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Kärkkäinen O, Tolmunen T, Kivimäki P, Kurkinen K, Ali-Sisto T, Mäntyselkä P, Valkonen-Korhonen M, Koivumaa-Honkanen H, Honkalampi K, Ruusunen A, Velagapudi V, Lehto SM. Alcohol use-associated alterations in the circulating metabolite profile in the general population and in individuals with major depressive disorder. Alcohol 2024; 120:161-167. [PMID: 38278499 DOI: 10.1016/j.alcohol.2024.01.005] [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: 04/18/2023] [Revised: 01/11/2024] [Accepted: 01/23/2024] [Indexed: 01/28/2024]
Abstract
Our aim was to evaluate whether alcohol use is associated with changes in the circulating metabolite profile similar to those present in persons with depression. If so, these findings could partially explain the link between alcohol use and depression. We applied a targeted liquid chromatography mass spectrometry method to evaluate correlates between concentrations of 86 circulating metabolites and self-reported alcohol use in a cohort of the non-depressed general population (GP) (n = 247) and a cohort of individuals with major depressive disorder (MDD) (n = 99). Alcohol use was associated with alterations in circulating concentrations of metabolites in both cohorts. Our main finding was that self-reported alcohol use was negatively correlated with serum concentrations of hippuric acid in the GP cohort. In the GP cohort, consumption of six or more doses per week was associated with low hippuric acid concentrations, similar to those observed in the MDD cohort, but in these individuals it was regardless of their level of alcohol use. Reduced serum concentrations of hippuric acid suggest that already-moderate alcohol use is associated with depression-like changes in the serum levels of metabolites associated with gut microbiota and liver function; this may be one possible molecular level link between alcohol use and depression.
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Affiliation(s)
- Olli Kärkkäinen
- School of Pharmacy, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland.
| | - Tommi Tolmunen
- Institute of Clinical Medicine/Psychiatry, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland; Department of Adolescent Psychiatry, Kuopio University Hospital, P.O. Box 100, 70029 KYS, Finland
| | - Petri Kivimäki
- Institute of Clinical Medicine/Psychiatry, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland; City of Helsinki, Vuosaari Outpatient Psychiatry Clinic. Postal address: P.O. Box 6250, FI-00099 City of Helsinki, Helsinki, Finland
| | - Karoliina Kurkinen
- Institute of Clinical Medicine/Psychiatry, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
| | - Toni Ali-Sisto
- Institute of Clinical Medicine/Psychiatry, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
| | - Pekka Mäntyselkä
- Clinical Research and Trials Centre, Kuopio University Hospital, P.O. Box 100, 70029 KYS, Finland; Institute of Public Health and Clinical Nutrition, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
| | - Minna Valkonen-Korhonen
- Institute of Clinical Medicine/Psychiatry, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland; Department of Psychiatry, Kuopio University Hospital, Kuopio, Finland
| | - Heli Koivumaa-Honkanen
- Institute of Clinical Medicine/Psychiatry, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
| | - Kirsi Honkalampi
- School of Educational Sciences and Psychology, University of Eastern Finland, P.O. Box 111, 80101 Joensuu, Finland
| | - Anu Ruusunen
- Clinical Research and Trials Centre, Kuopio University Hospital, P.O. Box 100, 70029 KYS, Finland; Department of Psychiatry, Kuopio University Hospital, Kuopio, Finland; Deakin University, IMPACT - the Institute for Mental and Physical Health and Clinical Translation, Food & Mood Centre, IMPACT Strategic Research Centre, School of Medicine, P.O. Box 281, Geelong, VIC 3220, Australia
| | - Vidya Velagapudi
- Metabolomics Unit, Institute for Molecular Medicine Finland FIMM, P.O. Box 20, FI-00014 University of Helsinki, Finland
| | - Soili M Lehto
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway; R&D Department, Division of Mental Health Services, Akershus University Hospital, Lørenskog, Norway; Psychiatry, University of Helsinki and Helsinki University Hospital, P.O. Box 20, FI-00014 Helsinki, Finland
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Zhu X, Huang J, Huang S, Wen Y, Lan X, Wang X, Lu C, Wang Z, Fan N, Shang D. Combining Metabolomics and Interpretable Machine Learning to Reveal Plasma Metabolic Profiling and Biological Correlates of Alcohol-Dependent Inpatients: What About Tryptophan Metabolism Regulation? Front Mol Biosci 2021; 8:760669. [PMID: 34859050 PMCID: PMC8630631 DOI: 10.3389/fmolb.2021.760669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Accepted: 10/18/2021] [Indexed: 11/13/2022] Open
Abstract
Alcohol dependence (AD) is a condition of alcohol use disorder in which the drinkers frequently develop emotional symptoms associated with a continuous alcohol intake. AD characterized by metabolic disturbances can be quantitatively analyzed by metabolomics to identify the alterations in metabolic pathways. This study aimed to: i) compare the plasma metabolic profiling between healthy and AD-diagnosed individuals to reveal the altered metabolic profiles in AD, and ii) identify potential biological correlates of alcohol-dependent inpatients based on metabolomics and interpretable machine learning. Plasma samples were obtained from healthy (n = 42) and AD-diagnosed individuals (n = 43). The plasma metabolic differences between them were investigated using liquid chromatography-tandem mass spectrometry (AB SCIEX® QTRAP 4500 system) in different electrospray ionization modes with scheduled multiple reaction monitoring scans. In total, 59 and 52 compounds were semi-quantitatively measured in positive and negative ionization modes, respectively. In addition, 39 metabolites were identified as important variables to contribute to the classifications using an orthogonal partial least squares-discriminant analysis (OPLS-DA) (VIP > 1) and also significantly different between healthy and AD-diagnosed individuals using univariate analysis (p-value < 0.05 and false discovery rate < 0.05). Among the identified metabolites, indole-3-carboxylic acid, quinolinic acid, hydroxy-tryptophan, and serotonin were involved in the tryptophan metabolism along the indole, kynurenine, and serotonin pathways. Metabolic pathway analysis revealed significant changes or imbalances in alanine, aspartate, glutamate metabolism, which was possibly the main altered pathway related to AD. Tryptophan metabolism interactively influenced other metabolic pathways, such as nicotinate and nicotinamide metabolism. Furthermore, among the OPLS-DA-identified metabolites, normetanephrine and ascorbic acid were demonstrated as suitable biological correlates of AD inpatients from our model using an interpretable, supervised decision tree classifier algorithm. These findings indicate that the discriminatory metabolic profiles between healthy and AD-diagnosed individuals may benefit researchers in illustrating the underlying molecular mechanisms of AD. This study also highlights the approach of combining metabolomics and interpretable machine learning as a valuable tool to uncover potential biological correlates. Future studies should focus on the global analysis of the possible roles of these differential metabolites and disordered metabolic pathways in the pathophysiology of AD.
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Affiliation(s)
- Xiuqing Zhu
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China.,Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
| | - Jiaxin Huang
- Department of Substance Dependence, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China
| | - Shanqing Huang
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China
| | - Yuguan Wen
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China.,Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
| | - Xiaochang Lan
- Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China.,Department of Substance Dependence, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China
| | - Xipei Wang
- Department of Medical Sciences, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Chuanli Lu
- Guangzhou Rely Medical Diagnostic Technology Co. Ltd., Guangzhou, China
| | - Zhanzhang Wang
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China.,Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
| | - Ni Fan
- Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China.,Department of Substance Dependence, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China
| | - Dewei Shang
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University (Guangzhou Huiai Hospital), Guangzhou, China.,Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
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Zhao X, Zhou R, Li H, Fan Y, Sun Y, Hu X, Zhang S. The Effects of Moderate Alcohol Consumption on Circulating Metabolites and Gut Microbiota in Patients With Coronary Artery Disease. Front Cardiovasc Med 2021; 8:767692. [PMID: 34796220 PMCID: PMC8593214 DOI: 10.3389/fcvm.2021.767692] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Accepted: 09/28/2021] [Indexed: 12/13/2022] Open
Abstract
Background: Epidemiological studies confirmed that moderate alcohol consumption was associated with a reduced risk of adverse cardiovascular events. It is increasingly recognized that the composition of gut microbiota and metabolites is involved in modulating the cardiovascular health of the host. However, the association of moderate alcohol consumption with serum metabolites and gut microbiome and its impact on coronary artery disease (CAD) is not fully investigated. Method: Serum untargeted metabolomics analysis and fecal 16S rRNA sequencing were performed on 72 male patients with CAD having various alcohol consumption (36 non-drinkers, 18 moderate drinkers, and 18 heavy drinkers) and 17 matched healthy controls. MetaboAnalyst and PICRUSt2 were utilized to analyze the possible involved metabolic pathways. Multi-omics analysis was achieved by Spearman correlation to reveal the interactions of alcohol consumption with gut microbiome and serum metabolites in patients with CAD. Results: We noted distinct differences between patients with CAD, with varying levels of alcohol consumption and healthy controls in aspects of serum metabolome and the gut microbiome. Moderate alcohol consumption significantly changed the lipidomic profiles, including reductions of sphingolipids and glycerophospholipids in moderate drinkers with CAD when compared with non and heavy drinkers with CAD. Moreover, we also found the reduction of microbial-derived metabolites in moderate drinkers with CAD, such as 2-phenylacetamide and mevalonic acid. To be noted, the gut microbiota of moderate drinkers with CAD tended to resemble that of healthy controls. Compared with non-drinkers, the relative abundance of genus Paraprevotella, Lysinibacillus was significantly elevated in moderate drinkers with CAD, while the genus Bifidobacterium, Megasphaera, and Streptococcus were significantly reduced in moderate drinkers with CAD. Multi-omics analysis revealed that specific metabolites and microbes associated with moderate alcohol consumption were correlated with the severity of CAD. Conclusions: Our study revealed that the impact of moderate alcohol consumption on serum metabolites and gut microbiota in patients with CAD seemed to be separated from that of heavy and non-alcohol consumption. Moderate drinking tended to have more positive effects on metabolic profiles and commensal flora, which may explain its beneficial effects on cardiovascular health. Overall, our study provides a novel insight into the effects of moderate alcohol consumption in patients with CAD.
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Affiliation(s)
- Xinyue Zhao
- State Key Laboratory of Complex Severe and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China
| | - Ruilin Zhou
- State Key Laboratory of Complex Severe and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China
| | - Hanyu Li
- State Key Laboratory of Complex Severe and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China
| | - Yue Fan
- State Key Laboratory of Complex Severe and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China
| | - Yueshen Sun
- State Key Laboratory of Complex Severe and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China
| | - Xiaomin Hu
- State Key Laboratory of Complex Severe and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China.,Department of Medical Research Center, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China
| | - Shuyang Zhang
- State Key Laboratory of Complex Severe and Rare Diseases, Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, Beijing, China
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Kärkkäinen O, Kokla M, Lehtonen M, Auriola S, Martiskainen M, Tiihonen J, Karhunen PJ, Hanhineva K, Kok E. Changes in the metabolic profile of human male postmortem frontal cortex and cerebrospinal fluid samples associated with heavy alcohol use. Addict Biol 2021; 26:e13035. [PMID: 33745230 DOI: 10.1111/adb.13035] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 03/08/2021] [Accepted: 03/10/2021] [Indexed: 12/16/2022]
Abstract
Heavy alcohol use is one of the top causes of disease and death in the world. The brain is a key organ affected by heavy alcohol use. Here, our aim was to measure changes caused by heavy alcohol use in the human brain metabolic profile. We analyzed human postmortem frontal cortex and cerebrospinal fluid (CSF) samples from males with a history of heavy alcohol use (n = 74) and controls (n = 74) of the Tampere Sudden Death Series cohort. We used a nontargeted liquid chromatography mass spectrometry-based metabolomics method. We observed differences between the study groups in the metabolite levels of both frontal cortex and CSF samples, for example, in amino acids and derivatives, and acylcarnitines. There were more significant alterations in the metabolites of frontal cortex than in CSF. In the frontal cortex, significant alterations were seen in the levels of neurotransmitters (e.g., decreased levels of GABA and acetylcholine), acylcarnitines (e.g., increased levels of acylcarnitine 4:0), and in some metabolites associated with alcohol metabolizing enzymes (e.g., increased levels of 2-piperidone). Some of these changes were also significant in the CSF samples (e.g., elevated 2-piperidone levels). Overall, these results show the metabolites associated with neurotransmitters, energy metabolism and alcohol metabolism, were altered in human postmortem frontal cortex and CSF samples of persons with a history of heavy alcohol use.
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Affiliation(s)
- Olli Kärkkäinen
- School of Pharmacy University of Eastern Finland Kuopio Finland
| | - Marietta Kokla
- Institute of Public Health and Clinical Nutrition University of Eastern Finland Kuopio Finland
| | - Marko Lehtonen
- School of Pharmacy University of Eastern Finland Kuopio Finland
| | - Seppo Auriola
- School of Pharmacy University of Eastern Finland Kuopio Finland
| | - Mika Martiskainen
- Faculty of Medicine and Health Technology Tampere University and Fimlab Laboratories Ltd, Tampere University Hospital Region Kuopio Finland
- Finnish Institute for Health and Welfare Finland
| | - Jari Tiihonen
- Department of Forensic Psychiatry University of Eastern Finland, Niuvanniemi Hospital Helsinki Finland
- Department of Clinical Neuroscience Karolinska Institutet and Center for Psychiatry Research, Stockholm City Council Stockholm Sweden
| | - Pekka J. Karhunen
- Faculty of Medicine and Health Technology Tampere University and Fimlab Laboratories Ltd, Tampere University Hospital Region Kuopio Finland
| | - Kati Hanhineva
- Institute of Public Health and Clinical Nutrition University of Eastern Finland Kuopio Finland
- Department of Biochemistry, Food chemistry and food development unit University of Turku Turku Finland
| | - Eloise Kok
- Faculty of Medicine and Health Technology Tampere University and Fimlab Laboratories Ltd, Tampere University Hospital Region Kuopio Finland
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5
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Kärkkäinen O, Farokhnia M, Klåvus A, Auriola S, Lehtonen M, Deschaine SL, Piacentino D, Abshire KM, Jackson SN, Leggio L. Effect of intravenous ghrelin administration, combined with alcohol, on circulating metabolome in heavy drinking individuals with alcohol use disorder. Alcohol Clin Exp Res 2021; 45:2207-2216. [PMID: 34590334 PMCID: PMC8642277 DOI: 10.1111/acer.14719] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Revised: 08/30/2021] [Accepted: 09/14/2021] [Indexed: 12/11/2022]
Abstract
BACKGROUND Ghrelin may influence several alcohol-related behaviors in animals and humans by modulating central and/or peripheral biological pathways. The aim of this exploratory analysis was to investigate associations between ghrelin administration and the human circulating metabolome during alcohol exposure in nontreatment seeking, heavy drinking individuals with alcohol use disorder (AUD). METHODS We used serum samples from a randomized, crossover, double-blind, placebo-controlled human laboratory study with intravenous (IV) ghrelin or placebo infusion in two experiments. During each session, participants received a loading dose (3 µg/kg) followed by continuous infusion (16.9 ng/kg/min) of acyl ghrelin or placebo. The first experiment included an IV alcohol self-administration (IV-ASA) session and the second experiment included an IV alcohol clamp (IV-AC) session, both with the counterbalanced infusion of ghrelin or placebo. Serum metabolite profiles were analyzed from repeated blood samples collected during each session. RESULTS In both experiments, ghrelin infusion was associated with an altered serum metabolite profile, including significantly increased levels of cortisol (IV-ASA q-value = 0.0003 and IV-AC q < 0.0001), corticosterone (IV-ASA q = 0.0202 and IV-AC q < 0.0001), and glycochenodeoxycholic acid (IV-ASA q = 0.0375 and IV-AC q = 0.0013). In the IV-ASA experiment, ghrelin infusion increased levels of cortisone (q = 0.0352) and fatty acids 18:1 (q = 0.0406) and 18:3 (q = 0.0320). Moreover, in the IV-AC experiment, ghrelin infusion significantly increased levels of glycocholic acid (q < 0.0001) and phenylalanine (q = 0.0458). CONCLUSION IV ghrelin infusion, combined with IV alcohol administration, was associated with increases in the circulating metabolite levels of corticosteroids and glycine-conjugated bile acids, among other changes. Further research is needed to understand the role that metabolomic changes play in the complex interaction between ghrelin and alcohol.
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Affiliation(s)
- Olli Kärkkäinen
- School of Pharmacy, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
| | - Mehdi Farokhnia
- Clinical Psychoneuroendocrinology and Neuropsychopharmacology Section, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program and National Institute on Alcohol Abuse and Alcoholism Division of Intramural Clinical and Biological Research, Baltimore and Bethesda, Maryland, USA
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Anton Klåvus
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
| | - Seppo Auriola
- School of Pharmacy, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
| | - Marko Lehtonen
- School of Pharmacy, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
| | - Sara L. Deschaine
- Clinical Psychoneuroendocrinology and Neuropsychopharmacology Section, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program and National Institute on Alcohol Abuse and Alcoholism Division of Intramural Clinical and Biological Research, Baltimore and Bethesda, Maryland, USA
| | - Daria Piacentino
- Clinical Psychoneuroendocrinology and Neuropsychopharmacology Section, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program and National Institute on Alcohol Abuse and Alcoholism Division of Intramural Clinical and Biological Research, Baltimore and Bethesda, Maryland, USA
- Center on Compulsive Behaviors, National Institutes of Health, Bethesda, MD, USA
| | - Kelly M. Abshire
- Clinical Psychoneuroendocrinology and Neuropsychopharmacology Section, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program and National Institute on Alcohol Abuse and Alcoholism Division of Intramural Clinical and Biological Research, Baltimore and Bethesda, Maryland, USA
| | - Shelley N. Jackson
- Translational Analytical Core, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, USA
| | - Lorenzo Leggio
- Clinical Psychoneuroendocrinology and Neuropsychopharmacology Section, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program and National Institute on Alcohol Abuse and Alcoholism Division of Intramural Clinical and Biological Research, Baltimore and Bethesda, Maryland, USA
- Center on Compulsive Behaviors, National Institutes of Health, Bethesda, MD, USA
- Translational Analytical Core, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, USA
- Medication Development Program, National Institute on Drug Abuse Intramural Research Program, National Institutes of Health, Baltimore, MD, USA
- Center for Alcohol and Addiction Studies, Department of Behavioral and Social Sciences, Brown University, Providence, RI, USA
- Division of Addiction Medicine, Department of Medicine, School of Medicine, Johns Hopkins University, Baltimore, MD, USA
- Department of Neuroscience, Georgetown University Medical Center, Washington, DC, USA
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Peng S, Su H, Chen T, Li X, Du J, Jiang H, Zhao M. The Potential Regulatory Network of Glutamate Metabolic Pathway Disturbance in Chinese Han Withdrawal Methamphetamine Abusers. Front Genet 2021; 12:653443. [PMID: 33833781 PMCID: PMC8021790 DOI: 10.3389/fgene.2021.653443] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 03/01/2021] [Indexed: 12/15/2022] Open
Abstract
Objects To explore the long-term influence of methamphetamine abuse on metabolomics character, with gas chromatography-mass spectrometry (GS-MS) technology, and the potential regulatory network using the bioinformatics method. Methods Forty withdrawal methamphetamine abusers (WMA) were recruited from Shanghai Gaojing Forced Isolation Detoxification Institute. Forty healthy controls (HC) were recruited from society. GS-MS technology was used to detect metabolic products in serum. A bioinformatics method was used to build a regulatory network. Q-PCR was used to detect the candidate gene expressions, and ELISA was used to detect the regulatory enzyme expressions. Results Four pathways were significantly changed in the MA compared to the HC: (1) the arginine synthesis pathway, (2) alanine, aspartic acid and glutamate metabolic pathway, (3) cysteine and methionine metabolic pathway, and (4) the ascorbate and aldarate pathway (enrichment analysis p < 0.05, Impactor factor > 0.2). When focusing on the ‘Alanine, aspartate, and glutamate metabolism’ pathway, a regulatory network was established, and the expression of candidate regulatory genes and enzymes was verified. It was found that the expression of DLG2 (Discs large MAGUK scaffold protein 2), PLA2G4 (Phospholipase A2 group IVE), PDE4D (Phosphodiesterase 4D), PDE4B (Phosphodiesterase 4B), and EPHB2 (Ephrin type-B receptor 2) were significantly different between the two groups (p < 0.05), However, after adjusting for age and BMI, only DLG2, PLA2G4, and EPHB2 remained significant (p < 0.05). The expression of enzymes was not significantly different (p > 0.05). Conclusion Methamphetamine abuse influences the metabolic process in the long term, and DLG2, PLA2G4, and EPHB2 may regulate the glutamate metabolism pathway.
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Affiliation(s)
- Sufang Peng
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hang Su
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Tianzhen Chen
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaotong Li
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jiang Du
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haifeng Jiang
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Min Zhao
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Shanghai Key Laboratory of Psychotic Disorders, Shanghai, China.,CAS Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, Shanghai, China
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7
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Kärkkäinen O, Klåvus A, Voutilainen A, Virtanen J, Lehtonen M, Auriola S, Kauhanen J, Rysä J. Changes in Circulating Metabolome Precede Alcohol-Related Diseases in Middle-Aged Men: A Prospective Population-Based Study With a 30-Year Follow-Up. Alcohol Clin Exp Res 2020; 44:2457-2467. [PMID: 33067815 DOI: 10.1111/acer.14485] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 09/16/2020] [Accepted: 10/12/2020] [Indexed: 12/15/2022]
Abstract
BACKGROUND Heavy alcohol use has been associated with altered circulating metabolome. We investigated whether changes in the circulating metabolome precede incident diagnoses of alcohol-related diseases. METHODS This is a prospective population-based cohort study where the participants were 42- to 60-year-old males at baseline (years 1984 to 1989). Subjects who received a diagnosis for an alcohol-related disease during the follow-up were defined as cases (n = 92, mean follow-up of 13.6 years before diagnosis). Diagnoses were obtained through linkage with national health registries. We used 2 control groups: controls who self-reported similar levels of alcohol use as compared to cases at baseline (alcohol-controls, n = 92), and controls who self-reported only light drinking at baseline (control-controls, n = 90). A nontargeted metabolomics analysis of baseline serum samples was performed. RESULTS There were significant differences between the study groups in the baseline serum levels of 64 metabolites: in amino acids (e.g., glutamine [FDR-corrected q-value = 0.0012]), glycerophospholipids (e.g., lysophosphatidylcholine 16:1 [q = 0.0008]), steroids (e.g., cortisone [q = 0.00001]), and fatty acids (e.g., palmitoleic acid [q = 0.0031]). The main finding was that after controlling for baseline levels of self-reported alcohol use and the biomarker of alcohol use, gamma-glutamyl transferase, and when compared to both alcohol-control and control-control group, the alcohol-case group had lower serum levels of asparagine (Cohen's d = -0.48 [95% CI -0.78 to -0.19] and d = -0.49 [-0.78 to -0.19], respectively) and serotonin (d = -0.45 [-0.74 to -0.15], and d = -0.46 [-0.75 to -0.16], respectively), with no difference between the two control groups (asparagine d = 0.00 [-0.29 to 0.29] and serotonin d = -0.01 [-0.30 to 0.29]). CONCLUSIONS Changes in the circulating metabolome, especially lower serum levels of asparagine and serotonin, are associated with later diagnoses of alcohol-related diseases, even after adjustment for the baseline level of alcohol use.
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Affiliation(s)
- Olli Kärkkäinen
- From the, School of Pharmacy, (OK, ML, SA, JR), University of Eastern Finland, Kuopio, Finland
| | - Anton Klåvus
- Institute of Public Health and Clinical Nutrition, (AK, AV, JV, JK), University of Eastern Finland, Kuopio, Finland
| | - Ari Voutilainen
- Institute of Public Health and Clinical Nutrition, (AK, AV, JV, JK), University of Eastern Finland, Kuopio, Finland
| | - Jyrki Virtanen
- Institute of Public Health and Clinical Nutrition, (AK, AV, JV, JK), University of Eastern Finland, Kuopio, Finland
| | - Marko Lehtonen
- From the, School of Pharmacy, (OK, ML, SA, JR), University of Eastern Finland, Kuopio, Finland
| | - Seppo Auriola
- From the, School of Pharmacy, (OK, ML, SA, JR), University of Eastern Finland, Kuopio, Finland
| | - Jussi Kauhanen
- Institute of Public Health and Clinical Nutrition, (AK, AV, JV, JK), University of Eastern Finland, Kuopio, Finland
| | - Jaana Rysä
- From the, School of Pharmacy, (OK, ML, SA, JR), University of Eastern Finland, Kuopio, Finland
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8
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Deda O, Virgiliou C, Armitage EG, Orfanidis A, Taitzoglou I, Wilson ID, Loftus N, Gika HG. Metabolic Phenotyping Study of Mouse Brains Following Acute or Chronic Exposures to Ethanol. J Proteome Res 2020; 19:4071-4081. [PMID: 32786683 DOI: 10.1021/acs.jproteome.0c00440] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The chronic and acute effect of ethanol administration on the metabolic phenotype of mouse brain was studied in a C57BL/6 mouse model of ethanol abuse using both untargeted and targeted ultra performance liquid chromatography-tandem mass spectrometry. Two experiments based on either chronic (8 week) exposure to ethanol of both male and female mice or acute exposure of male mice for 11 days, plus 2 oral gavage doses of 25% ethanol, were undertaken. Marked differences were found in amino acids, nucleotides, nucleosides, and related metabolites as well as a number of different lipids. Using untargeted metabolite profiling, acute ethanol exposure found significant decreases in several metabolites including nucleosides, fatty acids, glycerophosphocholine, and a number of phospholipids, while chronic exposure resulted in increases in several amino acids with notable decreases in adenosine, acetylcarnitine, and galactosylceramides. Similarly, targeted metabolite analysis, focusing on the hydrophilic fraction of the brain tissue extract, identified significant decreases in the metabolism of amino acids and derivatives, as well as purine degradation especially after chronic exposure to ethanol.
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Affiliation(s)
- Olga Deda
- Laboratory of Forensic Medicine and Toxicology, Department of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece.,Biomic_Auth, Bioanalysis and Omics Lab, Centre for Interdisciplinary Research of Aristotle University of Thessaloniki, Innovation Area of Thessaloniki, Thermi 57001, Greece
| | - Christina Virgiliou
- Biomic_Auth, Bioanalysis and Omics Lab, Centre for Interdisciplinary Research of Aristotle University of Thessaloniki, Innovation Area of Thessaloniki, Thermi 57001, Greece.,Department of Chemistry, Aristotle University, Thessaloniki 54124, Greece
| | | | - Amvrosios Orfanidis
- Laboratory of Forensic Medicine and Toxicology, Department of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece
| | - Ioannis Taitzoglou
- School of Veterinary Medicine, Aristotle University, Thessaloniki 54124, Greece
| | - Ian D Wilson
- Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College, London SW7 2AZ, U.K
| | - Neil Loftus
- Shimadzu Corporation, Manchester M17 1GP, U.K
| | - Helen G Gika
- Laboratory of Forensic Medicine and Toxicology, Department of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece.,Biomic_Auth, Bioanalysis and Omics Lab, Centre for Interdisciplinary Research of Aristotle University of Thessaloniki, Innovation Area of Thessaloniki, Thermi 57001, Greece
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9
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Jongenelis MI, Pierce H, Keric D, Stafford J, Jongenelis G, Pettigrew S. Are Australian regulatory codes adequate in scope to protect youth from alcohol advertising? Health Promot J Austr 2020; 32 Suppl 2:212-217. [PMID: 33439536 DOI: 10.1002/hpja.410] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2020] [Revised: 08/13/2020] [Accepted: 08/15/2020] [Indexed: 12/25/2022] Open
Abstract
ISSUE ADDRESSED Exposure to alcohol advertising has been found to be associated with more positive attitudes toward alcohol and heavier drinking among youth. Appropriate regulation of alcohol advertising is thus crucial for reducing use among members of this population group. To assist policy makers in their alcohol control efforts, this study explored the scope of Australian alcohol advertising codes and the extent to which they address issues relating to youth exposure. METHODS Two researchers assessed 628 unique alcohol advertisements against youth-related provisions of the Alcohol Advertising Review Board (AARB) Code and Alcohol Beverages Advertising Code (ABAC). A third researcher resolved discrepancies. The ads sampled were those that had been the subject of formal complaints to the AARB. RESULTS Most (94%) ads were assessed as violating at least one of the AARB Code provisions relating to youth, while 36% were found to violate at least one of the ABAC youth provisions. The most frequently violated AARB Code provision related to placement, with 88% of ads located in places or broadcast at times where young people were likely to be exposed. The most frequently violated ABAC provision related to appeal to minors (33%). CONCLUSIONS Results indicate that self-regulation is an ineffective means of protecting youth from alcohol advertising, with the ABAC failing to capture many ads featuring content that appeals to youth. SO WHAT?: Greater efforts are required to protect youth from alcohol advertising. Findings from the present study reinforce calls for mandatory, evidence-based regulation that is administered independently of the alcohol industry. SUMMARY An analysis of 628 unique alcohol advertisements found that the vast majority were in violation of the AARB Code's youth-related provisions whereas substantially fewer were in violation of the ABAC, supporting arguments that self-regulation is an ineffective means of protecting youth from alcohol advertising.
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Affiliation(s)
- Michelle I Jongenelis
- Melbourne Centre for Behaviour Change, Melbourne School of Psychological Sciences, University of Melbourne, Parkville, VIC, Australia
| | - Hannah Pierce
- Public Health Advocacy Institute of Western Australia, Curtin University, Perth, WA, Australia.,Cancer Council Western Australia, Subiaco, WA, Australia
| | - Danica Keric
- Public Health Advocacy Institute of Western Australia, Curtin University, Perth, WA, Australia.,Cancer Council Western Australia, Subiaco, WA, Australia
| | - Julia Stafford
- Public Health Advocacy Institute of Western Australia, Curtin University, Perth, WA, Australia.,Cancer Council Western Australia, Subiaco, WA, Australia
| | | | - Simone Pettigrew
- School of Public Health and Community Medicine, University of New South Wales, Sydney, NSW, Australia
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10
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Shen Q, Heikkinen N, Kärkkäinen O, Gröhn H, Könönen M, Liu Y, Kaarre O, Zhang Z, Tan C, Tolmunen T, Vanninen R. Effects of long-term adolescent alcohol consumption on white matter integrity and their correlations with metabolic alterations. Psychiatry Res Neuroimaging 2019; 294:111003. [PMID: 31726326 DOI: 10.1016/j.pscychresns.2019.111003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2019] [Revised: 10/24/2019] [Accepted: 10/25/2019] [Indexed: 12/28/2022]
Abstract
Alcohol-related white matter (WM) microstructural changes have not been fully elucidated in adolescents. We aimed to investigate influences of subclinical alcohol use during adolescence on WM microstructure and to characterize those with serum metabolic alterations. 35 moderate-to-heavy drinkers (15 males, 20 females) and 27 controls (12 males, 15 females) were selected based on their ten-year Alcohol Use Disorders Identification Test scores measured at three time points. Magnetic resonance imaging was conducted at endpoint time. Whole brain analysis of fractional anisotropy (FA) was performed. Diffusivity indices in the significant regions were computed for between-group comparisons and correlation analyses with serum metabolite concentrations. Decreased FA was found in moderate-to-heavy drinking men in anterior corpus callosum, superior/anterior corona radiata and right inferior fronto-occipital fasciculus, accompanied by increased radial diffusivity and a smaller area of reduced axial diffusivity, which correlated with serum metabolites playing roles in energy metabolism, myelination and axonal degeneration. No significant difference in FA was detected between female or mixed-gender moderate-to-heavy drinking subjects and controls, supporting gender differences in the relationship between adolescent alcohol use and neurodevelopmental trajectories. Future researches with longitudinal imaging data are warranted for comprehensive evaluation on potentially reversible effects of alcohol use over adolescent brain.
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Affiliation(s)
- Qin Shen
- Department of Radiology, the Second Xiangya Hospital of Central South University, Changsha, China; Department of Clinical Radiology, Kuopio University Hospital, Kuopio, Finland
| | - Noora Heikkinen
- Department of Clinical Radiology, Kuopio University Hospital, Kuopio, Finland; Doctoral Programme of Clinical Research, School of Medicine, University of Eastern Finland, Kuopio, Finland
| | - Olli Kärkkäinen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland; Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Finland; School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Heidi Gröhn
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Mervi Könönen
- Department of Clinical Radiology, Kuopio University Hospital, Kuopio, Finland; Department of Clinical Neurophysiology, Kuopio University Hospital, Kuopio, Finland
| | - Yawu Liu
- Department of Clinical Radiology, Kuopio University Hospital, Kuopio, Finland; Department of Neurology, University of Kuopio, Kuopio, Finland
| | - Outi Kaarre
- Doctoral Programme of Clinical Research, School of Medicine, University of Eastern Finland, Kuopio, Finland; Department of Adolescent Psychiatry, Kuopio University Hospital, Kuopio, Finland
| | - Zishu Zhang
- Department of Radiology, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Changlian Tan
- Department of Radiology, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Tommi Tolmunen
- Department of Psychiatry, Kuopio University Hospital, Kuopio, Finland; Department of Psychiatry, School of Medicine, University of Eastern Finland, Kuopio, Finland
| | - Ritva Vanninen
- Department of Clinical Radiology, Kuopio University Hospital, Kuopio, Finland; Department of Clinical Radiology, School of Medicine, University of Eastern Finland, Kuopio, Finland.
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11
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Voutilainen T, Kärkkäinen O. Changes in the Human Metabolome Associated With Alcohol Use: A Review. Alcohol Alcohol 2019; 54:225-234. [PMID: 31087088 DOI: 10.1093/alcalc/agz030] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2019] [Revised: 03/15/2019] [Accepted: 03/20/2019] [Indexed: 12/28/2022] Open
Abstract
AIMS The metabolome refers to the functional status of the cell, organ or the whole body. Metabolomic methods measure the metabolome (metabolite profile) which can be used to examine disease progression and treatment responses. Here, our aim was to review metabolomics studies examining effects of alcohol use in humans. METHODS We performed a literature search using PubMed and Web of Science for reports on changes in the human metabolite profile associated with alcohol use; we found a total of 23 articles published before end of 2018. RESULTS Most studies had investigated plasma, serum or urine samples; only four studies had examined other sample types (liver, faeces and broncho-alveolar lavage fluid). Levels of 51 metabolites were altered in two or more of the reviewed studies. Alcohol use was associated with changes in the levels of lipids and amino acids. In general, levels of fatty acids, phosphatidylcholine diacyls and steroid metabolites tended to increase, whereas those of phosphatidylcholine acyl-alkyls and hydroxysphingomyelins declined. Common alterations in circulatory levels of amino acids included decreased levels of glutamine, and increased levels of tyrosine and alanine. CONCLUSIONS More studies, especially with a longitudinal study design, or using more varied sample materials (e.g. organs or saliva), are needed to clarify alcohol-induced diseases and alterations at a target organ level. Hopefully, this will lead to the discovery of new treatments, improved recognition of individuals at high risk and identification of those subjects who would benefit most from certain treatments.
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Affiliation(s)
- Taija Voutilainen
- School of Pharmacy, University of Eastern Finland, Yliopistonranta 1, Kuopio, Finland
| | - Olli Kärkkäinen
- School of Pharmacy, University of Eastern Finland, Yliopistonranta 1, Kuopio, Finland
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12
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Grilz E, Notley C, Palmer R, Pearson R. Clinical News. Br J Hosp Med (Lond) 2018; 79:428-431. [PMID: 30070951 DOI: 10.12968/hmed.2018.79.8.428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Ella Grilz
- PhD Student, Pabinger & Ay Laboratory, Clinical Division of Haematology, Department of Medicine I, Medical University of Vienna, Vienna, Austria
| | - Caitlin Notley
- Senior Lecturer in Mental Health, Faculty of Medicine and Health, Norwich Medical School, University of East Anglia, Norwich
| | - Rebecca Palmer
- Reader in Communication and Stroke Rehabilitation, Rehabilitation and Assistive Technology Group, ScHARR (School of Health and Related Research), The University of Sheffield, Sheffield
| | - Rebecca Pearson
- Lecturer in Psychiatric Epidemiology, Bristol Medical School, Bristol
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