Gut microbiome structure and metabolic activity in inflammatory bowel disease

The inflammatory bowel diseases (IBDs), which include Crohn’s disease (CD) and ulcerative colitis (UC), are multifactorial chronic conditions of the gastrointestinal tract. While IBD has been associated with dramatic changes in the gut microbiota, changes in the gut metabolome—the molecular interface between host and microbiota—are less well understood. To address this gap, we performed untargeted metabolomic and shotgun metagenomic profiling of cross-sectional stool samples from discovery (n = 155) and validation (n = 65) cohorts of CD, UC and non-IBD control patients. Metabolomic and metagenomic profiles were broadly correlated with faecal calprotectin levels (a measure of gut inflammation). Across >8,000 measured metabolite features, we identified chemicals and chemical classes that were differentially abundant in IBD, including enrichments for sphingolipids and bile acids, and depletions for triacylglycerols and tetrapyrroles. While > 50% of differentially abundant metabolite features were uncharacterized, many could be assigned putative roles through metabolomic ‘guilt by association’ (covariation with known metabolites). Differentially abundant species and functions from the metagenomic profiles reflected adaptation to oxidative stress in the IBD gut, and were individually consistent with previous findings. Integrating these data, however, we identified 122 robust associations between differentially abundant species and well-characterized differentially abundant metabolites, indicating possible mechanistic relationships that are perturbed in IBD. Finally, we found that metabolome- and metagenome-based classifiers of IBD status were highly accurate and, like the vast majority of individual trends, generalized well to the independent validation cohort. Our findings thus provide an improved understanding of perturbations of the microbiome–metabolome interface in IBD, including identification of many potential diagnostic and therapeutic targets.Using metabolomics and shotgun metagenomics on stool samples from individuals with and without inflammatory bowel disease, metabolites, microbial species and genes associated with disease were identified and validated in an independent cohort.

[1]  L. Galland Magnesium and inflammatory bowel disease. , 1988, Magnesium.

[2]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[3]  Joshua M. Stuart,et al.  A Gene-Coexpression Network for Global Discovery of Conserved Genetic Modules , 2003, Science.

[4]  Cathy H. Wu,et al.  UniProt: the Universal Protein knowledgebase , 2004, Nucleic Acids Res..

[5]  Atul J. Butte,et al.  Systematic survey reveals general applicability of "guilt-by-association" within gene coexpression networks , 2005, BMC Bioinformatics.

[6]  G. Mullin,et al.  Increased oxidative stress and decreased antioxidant defenses in mucosa of inflammatory bowel disease , 1996, Digestive Diseases and Sciences.

[7]  P. Mortensen,et al.  Influence of intestinal inflammation (IBD) and small and large bowel length on fecal short-chain fatty acids and lactate , 1995, Digestive Diseases and Sciences.

[8]  T. Langmann,et al.  Alterations in intestinal fatty acid metabolism in inflammatory bowel disease. , 2006, Biochimica et biophysica acta.

[9]  T. Jaskowski,et al.  Analysis of Serum Antibodies in Patients Suspected of Having Inflammatory Bowel Disease , 2006, Clinical and Vaccine Immunology.

[10]  N. Pace,et al.  Molecular-phylogenetic characterization of microbial community imbalances in human inflammatory bowel diseases , 2007, Proceedings of the National Academy of Sciences.

[11]  Ying Zhang,et al.  HMDB: the Human Metabolome Database , 2007, Nucleic Acids Res..

[12]  I. Wilson,et al.  Rapid and noninvasive metabonomic characterization of inflammatory bowel disease. , 2007, Journal of proteome research.

[13]  J. Jansson,et al.  Metabolomics Reveals Metabolic Biomarkers of Crohn's Disease , 2009, PloS one.

[14]  W. R. Wikoff,et al.  Metabolomics analysis reveals large effects of gut microflora on mammalian blood metabolites , 2009, Proceedings of the National Academy of Sciences.

[15]  W. Lehmann,et al.  Alterations of phospholipid concentration and species composition of the intestinal mucus barrier in ulcerative colitis: A clue to pathogenesis , 2009, Inflammatory bowel diseases.

[16]  J. Doré,et al.  Low counts of Faecalibacterium prausnitzii in colitis microbiota , 2009, Inflammatory bowel diseases.

[17]  A. Desbois,et al.  Antibacterial free fatty acids: activities, mechanisms of action and biotechnological potential , 2010, Applied Microbiology and Biotechnology.

[18]  J. German,et al.  Saturated Fats: A Perspective from Lactation and Milk Composition , 2010, Lipids.

[19]  H. Sokol,et al.  The intestinal microbiota in inflammatory bowel diseases: time to connect with the host , 2010, Current opinion in gastroenterology.

[20]  G. Rogler,et al.  Sphingomyelin induces cathepsin D-mediated apoptosis in intestinal epithelial cells and increases inflammation in DSS colitis , 2010, Gut.

[21]  P. Vandamme,et al.  Dysbiosis of the faecal microbiota in patients with Crohn's disease and their unaffected relatives , 2011, Gut.

[22]  E. K. Kemsley,et al.  Metabolomics of fecal extracts detects altered metabolic activity of gut microbiota in ulcerative colitis and irritable bowel syndrome. , 2011, Journal of proteome research.

[23]  Timothy L. Tickle,et al.  Dysfunction of the intestinal microbiome in inflammatory bowel disease and treatment , 2012, Genome Biology.

[24]  Steven L Salzberg,et al.  Fast gapped-read alignment with Bowtie 2 , 2012, Nature Methods.

[25]  C. Huttenhower,et al.  Metagenomic microbial community profiling using unique clade-specific marker genes , 2012, Nature Methods.

[26]  H. Sokol,et al.  Connecting dysbiosis, bile-acid dysmetabolism and gut inflammation in inflammatory bowel diseases , 2012, Gut.

[27]  W. Garrett,et al.  The Microbial Metabolites, Short-Chain Fatty Acids, Regulate Colonic Treg Cell Homeostasis , 2013, Science.

[28]  Roger G. Linington,et al.  Molecular networking as a dereplication strategy. , 2013, Journal of natural products.

[29]  A. De Luca,et al.  Tryptophan catabolites from microbiota engage aryl hydrocarbon receptor and balance mucosal reactivity via interleukin-22. , 2013, Immunity.

[30]  Paul M. Ruegger,et al.  Integrative analysis of the microbiome and metabolome of the human intestinal mucosal surface reveals exquisite inter-relationships , 2013, Microbiome.

[31]  C. Brocker,et al.  PPARα-dependent exacerbation of experimental colitis by the hypolipidemic drug fenofibrate. , 2014, American journal of physiology. Gastrointestinal and liver physiology.

[32]  Timothy L. Tickle,et al.  Pediatric Crohn disease patients exhibit specific ileal transcriptome and microbiome signature. , 2014, The Journal of clinical investigation.

[33]  Se Jin Song,et al.  The treatment-naive microbiome in new-onset Crohn's disease. , 2014, Cell host & microbe.

[34]  P. Rutgeerts,et al.  Faecal metabolite profiling identifies medium-chain fatty acids as discriminating compounds in IBD , 2014, Gut.

[35]  Gary D. Wu Diet, the gut microbiome and the metabolome in IBD. , 2014, Nestle Nutrition Institute workshop series.

[36]  C. Huttenhower,et al.  Inflammatory bowel disease as a model for translating the microbiome. , 2014, Immunity.

[37]  S. Zeissig,et al.  Sphingolipids from a Symbiotic Microbe Regulate Homeostasis of Host Intestinal Natural Killer T Cells , 2014, Cell.

[38]  U. Günther,et al.  Metabonomics of human fecal extracts characterize ulcerative colitis, Crohn’s disease and healthy individuals , 2014, Metabolomics.

[39]  Björn Usadel,et al.  Trimmomatic: a flexible trimmer for Illumina sequence data , 2014, Bioinform..

[40]  Sunhong Kim,et al.  Perspectives on the therapeutic potential of short-chain fatty acid receptors , 2014, BMB reports.

[41]  R. Knight,et al.  Finding the missing links among metabolites, microbes, and the host. , 2014, Immunity.

[42]  Andrew H. Van Benschoten,et al.  Discovery and characterization of gut microbiota decarboxylases that can produce the neurotransmitter tryptamine. , 2014, Cell host & microbe.

[43]  A. Kostic,et al.  An integrative view of microbiome-host interactions in inflammatory bowel diseases. , 2015, Cell host & microbe.

[44]  W. Sandborn,et al.  C-Reactive Protein, Fecal Calprotectin, and Stool Lactoferrin for Detection of Endoscopic Activity in Symptomatic Inflammatory Bowel Disease Patients: A Systematic Review and Meta-Analysis , 2015, The American Journal of Gastroenterology.

[45]  A. Zhernakova,et al.  Cohort profile: LifeLines DEEP, a prospective, general population cohort study in the northern Netherlands: study design and baseline characteristics , 2015, BMJ Open.

[46]  Peter B. McGarvey,et al.  UniRef clusters: a comprehensive and scalable alternative for improving sequence similarity searches , 2014, Bioinform..

[47]  Eric Z. Chen,et al.  Inflammation, Antibiotics, and Diet as Environmental Stressors of the Gut Microbiome in Pediatric Crohn's Disease. , 2015, Cell host & microbe.

[48]  Chao Xie,et al.  Fast and sensitive protein alignment using DIAMOND , 2014, Nature Methods.

[49]  Cathy H. Wu,et al.  UniProt: the universal protein knowledgebase , 2016, Nucleic Acids Research.

[50]  D. McKay,et al.  Butyrate enhances antibacterial effects while suppressing other features of alternative activation in IL-4-induced macrophages. , 2016, American journal of physiology. Gastrointestinal and liver physiology.

[51]  Loubna Abdel Hadi,et al.  Fostering Inflammatory Bowel Disease: Sphingolipid Strategies to Join Forces , 2016, Mediators of inflammation.

[52]  Paul M. Ruegger,et al.  A Disease-Associated Microbial and Metabolomics State in Relatives of Pediatric Inflammatory Bowel Disease Patients , 2016, Cellular and molecular gastroenterology and hepatology.

[53]  R. Xavier,et al.  CARD9 impacts colitis by altering gut microbiota metabolism of tryptophan into aryl hydrocarbon receptor ligands , 2016, Nature Medicine.

[54]  C. Huttenhower,et al.  Interplay of host genetics and gut microbiota underlying the onset and clinical presentation of inflammatory bowel disease , 2016, Gut.

[55]  T. Zisman,et al.  The microbiota in inflammatory bowel disease: current and therapeutic insights , 2017, Journal of inflammation research.

[56]  Ivan V. Protsyuk,et al.  Coupling Targeted and Untargeted Mass Spectrometry for Metabolome-Microbiome-Wide Association Studies of Human Fecal Samples. , 2017, Analytical chemistry.

[57]  L. Lichtenstein,et al.  P478 The current place of probiotics in treatment of pouchitis: systematic review. , 2017, Journal of Crohn's & colitis.

[58]  W. D. de Vos,et al.  Faecal and Serum Metabolomics in Paediatric Inflammatory Bowel Disease , 2016, Journal of Crohn's & colitis.

[59]  D. Artis,et al.  Regulation of inflammation by microbiota interactions with the host , 2017, Nature Immunology.

[60]  Luke R. Thompson,et al.  Species-level functional profiling of metagenomes and metatranscriptomes , 2018, Nature Methods.

[61]  M. Delgado-Rodríguez,et al.  Systematic review and meta-analysis. , 2017, Medicina intensiva.