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Orgaz C, Sánchez-Ruiz A, Colmenarejo G. Identifying and Filling the Chemobiological Gaps of Gut Microbial Metabolites. J Chem Inf Model 2024; 64:6778-6798. [PMID: 39165172 DOI: 10.1021/acs.jcim.4c00903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/22/2024]
Abstract
Human gut microbial metabolites are currently undergoing much research due to their involvement in multiple biological processes that are important for health, including immunity, metabolism, nutrition, and the nervous system. Metabolites exert their effect through interaction with host and bacterial proteins, suggesting the use of "metabolite-mimetic" molecules as drugs and nutraceutics. In the present work, we retrieve and analyze the full set of published interactions of these compounds with human and microbiome-relevant proteins and find patterns in their structure, chemical class, target class, and biological origins. In addition, we use virtual screening to expand (more than 4-fold) the interactions, validate them with retrospective analyses, and use bioinformatic tools to prioritize them based on biological relevance. In this way, we fill many of the chemobiological gaps observed in the published data. By providing these interactions, we expect to speed up the full clarification of the chemobiological space of these compounds by suggesting many reliable predictions for fast, focused experimental testing.
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Affiliation(s)
- Cristian Orgaz
- Biostatistics and Bioinformatics Unit, IMDEA Food, CEI UAM+CSIC, E28049 Madrid, Spain
| | - Andrés Sánchez-Ruiz
- Biostatistics and Bioinformatics Unit, IMDEA Food, CEI UAM+CSIC, E28049 Madrid, Spain
| | - Gonzalo Colmenarejo
- Biostatistics and Bioinformatics Unit, IMDEA Food, CEI UAM+CSIC, E28049 Madrid, Spain
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Ay Ü, Leníček M, Haider RS, Classen A, van Eijk H, Koelfat KV, van der Kroft G, Neumann UP, Hoffmann C, Bolm C, Olde Damink SW, Schaap FG. Microbially conjugated bile salts found in human bile activate the bile salt receptors TGR5 and FXR. Hepatol Commun 2024; 8:e0383. [PMID: 38517202 PMCID: PMC10962891 DOI: 10.1097/hc9.0000000000000383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 12/06/2023] [Indexed: 03/23/2024] Open
Abstract
BACKGROUND Bile salts of hepatic and microbial origin mediate interorgan cross talk in the gut-liver axis. Here, we assessed whether the newly discovered class of microbial bile salt conjugates (MBSCs) activate the main host bile salt receptors (Takeda G protein-coupled receptor 5 [TGR5] and farnesoid X receptor [FXR]) and enter the human systemic and enterohepatic circulation. METHODS N-amidates of (chenodeoxy) cholic acid and leucine, tyrosine, and phenylalanine were synthesized. Receptor activation was studied in cell-free and cell-based assays. MBSCs were quantified in mesenteric and portal blood and bile of patients undergoing pancreatic surgery. RESULTS MBSCs were activating ligands of TGR5 as evidenced by recruitment of Gsα protein, activation of a cAMP-driven reporter, and diminution of lipopolysaccharide-induced cytokine release from macrophages. Intestine-enriched and liver-enriched FXR isoforms were both activated by MBSCs, provided that a bile salt importer was present. The affinity of MBSCs for TGR5 and FXR was not superior to host-derived bile salt conjugates. Individual MBSCs were generally not detected (ie, < 2.5 nmol/L) in human mesenteric or portal blood, but Leu-variant and Phe-variant were readily measurable in bile, where MBSCs comprised up to 213 ppm of biliary bile salts. CONCLUSIONS MBSCs activate the cell surface receptor TGR5 and the transcription factor FXR and are substrates for intestinal (apical sodium-dependent bile acid transporter) and hepatic (Na+ taurocholate co-transporting protein) transporters. Their entry into the human circulation is, however, nonsubstantial. Given low systemic levels and a surplus of other equipotent bile salt species, the studied MBSCs are unlikely to have an impact on enterohepatic TGR5/FXR signaling in humans. The origin and function of biliary MBSCs remain to be determined.
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Affiliation(s)
- Ümran Ay
- Department of General, Visceral and Transplant Surgery, University Hospital Aachen, Aachen, Germany
| | - Martin Leníček
- Institute of Medical Biochemistry and Laboratory Diagnostics, Faculty General Hospital and First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Raphael S. Haider
- Institute of Molecular Cell Biology, Center for Molecular Biomedicine, Jena University Hospital, Jena, Germany
- Division of Physiology, Pharmacology and Neuroscience, School of Life Sciences, Queen’s Medical Center, University of Nottingham, Nottingham, United Kingdom
- Center of Membrane Protein and Receptors, Universities of Birmingham and Nottingham, Midlands, United Kingdom
| | - Arno Classen
- Institute of Organic Chemistry, RWTH Aachen University, Aachen, Germany
| | - Hans van Eijk
- Department of Surgery, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, The Netherlands
| | - Kiran V.K. Koelfat
- Department of General, Visceral and Transplant Surgery, University Hospital Aachen, Aachen, Germany
| | - Gregory van der Kroft
- Department of General, Visceral and Transplant Surgery, University Hospital Aachen, Aachen, Germany
| | - Ulf. P. Neumann
- Department of General, Visceral and Transplant Surgery, University Hospital Aachen, Aachen, Germany
- Department of Surgery, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, The Netherlands
| | - Carsten Hoffmann
- Institute of Molecular Cell Biology, Center for Molecular Biomedicine, Jena University Hospital, Jena, Germany
| | - Carsten Bolm
- Institute of Organic Chemistry, RWTH Aachen University, Aachen, Germany
| | - Steven W.M. Olde Damink
- Department of General, Visceral and Transplant Surgery, University Hospital Aachen, Aachen, Germany
- Department of Surgery, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, The Netherlands
| | - Frank G. Schaap
- Department of General, Visceral and Transplant Surgery, University Hospital Aachen, Aachen, Germany
- Department of Surgery, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, The Netherlands
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Karlov DS, Long SL, Zeng X, Xu F, Lal K, Cao L, Hayoun K, Lin J, Joyce SA, Tikhonova IG. Characterization of the mechanism of bile salt hydrolase substrate specificity by experimental and computational analyses. Structure 2023; 31:629-638.e5. [PMID: 36963397 DOI: 10.1016/j.str.2023.02.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 02/02/2023] [Accepted: 02/27/2023] [Indexed: 03/26/2023]
Abstract
Bile salt hydrolases (BSHs) are currently being investigated as target enzymes for metabolic regulators in humans and as growth promoters in farm animals. Understanding structural features underlying substrate specificity is necessary for inhibitor design. Here, we used a multidisciplinary workflow including mass spectrometry, mutagenesis, molecular dynamic simulations, machine learning, and crystallography to demonstrate substrate specificity in Lactobacillus salivarius BSH, the most abundant enzyme in human and farm animal intestines. We show the preference of substrates with a taurine head and a dehydroxylated sterol ring for hydrolysis. A regression model that correlates the relative rates of hydrolysis of various substrates in various enzyme mutants with the residue-substrate interaction energies guided the identification of structural determinants of substrate binding and specificity. In addition, we found T208 from another BSH protomer regulating the hydrolysis. The designed workflow can be used for fast and comprehensive characterization of enzymes with a broad range of substrates.
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Affiliation(s)
- Dmitry S Karlov
- School of Pharmacy, Medical Biology Centre, Queen's University Belfast, BT9 7BL Northern Ireland, UK
| | - Sarah L Long
- School of Biochemistry and Cell Biology, University College Cork, Cork T12 YT20, Ireland; APC Microbiome Ireland, University College Cork, Cork T12 YT20, Ireland
| | - Ximin Zeng
- Department of Animal Science, The University of Tennessee, Knoxville, TN 37996, USA
| | - Fuzhou Xu
- Department of Animal Science, The University of Tennessee, Knoxville, TN 37996, USA; Institute of Animal Husbandry and Veterinary Medicine, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
| | - Kanhaya Lal
- School of Pharmacy, Medical Biology Centre, Queen's University Belfast, BT9 7BL Northern Ireland, UK
| | - Liu Cao
- Department of Animal Science, The University of Tennessee, Knoxville, TN 37996, USA
| | - Karim Hayoun
- School of Biochemistry and Cell Biology, University College Cork, Cork T12 YT20, Ireland; APC Microbiome Ireland, University College Cork, Cork T12 YT20, Ireland
| | - Jun Lin
- Department of Animal Science, The University of Tennessee, Knoxville, TN 37996, USA.
| | - Susan A Joyce
- School of Biochemistry and Cell Biology, University College Cork, Cork T12 YT20, Ireland; APC Microbiome Ireland, University College Cork, Cork T12 YT20, Ireland.
| | - Irina G Tikhonova
- School of Pharmacy, Medical Biology Centre, Queen's University Belfast, BT9 7BL Northern Ireland, UK.
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Zarei I, Koistinen VM, Kokla M, Klåvus A, Babu AF, Lehtonen M, Auriola S, Hanhineva K. Tissue-wide metabolomics reveals wide impact of gut microbiota on mice metabolite composition. Sci Rep 2022; 12:15018. [PMID: 36056162 PMCID: PMC9440220 DOI: 10.1038/s41598-022-19327-w] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 08/29/2022] [Indexed: 12/13/2022] Open
Abstract
The essential role of gut microbiota in health and disease is well recognized, but the biochemical details that underlie the beneficial impact remain largely undefined. To maintain its stability, microbiota participates in an interactive host-microbiota metabolic signaling, impacting metabolic phenotypes of the host. Dysbiosis of microbiota results in alteration of certain microbial and host metabolites. Identifying these markers could enhance early detection of certain diseases. We report LC-MS based non-targeted metabolic profiling that demonstrates a large effect of gut microbiota on mammalian tissue metabolites. It was hypothesized that gut microbiota influences the overall biochemistry of host metabolome and this effect is tissue-specific. Thirteen different tissues from germ-free (GF) and conventionally-raised (MPF) C57BL/6NTac mice were selected and their metabolic differences were analyzed. Our study demonstrated a large effect of microbiota on mammalian biochemistry at different tissues and resulted in statistically-significant modulation of metabolites from multiple metabolic pathways (p ≤ 0.05). Hundreds of molecular features were detected exclusively in one mouse group, with the majority of these being unique to specific tissue. A vast metabolic response of host to metabolites generated by the microbiota was observed, suggesting gut microbiota has a direct impact on host metabolism.
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Affiliation(s)
- Iman Zarei
- Institute of Public Health and Clinical Nutrition, School of Medicine, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland.
| | - Ville M Koistinen
- Institute of Public Health and Clinical Nutrition, School of Medicine, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
- Food Chemistry and Food Development Unit, Department of Biochemistry, University of Turku, Itäinen Pitkäkatu 4, 20014, Turku, Finland
| | - Marietta Kokla
- Institute of Public Health and Clinical Nutrition, School of Medicine, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
| | - Anton Klåvus
- Institute of Public Health and Clinical Nutrition, School of Medicine, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
| | - Ambrin Farizah Babu
- Institute of Public Health and Clinical Nutrition, School of Medicine, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
| | - Marko Lehtonen
- School of Pharmacy, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
- LC-MS Metabolomics Center, Biocenter Kuopio, 70211, Kuopio, Finland
| | - Seppo Auriola
- School of Pharmacy, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland
- LC-MS Metabolomics Center, Biocenter Kuopio, 70211, Kuopio, Finland
| | - Kati Hanhineva
- Institute of Public Health and Clinical Nutrition, School of Medicine, Faculty of Health Science, University of Eastern Finland, P.O. Box 1627, 70211, Kuopio, Finland.
- Food Chemistry and Food Development Unit, Department of Biochemistry, University of Turku, Itäinen Pitkäkatu 4, 20014, Turku, Finland.
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Ring Trial on Quantitative Assessment of Bile Acids Reveals a Method- and Analyte-Specific Accuracy and Reproducibility. Metabolites 2022; 12:metabo12070583. [PMID: 35888707 PMCID: PMC9319092 DOI: 10.3390/metabo12070583] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 06/10/2022] [Accepted: 06/16/2022] [Indexed: 12/27/2022] Open
Abstract
(1) Background: Bile acids are a key mediator of the molecular microbiome-host interaction, and various mass spectrometry-based assays have been developed in the recent decade to quantify a wide range of bile acids. We compare existing methodologies to harmonize them. (2) Methods: Methodology for absolute quantification of bile acids from six laboratories in Europe were compared for the quantification of the primary bile acids cholic acid (CA) and chenodeoxycholic acid (CDCA) and conjugated products glycocholic acid (GCA) and taurocholic acid (TCA). For the bacterially modified secondary bile acids, the quantification of deoxycholic acid (DCA) and lithocholic acid (LCA) was compared. For the murine bile acids, we used the primary muricholic acids (α-MCA and, β-MCA) and the intestinally produced secondary bile acid muricholic (ω-MCA). The standards were spiked into methanol:water (1:1) mix as well as in human and murine serum at either low concentration range (150–3000 nM) or high concentration range (1500–40,000 nM). (3) Results: The precision was better for higher concentrations. Measurements for the hydrophobic unconjugated bile acids LCA and ω-MCA were the most challenging. (4) Conclusions: The quality assessments were generally very similar, and the comprehensive analyses demonstrated that data from chosen locations can be used for comparisons between studies.
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