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Barki N, Jenkins L, Marsango S, Dedeo D, Bolognini D, Dwomoh L, Abdelmalik AM, Nilsen M, Stoffels M, Nagel F, Schulz S, Tobin AB, Milligan G. Phosphorylation bar-coding of free fatty acid receptor 2 is generated in a tissue-specific manner. eLife 2023; 12:RP91861. [PMID: 38085667 PMCID: PMC10715726 DOI: 10.7554/elife.91861] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2023] Open
Abstract
Free fatty acid receptor 2 (FFAR2) is activated by short-chain fatty acids and expressed widely, including in white adipocytes and various immune and enteroendocrine cells. Using both wild-type human FFAR2 and a designer receptor exclusively activated by designer drug (DREADD) variant we explored the activation and phosphorylation profile of the receptor, both in heterologous cell lines and in tissues from transgenic knock-in mouse lines expressing either human FFAR2 or the FFAR2-DREADD. FFAR2 phospho-site-specific antisera targeting either pSer296/pSer297 or pThr306/pThr310 provided sensitive biomarkers of both constitutive and agonist-mediated phosphorylation as well as an effective means to visualise agonist-activated receptors in situ. In white adipose tissue, phosphorylation of residues Ser296/Ser297 was enhanced upon agonist activation whilst Thr306/Thr310 did not become phosphorylated. By contrast, in immune cells from Peyer's patches Thr306/Thr310 become phosphorylated in a strictly agonist-dependent fashion whilst in enteroendocrine cells of the colon both Ser296/Ser297 and Thr306/Thr310 were poorly phosphorylated. The concept of phosphorylation bar-coding has centred to date on the potential for different agonists to promote distinct receptor phosphorylation patterns. Here, we demonstrate that this occurs for the same agonist-receptor pairing in different patho-physiologically relevant target tissues. This may underpin why a single G protein-coupled receptor can generate different functional outcomes in a tissue-specific manner.
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Affiliation(s)
- Natasja Barki
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Laura Jenkins
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Sara Marsango
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Domonkos Dedeo
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Daniele Bolognini
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Louis Dwomoh
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Aisha M Abdelmalik
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Margaret Nilsen
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Manon Stoffels
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | | | - Stefan Schulz
- 7TM Antibodies GmbHJenaGermany
- Institute of Pharmacology and Toxicology, University Hospital JenaJenaGermany
| | - Andrew B Tobin
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
| | - Graeme Milligan
- Centre for Translational Pharmacology, School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of GlasgowGlasgowUnited Kingdom
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2
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Barki N, Bolognini D, Börjesson U, Jenkins L, Riddell J, Hughes DI, Ulven T, Hudson BD, Ulven ER, Dekker N, Tobin AB, Milligan G. Chemogenetics defines a short-chain fatty acid receptor gut-brain axis. eLife 2022; 11:73777. [PMID: 35229717 PMCID: PMC8887895 DOI: 10.7554/elife.73777] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Accepted: 02/10/2022] [Indexed: 12/12/2022] Open
Abstract
Volatile small molecules, including the short-chain fatty acids (SCFAs), acetate and propionate, released by the gut microbiota from the catabolism of nondigestible starches, can act in a hormone-like fashion via specific G-protein-coupled receptors (GPCRs). The primary GPCR targets for these SCFAs are FFA2 and FFA3. Using transgenic mice in which FFA2 was replaced by an altered form called a Designer Receptor Exclusively Activated by Designer Drugs (FFA2-DREADD), but in which FFA3 is unaltered, and a newly identified FFA2-DREADD agonist 4-methoxy-3-methyl-benzoic acid (MOMBA), we demonstrate how specific functions of FFA2 and FFA3 define a SCFA-gut-brain axis. Activation of both FFA2/3 in the lumen of the gut stimulates spinal cord activity and activation of gut FFA3 directly regulates sensory afferent neuronal firing. Moreover, we demonstrate that FFA2 and FFA3 are both functionally expressed in dorsal root- and nodose ganglia where they signal through different G proteins and mechanisms to regulate cellular calcium levels. We conclude that FFA2 and FFA3, acting at distinct levels, provide an axis by which SCFAs originating from the gut microbiota can regulate central activity.
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Affiliation(s)
- Natasja Barki
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Daniele Bolognini
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Ulf Börjesson
- Discovery Sciences, Biopharmaceutical R&D, AstraZeneca, Gothenburg, Sweden
| | - Laura Jenkins
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - John Riddell
- Institute of Neuroscience and Psychology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - David I Hughes
- Institute of Neuroscience and Psychology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Trond Ulven
- Department of Drug Design and Pharmacology, University of Copenhagen, Universitetsparken, Copenhagen, Denmark
| | - Brian D Hudson
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Elisabeth Rexen Ulven
- Department of Drug Design and Pharmacology, University of Copenhagen, Universitetsparken, Copenhagen, Denmark
| | - Niek Dekker
- Discovery Sciences, Biopharmaceutical R&D, AstraZeneca, Gothenburg, Sweden
| | - Andrew B Tobin
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Graeme Milligan
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
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3
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Milligan G, Barki N, Tobin AB. Chemogenetic Approaches to Explore the Functions of Free Fatty Acid Receptor 2. Trends Pharmacol Sci 2021; 42:191-202. [PMID: 33495026 DOI: 10.1016/j.tips.2020.12.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 12/08/2020] [Accepted: 12/16/2020] [Indexed: 12/15/2022]
Abstract
Short-chain fatty acids are generated in large amounts by the intestinal microbiota. They activate both the closely related G protein-coupled receptors free fatty acid receptor 2 (FFA2) and free fatty acid receptor 3 (FFA3) that are considered therapeutic targets in diseases of immuno-metabolism. Limited and species-selective small-molecule pharmacology has restricted our understanding of the distinct roles of these receptors. Replacement of mouse FFA2 with a designer receptor exclusively activated by designer drug form of human FFA2 (hFFA2-DREADD) has allowed definition of specific roles of FFA2 in pharmacological and physiological studies conducted both ex vivo and in vivo, whilst overlay of murine disease models offers opportunities for therapeutic validation prior to human studies. Similar approaches can potentially be used to define roles of other poorly characterised receptors.
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Affiliation(s)
- Graeme Milligan
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK.
| | - Natasja Barki
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK
| | - Andrew B Tobin
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, UK.
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Marsango S, Barki N, Jenkins L, Tobin AB, Milligan G. Therapeutic validation of an orphan G protein-coupled receptor: The case of GPR84. Br J Pharmacol 2020; 179:3529-3541. [PMID: 32869860 PMCID: PMC9361006 DOI: 10.1111/bph.15248] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 08/04/2020] [Accepted: 08/24/2020] [Indexed: 12/12/2022] Open
Abstract
Despite the importance of members of the GPCR superfamily as targets of a broad range of effective medicines many GPCRs remain poorly characterised. GPR84 is an example. Expression of GPR84 is strongly up regulated in immune cells in a range of pro-inflammatory settings and clinical trials to treat idiopathic pulmonary fibrosis are currently ongoing using ligands with differing levels of selectivity and affinity as GPR84 antagonists. Although blockade of GPR84 may potentially prove effective also in diseases associated with inflammation of the lower gut there is emerging interest in defining if agonists of GPR84 might find utility in conditions in which regulation of metabolism or energy sensing is compromised. Here, we consider the physiological and pathological expression profile of GPR84 and, in the absence of direct structural information, recent developments and use of GPR84 pharmacological tool compounds to study its broader role and biology.
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Affiliation(s)
- Sara Marsango
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Natasja Barki
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Laura Jenkins
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Andrew B Tobin
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Graeme Milligan
- Centre for Translational Pharmacology, Institute of Molecular, Cell and Systems Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
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5
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Ulven ER, Quon T, Sergeev E, Barki N, Brvar M, Hudson BD, Dutta P, Hansen AH, Bielefeldt LØ, Tobin AB, McKenzie CJ, Milligan G, Ulven T. Structure-Activity Relationship Studies of Tetrahydroquinolone Free Fatty Acid Receptor 3 Modulators. J Med Chem 2020; 63:3577-3595. [PMID: 32141297 PMCID: PMC7307922 DOI: 10.1021/acs.jmedchem.9b02036] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Indexed: 12/27/2022]
Abstract
Free fatty acid receptor 3 (FFA3, previously GPR41) is activated by short-chain fatty acids, mediates health effects of the gut microbiota, and is a therapeutic target for metabolic and inflammatory diseases. The shortage of well-characterized tool compounds has however impeded progress. Herein, we report structure-activity relationship of an allosteric modulator series and characterization of physicochemical and pharmacokinetic properties of selected compounds, including previous and new tools. Two representatives, 57 (TUG-1907) and 63 (TUG-2015), showed improved solubility and preserved potency. Of these, 57, with EC50 = 145 nM and a solubility of 33 μM, showed high clearance in vivo but is a preferred tool in vitro. In contrast, 63, with EC50 = 162 nM and a solubility of 9 μM, showed lower clearance and seems better suited for in vivo studies. Using 57, we demonstrate for the first time that FFA3 activation leads to calcium mobilization in murine dorsal root ganglia.
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Affiliation(s)
- Elisabeth Rexen Ulven
- Department
of Drug Design and Pharmacology, University
of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
- Department
of Physics, Chemistry and Pharmacy, University
of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark
| | - Tezz Quon
- Centre
for Translational Pharmacology, Institute of Molecular, Cell and Systems
Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, G12 8QQ Glasgow, Scotland, U.K.
| | - Eugenia Sergeev
- Centre
for Translational Pharmacology, Institute of Molecular, Cell and Systems
Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, G12 8QQ Glasgow, Scotland, U.K.
| | - Natasja Barki
- Centre
for Translational Pharmacology, Institute of Molecular, Cell and Systems
Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, G12 8QQ Glasgow, Scotland, U.K.
| | - Matjaz Brvar
- Department
of Physics, Chemistry and Pharmacy, University
of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark
| | - Brian D. Hudson
- Centre
for Translational Pharmacology, Institute of Molecular, Cell and Systems
Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, G12 8QQ Glasgow, Scotland, U.K.
| | - Palash Dutta
- Department
of Drug Design and Pharmacology, University
of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Anders Højgaard Hansen
- Department
of Physics, Chemistry and Pharmacy, University
of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark
| | - Line Ø. Bielefeldt
- Department
of Physics, Chemistry and Pharmacy, University
of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark
| | - Andrew B. Tobin
- Centre
for Translational Pharmacology, Institute of Molecular, Cell and Systems
Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, G12 8QQ Glasgow, Scotland, U.K.
| | - Christine J. McKenzie
- Department
of Physics, Chemistry and Pharmacy, University
of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark
| | - Graeme Milligan
- Centre
for Translational Pharmacology, Institute of Molecular, Cell and Systems
Biology, College of Medical, Veterinary and Life Sciences, University of Glasgow, G12 8QQ Glasgow, Scotland, U.K.
| | - Trond Ulven
- Department
of Drug Design and Pharmacology, University
of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
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6
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Bolognini D, Barki N, Butcher AJ, Hudson BD, Sergeev E, Molloy C, Moss CE, Bradley SJ, Le Gouill C, Bouvier M, Tobin AB, Milligan G. Chemogenetics defines receptor-mediated functions of short chain free fatty acids. Nat Chem Biol 2019; 15:489-498. [DOI: 10.1038/s41589-019-0270-1] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Accepted: 03/01/2019] [Indexed: 12/23/2022]
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Abstract
Mast cells are a part of the innate immune system implicated in allergic reactions and the regulation of host-pathogen interactions. The distribution, morphology and biochemical composition of mast cells has been studied in detail in vitro and on tissue sections both at the light microscopic and ultrastructural level. More recently, the development of fluorescent reporter strains and intravital imaging modalities has enabled first glimpses of the real-time behavior of mast cells in situ. In this review, we describe commonly used imaging approaches to study mast cells in cell culture as well as within normal and diseased tissues. We further describe the interrogation of mast cell function via imaging by providing a detailed description of mast cell-nerve plexus interactions in the intestinal tract. Together, visualizing mast cells has expanded our view of these cells in health and disease.
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Affiliation(s)
- Shweta Tikoo
- The Centenary Institute, Newtown, NSW, Australia.,Discipline of Dermatology, Sydney Medical School, Sydney, NSW, Australia
| | - Natasja Barki
- LS Human Biology, Technical University München, München, Germany
| | - Rohit Jain
- The Centenary Institute, Newtown, NSW, Australia.,Discipline of Dermatology, Sydney Medical School, Sydney, NSW, Australia
| | | | - Sabine Buhner
- LS Human Biology, Technical University München, München, Germany
| | - Michael Schemann
- LS Human Biology, Technical University München, München, Germany
| | - Wolfgang Weninger
- The Centenary Institute, Newtown, NSW, Australia.,Discipline of Dermatology, Sydney Medical School, Sydney, NSW, Australia.,Department of Dermatology, Royal Prince Alfred Hospital, Camperdown, NSW, Australia
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8
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Buhner S, Barki N, Greiter W, Giesbertz P, Demir IE, Ceyhan GO, Zeller F, Daniel H, Schemann M. Calcium Imaging of Nerve-Mast Cell Signaling in the Human Intestine. Front Physiol 2017; 8:971. [PMID: 29238306 PMCID: PMC5712982 DOI: 10.3389/fphys.2017.00971] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Accepted: 11/14/2017] [Indexed: 12/12/2022] Open
Abstract
Introduction: It is suggested that an altered microenvironment in the gut wall alters communication along a mast cell nerve axis. We aimed to record for the first time signaling between mast cells and neurons in intact human submucous preparations. Methods: We used the Ca2+ sensitive dye Fluo-4 AM to simultaneously image changes in intracellular calcium [Ca+2]i (%ΔF/F) in neurons and mast cells. Data are presented as median with interquartile ranges (25/75%). Results: We recorded nerve responses in 29 samples upon selective activation of 223 mast cells by IgE receptor cross linking with the antibody mAb22E7. Mast cells responded to mAb22E7 with a median [Ca+2]i increase of 20% (11/39) peaking 90 s (64/144) after the application. Only very few neurons responded and the median percentage of responding neuronal area was 0% (0/5.9). Mast cell activation remained in the presence of the fast sodium channel blocker tetrodotoxin. Specific neuronal activation by transmural electrical field stimulation (EFS) in 34 samples evoked instantaneously [Ca+2]i signals in submucous neurons. This was followed by a [Ca+2]i peak response of 8%ΔF/F (4/15) in 33% of 168 mast cells in the field of view. The mast cell response was abolished by the nerve blocker tetrododoxin, reduced by the Calcitonin Gene-Related Peptide receptor 1 antagonist BIBN-4096 and the Vasoactive Intestinal Peptide receptor antagonist PG97-269, but not by blockade of the neurokinin receptors 1-3. Conclusion: The findings revealed bidirectional signaling between mast cells and submucous neurons in human gut. In our macroscopically normal preparations a nerve to mast cell signaling was very prominent whereas a mast cell to nerve signaling was rather rare.
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Affiliation(s)
- Sabine Buhner
- Human Biology, Technische Universität München, Freising, Germany
| | - Natasja Barki
- Human Biology, Technische Universität München, Freising, Germany
| | - Wolfgang Greiter
- Human Biology, Technische Universität München, Freising, Germany
| | - Pieter Giesbertz
- Molecular Nutrition Unit, Technische Universität München, Freising, Germany
| | - Ihsan E. Demir
- Department of General Surgery, University Hospital Rechts der Isar, Technische Universität München, Munich, Germany
| | - Güralp O. Ceyhan
- Department of General Surgery, University Hospital Rechts der Isar, Technische Universität München, Munich, Germany
| | | | - Hannelore Daniel
- Molecular Nutrition Unit, Technische Universität München, Freising, Germany
| | - Michael Schemann
- Human Biology, Technische Universität München, Freising, Germany
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Albusoda A, Barki N, Herregods T, Kamphuis JBJ, Karunaratne TB, Lazarou M, Lee I, Mazurak N, Perna E, Polster A, Pribic T, Uhlig F, Wang H, Enck P. A fresh look at IBS-opportunities for systems medicine approaches. Neurogastroenterol Motil 2017; 29. [PMID: 27997070 DOI: 10.1111/nmo.12989] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Revised: 10/02/2016] [Accepted: 10/10/2016] [Indexed: 02/08/2023]
Abstract
NeuroGUT is a EU-funded initial training network (ITN) of 14 research projects in neurogastroenterology that have employed an equal number of early-stage researchers. Neurogut trainees have-among other activities-attended an international conference on irritable bowel syndrome (IBS) in Bologna in 2016 and were asked to critically review and evaluate the current knowledge on IBS for their respective research activities, and to state what they were missing. Most appreciated were the topics brain imaging of gut activity, the role of the gut microbiota, the pharmacology of gut functions, the IBS-IBD interrelation, the new Rome IV criteria, the role of gas, and the placebo response in functional disorders. Missed were more detailed coverage of high-resolution manometry, functional brain imaging, advanced "systems medicine" approaches and bioinformatics technology, better sub-classification of IBS patients, and the development of disease biomarkers, extended at the molecular (genetic/epigenetic, proteonomic) level. They summarize that despite excellent specialized research, there is a gap open that should be filled with systems medicine. For this, it would be necessary that medical research learns even more from the data sciences and other basic disciplines, for example, information technology and system biology, and also welcomes a change in paradigm that enhances open sharing of data, information, and resources.
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Affiliation(s)
- A Albusoda
- Queen Mary and Westfield College University of London, London, UK
| | - N Barki
- Technische Universität München, Munich, Germany
| | - T Herregods
- Academisch Medisch Centrum bij de Universiteit, Amsterdam, The Netherlands
| | - J B J Kamphuis
- Institut National de la Recherche Agronomique, Toulouse, France
| | | | - M Lazarou
- Technische Universität München, Munich, Germany
| | - I Lee
- Eberhard Karls Universität Tübingen, Tübingen, Germany
| | | | - E Perna
- Katholieke Universiteit Leuven, Leuven, Belgium
| | - A Polster
- Göteborgs Universitet, Gothenburg, Sweden
| | - T Pribic
- Fundacio Hospital Universitari Vall d'Hebron, Institut de Recerca, Barcelona, Spain
| | - F Uhlig
- University of Sheffield, Sheffield, UK
| | - H Wang
- Eberhard Karls Universität Tübingen, Tübingen, Germany
| | - P Enck
- Eberhard Karls Universität Tübingen, Tübingen, Germany
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