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Downloaded from the VFDB Data- Base (Virulence Factors Database) Containing Nucleotide Sample Collection and Metagenomic Sequencing Sequences of 2585 Genes [53] Dubinkina et al. Microbiome (2017) 5:141 DOI 10.1186/s40168-017-0359-2 RESEARCH Open Access Links of gut microbiota composition with alcohol dependence syndrome and alcoholic liver disease Veronika B. Dubinkina1,2,3,4, Alexander V. Tyakht2,5*, Vera Y. Odintsova2, Konstantin S. Yarygin1,2, Boris A. Kovarsky2, Alexander V. Pavlenko1,2, Dmitry S. Ischenko1,2, Anna S. Popenko2, Dmitry G. Alexeev1,2, Anastasiya Y. Taraskina6, Regina F. Nasyrova6, Evgeny M. Krupitsky6, Nino V. Shalikiani7, Igor G. Bakulin7, Petr L. Shcherbakov7, Lyubov O. Skorodumova2, Andrei K. Larin2, Elena S. Kostryukova1,2, Rustam A. Abdulkhakov8, Sayar R. Abdulkhakov8,9, Sergey Y. Malanin9, Ruzilya K. Ismagilova9, Tatiana V. Grigoryeva9, Elena N. Ilina2 and Vadim M. Govorun1,2 Abstract Background: Alcohol abuse has deleterious effects on human health by disrupting the functions of many organs and systems. Gut microbiota has been implicated in the pathogenesis of alcohol-related liver diseases, with its composition manifesting expressed dysbiosis in patients suffering from alcoholic dependence. Due to its inherent plasticity, gut microbiota is an important target for prevention and treatment of these diseases. Identification of the impact of alcohol abuse with associated psychiatric symptoms on the gut community structure is confounded by the liver dysfunction. In order to differentiate the effects of these two factors, we conducted a comparative “shotgun” metagenomic survey of 99 patients with the alcohol dependence syndrome represented by two cohorts—with and without liver cirrhosis. The taxonomic and functional composition of the gut microbiota was subjected to a multifactor analysis including comparison with the external control group. Results: Alcoholic dependence and liver cirrhosis were associated with profound shifts in gut community structures and metabolic potential across the patients. The specific effects on species-level community composition were remarkably different between cohorts with and without liver cirrhosis. In both cases, the commensal microbiota was found to be depleted. Alcoholic dependence was inversely associated with the levels of butyrate-producing species from the Clostridiales order, while the cirrhosis—with multiple members of the Bacteroidales order. The opportunist pathogens linked to alcoholic dependence included pro-inflammatory Enterobacteriaceae, while the hallmarks of cirrhosis included an increase of oral microbes in the gut and more frequent occurrence of abnormal community structures. Interestingly, each of the two factors was associated with the expressed enrichment in many Bifidobacterium and Lactobacillus—but the exact set of the species was different between alcoholic dependence and liver cirrhosis. At the level of functional potential, the patients showed different patterns of increase in functions related to alcohol metabolism and virulence factors, as well as pathways related to inflammation. (Continued on next page) * Correspondence: [email protected] 2Federal Research and Clinical Center of Physical-Chemical Medicine, Malaya Pirogovskaya 1a, Moscow 119435, Russia 5ITMO University, Kronverkskiy pr. 49, Saint-Petersburg 197101, Russia Full list of author information is available at the end of the article © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Dubinkina et al. Microbiome (2017) 5:141 Page 2 of 14 (Continued from previous page) Conclusions: Multiple shifts in the community structure and metabolic potential suggest strong negative influence of alcohol dependence and associated liver dysfunction on gut microbiota. The identified differences in patterns of impact between these two factors are important for planning of personalized treatment and prevention of these pathologies via microbiota modulation. Particularly, the expansion of Bifidobacterium and Lactobacillus suggests that probiotic interventions for patients with alcohol-related disorders using representatives of the same taxa should be considered with caution. Taxonomic and functional analysis shows an increased propensity of the gut microbiota to synthesis of the toxic acetaldehyde, suggesting higher risk of colorectal cancer and other pathologies in alcoholics. Keywords: Metagenome, Human gut microbiota, Alcoholic dependence syndrome, Alcoholic liver cirrhosis, Bifidobacterium, Lactobacillus, Gut-brain axis, Virulence factors, Acetaldehyde, Background that the gut microbiota can play a significant role in the The majority of adult population consumes alcohol in onset and progression of the alcoholic liver disease (ALD) various quantities, and alcoholism is the leading cause of [11, 12], nonalcoholic fat liver disease (NAFLD) [13], non- premature deaths in the world [1]. Long-term alcohol alcoholic steatohepatitis (NASH) [11], and other liver dys- abuse exerts a spectrum of potent effects on different functions. One of the proposed mechanisms is via a direct body systems, ranging from psychiatric symptoms, mal- impact of the microbial products like endotoxins on liver, nutrition and chronic pancreatitis to alcoholic liver dis- as it interacts with the gut both directly via the hepatic ar- ease, hepatocellular carcinoma, and coronary heart tery as well as indirectly via the metabolism of bile acids disease. Alcoholism increases the risk of oropharyngeal [14]. However, the mechanisms of such interactions are and esophageal cancer. Central and peripheral nervous yet to be elucidated. The gut microbial community of pa- systems are vulnerable and strongly affected by ethanol. tients with ALC is known to be dysbiotic; its composition is As diet is one of the major factors affecting the commu- characteristic by increased presence of Proteobacteria (par- nity structure and functional potential of gut microbiota ticularly, Gammaproteobacteria) and Bacilli.Theseshifts [2], alcohol and the products of its degradation by hu- aremirroredbyadecreaseinthecommensaltaxaClos- man organism can strongly modulate the human gut tridia, Bacteroidetes,andRuminococcaceae,aswellas microbiota [3]. Moreover, gut dysbiosis contribute to Lactobacillus and Bifidobacterium. A significant reduction neuroinflammation in the context of alcohol exposure of Lachnospiraceae, Roseburia, Faecalibacterium,andBlau- and withdrawal, subsequently leading to the psychiatric tia levels contributes to intestinal bacterial overgrowth, symptoms of alcoholism—an understanding concordant which, together with the acetaldehyde-caused increased in- with the concept of “gut-brain axis” [4]. However, most testinal permeability, leads to an increased blood concentra- studies of alcohol dependence syndrome (ADS) are fo- tions of endotoxins and activation of inflammatory cused on examining the neurophysiologic effects as well cascades likely inducing liver damage [7, 15–17]. as its action on the functions of liver and other organs, Liver dysfunction is a major confounding factor in sur- while the question of how alcohol dependence impacts veys of gut microbiota in patients with ADS. In order to the gut microbiota to a large extent remains unexplored. identify the changes on microbiota composition and func- Recently, the application of cultivation-free approaches tions resulting from alcohol dependence and liver disease (qPCR and 16S rRNA metagenomic sequencing) demon- for the first time we conducted a “shotgun” metagenomic strated that the extent of alcohol impact on gut micro- analysis of stool samples from a group of patients suffering biota varies between individuals [5]. In a group of from alcoholism represented by two cohorts—patients patients with ADS, it was shown to be associated with a with ADS (without advanced liver disease) and patients decreased abundance of major commensal microbial with ALC (with advanced liver disease, i.e., liver cirrhosis). taxa, including Roseburia, Faecalibacterium, Blautia, In order to disentangle the effects of these two patholo- Bacteroides, and Lachnospiraceae, increased intestinal gies, we carried out a multifactor statistical analysis of the permeability, and inflammation [6–8]. metagenomic data. Moreover, we analyzed changes in the Alcoholism is commonly accompanied by a number of specific functional potential of microbiota linked to both pathologies each of which can individually shift the com- virulence factors and alcohol metabolism. position of the gut microbiota. Particularly, chronic alco- hol abuse is a factor strongly contributing to the Results pathogenesis of various liver diseases [9]. Alcoholic liver Cohorts of patients cirrhosis (ALC) develops in 10–15% of alcoholics [10]. A In total, 99 patients were enrolled in the study carried growing number of recent studies support the hypothesis out at three clinical centers in three Russian cities (see Dubinkina et al. Microbiome (2017) 5:141 Page 3 of 14 Table 1, the “Methods” section, and Additional file 1: genera and eight species: Bifidobacterium (B. longum, den- Table S1). The cohort included 72 patients with ADS, and tium,andbreve)andStreptococcus
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