D, Brun J, Hill M, Bharucha T, Bosworth A, Graham V, Dowall S, Miller JL, Zitzmann N. Exploring the Potential of Iminosugars as Antivirals for Crimean-Congo Haemorrhagic Fever Virus, Using the Surrogate Hazara Virus: Liquid-Chromatography-Based Mapping of Viral N-Glycosylation and In Vitro Antiviral Assays. Pathogens 2023; 12:399. [PMID: 36986321 PMCID: PMC10057787 DOI: 10.3390/pathogens12030399] [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: 12/29/2022] [Revised: 02/09/2023] [Accepted: 02/22/2023] [Indexed: 03/06/2023] Open
Abstract
Crimean-Congo haemorrhagic fever virus (CCHFV) is a pathogen of increasing public health concern, being a widely distributed arbovirus and the causative agent of the potentially fatal Crimean-Congo haemorrhagic fever. Hazara virus (HAZV) is a genetically and serologically related virus that has been proposed as a surrogate for antiviral and vaccine testing for CCHFV. Glycosylation analysis of HAZV has been limited; first, we confirmed for the first time the occupation of two N-glycosylation sites in the HAZV glycoprotein. Despite this, there was no apparent antiviral efficacy of a panel of iminosugars against HAZV, as determined by quantification of the total secretion and infectious virus titres produced following infection of SW13 and Vero cells. This lack of efficacy was not due to an inability of deoxynojirimycin (DNJ)-derivative iminosugars to access and inhibit endoplasmic reticulum α-glucosidases, as demonstrated by free oligosaccharide analysis in uninfected and infected SW13 and uninfected Vero cells. Even so, iminosugars may yet have potential as antivirals for CCHFV since the positions and importance of N-linked glycans may differ between the viruses, a hypothesis requiring further evaluation.
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Affiliation(s)
- Beatrice E. Tyrrell
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Abhinav Kumar
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Bevin Gangadharan
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Dominic Alonzi
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Juliane Brun
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Michelle Hill
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Tehmina Bharucha
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Andrew Bosworth
- UK Health Security Agency (UKHSA), Porton Down, Salisbury SP4 0JG, UK
| | - Victoria Graham
- UK Health Security Agency (UKHSA), Porton Down, Salisbury SP4 0JG, UK
| | - Stuart Dowall
- UK Health Security Agency (UKHSA), Porton Down, Salisbury SP4 0JG, UK
| | - Joanna L. Miller
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
| | - Nicole Zitzmann
- Department of Biochemistry and Kavli Institute for Nanoscience Discovery, University of Oxford, Oxford OX1 3QU, UK
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Tsurusawa N, Chang J, Namba M, Makioka D, Yamura S, Iha K, Kyosei Y, Watabe S, Yoshimura T, Ito E. Modified ELISA for Ultrasensitive Diagnosis. J Clin Med 2021; 10:5197. [PMID: 34768717 PMCID: PMC8585087 DOI: 10.3390/jcm10215197] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 11/03/2021] [Accepted: 11/05/2021] [Indexed: 12/11/2022] Open
Abstract
An enzyme-linked immunosorbent assay (ELISA) can be used for quantitative measurement of proteins, and improving the detection sensitivity to the ultrasensitive level would facilitate the diagnosis of various diseases. In the present review article, we first define the term 'ultrasensitive'. We follow this with a survey and discussion of the current literature regarding modified ELISA methods with ultrasensitive detection and their application for diagnosis. Finally, we introduce our own newly devised system for ultrasensitive ELISA combined with thionicotinamide adenine dinucleotide cycling and its application for the diagnosis of infectious diseases and lifestyle-related diseases. The aim of the present article is to expand the application of ultrasensitive ELISAs in the medical and biological fields.
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Affiliation(s)
- Naoko Tsurusawa
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Jyunhao Chang
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Mayuri Namba
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Daiki Makioka
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Sou Yamura
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Kanako Iha
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Yuta Kyosei
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
| | - Satoshi Watabe
- Waseda Research Institute for Science and Engineering, Waseda University, Tokyo 169-8555, Japan;
| | - Teruki Yoshimura
- School of Pharmaceutical Sciences, Health Sciences University of Hokkaido, 1757 Kanazawa, Ishikari-Tobetsu 061-0293, Hokkaido, Japan;
| | - Etsuro Ito
- Department of Biology, Waseda University, Tokyo 162-8480, Japan; (N.T.); (J.C.); (M.N.); (D.M.); (S.Y.); (K.I.); (Y.K.)
- Waseda Research Institute for Science and Engineering, Waseda University, Tokyo 169-8555, Japan;
- Graduate Institute of Medicine, School of Medicine, Kaohsiung Medical University, Kaohsiung 80756, Taiwan
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Minamijima Y, Niwa H, Uchida E, Yamamoto K. Comparison of the proteomes in sera between healthy Thoroughbreds and Thoroughbreds with respiratory disease associated with transport using mass spectrometry-based proteomics. J Equine Sci 2021; 32:11-15. [PMID: 33776535 PMCID: PMC7984915 DOI: 10.1294/jes.32.11] [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: 10/13/2020] [Accepted: 10/21/2020] [Indexed: 11/16/2022] Open
Abstract
In the past decade, mass spectrometry has become an important technology for protein
identification. Recent developments in mass spectrometry allow a large number of
identifications in samples; therefore, mass-spectrometry-based techniques have been
applied to the discovery of biomarkers. Here, we conducted a proteomic study to compare
the proteomes in sera between healthy Thoroughbreds and Thoroughbreds with respiratory
disease associated with transport (RDT). We found that four proteins, apolipoprotein F,
lipopolysaccharide binding protein, lysozyme and protein S100-A8, were upregulated, while
keratin 1 was downregulated in the RDT group. It is assumed that inflammation and immune
response are involved in the changes of these proteins. The findings suggested that these
proteins are potentially useful for elucidating the mechanism of development of RDT.
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Affiliation(s)
- Yohei Minamijima
- Laboratory of Racing Chemistry, Tochigi 320-0851, Japan.,Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba 277-8562, Japan
| | - Hidekazu Niwa
- Equine Research Institute, Japan Racing Association, Tochigi 329-0412, Japan
| | - Eri Uchida
- Equine Research Institute, Japan Racing Association, Tochigi 329-0412, Japan
| | - Kazuo Yamamoto
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba 277-8562, Japan
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Abstract
The apolipoproteins are well known for their roles in both health and disease, as components of plasma lipoprotein particles, such as high-density lipoprotein (HDL), low-density lipoprotein (LDL), very-low-density lipoprotein (VLDL), chylomicrons, and metabolic, vascular- and inflammation-related disorders, such as cardiovascular disease, atherosclerosis, metabolic syndrome, and diabetes. Increasingly, their roles in neurovascular and neurodegenerative disorders are also being elucidated. They play major roles in lipid and cholesterol transport between blood and organs and are, therefore, critical to maintenance and homeostasis of the lipidome, with apolipoprotein-lipid interactions, including cholesterol, fatty acids, triglycerides, phospholipids, and isoprostanes. Further, they have important pleiotropic roles related to aging and longevity, which are largely managed through their many structural variants, including multiple isoforms, and a diversity of post-translational modifications. Consequently, tools for the characterization and accurate quantification of apolipoproteins, including their diverse array of variant forms, are required to understand their salutary and disease related roles. In this chapter we outline three distinct quantitative approaches suitable for targeting apolipoproteins: (1) multiplex immunoassays, (2) mass spectrometric immunoassay, and (3) multiple reaction monitoring, mass spectrometric quantification. We also discuss management of pre-analytical and experimental design variables.
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