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Jinks M, Davies EC, Boughton BA, Lodge S, Maker GL. 1H NMR spectroscopic characterisation of HepG2 cells as a model metabolic system for toxicology studies. Toxicol In Vitro 2024; 99:105881. [PMID: 38906200 DOI: 10.1016/j.tiv.2024.105881] [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: 01/22/2024] [Revised: 05/28/2024] [Accepted: 06/18/2024] [Indexed: 06/23/2024]
Abstract
The immortalised human hepatocellular HepG2 cell line is commonly used for toxicology studies as an alternative to animal testing due to its characteristic liver-distinctive functions. However, little is known about the baseline metabolic changes within these cells upon toxin exposure. We have applied 1H Nuclear Magnetic Resonance (NMR) spectroscopy to characterise the biochemical composition of HepG2 cells at baseline and post-exposure to hydrogen peroxide (H2O2). Metabolic profiles of live cells, cell extracts, and their spent media supernatants were obtained using 1H high-resolution magic angle spinning (HR-MAS) NMR and 1H NMR spectroscopic techniques. Orthogonal partial least squares discriminant analysis (O-PLS-DA) was used to characterise the metabolites that differed between the baseline and H2O2 treated groups. The results showed that H2O2 caused alterations to 10 metabolites, including acetate, glutamate, lipids, phosphocholine, and creatine in the live cells; 25 metabolites, including acetate, alanine, adenosine diphosphate (ADP), aspartate, citrate, creatine, glucose, glutamine, glutathione, and lactate in the cell extracts, and 22 metabolites, including acetate, alanine, formate, glucose, pyruvate, phenylalanine, threonine, tryptophan, tyrosine, and valine in the cell supernatants. At least 10 biochemical pathways associated with these metabolites were disrupted upon toxin exposure, including those involved in energy, lipid, and amino acid metabolism. Our findings illustrate the ability of NMR-based metabolic profiling of immortalised human cells to detect metabolic effects on central metabolism due to toxin exposure. The established data sets will enable more subtle biochemical changes in the HepG2 model cell system to be identified in future toxicity testing.
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Affiliation(s)
- Maren Jinks
- Australian National Phenome, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia; Centre for Computational and Systems Medicine, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia; Medical, Molecular and Forensic Sciences, Murdoch University, 90 South Street, Murdoch, WA 6150, Australia
| | - Emily C Davies
- Centre for Computational and Systems Medicine, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia; Medical, Molecular and Forensic Sciences, Murdoch University, 90 South Street, Murdoch, WA 6150, Australia
| | - Berin A Boughton
- Australian National Phenome, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia; Centre for Computational and Systems Medicine, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia; La Trobe Institute for Sustainable Agriculture and Food, AgriBio, La Trobe University, Bundoora, VIC 3083, Australia
| | - Samantha Lodge
- Australian National Phenome, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia; Centre for Computational and Systems Medicine, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia
| | - Garth L Maker
- Centre for Computational and Systems Medicine, Health Futures Institute, Harry Perkins Building, Murdoch University, Perth, WA 6150, Australia; Medical, Molecular and Forensic Sciences, Murdoch University, 90 South Street, Murdoch, WA 6150, Australia.
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Xie FF, Xu LB, Zhu H, Yu XQ, Deng LY, Qin HZ, Lin S. Serum Metabolomics and NF-κB Pathway Analysis Revealed the Antipyretic Mechanism of Ellagic Acid on LPS-Induced Fever in Rabbits. Metabolites 2024; 14:407. [PMID: 39195502 DOI: 10.3390/metabo14080407] [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: 06/17/2024] [Revised: 07/12/2024] [Accepted: 07/17/2024] [Indexed: 08/29/2024] Open
Abstract
Fever is one of the most common clinical conditions and is characterized by pyrogenic infection, malignancy, inflammation, and tissue damage, among others. Ellagic acid (EA) can inhibit the expression of related proteins on the pathway by blocking the nuclear factor kappa-B(NF-κB) signaling pathway, inhibit the levels of pro-inflammatory factors interleukin-1β(IL-1β), interleukin-6(IL-6), and tumor necrosis factor-α(TNF-α), increase the level of anti-inflammatory factor IL-10, and effectively alleviate inflammatory symptoms. In addition, EA can also reduce the levels of malondialdehyde(MDA) and nitric oxide(NO) in the body, increase the activities of superoxide dismutase (SOD), glutathione (GSH), and catalase(CAT), scavenge oxidative free radicals, inhibit lipid oxidation, and achieve antipyretic and anti-inflammatory effects. The purpose of this study was to establish the relationship between EA and various inflammatory markers, such as TNF-α, IL-6, IL-1β, prostaglandin E2(PGE2), and cyclic adenosine monophosphate(cAMP), and clarify the mechanism of the cyclooxidase-2(COX-2)/NF-κB signaling pathway. Combined with the metabolomics analysis, our study revealed the effects of EA on multiple endogenous biomarkers, reflecting the characteristics of a multi-component, multi-target, and multi-pathway mechanism. Compared to lipopolysaccharide (LPS)- treated animals, subsequent administration of EA significantly lowered the LPS-induced rectal temperature increase (p < 0.05 or p < 0.01), significantly increased serum SOD and GSH levels (p < 0.05 or p < 0.01), and significantly decreased serum MDA, IL-1β, IL-6, and TNF-α levels (p < 0.05 or p < 0.01). In addition, compared to LPS-treated animals, subsequent administration of EA significantly decreased cerebrospinal fluid cAMP and PGE2 levels (p < 0.05 or p < 0.01), significantly decreased cAMP, significantly increased 5-HT levels (p < 0.05 or p < 0.01), and significantly down-regulated p-NF-κB p65 and COX-2 protein levels in the hypothalamus. Subsequent gas chromatography mass spectrometry(GC-MS) metabolite analysis indicated that 12 differential metabolites were detected in serum isolated 4 h after LPS treatment, and 10 differential metabolites were detected in serum collected 7 h after LPS treatment. Next, Pearson correlation analysis was used to systematically characterize the relationship between the identified metabolites and TNF-α, IL-6, MDA, SOD, PGE2, and cAMP. The levels of propionic acid, pyridine, and L-valine were up-regulated by EA, which inhibited the expression of MDA, IL-1β, and TNF-α and increased the activity of GSH. The levels of inositol, urea, and 2-monopalmitin were down-regulated by EA, which inhibited the expression of MDA, IL-1β, and TNF-α, increased the activity of SOD and GSH, reduced the inflammatory response, and alleviated the oxidative stress state. Combined with the results of the metabolic pathway analysis, we suggest that the pathways of the galactose metabolism, synthesis and degradation of ketone bodies, as well as ascorbic acid and aldehyde acid metabolism are closely related to the antipyretic and anti-inflammatory effects of EA. Our study established the relationship between EA and various inflammatory markers, such as TNF-α, IL-6, IL-1β, PGE2, and cAMP, and clarified the mechanism of the COX-2/NF-κB signaling pathway. Combined with the metabolomics analysis, our study revealed the effects of EA on multiple endogenous biomarkers, reflecting the characteristics of a multi-component, multi-target, and multi-pathway mechanism.
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Affiliation(s)
- Feng-Feng Xie
- Guangxi Key Laboratory of Zhuang and Yao Ethnic Medicine, The Collaborative Innovation Center of Zhuang and Yao Ethnic Medicine, Guangxi Engineering Research Center of Ethnic Medicine Resources and Application, Guangxi University of Chinese Medicine, Nanning 530200, China
- School of Chemistry and Chemical Engineering, Guangxi MinZu University, Nanning 530006, China
- Guangxi Institute for DRUG Control, Nanning 530018, China
| | - Li-Ba Xu
- Guangxi Key Laboratory of Zhuang and Yao Ethnic Medicine, The Collaborative Innovation Center of Zhuang and Yao Ethnic Medicine, Guangxi Engineering Research Center of Ethnic Medicine Resources and Application, Guangxi University of Chinese Medicine, Nanning 530200, China
| | - Hua Zhu
- Guangxi Key Laboratory of Zhuang and Yao Ethnic Medicine, The Collaborative Innovation Center of Zhuang and Yao Ethnic Medicine, Guangxi Engineering Research Center of Ethnic Medicine Resources and Application, Guangxi University of Chinese Medicine, Nanning 530200, China
- School of Chemistry and Chemical Engineering, Guangxi MinZu University, Nanning 530006, China
- Guangxi Institute for DRUG Control, Nanning 530018, China
| | - Xiu-Qi Yu
- Guangxi Key Laboratory of Zhuang and Yao Ethnic Medicine, The Collaborative Innovation Center of Zhuang and Yao Ethnic Medicine, Guangxi Engineering Research Center of Ethnic Medicine Resources and Application, Guangxi University of Chinese Medicine, Nanning 530200, China
| | - Lin-Yu Deng
- Guangxi Key Laboratory of Zhuang and Yao Ethnic Medicine, The Collaborative Innovation Center of Zhuang and Yao Ethnic Medicine, Guangxi Engineering Research Center of Ethnic Medicine Resources and Application, Guangxi University of Chinese Medicine, Nanning 530200, China
| | - Hui-Zhen Qin
- Guangxi Key Laboratory of Zhuang and Yao Ethnic Medicine, The Collaborative Innovation Center of Zhuang and Yao Ethnic Medicine, Guangxi Engineering Research Center of Ethnic Medicine Resources and Application, Guangxi University of Chinese Medicine, Nanning 530200, China
| | - Si Lin
- Guangxi Key Laboratory of Zhuang and Yao Ethnic Medicine, The Collaborative Innovation Center of Zhuang and Yao Ethnic Medicine, Guangxi Engineering Research Center of Ethnic Medicine Resources and Application, Guangxi University of Chinese Medicine, Nanning 530200, China
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Zhang N, An B, Zhao L, Zhao D, Lv B, Liu S. Investigation of the mechanism of nephrotoxicity of nux-vomica by PTGS2/CYP2C9-mediated arachidonic acid pathway and Jian Pi Tong Luo compound's protective effect. Biomed Chromatogr 2024; 38:e5859. [PMID: 38618996 DOI: 10.1002/bmc.5859] [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: 12/19/2023] [Revised: 02/03/2024] [Accepted: 02/16/2024] [Indexed: 04/16/2024]
Abstract
The clinical effectiveness of nux-vomica in treating rheumatism and arthralgia is noteworthy; however, its nephrotoxicity has sparked global concerns. Hence, there is value in conducting studies on detoxification methods based on traditional Chinese medicine compatibility theory. Blood biochemistry, enzyme-linked immunosorbent assay, and pathological sections were used to evaluate both the nephrotoxicity of nux-vomica and the efficacy of the Jian Pi Tong Luo (JPTL) compound in mitigating this toxicity. Kidney metabolomics, using ultra-high-performance liquid chromatography-quadrupole-time-of-flight-MS (UPLC-Q-TOF-MS), was applied to elucidate the alterations in small-molecule metabolites in vivo. In addition, network pharmacology analysis was used to verify the mechanism and pathways underlying the nephrotoxicity associated with nux-vomica. Finally, essential targets were validated through molecular docking and western blotting. The findings indicated significant nephrotoxicity associated with nux-vomica, while the JPTL compound demonstrated the ability to alleviate this toxicity. The mechanism potentially involves nux-vomica activating the "PTGS2/CYP2C9-phosphatidylcholine-arachidonic acid metabolic pathway." This study establishes a scientific foundation for the clinical use of nux-vomica and lays groundwork for further research and safety assessment of toxic Chinese herbal medicines.
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Affiliation(s)
- Na Zhang
- Drug Safety Evaluation Centre, Heilongjiang University of Chinese Medicine, Harbin, China
| | - Baisong An
- Drug Safety Evaluation Centre, Heilongjiang University of Chinese Medicine, Harbin, China
| | - Liangyou Zhao
- Drug Safety Evaluation Centre, Heilongjiang University of Chinese Medicine, Harbin, China
| | - Dapeng Zhao
- The First Affiliated Hospital of Heilongjiang University of Chinese Medicine, Harbin, China
| | - Bochuan Lv
- The First Affiliated Hospital of Heilongjiang University of Chinese Medicine, Harbin, China
| | - Shumin Liu
- Institute of Traditional Chinese Medicine, Heilongjiang University of Chinese Medicine, Harbin, China
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Santos AA, Delgado TC, Marques V, Ramirez-Moncayo C, Alonso C, Vidal-Puig A, Hall Z, Martínez-Chantar ML, Rodrigues CM. Spatial metabolomics and its application in the liver. Hepatology 2024; 79:1158-1179. [PMID: 36811413 PMCID: PMC11020039 DOI: 10.1097/hep.0000000000000341] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 01/05/2023] [Indexed: 02/24/2023]
Abstract
Hepatocytes work in highly structured, repetitive hepatic lobules. Blood flow across the radial axis of the lobule generates oxygen, nutrient, and hormone gradients, which result in zoned spatial variability and functional diversity. This large heterogeneity suggests that hepatocytes in different lobule zones may have distinct gene expression profiles, metabolic features, regenerative capacity, and susceptibility to damage. Here, we describe the principles of liver zonation, introduce metabolomic approaches to study the spatial heterogeneity of the liver, and highlight the possibility of exploring the spatial metabolic profile, leading to a deeper understanding of the tissue metabolic organization. Spatial metabolomics can also reveal intercellular heterogeneity and its contribution to liver disease. These approaches facilitate the global characterization of liver metabolic function with high spatial resolution along physiological and pathological time scales. This review summarizes the state of the art for spatially resolved metabolomic analysis and the challenges that hinder the achievement of metabolome coverage at the single-cell level. We also discuss several major contributions to the understanding of liver spatial metabolism and conclude with our opinion on the future developments and applications of these exciting new technologies.
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Affiliation(s)
- André A. Santos
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisbon, Portugal
| | - Teresa C. Delgado
- Liver Disease Lab, Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance, Derio, Bizkaia, Spain
- Congenital Metabolic Disorders, Biocruces Bizkaia Health Research Institute, Barakaldo, Spain
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain
| | - Vanda Marques
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisbon, Portugal
| | - Carmen Ramirez-Moncayo
- Institute of Clinical Sciences, Imperial College London, London, UK
- MRC London Institute of Medical Sciences, London, UK
| | | | - Antonio Vidal-Puig
- MRC Metabolic Diseases Unit, Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge, Cambridge, UK
- Centro Investigation Principe Felipe, Valencia, Spain
| | - Zoe Hall
- Division of Systems Medicine, Imperial College London, London, UK
| | - María Luz Martínez-Chantar
- Liver Disease Lab, Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance, Derio, Bizkaia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Carlos III National Health Institute, Madrid, Spain
| | - Cecilia M.P. Rodrigues
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisbon, Portugal
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Shang G, Niu X, Tong Q, Zhao Y, Yin J, Zhou X, Xu J, Cao Y, Cheng F, Bao B, Li Z, Yao W. Integrated metabolomic and lipidomic analysis revealed the protective mechanisms of Erzhi Wan on senescent NRK cells through BRL cells. JOURNAL OF ETHNOPHARMACOLOGY 2024; 320:117482. [PMID: 38000520 DOI: 10.1016/j.jep.2023.117482] [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: 09/24/2023] [Revised: 11/08/2023] [Accepted: 11/17/2023] [Indexed: 11/26/2023]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE Erzhi Wan (EZW), as a prescription of traditional Chinese medicine, has been used for tonifying the liver and kidney. Although past studies have shown that EZW has potential anti-aging effect, the mechanisms associated with cellular metabolomics and lipidomics are not fully understood. AIM OF THE STUDY This study aimed to evaluate the anti-aging effect of EZW and investigate the mechanisms associated with cellular metabolomics and lipidomics. MATERIALS AND METHODS EZW solution at dosage of 3.6 g/kg in Sprague-Dawley rats was orally administered twice a day for 7 days and serum containing EZW was then collected. NRK cell senescence model induced by D-galactose was established in vitro, and non-contact co-culture cell assay was performed between senescent NRK cells and BRL cells intervened by serum containing EZW. The anti-aging effect of EZW on NRK cells was evaluated by metabolites identification, differential metabolites screening and metabolic pathways analysis through cellular metabolomics with GC-MS and lipidomics with UHPLC-Q-Exactive Orbitrap/MS. RESULTS Serum containing EZW indicated a protective effect through intervening BRL cells in non-contact co-culture system with D-gal-induced senescent NRK cells. For metabolic profiles, 71 endogenous metabolites were identified, among which 24 significantly differential metabolites were screened as metabolomics potential biomarkers. For lipidic profiles, 64 lipid components were identified in NRK cell samples under positive ion mode, among which 24 potential biomarkers of lipids were screened, mainly including PC and PE. 127 lipid components were identified in NRK cell samples under negative ion mode, among which 59 potential biomarkers of lipids were screened, including FA, PC, PE, PI and PS. Metabolic pathway analysis demonstrated that the identified differential metabolites found mainly involved in amino acids metabolism, energy metabolism and phospholipid biosynthesis pathways. CONCLUSION Serum containing EZW exhibited protective effect on D-gal-induced senescent NRK cells through intervening BRL cells by mainly regulating amino acids metabolism, energy metabolism and phospholipid biosynthesis pathways to possess its anti-aging function, providing a theoretical basis for clinical treatment of EZW.
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Affiliation(s)
- Guanxiong Shang
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Xuan Niu
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Qingheng Tong
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Yan Zhao
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Jiu Yin
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Xiaoqi Zhou
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Jia Xu
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Yudan Cao
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Fangfang Cheng
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Beihua Bao
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
| | - Zhipeng Li
- Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research & the Affiliated Cancer Hospital of Nanjing Medical University, Nanjing, Jiangsu Province, 210009, China.
| | - Weifeng Yao
- Jiangsu Collaborative Innovation Center of Chinese Medicinal Resources Industrialization, National and Local Collaborative Engineering Center of Chinese Medicinal Resources Industrialization and Formulae Innovative Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
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Dai YK, Fan HN, Huang K, Sun X, Zhao ZM, Liu CH. Baseline metabolites could predict responders with hepatitis B virus-related liver fibrosis for entecavir or combined with FuzhengHuayu tablet. World J Hepatol 2023; 15:1043-1059. [PMID: 37900214 PMCID: PMC10600694 DOI: 10.4254/wjh.v15.i9.1043] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 08/21/2023] [Accepted: 09/14/2023] [Indexed: 09/22/2023] Open
Abstract
BACKGROUND After receiving entecavir or combined with FuzhengHuayu tablet (FZHY) treatment, some sufferers with hepatitis B virus (HBV)-related liver fibrosis could achieve a histological improvement while the others may fail to improve even worsen. Serum metabolomics at baseline in these patients who were effective in treatment remain unclear. AIM To explore baseline serum metabolites characteristics in responders. METHODS A total of 132 patients with HBV-related liver fibrosis and 18 volunteers as healthy controls were recruited. First, all subjects were divided into training set and validation set. Second, the included patients were subdivided into entecavir responders (E-R), entecavir no-responders (E-N), FZHY + entecavir responders (F-R), and FZHY + entecavir no-responders (F-N) following the pathological histological changes after 48 wk' treatments. Then, Serum samples of all subjects before treatment were tested by high performance liquid chromatography-tandem mass spectrometry (LC-MS) high-performance LC-MS. Data processing was conducted using multivariate principal component analysis and orthogonal partial least squares discriminant analysis. Diagnostic tests of selected differential metabolites were used for Boruta analyses and logistic regression. RESULTS As for the intersection about differential metabolic pathways between the groups E-R vs E-N and F-R vs F-N, results showed that 4 pathways including linoleic acid metabolism, aminoacyl-tRNA biosynthesis, cyanoamino acid metabolism, alanine, aspartate and glutamate metabolism were screened out. As for the differential metabolites, these 7 intersected metabolites including hydroxypropionic acid, tyrosine, citric acid, taurochenodeoxycholic acid, benzoic acid, 2-Furoic acid, and propionic acid were selected. CONCLUSION Our findings showed that 4 metabolic pathways and 7 differential metabolites had potential usefulness in clinical prediction of the response of entecavir or combined with FZHY on HBV fibrotic liver.
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Affiliation(s)
- Yun-Kai Dai
- Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Institute of Liver Diseases, Shanghai 201203, China
| | - Hai-Na Fan
- Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Institute of Liver Diseases, Shanghai 201203, China
| | - Kai Huang
- Shanghai Key Laboratory of Traditional Chinese Clinical Medicine, Institute of Liver Diseases, Shanghai 201203, China
| | - Xin Sun
- Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Institute of Liver Diseases, Shanghai 201203, China
- Shanghai Key Laboratory of Traditional Chinese Clinical Medicine, Institute of Liver Diseases, Shanghai 201203, China
| | - Zhi-Min Zhao
- Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Institute of Liver Diseases, Shanghai 201203, China
- Shanghai Key Laboratory of Traditional Chinese Clinical Medicine, Institute of Liver Diseases, Shanghai 201203, China
| | - Cheng-Hai Liu
- Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Institute of Liver Diseases, Shanghai 201203, China
- Shanghai Key Laboratory of Traditional Chinese Clinical Medicine, Institute of Liver Diseases, Shanghai 201203, China
- Key Laboratory of Liver and Kidney Diseases, Institute of Liver Diseases, Shanghai 201203, China.
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John P, Vasa NJ, Zam A. Optical Biosensors for the Diagnosis of COVID-19 and Other Viruses-A Review. Diagnostics (Basel) 2023; 13:2418. [PMID: 37510162 PMCID: PMC10378272 DOI: 10.3390/diagnostics13142418] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 07/12/2023] [Accepted: 07/18/2023] [Indexed: 07/30/2023] Open
Abstract
The sudden outbreak of the COVID-19 pandemic led to a huge concern globally because of the astounding increase in mortality rates worldwide. The medical imaging computed tomography technique, whole-genome sequencing, and electron microscopy are the methods generally used for the screening and identification of the SARS-CoV-2 virus. The main aim of this review is to emphasize the capabilities of various optical techniques to facilitate not only the timely and effective diagnosis of the virus but also to apply its potential toward therapy in the field of virology. This review paper categorizes the potential optical biosensors into the three main categories, spectroscopic-, nanomaterial-, and interferometry-based approaches, used for detecting various types of viruses, including SARS-CoV-2. Various classifications of spectroscopic techniques such as Raman spectroscopy, near-infrared spectroscopy, and fluorescence spectroscopy are discussed in the first part. The second aspect highlights advances related to nanomaterial-based optical biosensors, while the third part describes various optical interferometric biosensors used for the detection of viruses. The tremendous progress made by lab-on-a-chip technology in conjunction with smartphones for improving the point-of-care and portability features of the optical biosensors is also discussed. Finally, the review discusses the emergence of artificial intelligence and its applications in the field of bio-photonics and medical imaging for the diagnosis of COVID-19. The review concludes by providing insights into the future perspectives of optical techniques in the effective diagnosis of viruses.
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Affiliation(s)
- Pauline John
- Division of Engineering, New York University Abu Dhabi (NYUAD), Abu Dhabi 129188, United Arab Emirates
| | - Nilesh J Vasa
- Department of Engineering Design, Indian Institute of Technology Madras, Chennai 600036, India
| | - Azhar Zam
- Division of Engineering, New York University Abu Dhabi (NYUAD), Abu Dhabi 129188, United Arab Emirates
- Tandon School of Engineering, New York University, Brooklyn, NY 11201, USA
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Primary Liver Cancers: Connecting the Dots of Cellular Studies and Epidemiology with Metabolomics. Int J Mol Sci 2023; 24:ijms24032409. [PMID: 36768732 PMCID: PMC9916415 DOI: 10.3390/ijms24032409] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 01/21/2023] [Accepted: 01/24/2023] [Indexed: 01/27/2023] Open
Abstract
Liver cancers are rising worldwide. Between molecular and epidemiological studies, a research gap has emerged which might be amenable to the technique of metabolomics. This review investigates the current understanding of liver cancer's trends, etiology and its correlates with existing literature for hepatocellular carcinoma (HCC), cholangiocarcinoma (CCA) and hepatoblastoma (HB). Among additional factors, the literature reports dysfunction in the tricarboxylic acid metabolism, primarily for HB and HCC, and point mutations and signaling for CCA. All cases require further investigation of upstream and downstream events. All liver cancers reported dysfunction in the WNT/β-catenin and P13K/AKT/mTOR pathways as well as changes in FGFR. Metabolites of IHD1, IDH2, miRNA, purine, Q10, lipids, phosphatidylcholine, phosphatidylethanolamine, acylcarnitine, 2-HG and propionyl-CoA emerged as crucial and there was an attempt to elucidate the WNT/β-catenin and P13K/AKT/mTOR pathways metabolomically.
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U MRA, Shen EYL, Cartlidge C, Alkhatib A, Thursz MR, Waked I, Gomaa AI, Holmes E, Sharma R, Taylor-Robinson SD. Optimized Systematic Review Tool: Application to Candidate Biomarkers for the Diagnosis of Hepatocellular Carcinoma. Cancer Epidemiol Biomarkers Prev 2022; 31:1261-1274. [PMID: 35545293 DOI: 10.1158/1055-9965.epi-21-0687] [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: 05/31/2021] [Revised: 09/17/2021] [Accepted: 05/09/2022] [Indexed: 12/24/2022] Open
Abstract
This review aims to develop an appropriate review tool for systematically collating metabolites that are dysregulated in disease and applies the method to identify novel diagnostic biomarkers for hepatocellular carcinoma (HCC). Studies that analyzed metabolites in blood or urine samples where HCC was compared with comparison groups (healthy, precirrhotic liver disease, cirrhosis) were eligible. Tumor tissue was included to help differentiate primary and secondary biomarkers. Searches were conducted on Medline and EMBASE. A bespoke "risk of bias" tool for metabolomic studies was developed adjusting for analytic quality. Discriminant metabolites for each sample type were ranked using a weighted score accounting for the direction and extent of change and the risk of bias of the reporting publication. A total of 84 eligible studies were included in the review (54 blood, 9 urine, and 15 tissue), with six studying multiple sample types. High-ranking metabolites, based on their weighted score, comprised energy metabolites, bile acids, acylcarnitines, and lysophosphocholines. This new review tool addresses an unmet need for incorporating quality of study design and analysis to overcome the gaps in standardization of reporting of metabolomic data. Validation studies, standardized study designs, and publications meeting minimal reporting standards are crucial for advancing the field beyond exploratory studies.
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Affiliation(s)
- Mei Ran Abellona U
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
| | - Eric Yi-Liang Shen
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
- Department of Radiation Oncology, Chang Gung Memorial Hospital and Chang Gung University, Taoyuan, Taiwan
| | | | - Alzhraa Alkhatib
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
- National Liver Unit, Menoufiya University, Shbeen El Kom, Egypt
| | - Mark R Thursz
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
| | - Imam Waked
- National Liver Unit, Menoufiya University, Shbeen El Kom, Egypt
| | - Asmaa I Gomaa
- National Liver Unit, Menoufiya University, Shbeen El Kom, Egypt
| | - Elaine Holmes
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
- Health Futures Institute, Murdoch University, Perth WA, Australia
| | - Rohini Sharma
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Simon D Taylor-Robinson
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
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10
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Imbery CA, Dieterle F, Ottka C, Weber C, Schlotterbeck G, Müller E, Lohi H, Giger U. Metabolomic serum abnormalities in dogs with hepatopathies. Sci Rep 2022; 12:5329. [PMID: 35351920 PMCID: PMC8964695 DOI: 10.1038/s41598-022-09056-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 03/15/2022] [Indexed: 02/07/2023] Open
Abstract
Hepatopathies can cause major metabolic abnormalities in humans and animals. This study examined differences in serum metabolomic parameters and patterns in left-over serum samples from dogs with either congenital portosystemic shunts (cPSS, n = 24) or high serum liver enzyme activities (HLEA, n = 25) compared to control dogs (n = 64). A validated targeted proton nuclear magnetic resonance spectroscopy platform was used to assess 123 parameters. Principal component analysis of the serum metabolome demonstrated distinct clustering among individuals in each group, with the cluster of HLEA being broader compared to the other groups, presumably due to the wider spectrum of hepatic diseases represented in these samples. While younger and older adult control dogs had very similar metabolomic patterns and clusters, there were changes in many metabolites in the hepatopathy groups. Higher phenylalanine and tyrosine concentrations, lower branched-chained amino acids (BCAAs) concentrations, and altered fatty acid parameters were seen in cPSS dogs compared to controls. In contrast, dogs with HLEA had increased concentrations of BCAAs, phenylalanine, and various lipoproteins. Machine learning based solely on the metabolomics data showed excellent group classification, potentially identifying a novel tool to differentiate hepatopathies. The observed changes in metabolic parameters could provide invaluable insight into the pathophysiology, diagnosis, and prognosis of hepatopathies.
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Affiliation(s)
- Carolin A Imbery
- Vetsuisse Faculty, University of Zürich, 8057, Zürich, Switzerland. .,Laboklin GmbH & Co. KG, 97688, Bad Kissingen, Germany.
| | - Frank Dieterle
- Institute for Chemistry and Bioanalytics, School of Life Sciences, University of Applied Sciences Northwestern Switzerland, 4132, Muttenz, Switzerland
| | - Claudia Ottka
- PetMeta Labs Oy, 00300, Helsinki, Finland.,University of Helsinki and Folkhälsan Research Center, 00250, Helsinki, Finland
| | - Corinna Weber
- Laboklin GmbH & Co. KG, 97688, Bad Kissingen, Germany
| | - Götz Schlotterbeck
- Institute for Chemistry and Bioanalytics, School of Life Sciences, University of Applied Sciences Northwestern Switzerland, 4132, Muttenz, Switzerland
| | | | - Hannes Lohi
- PetMeta Labs Oy, 00300, Helsinki, Finland.,University of Helsinki and Folkhälsan Research Center, 00250, Helsinki, Finland
| | - Urs Giger
- Vetsuisse Faculty, University of Zürich, 8057, Zürich, Switzerland. .,Section of Medical Genetics, University of Pennsylvania, Philadelphia, PA, 19104, USA.
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11
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Biliotti E, Giampaoli O, Sciubba F, Marini F, Tomassini A, Palazzo D, Capuani G, Esvan R, Spaziante M, Taliani G, Miccheli A. Urinary metabolomics of HCV patients with severe liver fibrosis before and during the sustained virologic response achieved by direct acting antiviral treatment. Biomed Pharmacother 2021; 143:112217. [PMID: 34560544 DOI: 10.1016/j.biopha.2021.112217] [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: 05/17/2021] [Revised: 09/14/2021] [Accepted: 09/16/2021] [Indexed: 02/07/2023] Open
Abstract
Hepatitis C virus (HCV) infection induces a long-term inflammatory response and oxidative-stress in the liver microenvironment, leading to hepatic fibrosis and metabolic alterations. Direct-acting-antiviral-agents (DAAs) induce HCV-clearance, even though liver damage is only partially restored. In this context, understanding the impact of viral-eradication on liver metabolic activities could allow optimizing the metabolic care of the patient. The present prospective longitudinal study aims at characterizing the urinary metabolic profile of HCV-induced severe liver fibrosis and the metabolic changes induced by DAAs and HCV-clearance by nuclear magnetic resonance-based metabolomics. The urinary metabolic profile of 23 HCV males with severe liver fibrosis and 20 age-matched healthy-controls was analyzed by NMR-based-metabolomics before starting DAAs, at the end-of-therapy, after one and three months of follow-up. The urinary metabolic profile of patients with severe liver fibrosis was associated to pseudouridine, hypoxanthine, methylguanidine and dimethylamine, highlighting a profile related to oxidative damage, and to tyrosine and glutamine, related to a decreased breakdown of aromatic aminoacids and ammonia detoxification, respectively. 1-methylnicotinamide, a catabolic intermediate of nicotinamide-adenine-dinucleotide, was significantly increased in HCV-patients and restored after HCV-clearance, probably due to the reduced hepatic inflammation. 3-hydroxy-3-methylbutyrate, an intermediate of leucine-catabolism which was permanently restored after HCV-clearance, suggested an improvement of skeletal muscle protein synthesis. Finally, 3-hydroxyisobutyrate and 2,3-dihydroxy-2-methylbutyrate, intermediates of valine-catabolism, glycine and choline increased temporarily during therapy, resulting as potential biomarkers of DAAs systemic effects.
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Affiliation(s)
- Elisa Biliotti
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Ottavia Giampaoli
- Department of Chemistry, Sapienza University of Rome, Rome, Italy; NMR-based Metabolomics Laboratory (NMLab), Sapienza University of Rome, Rome, Italy
| | - Fabio Sciubba
- Department of Chemistry, Sapienza University of Rome, Rome, Italy; NMR-based Metabolomics Laboratory (NMLab), Sapienza University of Rome, Rome, Italy
| | - Federico Marini
- Department of Chemistry, Sapienza University of Rome, Rome, Italy; NMR-based Metabolomics Laboratory (NMLab), Sapienza University of Rome, Rome, Italy
| | - Alberta Tomassini
- Department of Chemistry, Sapienza University of Rome, Rome, Italy; NMR-based Metabolomics Laboratory (NMLab), Sapienza University of Rome, Rome, Italy
| | - Donatella Palazzo
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Giorgio Capuani
- Department of Chemistry, Sapienza University of Rome, Rome, Italy; NMR-based Metabolomics Laboratory (NMLab), Sapienza University of Rome, Rome, Italy
| | - Rozenn Esvan
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Martina Spaziante
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Gloria Taliani
- Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy
| | - Alfredo Miccheli
- NMR-based Metabolomics Laboratory (NMLab), Sapienza University of Rome, Rome, Italy; Department of Environmental Biology, Sapienza University of Rome, Rome, Italy.
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12
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Zhu M, Du X, Xu H, Yang S, Wang C, Zhu Y, Zhang T, Zhao W. Metabolic profiling of liver and faeces in mice infected with echinococcosis. Parasit Vectors 2021; 14:324. [PMID: 34127037 PMCID: PMC8201681 DOI: 10.1186/s13071-021-04807-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 05/25/2021] [Indexed: 12/13/2022] Open
Abstract
Background Echinococcosis is a severe zoonotic parasitic disease which severely affects the health of the hosts. The diagnosis of echinococcosis depends mainly on imaging examination. However, the patient is often in the late stage of the disease when the symptoms appear, thus limiting the early diagnosis of echinococcosis. The treatment and prognosis of the patients are hampered because of long-term asymptomatic latency. Metabolomics is a new discipline developed in the late 1990s. It reflects a series of biological responses in pathophysiological processes by demonstrating the changes in metabolism under the influence of internal and external factors. When the organism is invaded by pathogens, the alteration in the characteristics of metabolites in cells becomes extremely sensitive. Here, we used a metabolomics approach involving liquid chromatography coupled with tandem mass spectrometry (LC–MS/MS) to determine the molecular mechanism of cystic echinococcosis (CE) and to develop an effective method for CE diagnosis. Methods Twenty 8-week-old female BALB/c mice were divided into normal and Echinococcus granulosus infection groups. To develop the E. granulosus infection model, mice were infected with protoscoleces. Six weeks later, the abdomens of the mice showed significant bulging. An LC–MS/MS system-based metabolomics approach was used to analyse the liver and faeces to reveal the metabolic profiles of mice with echinococcosis. Results We found that the metabolism of nucleotides, alkaloids, amino acids, amides, and organic acids in mice is closely interrelated with E. granulosus infection. In the liver, the metabolic pathways of tyrosine and tryptophan biosynthesis; phenylalanine, valine, leucine and isoleucine biosynthesis; and phenylalanine metabolism were notably associated with the occurrence and development of hydatid disease, and in the faeces, pantothenate and CoA biosynthesis are thought to be closely associated with the development of CE. Conclusion The metabolomics approach used in this study provides a reference for a highly sensitive and specific diagnostic and screening method for echinococcosis. Graphic Abstract ![]()
Supplementary Information The online version contains supplementary material available at 10.1186/s13071-021-04807-1.
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Affiliation(s)
- Mingxing Zhu
- Center of Scientific Technology of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,School of Basic Medical Science of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China
| | - Xiancai Du
- Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,School of Basic Medical Science of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China
| | - Hongxia Xu
- Center of Scientific Technology of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China
| | - Songhao Yang
- Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,School of Basic Medical Science of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China
| | - Chan Wang
- Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,School of Basic Medical Science of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China
| | - Yazhou Zhu
- Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,School of Basic Medical Science of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China
| | - Tingrui Zhang
- Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.,School of Basic Medical Science of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China
| | - Wei Zhao
- Center of Scientific Technology of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China. .,Key Laboratory of Hydatid Disease of Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, People's Republic of China.
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13
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Clinical significance of small molecule metabolites in the blood of patients with different types of liver injury. Sci Rep 2021; 11:11642. [PMID: 34079030 PMCID: PMC8172926 DOI: 10.1038/s41598-021-91164-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 04/13/2021] [Indexed: 01/30/2023] Open
Abstract
To understand the characteristic of changes of serum metabolites between healthy people and patients with hepatitis B virus (HBV) infection at different stages of disease, and to provide reference metabolomics information for clinical diagnosis of liver disease patients. 255 patients with different stages of HBV infection were selected. 3 mL blood was collected from each patient in the morning to detect differences in serum lysophosphatidylcholine, acetyl-l-carnitine, oleic acid amide, and glycocholic acid concentrations by UFLC-IT-TOF/MS. The diagnostic values of four metabolic substances were evaluated by receiver operating characteristic (ROC) curve. The results showed that the optimal cut-off value of oleic acid amide concentration of the liver cirrhosis and HCC groups was 23.6 mg/L, with a diagnostic sensitivity of 88.9% and specificity of 70.6%. The diagnostic efficacies of the three substances were similar in the hepatitis and HCC groups, with an optimal cut-off value of 2.04 mg/L, and a diagnostic sensitivity and specificity of 100% and 47.2%, respectively. The optimal cut-off value of lecithin of the HBV-carrier and HCC groups was 132.85 mg/L, with a diagnostic sensitivity and specificity of 88.9% and 66.7%, respectively. The optimal cut-off value of oleic acid amide of the healthy and HCC groups was 129.03 mg/L, with a diagnostic sensitivity and specificity of 88.4% and 83.3%, respectively. Lysophosphatidylcholine, acetyl-l-carnitine, and oleic acid amide were potential metabolic markers of HCC. Among them, lysophosphatidylcholine was low in the blood of HCC patients, and its diagnostic efficacy was better than that of acetyl-l-carnitine and oleic acid amide, providing reference metabolomics information in clinical diagnosis and future research.
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14
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Lammert C, Shin AS, Xu H, Hemmerich C, M O'Connell T, Chalasani N. Short-chain fatty acid and fecal microbiota profiles are linked to fibrosis in primary biliary cholangitis. FEMS Microbiol Lett 2021; 368:6219082. [PMID: 33836051 DOI: 10.1093/femsle/fnab038] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Accepted: 04/07/2021] [Indexed: 02/07/2023] Open
Abstract
The gut microbiota and metabolome could play a role in primary biliary cholangitis (PBC) progression. We aimed to assess fecal microbiota and fecal short-chain fatty acids (SCFAs) in PBC according to fibrosis. In a cross-sectional study of 23 PBC patients, fecal microbiota and SCFAs were determined using 16S rRNA sequencing and nuclear magnetic resonance spectroscopy, respectively. Fecal acetate and SCFAs were higher in advanced fibrosis. Advanced fibrosis microbiota exhibited decreased alpha diversity, increased Weisella and a distinct community composition. SCFAs correlated with individual taxa in non-advanced fibrosis. Fecal microbiota and SCFAs correspond to fibrosis in PBC.
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Affiliation(s)
- Craig Lammert
- Division of Gastroenterology and Hepatology, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Andrea S Shin
- Division of Gastroenterology and Hepatology, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Huiping Xu
- Department of Biostatistics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Christopher Hemmerich
- Center for Genomics and Bioinformatics, Indiana University Bloomington, Bloomington, IN 47405, USA
| | - Thomas M O'Connell
- Department of Otolaryngology-Head and Neck Surgery, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Naga Chalasani
- Division of Gastroenterology and Hepatology, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN 46202, USA
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15
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Alkhalil A, Ball RL, Garg G, Day A, Carney BC, Kumar R, Hammamieh R, Moffatt LT, Shupp JW. Cutaneous Thermal Injury Modulates Blood and Skin Metabolomes Differently in a Murine Model. J Burn Care Res 2020; 42:727-742. [PMID: 33301570 PMCID: PMC8335952 DOI: 10.1093/jbcr/iraa209] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
As the field of metabolomics develops further, investigations of how the metabolome is affected following thermal injury may be helpful to inform diagnostics and guide treatments. In this study, changes to the metabolome were tested and validated in a murine burn injury model. After a 30% total body surface scald injury or sham procedure sera and skin biopsies were collected at 1, 2, 6, or 24 hr. Burn-specific changes in the metabolome were detected compared to sham animals. The sera metabolome exhibited a more rapid response to burn injury than that of the skin and it peaked more proximal to injury (6 vs 24 hr). Progression of metabolic response in the skin was less synchronous and showed a higher overlap of the significantly modified metabolites (SMMs) among tested time-points. Top affected pathways identified by SMMs of skin included inositol phosphate metabolism, ascorbate and alderate metabolism, caffeine metabolism, and the pentose phosphate pathway. Future research is warranted in human and larger animal models to further elucidate the role of metabolomic perturbations and the pathophysiology following burn injury.
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Affiliation(s)
- Abdulnaser Alkhalil
- Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, District of Columbia
| | - Robert L Ball
- Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, District of Columbia.,The Burn Center, MedStar Washington Hospital Center, Washington, District of Columbia
| | - Gaurav Garg
- Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, District of Columbia.,The Burn Center, MedStar Washington Hospital Center, Washington, District of Columbia
| | - Anna Day
- The Oak Ridge Institute for Science and Education, Fort Detrick, Maryland
| | - Bonnie C Carney
- Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, District of Columbia.,Department of Biochemistry and Molecular Biology, Georgetown University School of Medicine, Washington, District of Columbia
| | - Raina Kumar
- Advanced Biomedical Computational Science, Frederick National Lab for Cancer Research, Maryland.,Integrative Systems Biology, US Army Center for Environmental Health, Center for Environmental Health, Fort Detrick, Maryland
| | - Rasha Hammamieh
- Integrative Systems Biology, US Army Center for Environmental Health, Center for Environmental Health, Fort Detrick, Maryland
| | - Lauren T Moffatt
- Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, District of Columbia.,Department of Biochemistry and Molecular Biology, Georgetown University School of Medicine, Washington, District of Columbia
| | - Jeffrey W Shupp
- Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, District of Columbia.,The Burn Center, MedStar Washington Hospital Center, Washington, District of Columbia.,Department of Surgery, Georgetown University School of Medicine, Washington, District of Columbia
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16
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Xiao M, Qian K, Wang Y, Bao F. GC-MS metabolomics reveals metabolic differences of the farmed Mandarin fish Siniperca chuatsi in recirculating ponds aquaculture system and pond. Sci Rep 2020; 10:6090. [PMID: 32269294 PMCID: PMC7142152 DOI: 10.1038/s41598-020-63252-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2019] [Accepted: 03/26/2020] [Indexed: 01/16/2023] Open
Abstract
Siniperca chuatsi is currently one of the most important economic farmed freshwater fish in China. The aim of this study was to evaluate the metabolic profile of recirculating ponds aquaculture system (RAS)-farmed S. chuatsi. Gas Chromatography-Mass Spectrophotometry (GC-MS) metabolomic platform was used to comprehensively analyze the effects of recirculating ponds aquaculture system (RAS) on the Mandarin fish S. chuatsi metabolism. Database searching and statistical analysis revealed that there were altogether 335 metabolites quantified (similarity > 0) and 205 metabolites were identified by mass spectrum matching with a spectral similarity > 700. Among the 335 metabolites quantified, 33 metabolites were significantly different (VIP > 1 and p < 0.05) between RAS and pond groups. In these thirty-three metabolites, taurine, 1-Hexadecanol, Shikimic Acid, Alloxanoic Acid and Acetaminophen were higher in the pond group, while 28 metabolites were increased notably in the RAS group. The biosynthesis of unsaturated fatty acids, lysosome, tryptophan metabolism were recommended as the KEGG pathway maps for S. chuatsi farmed in RAS. RAS can provide comprehensive benefits to the effects of Siniperca chuatsi metabolism, which suggest RAS is an efficient, economic, and environmentally friendly farming system compared to pond system.
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Affiliation(s)
- Mingsong Xiao
- College of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, China.
| | - Kelin Qian
- Chuzhou Nanqiao District Yangtze River Aquaculture Breeding Ground, Chuzhou, 239000, China
| | - Yuliang Wang
- College of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, China
| | - Fangyin Bao
- College of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, China
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17
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Amiel A, Tremblay-Franco M, Gautier R, Ducheix S, Montagner A, Polizzi A, Debrauwer L, Guillou H, Bertrand-Michel J, Canlet C. Proton NMR Enables the Absolute Quantification of Aqueous Metabolites and Lipid Classes in Unique Mouse Liver Samples. Metabolites 2019; 10:metabo10010009. [PMID: 31877749 PMCID: PMC7023327 DOI: 10.3390/metabo10010009] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 12/16/2019] [Accepted: 12/19/2019] [Indexed: 02/06/2023] Open
Abstract
Hepatic metabolites provide valuable information on the physiological state of an organism, and thus, they are monitored in many clinical situations. Typically, monitoring requires several analyses for each class of targeted metabolite, which is time consuming. The present study aimed to evaluate a proton nuclear magnetic resonance (1H-NMR) method for obtaining quantitative measurements of aqueous and lipidic metabolites. We optimized the extraction protocol, the standard samples, and the organic solvents for the absolute quantification of lipid species. To validate the method, we analyzed metabolic profiles in livers of mice fed three different diets. We compared our results with values obtained with conventional methods and found strong correlations. The 1H-NMR protocol enabled the absolute quantification of 29 aqueous metabolites and eight lipid classes. Results showed that mice fed a diet enriched in saturated fatty acids had higher levels of triglycerides, cholesterol ester, monounsaturated fatty acids, lactate, 3-hydroxy-butyrate, and alanine and lower levels of glucose, compared to mice fed a control diet. In conclusion, proton NMR provided a rapid overview of the main lipid classes (triglycerides, cholesterol, phospholipids, fatty acids) and the most abundant aqueous metabolites in liver.
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Affiliation(s)
- Aurélien Amiel
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
- Metatoul-AXIOM platform, National Infrastructure for Metabolomics and Fluxomics, MetaboHUB, Toxalim, INRAE UMR 1331, F-31027 Toulouse, France
| | - Marie Tremblay-Franco
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
- Metatoul-AXIOM platform, National Infrastructure for Metabolomics and Fluxomics, MetaboHUB, Toxalim, INRAE UMR 1331, F-31027 Toulouse, France
| | - Roselyne Gautier
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
- Metatoul-AXIOM platform, National Infrastructure for Metabolomics and Fluxomics, MetaboHUB, Toxalim, INRAE UMR 1331, F-31027 Toulouse, France
| | - Simon Ducheix
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
| | - Alexandra Montagner
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
| | - Arnaud Polizzi
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
| | - Laurent Debrauwer
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
- Metatoul-AXIOM platform, National Infrastructure for Metabolomics and Fluxomics, MetaboHUB, Toxalim, INRAE UMR 1331, F-31027 Toulouse, France
| | - Hervé Guillou
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
| | | | - Cécile Canlet
- Toxalim-Research Centre in Food Toxicology, Toulouse University, INRAE UMR 1331, ENVT, INP-Purpan, Paul Sabatier University, F-31027 Toulouse, France; (A.A.); (M.T.-F.); (R.G.); (S.D.); (A.M.); (A.P.); (L.D.); (H.G.)
- Metatoul-AXIOM platform, National Infrastructure for Metabolomics and Fluxomics, MetaboHUB, Toxalim, INRAE UMR 1331, F-31027 Toulouse, France
- Correspondence:
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18
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Zhang HJ, Wang ZK, Zhu WL. Metabolomics of Eothenomys miletus from five Hengduan Mountains locations in summer. Sci Rep 2019; 9:14924. [PMID: 31624370 PMCID: PMC6797714 DOI: 10.1038/s41598-019-51493-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Accepted: 10/02/2019] [Indexed: 02/01/2023] Open
Abstract
Climatic characteristics of Hengduan Mountains region were diverse, and Eothenomys miletus was a native species throughout this region. To investigate adaptive strategies of E. miletus to environmental factors in different locations in this region, five locations were selected, including Deqin (DQ), Xianggelila (XGLL), Lijiang (LJ), Jianchuan (JC) and Ailaoshan (ALS). Then, body mass, visceral organ masses, and serum and liver metabolomes of E. miletus from each location were examined. The results showed that body mass was significantly different among these five sites. Liver mass was lower in ALS than in other locations. PLS-DA analysis, metabolite tree maps and heat maps of serum and liver metabolites showed that samples from DQ and XGLL clustered together, as did the samples from LJ, JC and ALS. Serum concentrations of lipid and amino acid metabolites, concentrations of TCA cycle intermediates, lipid metabolites and amino acid metabolites in livers from DQ and XGLL were higher than those from other three regions. However, the concentrations of glycolytic metabolites were lower in DQ and XGLL. All these results indicated that E. miletus adapts to changes in environmental temperature and altitude of this region by adjusting body mass and serum and liver metabolite concentrations.
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Affiliation(s)
- Hai-Ji Zhang
- Key Laboratory of Adaptive Evolution and Ecological Conservation on Plants and Animals in Southwest Mountain Ecosystem of Yunnan Higher Education Institutes, School of Life Sciences, Yunnan Normal University, Kunming, 650500, People's Republic of China
| | - Zheng-Kun Wang
- Key Laboratory of Adaptive Evolution and Ecological Conservation on Plants and Animals in Southwest Mountain Ecosystem of Yunnan Higher Education Institutes, School of Life Sciences, Yunnan Normal University, Kunming, 650500, People's Republic of China.,Yunnan Normal University, Engineering Research Center of Sustinable Development and Utilization of Biomass Energy Ministry of Education, Kunming, 650500, People's Republic of China.,Key Laboratory of Yunnan Province for Biomass Energy and Environment Biotechnology, Kunming, 650500, People's Republic of China
| | - Wan-Long Zhu
- Key Laboratory of Adaptive Evolution and Ecological Conservation on Plants and Animals in Southwest Mountain Ecosystem of Yunnan Higher Education Institutes, School of Life Sciences, Yunnan Normal University, Kunming, 650500, People's Republic of China. .,Yunnan Normal University, Engineering Research Center of Sustinable Development and Utilization of Biomass Energy Ministry of Education, Kunming, 650500, People's Republic of China. .,Key Laboratory of Yunnan Province for Biomass Energy and Environment Biotechnology, Kunming, 650500, People's Republic of China.
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19
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Lin C, Chen Z, Zhang L, Wei Z, Cheng KK, Liu Y, Shen G, Fan H, Dong J. Deciphering the metabolic perturbation in hepatic alveolar echinococcosis: a 1H NMR-based metabolomics study. Parasit Vectors 2019; 12:300. [PMID: 31196218 PMCID: PMC6567409 DOI: 10.1186/s13071-019-3554-0] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2019] [Accepted: 06/05/2019] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Hepatic alveolar echinococcosis (HAE) is caused by the growth of Echinococcus multilocularis larvae in the liver. It is a chronic and potentially lethal parasitic disease. Early stage diagnosis for this disease is currently not available due to its long asymptomatic incubation period. In this study, a proton nuclear magnetic resonance (1H NMR)-based metabolomics approach was applied in conjunction with multivariate statistical analysis to investigate the altered metabolic profiles in blood serum and urine samples obtained from HAE patients. The aim of the study was to identify the metabolic signatures associated with HAE. RESULTS A total of 21 distinct metabolic differences between HAE patients and healthy individuals were identified, and they are associated with perturbations in amino acid metabolism, energy metabolism, glyoxylate and dicarboxylate metabolism. Furthermore, the present results showed that the Fischer ratio, which is the molar ratio of branched-chain amino acids to aromatic amino acids, was significantly lower (P < 0.001) in the blood serum obtained from the HAE patients than it was in the healthy patient group. CONCLUSIONS The altered Fischer ratio, together with perturbations in metabolic pathways identified in the present study, may provide new insights into the mechanistic understanding of HAE pathogenesis and potential therapeutic interventions.
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Affiliation(s)
- Caigui Lin
- Department of Electronic Science, Fujian Provincial Key Laboratory for Plasma and Magnetic Resonance, Xiamen University, Xiamen, 361005 China
| | - Zhong Chen
- Department of Electronic Science, Fujian Provincial Key Laboratory for Plasma and Magnetic Resonance, Xiamen University, Xiamen, 361005 China
| | - Lingqiang Zhang
- Department of Hepatopancreatobiliary Surgery, Affiliated Hospital of Qinghai University, Xining, 810001 China
- Qinghai Province Key Laboratory of Hydatid Disease Research, Xining, 810001 China
| | - Zhiliang Wei
- Department of Electronic Science, Fujian Provincial Key Laboratory for Plasma and Magnetic Resonance, Xiamen University, Xiamen, 361005 China
- Department of Radiology, Johns Hopkins University, Baltimore, MA 21205 USA
| | - Kian-Kai Cheng
- Innovation Centre in Agritechnology, Universiti Teknologi Malaysia, 84600 Muar, Johor Malaysia
| | - Yueyue Liu
- Department of Electronic Science, Fujian Provincial Key Laboratory for Plasma and Magnetic Resonance, Xiamen University, Xiamen, 361005 China
| | - Guiping Shen
- Department of Electronic Science, Fujian Provincial Key Laboratory for Plasma and Magnetic Resonance, Xiamen University, Xiamen, 361005 China
| | - Haining Fan
- Department of Hepatopancreatobiliary Surgery, Affiliated Hospital of Qinghai University, Xining, 810001 China
- Qinghai Province Key Laboratory of Hydatid Disease Research, Xining, 810001 China
| | - Jiyang Dong
- Department of Electronic Science, Fujian Provincial Key Laboratory for Plasma and Magnetic Resonance, Xiamen University, Xiamen, 361005 China
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20
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In vitro assessment of hepatotoxicity by metabolomics: a review. Arch Toxicol 2018; 92:3007-3029. [DOI: 10.1007/s00204-018-2286-9] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 08/13/2018] [Indexed: 02/08/2023]
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21
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Abstract
Primary biliary cholangitis (PBC) is a chronic progressive cholestatic disease characterized by destruction of small- and medium-sized intrahepatic bile ducts. It is no longer a rare disease, since many new asymptomatic cases are incidentally identified. Liver biopsy is diagnostically critical but not always feasible or practical to be performed. Many potential, noninvasive, markers have been proposed to replace liver biopsy and further provide the assessment of disease severity and ultimate prognosis. In this review, we evaluated serum biomarkers proposed for diagnosis, extent of fibrosis, disease prognosis and attempts for early prediction of treatment response. Older biochemical and immunological markers are presented along with recent reports including the role of microRNAs and promising results based on proteomics and metabolomics.
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Affiliation(s)
- Elias Kouroumalis
- Department of Gastroenterology, University Hospital and Medical School, University of Crete, Heraklion, Crete, Greece
| | - Demetrius Samonakis
- Department of Gastroenterology, University Hospital of Heraklion, Crete, Greece
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22
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Czaja AJ. Emerging therapeutic biomarkers of autoimmune hepatitis and their impact on current and future management. Expert Rev Gastroenterol Hepatol 2018. [PMID: 29540068 DOI: 10.1080/17474124.2018.1453356] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Autoimmune hepatitis lacks a quantifiable biomarker that is close to its pathogenic mechanisms and that accurately reflects inflammatory activity, correlates with treatment response, and ensures inactive disease before treatment withdrawal. Areas covered: Micro-ribonucleic acids, programmed death-1 protein and its ligands, macrophage migration inhibitory factor, soluble CD163, B cell activating factor, and metabolite patterns in blood were considered the leading candidates as therapeutic biomarkers after search of PubMed from August 1981 to August 2017 using the search words 'biomarkers of autoimmune hepatitis'. Expert commentary: Each of the candidate biomarkers is close to the putative pathogenic mechanisms of autoimmune hepatitis, and each has attributes that support its potential role as a surrogate marker of inflammatory activity that can be monitored during treatment. Future studies must demonstrate the superiority of each biomarker to conventional indices of inflammatory activity and validate their correlation with treatment response and outcome. A reliable therapeutic biomarker would facilitate the individualization of current management algorithms, ensure that pathogenic mechanisms were disrupted or eliminated prior to treatment withdrawal, and reduce the frequency of relapse or unnecessary protracted therapy. The biomarker might also prove to be a target of next-generation therapies.
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Affiliation(s)
- Albert J Czaja
- a Division of Gastroenterology and Hepatology , Mayo Clinic College of Medicine and Science , Rochester , MN , USA
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23
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Zhang P, Zhang W, Lang Y, Qu Y, Chu F, Chen J, Cui L. Mass spectrometry-based metabolomics for tuberculosis meningitis. Clin Chim Acta 2018; 483:57-63. [PMID: 29678632 DOI: 10.1016/j.cca.2018.04.022] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2018] [Revised: 04/14/2018] [Accepted: 04/16/2018] [Indexed: 02/07/2023]
Abstract
Tuberculosis meningitis (TBM) is a prevalent form of extra-pulmonary tuberculosis that causes substantial morbidity and mortality. Diagnosis of TBM is difficult because of the limited sensitivity of existing laboratory techniques. A metabolomics approach can be used to investigate the sets of metabolites of both bacteria and host, and has been used to clarify the mechanisms underlying disease development, and identify metabolic changes, leadings to improved methods for diagnosis, treatment, and prognostication. Mass spectrometry (MS) is a major analysis platform used in metabolomics, and MS-based metabolomics provides wide metabolite coverage, because of its high sensitivity, and is useful for the investigation of Mycobacterium tuberculosis (Mtb) and related diseases. It has been used to investigate TBM diagnosis; however, the processes involved in the MS-based metabolomics approach are complex and flexible, and often consist of several steps, and small changes in the methods used can have a huge impact on the final results. Here, the process of MS-based metabolomics is summarized and its applications in Mtb and Mtb-related diseases discussed. Moreover, the current status of TBM metabolomics is described.
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Affiliation(s)
- Peixu Zhang
- Department of Neurology, First Hospital, Jilin University, Changchun 130021, PR China
| | - Weiguanliu Zhang
- Department of Neurology, First Hospital, Jilin University, Changchun 130021, PR China
| | - Yue Lang
- Department of Neurology, First Hospital, Jilin University, Changchun 130021, PR China
| | - Yan Qu
- Blood Bank, Jilin Women and Children Health Hospital, Changchun 130021, PR China
| | - Fengna Chu
- Department of Neurology, First Hospital, Jilin University, Changchun 130021, PR China
| | - Jiafeng Chen
- Department of Neurology, First Hospital, Jilin University, Changchun 130021, PR China
| | - Li Cui
- Department of Neurology, First Hospital, Jilin University, Changchun 130021, PR China.
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24
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Batista AD, Barros CJP, Costa TBBC, de Godoy MMG, Silva RD, Santos JC, de Melo Lira MM, Jucá NT, Lopes EPDA, Silva RO. Proton nuclear magnetic resonance-based metabonomic models for non-invasive diagnosis of liver fibrosis in chronic hepatitis C: Optimizing the classification of intermediate fibrosis. World J Hepatol 2018; 10:105-115. [PMID: 29399284 PMCID: PMC5787674 DOI: 10.4254/wjh.v10.i1.105] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 11/16/2017] [Accepted: 01/15/2018] [Indexed: 02/06/2023] Open
Abstract
AIM To develop metabonomic models (MMs), using 1H nuclear magnetic resonance (NMR) spectra of serum, to predict significant liver fibrosis (SF: Metavir ≥ F2), advanced liver fibrosis (AF: METAVIR ≥ F3) and cirrhosis (C: METAVIR = F4 or clinical cirrhosis) in chronic hepatitis C (CHC) patients. Additionally, to compare the accuracy of the MMs with the aspartate aminotransferase to platelet ratio index (APRI) and fibrosis index based on four factors (FIB-4). METHODS Sixty-nine patients who had undergone biopsy in the previous 12 mo or had clinical cirrhosis were included. The presence of any other liver disease was a criterion for exclusion. The MMs, constructed using partial least squares discriminant analysis and linear discriminant analysis formalisms, were tested by cross-validation, considering SF, AF and C. RESULTS Results showed that forty-two patients (61%) presented SF, 28 (40%) AF and 18 (26%) C. The MMs showed sensitivity and specificity of 97.6% and 92.6% to predict SF; 96.4% and 95.1% to predict AF; and 100% and 98.0% to predict C. Besides that, the MMs correctly classified all 27 (39.7%) and 25 (38.8%) patients with intermediate values of APRI and FIB-4, respectively. CONCLUSION The metabonomic strategy performed excellently in predicting significant and advanced liver fibrosis in CHC patients, including those in the gray zone of APRI and FIB-4, which may contribute to reducing the need for these patients to undergo liver biopsy.
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Affiliation(s)
- Andrea Dória Batista
- Postgraduate Program in Tropical Medicine, Center for Health Sciences, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
| | - Carlos Jonnatan Pimentel Barros
- Department of Fundamental Chemistry, Center for Exact and Nature Sciences, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
| | - Tássia Brena Barroso Carneiro Costa
- Department of Fundamental Chemistry, Center for Exact and Nature Sciences, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
| | | | - Ronaldo Dionísio Silva
- Department of Fundamental Chemistry, Center for Exact and Nature Sciences, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
| | - Joelma Carvalho Santos
- Postgraduate Program in Tropical Medicine, Center for Health Sciences, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
| | | | - Norma Thomé Jucá
- Department of Pathology, Hospital das Clínicas, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
| | - Edmundo Pessoa de Almeida Lopes
- Postgraduate Program in Tropical Medicine, Center for Health Sciences, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
| | - Ricardo Oliveira Silva
- Department of Fundamental Chemistry, Center for Exact and Nature Sciences, Universidade Federal de Pernambuco, Recife, Pernambuco 50670-901, Brazil
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25
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Li YF, Qiu S, Gao LJ, Zhang AH. Metabolomic estimation of the diagnosis of hepatocellular carcinoma based on ultrahigh performance liquid chromatography coupled with time-of-flight mass spectrometry. RSC Adv 2018; 8:9375-9382. [PMID: 35541871 PMCID: PMC9078651 DOI: 10.1039/c7ra13616a] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2017] [Accepted: 02/23/2018] [Indexed: 01/01/2023] Open
Abstract
Metabolomics has been shown to be an effective tool for biomarker screening and pathway characterization and disease diagnosis. Metabolic characteristics of hepatocellular carcinoma (HCC) may enable the discovery of novel biomarkers for its diagnosis. In this work, metabolomics was used to investigate metabolic alterations of HCC patients. Plasma samples from HCC patients and age-matched healthy controls were investigated using high resolution ultrahigh performance liquid chromatography-mass spectrometry and metabolic differences were analyzed using pattern recognition methods. 23 distinguishable metabolites were identified. The altered metabolic pathways were associated with arginine and proline metabolism, glycine, serine and threonine metabolism, steroid hormone biosynthesis, starch and sucrose metabolism, etc. To demonstrate the utility of plasma biomarkers for the diagnosis of HCC, five metabolites comprising deoxycholic acid 3-glucuronide, 6-hydroxymelatonin glucuronide, 4-methoxycinnamic acid, 11b-hydroxyprogesterone and 4-hydroxyretinoic acid were selected as candidate biomarkers. These metabolites that contributed to the combined model could significantly increase the diagnostic performance of HCC. It has proved to be a powerful tool in the discovery of new biomarkers for disease detection and suggest that panels of metabolites may be valuable to translate our findings to clinically useful diagnostic tests. Metabolomics has been shown to be an effective tool for biomarker screening and pathway characterization and disease diagnosis.![]()
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Affiliation(s)
- Yuan-Feng Li
- First Affiliated Hospital
- School of Pharmacy
- Heilongjiang University of Chinese Medicine
- Harbin 150040
- China
| | - Shi Qiu
- First Affiliated Hospital
- School of Pharmacy
- Heilongjiang University of Chinese Medicine
- Harbin 150040
- China
| | - Li-Juan Gao
- First Affiliated Hospital
- School of Pharmacy
- Heilongjiang University of Chinese Medicine
- Harbin 150040
- China
| | - Ai-Hua Zhang
- First Affiliated Hospital
- School of Pharmacy
- Heilongjiang University of Chinese Medicine
- Harbin 150040
- China
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26
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Zhao DS, Jiang LL, Fan YX, Dong LC, Ma J, Dong X, Xu XJ, Li P, Li HJ. Identification of urine tauro-β-muricholic acid as a promising biomarker in Polygoni Multiflori Radix-induced hepatotoxicity by targeted metabolomics of bile acids. Food Chem Toxicol 2017; 108:532-542. [DOI: 10.1016/j.fct.2017.02.030] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2016] [Revised: 02/20/2017] [Accepted: 02/21/2017] [Indexed: 02/08/2023]
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27
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Abstract
This review presents a retrospective of the studies carried out in the last 10 years (2006–2016) using spectroscopic methods as a research tool in the field of virology. Spectroscopic analyses are sensitive to variations in the biochemical composition of the sample, are non-destructive, fast and require the least sample preparation, making spectroscopic techniques tools of great interest in biological studies. Herein important chemometric algorithms that have been used in virological studies are also evidenced as a good alternative for analyzing the spectra, discrimination and classification of samples. Techniques that have not yet been used in the field of virology are also suggested. This methodology emerges as a new and promising field of research, and may be used in the near future as diagnosis tools for detecting diseases caused by viruses. A retrospective study of 2006–2016 using spectroscopic methods as a research tool in the field of virology. Chemometric algorithms used in virological studies were evidenced. This review emerges as a new and promising field of research in virology.
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28
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Chang H, Meng HY, Liu SM, Wang Y, Yang XX, Lu F, Wang HY. Identification of key metabolic changes during liver fibrosis progression in rats using a urine and serum metabolomics approach. Sci Rep 2017; 7:11433. [PMID: 28900168 PMCID: PMC5595818 DOI: 10.1038/s41598-017-11759-z] [Citation(s) in RCA: 64] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Accepted: 08/29/2017] [Indexed: 12/21/2022] Open
Abstract
Reversibility of hepatic fibrosis is an intrinsic response to chronic injury, and with on-going damage, fibrosis can progress to its end-stage consequence, cirrhosis. Non-invasive and reliable biomarkers for early detection of liver fibrosis are needed. Based on the CCl4-induced liver fibrosis rat model, urinary and serum metabolic profiling performed by LC-QTOF-MS associated with histological progression were utilized to identify liver fibrosis-specific potential biomarkers for early prediction and to reveal significant fibrotic pathways and their dynamic changes in different stages of liver fibrosis. Finally, nine differential metabolites in urine and ten in serum were selected and identified involving the most relevant metabolic pathways. Perturbations of tryptophan, valine, leucine, isoleucine, and citrate (TCA) cycle metabolites, along with sphingolipid and glycerophospholipid metabolites, occurred from the onset of liver fibrosis. Furthermore, dysregulation of valine and bile acid biosynthesis metabolites occurred in the intermediate and advanced stages. More importantly, among these metabolites, urinary kynurenic acid, 5-hydroxyindoleacetyl glycine, 4-(2-amino-3-hydroxyphenyl)-2,4-dioxobutanoic acid and serum sphinganine, sphingomyelin, L-leucine, L-tryptophan, and LysoPC(17:0) changed at all time points and may serve as potential early biomarkers for the diagnosis of hepatic fibrosis and as therapeutic targets. Overall, this work evaluates the potential of these metabolites for the early detection of liver fibrosis.
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Affiliation(s)
- Hong Chang
- Chinese Medicine Toxicological Laboratory, Heilongjiang University of Chinese Medicine, Harbin, P.R. China
- School of Pharmacy, Baotou Medical College, Inner Mongolia, Baotou, P.R. China
| | - Hong-Yu Meng
- Chinese Medicine Toxicological Laboratory, Heilongjiang University of Chinese Medicine, Harbin, P.R. China
| | - Shu-Min Liu
- Chinese Medicine Toxicological Laboratory, Heilongjiang University of Chinese Medicine, Harbin, P.R. China.
- Drug Safety Evaluation Center, Heilongjiang University of Chinese Medicine, Harbin, P.R. China.
| | - Yu Wang
- Chinese Medicine Toxicological Laboratory, Heilongjiang University of Chinese Medicine, Harbin, P.R. China
| | - Xiao-Xu Yang
- Chinese Medicine Toxicological Laboratory, Heilongjiang University of Chinese Medicine, Harbin, P.R. China
| | - Fang Lu
- Chinese Medicine Toxicological Laboratory, Heilongjiang University of Chinese Medicine, Harbin, P.R. China
| | - Hong-Yu Wang
- Chinese Medicine Toxicological Laboratory, Heilongjiang University of Chinese Medicine, Harbin, P.R. China
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29
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Rzeznik M, Triba MN, Levy P, Jungo S, Botosoa E, Duchemann B, Le Moyec L, Bernaudin JF, Savarin P, Guez D. Identification of a discriminative metabolomic fingerprint of potential clinical relevance in saliva of patients with periodontitis using 1H nuclear magnetic resonance (NMR) spectroscopy. PLoS One 2017; 12:e0182767. [PMID: 28837579 PMCID: PMC5570357 DOI: 10.1371/journal.pone.0182767] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2016] [Accepted: 07/24/2017] [Indexed: 12/31/2022] Open
Abstract
Periodontitis is characterized by the loss of the supporting tissues of the teeth in an inflammatory-infectious context. The diagnosis relies on clinical and X-ray examination. Unfortunately, clinical signs of tissue destruction occur late in the disease progression. Therefore, it is mandatory to identify reliable biomarkers to facilitate a better and earlier management of this disease. To this end, saliva represents a promising fluid for identification of biomarkers as metabolomic fingerprints. The present study used high-resolution 1H-nuclear magnetic resonance (NMR) spectroscopy coupled with multivariate statistical analysis to identify the metabolic signature of active periodontitis. The metabolome of stimulated saliva of 26 patients with generalized periodontitis (18 chronic and 8 aggressive) was compared to that of 25 healthy controls. Principal Components Analysis (PCA), performed with clinical variables, indicated that the patient population was homogeneous, demonstrating a strong correlation between the clinical and the radiological variables used to assess the loss of periodontal tissues and criteria of active disease. Orthogonal Projection to Latent Structure (OPLS) analysis showed that patients with periodontitis can be discriminated from controls on the basis of metabolite concentrations in saliva with satisfactory explained variance (R2X = 0.81 and R2Y = 0.61) and predictability (Q2Y = 0.49, CV-AUROC = 0.94). Interestingly, this discrimination was irrespective of the type of generalized periodontitis, i.e. chronic or aggressive. Among the main discriminating metabolites were short chain fatty acids as butyrate, observed in higher concentrations, and lactate, γ-amino-butyrate, methanol, and threonine observed in lower concentrations in periodontitis. The association of lactate, GABA, and butyrate to generate an aggregated variable reached the best positive predictive value for diagnosis of periodontitis. In conclusion, this pilot study showed that 1H-NMR spectroscopy analysis of saliva could differentiate patients with periodontitis from controls. Therefore, this simple, robust, non-invasive method, may offer a significant help for early diagnosis and follow-up of periodontitis.
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Affiliation(s)
- Matthias Rzeznik
- Paris 13 University, Sorbonne Paris Cité, CSPBAT, UMR 7244, CNRS, Bobigny, France.,APHP, Department of Periodontology, Bretonneau Hospital, Paris-Descartes University, Paris, France
| | - Mohamed Nawfal Triba
- Paris 13 University, Sorbonne Paris Cité, CSPBAT, UMR 7244, CNRS, Bobigny, France
| | - Pierre Levy
- APHP, Department of Public Health, Tenon Hospital, Paris, France.,UMR-S1136 (EPAR team), INSERM UPMC, Sorbonne Universités, Paris, France
| | - Sébastien Jungo
- APHP, Department of Periodontology, Bretonneau Hospital, Paris-Descartes University, Paris, France
| | - Eliot Botosoa
- Paris 13 University, Sorbonne Paris Cité, CSPBAT, UMR 7244, CNRS, Bobigny, France
| | - Boris Duchemann
- Paris 13 University, Sorbonne Paris Cité, CSPBAT, UMR 7244, CNRS, Bobigny, France.,APHP, Department of Pneumology, Avicenne Hospital, Bobigny, France
| | | | - Jean-François Bernaudin
- APHP, Department of Pneumology, Avicenne Hospital, Bobigny, France.,UPMC Paris 6, Sorbonne Universités, Paris, France.,Paris 13 University, Sorbonne Paris Cité, EA2363, Bobigny, France
| | - Philippe Savarin
- Paris 13 University, Sorbonne Paris Cité, CSPBAT, UMR 7244, CNRS, Bobigny, France
| | - Dominique Guez
- APHP, Department of Periodontology, Bretonneau Hospital, Paris-Descartes University, Paris, France
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30
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Metabolomics and eicosanoid analysis identified serum biomarkers for distinguishing hepatocellular carcinoma from hepatitis B virus-related cirrhosis. Oncotarget 2017; 8:63890-63900. [PMID: 28969038 PMCID: PMC5609970 DOI: 10.18632/oncotarget.19173] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Accepted: 06/04/2017] [Indexed: 12/13/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is one of the most common cancers in the world. It is a type of inflammation-related cancer that usually follows liver hepatitis that mostly caused by hepatitis B virus (HBV) in China. However, the metabolism disturbance of HCC and HBV-cirrhosis is not yet fully understood. In addition, there is little research on the relationships between inflammation mediators and HCC. In this study, we investigated serum metabolic abnormalities in HBV-cirrhosis and HCC patients through non-targeted metabolomics and targeted eicosanoid analysis. Metabolomic analysis identified 14 metabolites, i.e. malate, citrate, succinate, lysine, carnitine, proline, ornithine, serine, phenylalanine, tyrosine, arachidonic acid arabinose, galactose and uric acid are consistently altered in HBV-cirrhosis and HCC patients. Meanwhile, eicosanoid analysis uncovered several prostaglandins and leukotrienes are implicated in pathological processes in HBV-cirrhosis and HCC. Finally, these identified biomarkers possessed strong potential to distinguish and diagnose HCC from healthy controls and HBV-cirrhosis patients. This study provided a new perspective to understand the mechanism and discover probable biomarkers of HCC.
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31
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Hao J, Yang T, Zhou Y, Gao GY, Xing F, Peng Y, Tao YY, Liu CH. Serum Metabolomics Analysis Reveals a Distinct Metabolic Profile of Patients with Primary Biliary Cholangitis. Sci Rep 2017; 7:784. [PMID: 28400566 PMCID: PMC5429753 DOI: 10.1038/s41598-017-00944-9] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Accepted: 02/27/2017] [Indexed: 12/17/2022] Open
Abstract
Primary biliary cholangitis (PBC) is a chronic autoimmune liver disease associated with profound metabolic changes. The purpose of this study was to identify a distinctive metabolic signature from the training set with 29 PBC patients, 30 hepatitis B virus (HBV)-caused cirrhosis (HBC) and 41 healthy controls, and to validate the applicability and stability of the distinctive model from the validation set with 21 PBC patients, 7 autoimmune hepatitis (AIH) and 9 HBC. The sera were investigated using high resolution nuclear magnetic resonance (NMR) and the datasets were analyzed pairwise using pattern recognition methods. 45 distinguishable metabolites were identified and 15 metabolic pathways were reprogrammed. The altered metabolic pathways were associated with glucose, fatty acid and amino acid metabolites. Logistic regression and ROC analysis were used to establish a diagnostic model with the equated (p) = −12.22–3.46*log(4-hydroxyproline) + 6.62*log(3-hydroxyisovalerate) − 2.44*log(citraconate) − 3.80*log(pyruvate). The area under the curve (AUC) of the optimized model was 0.937 (95% confidence interval (CI): 0.868–0.976) in the training set and 0.890 (95% CI: 0.743–0.969) in the validation set. These results not only revealed the potential pathogenesis of PBC, but also provided a feasible diagnostic tool for PBC populations through detection of serum metabolites.
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Affiliation(s)
- Juan Hao
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China
| | - Tao Yang
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China.,Institute of Cardiovascular Disease, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China
| | - Yang Zhou
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China
| | - Guo-Yuan Gao
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China.,School of Pharmacy, East China University of Science and Technology, Shanghai, 200237, China
| | - Feng Xing
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China
| | - Yuan Peng
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China
| | - Yan-Yan Tao
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China
| | - Cheng-Hai Liu
- Institute of Liver Diseases, Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, 528 Zhangheng Road, Shanghai, 201203, China. .,E-Institute of Traditional Chinese Medicine Internal Medicine, Shanghai Municipal Education Commission, 1200 Cailun Road, Shanghai, 201203, China. .,Shanghai Key Laboratory of Traditional Chinese Clinical Medicine, Shanghai, 201203, China.
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Khalsa J, Duffy LC, Riscuta G, Starke-Reed P, Hubbard VS. Omics for Understanding the Gut-Liver-Microbiome Axis and Precision Medicine. Clin Pharmacol Drug Dev 2017; 6:176-185. [PMID: 28263462 DOI: 10.1002/cpdd.310] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Accepted: 09/15/2016] [Indexed: 12/14/2022]
Affiliation(s)
- Jag Khalsa
- National Institute on Drug Abuse; National Institutes of Health; Bethesda MD USA
| | - Linda C. Duffy
- National Center for Complementary and Integrative Health; National Institutes of Health; Bethesda MD USA
| | - Gabriela Riscuta
- National Cancer Institute; National Institutes of Health; Bethesda MD USA
| | - Pamela Starke-Reed
- Agricultural Research Service; United States Department of Agriculture; Washington DC USA
| | - Van S. Hubbard
- Formerly National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Bethesda MD
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Le Moyec L, Triba MN, Nahon P, Bouchemal N, Hantz E, Goossens C, Amathieu R, Savarin P. Nuclear magnetic resonance metabolomics and human liver diseases: The principles and evidence associated with protein and carbohydrate metabolism. Biomed Rep 2017; 6:387-395. [PMID: 28413636 DOI: 10.3892/br.2017.868] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2016] [Accepted: 11/16/2016] [Indexed: 12/12/2022] Open
Abstract
During the last decade, metabolomics has become widely used in the field of human diseases. Numerous studies have demonstrated that this is a powerful technique for improving the understanding, diagnosis and management of various types of liver disease, such as acute and chronic liver diseases, and liver transplantation. Nuclear magnetic resonance (NMR) spectroscopy is one of the two most commonly applied methods for metabolomics. The aim of the present review was to investigate the results from recent key publications focusing on aspects of protein and carbohydrate metabolism. The review includes existing procedures, which are currently used for NMR data acquisition and statistical analysis. In addition, notable results obtained by these studies on protein and carbohydrate metabolism concerning human liver diseases are presented.
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Affiliation(s)
- Laurence Le Moyec
- Unit of Integrative Biology for Exercise Adaptation (UBIAE), University of Evry Val d'Essonne, EA 7362, F-91025 Evry, France
| | - Mohamed N Triba
- University of Paris 13, Sorbonne Paris Cité, CSPBAT Laboratory, UMR 7244, CNRS, F-93000 Bobigny, France
| | - Pierre Nahon
- Department of Hepatology, AP-HP, Hôpital Jean Verdier, F-93140 Bondy, France.,University of Paris 13, Sorbonne Paris Cité, 'Team recognised by the League against Cancer', F-93206 Saint-Denis, France.,Inserm, UMR-1162, 'Functional Genomics of Solid Tumors', F-75000 Paris, France
| | - Nadia Bouchemal
- University of Paris 13, Sorbonne Paris Cité, CSPBAT Laboratory, UMR 7244, CNRS, F-93000 Bobigny, France
| | - Edith Hantz
- University of Paris 13, Sorbonne Paris Cité, CSPBAT Laboratory, UMR 7244, CNRS, F-93000 Bobigny, France
| | - Corentine Goossens
- University of Paris 13, Sorbonne Paris Cité, CSPBAT Laboratory, UMR 7244, CNRS, F-93000 Bobigny, France
| | - Roland Amathieu
- University of Paris 13, Sorbonne Paris Cité, CSPBAT Laboratory, UMR 7244, CNRS, F-93000 Bobigny, France.,Intensive Care Unit, AP-HP, Jean Verdier Hospital, AP-HP, Hôpital Jean Verdier, F-93140 Bondy, France
| | - Philippe Savarin
- University of Paris 13, Sorbonne Paris Cité, CSPBAT Laboratory, UMR 7244, CNRS, F-93000 Bobigny, France
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35
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Embade N, Mariño Z, Diercks T, Cano A, Lens S, Cabrera D, Navasa M, Falcón-Pérez JM, Caballería J, Castro A, Bosch J, Mato JM, Millet O. Metabolic Characterization of Advanced Liver Fibrosis in HCV Patients as Studied by Serum 1H-NMR Spectroscopy. PLoS One 2016; 11:e0155094. [PMID: 27158896 PMCID: PMC4861296 DOI: 10.1371/journal.pone.0155094] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2015] [Accepted: 04/25/2016] [Indexed: 12/21/2022] Open
Abstract
Several etiologies result in chronic liver diseases including chronic hepatitis C virus infection (HCV). Despite its high incidence and the severe economic and medical consequences, liver disease is still commonly overlooked due to the lack of efficient non-invasive diagnostic methods. While several techniques have been tested for the detection of fibrosis, the available biomarkers still present severe limitations that preclude their use in clinical diagnostics. Liver diseases have also been the subject of metabolomic analysis. Here, we demonstrate the suitability of 1H NMR spectroscopy for characterizing the metabolism of liver fibrosis induced by HCV. Serum samples from HCV patients without fibrosis or with liver cirrhosis were analyzed by NMR spectroscopy and the results were submitted to multivariate and univariate statistical analysis. PLS-DA test was able to discriminate between advanced fibrotic and non-fibrotic patients and several metabolites were found to be up or downregulated in patients with cirrhosis. The suitability of the most significantly regulated metabolites was validated by ROC analysis. Our study reveals that choline, acetoacetate and low-density lipoproteins are the most informative biomarkers for predicting cirrhosis in HCV patients. Our results demonstrate that statistical analysis of 1H-NMR spectra is able to distinguish between fibrotic and non-fibrotic patients suffering from HCV, representing a novel diagnostic application for NMR spectroscopy.
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Affiliation(s)
| | - Zoe Mariño
- Liver Unit, Hospital Clinic, IDIBAPS, University of Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | | | - Ainara Cano
- ONE WAY LIVER METABOLOMICS SL, Derio, Bizkaia, Spain
| | - Sabela Lens
- Liver Unit, Hospital Clinic, IDIBAPS, University of Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | | | - Miquel Navasa
- Liver Unit, Hospital Clinic, IDIBAPS, University of Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | - Juan M. Falcón-Pérez
- CIC bioGUNE, Derio, Bizkaia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
- Ikerbasque, Basque Foundation for Science, Bilbao, Bizkaia, Spain
| | - Joan Caballería
- Liver Unit, Hospital Clinic, IDIBAPS, University of Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | | | - Jaume Bosch
- Liver Unit, Hospital Clinic, IDIBAPS, University of Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | - José M. Mato
- CIC bioGUNE, Derio, Bizkaia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
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