Quantitative modeling of human liver reveals dysregulation of glycosphingolipid pathways in nonalcoholic fatty liver disease.

Health sciences Metabolomics Omics Systems biology

Journal

iScience
ISSN: 2589-0042
Titre abrégé: iScience
Pays: United States
ID NLM: 101724038

Informations de publication

Date de publication:
16 Sep 2022
Historique:
received: 10 09 2021
revised: 21 01 2022
accepted: 11 08 2022
entrez: 6 9 2022
pubmed: 7 9 2022
medline: 7 9 2022
Statut: epublish

Résumé

Nonalcoholic fatty liver disease (NAFLD) is an increasingly prevalent disease that is associated with multiple metabolic disturbances, yet the metabolic pathways underlying its progression are poorly understood. Here, we studied metabolic pathways of the human liver across the full histological spectrum of NAFLD. We analyzed whole liver tissue transcriptomics and serum metabolomics data obtained from a large, prospectively enrolled cohort of 206 histologically characterized patients derived from the European NAFLD Registry and developed genome-scale metabolic models (GEMs) of human hepatocytes at different stages of NAFLD. We identified several metabolic signatures in the liver and blood of these patients, specifically highlighting the alteration of vitamins (A, E) and glycosphingolipids, and their link with complex glycosaminoglycans in advanced fibrosis. Furthermore, we derived GEMs and identified metabolic signatures of three common NAFLD-associated gene variants

Identifiants

pubmed: 36065182
doi: 10.1016/j.isci.2022.104949
pii: S2589-0042(22)01221-4
pmc: PMC9440293
doi:

Types de publication

Journal Article

Langues

eng

Pagination

104949

Subventions

Organisme : Medical Research Council
ID : MC_UU_00014/2
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_12012/2
Pays : United Kingdom
Organisme : Medical Research Council
ID : G0802051
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00014/5
Pays : United Kingdom
Organisme : Medical Research Council
ID : G0400192
Pays : United Kingdom
Organisme : British Heart Foundation
ID : RG/18/7/33636
Pays : United Kingdom

Informations de copyright

© 2022 The Author(s).

Déclaration de conflit d'intérêts

J.M.S. declares Consultancy: Boehringer Ingelheim, BMS, Genfit, Gilead Sciences, Intercept Pharmaceuticals, Madrigal, Novartis, Novo Nordisk, Nordic Bioscience, Pfizer, Roche, Sanofi, Siemens Healthcare GmbH. Research Funding: Gilead Sciences, Boehringer Ingelheim. Speakers Bureau: Falk Foundation MSD Sharp & Dohme GmbH. M.A. reports consultancy/advisory with MedImmune/Astra Zeneca and E3Bio, as well as honoraria from Intercept and grant support from GSK and Takeda. E.B. reports advisory/consulting for BMS, Genfit SA, Gilead, Intercept, and Novartis. Q.M.A. reports grants, personal fees and other from Allergan/Tobira, other from E3Bio, other from Eli Lilly & Company Ltd, other from Galmed, grants, personal fees and other from Genfit SA, personal fees and other from Gilead, other from Grunthal, other from Imperial Innovations, grants and other from Intercept Pharma Europe Ltd, other from Inventiva, other from Janssen, personal fees from Kenes, other from MedImmune, other from NewGene, grants, personal fees and other from Pfizer Ltd, other from Raptor Pharma, grants and other from Novartis Pharma AG, grants from Abbvie, personal fees and other from BMS, grants from GSK, other from NGMBio, other from Madrigal, other from Servier, other from EcoR1, other from 89Bio, other from Altimmune, grants and other from AstraZeneca, other from Axcella, other from Blade, other from BNN Cardio, other from Celgene, other from Cirius, other from CymaBay, other from Genentech, other from HistoIndex, other from Indalo, other from IQVIA, other from Metacrine, other from North Sea Therapeutics, personal fees and other from Novo Nordisk, other from Poxel, other from Terns, other from Viking Therapeutics, grants from Glympse Bio, other from PathAI, outside the submitted work. All other authors declare that they have no competing interests.

Références

J Hepatol. 2020 Sep;73(3):505-515
pubmed: 32298765
Nat Rev Gastroenterol Hepatol. 2019 Jul;16(7):411-428
pubmed: 31028350
N Engl J Med. 2018 Mar 22;378(12):1096-1106
pubmed: 29562163
Nat Rev Endocrinol. 2020 Apr;16(4):224-233
pubmed: 32060415
Mol Syst Biol. 2013;9:649
pubmed: 23511207
PLoS Comput Biol. 2009 Aug;5(8):e1000489
pubmed: 19714220
Nat Metab. 2019 Jun;1(6):604-614
pubmed: 31701087
BMC Syst Biol. 2013 Apr 30;7:36
pubmed: 23631471
Sci Transl Med. 2020 Dec 2;12(572):
pubmed: 33268509
Nat Immunol. 2016 May;17(5):556-64
pubmed: 26974206
Methods Mol Biol. 2011;708:247-57
pubmed: 21207295
PLoS One. 2012;7(10):e46584
pubmed: 23071592
PLoS One. 2018 Oct 31;13(10):e0205747
pubmed: 30379862
Hepatology. 2015 May;61(5):1565-78
pubmed: 25581263
Nat Commun. 2014 Jun 30;5:4309
pubmed: 24978903
JCI Insight. 2017 Jul 6;2(13):
pubmed: 28679947
Nat Protoc. 2010 Jan;5(1):93-121
pubmed: 20057383
Nat Commun. 2014;5:3083
pubmed: 24419221
Front Immunol. 2019 Jan 29;10:90
pubmed: 30761148
Contemp Clin Trials. 2020 Nov;98:106175
pubmed: 33045403
Nat Rev Gastroenterol Hepatol. 2021 Dec;18(12):835-856
pubmed: 34508238
Gastroenterology. 2010 Dec;139(6):1961-1971.e1
pubmed: 20600015
Cell Syst. 2017 Mar 22;4(3):318-329.e6
pubmed: 28215528
Trends Endocrinol Metab. 2012 Aug;23(8):365-71
pubmed: 22609053
BMC Bioinformatics. 2011 Jun 22;12:253
pubmed: 21693065
Hepatology. 2005 Jun;41(6):1313-21
pubmed: 15915461
PLoS Comput Biol. 2012;8(5):e1002518
pubmed: 22615553
Front Mol Biosci. 2018 Jan 09;4:96
pubmed: 29376056
Proc Natl Acad Sci U S A. 2005 Feb 22;102(8):2685-9
pubmed: 15710883
Anal Chem. 2011 Apr 15;83(8):3058-67
pubmed: 21434611
Bioinformatics. 2010 Dec 15;26(24):3140-2
pubmed: 21081510
J Hepatol. 2020 Jun;72(6):1196-1209
pubmed: 32145256
Nat Rev Gastroenterol Hepatol. 2018 Jan;15(1):11-20
pubmed: 28930295
J Clin Endocrinol Metab. 2015 Dec;100(12):E1568-74
pubmed: 26439088
PLoS Comput Biol. 2010 Jul 15;6(7):e1000859
pubmed: 20657658
Nat Commun. 2016 Feb 03;7:8994
pubmed: 26839171
J Nutr. 2015 Aug;145(8):1687-91
pubmed: 26136587
Mol Syst Biol. 2012 Jun 26;8:558
pubmed: 22735334
Nat Protoc. 2019 Mar;14(3):639-702
pubmed: 30787451
Diabetologia. 2020 May;63(5):1017-1031
pubmed: 32043185
Adv Exp Med Biol. 2010;688:1-23
pubmed: 20919643
Gastroenterology. 2020 May;158(6):1611-1625.e12
pubmed: 32027911
Hepatology. 2014 Feb;59(2):471-82
pubmed: 23913408
Hepatology. 2019 Apr;69(4):1504-1519
pubmed: 30415504
Aliment Pharmacol Ther. 2018 Nov;48(10):1109-1116
pubmed: 30288767
Nat Rev Gastroenterol Hepatol. 2013 Jun;10(6):330-44
pubmed: 23507799
J Hepatol. 2018 Oct;69(4):896-904
pubmed: 29886156
N Engl J Med. 2010 May 6;362(18):1675-85
pubmed: 20427778
Diabetologia. 2013 Oct;56(10):2266-74
pubmed: 23824212
NPJ Syst Biol Appl. 2019 Sep 2;5:32
pubmed: 31482008
Nutrients. 2017 Dec 29;10(1):
pubmed: 29286303
J Biol Chem. 2010 Feb 26;285(9):6706-15
pubmed: 20034933
Nat Genet. 2008 Dec;40(12):1461-5
pubmed: 18820647
Am J Physiol Cell Physiol. 2020 Jun 1;318(6):C1055-C1064
pubmed: 32130072
PLoS Comput Biol. 2018 Oct 18;14(10):e1006541
pubmed: 30335785
Acta Physiol (Oxf). 2021 May;232(1):e13635
pubmed: 33630410
Diabetes. 2009 Jan;58(1):203-8
pubmed: 18952834
Mol Syst Biol. 2006;2:50
pubmed: 17016516
J Hepatol. 2015 May;62(5):1148-55
pubmed: 25477264
Mol Syst Biol. 2010 Sep 7;6:401
pubmed: 20823844
Hepatology. 2009 Jul;50(1):85-93
pubmed: 19444873
Anal Chem. 1975 Sep;47(11):1824-9
pubmed: 1163784
J Hepatol. 2017 Jul;67(1):128-136
pubmed: 28235613
BMC Bioinformatics. 2010 Jul 23;11:395
pubmed: 20650010

Auteurs

Partho Sen (P)

School of Medical Sciences, Örebro University, 70281 Örebro, Sweden.
Turku Bioscience Centre, University of Turku and Åbo Akademi University, 20520 Turku, Finland.

Olivier Govaere (O)

Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.

Tim Sinioja (T)

Department of Chemistry, Örebro University, 70281 Örebro, Sweden.

Aidan McGlinchey (A)

School of Medical Sciences, Örebro University, 70281 Örebro, Sweden.

Dawei Geng (D)

Department of Chemistry, Örebro University, 70281 Örebro, Sweden.

Vlad Ratziu (V)

Assistance Publique-Hôpitaux de Paris, hôpital Beaujon, University Paris-Diderot, Paris, France.

Elisabetta Bugianesi (E)

Department of Medical Sciences, Division of Gastro-Hepatology, A.O. Città della Salute e della Scienza di Torino, University of Turin, Turin, Italy.

Jörn M Schattenberg (JM)

Metabolic Liver Research Programm, Department of Medicine, University Hospital Mainz, Mainz, Germany.

Antonio Vidal-Puig (A)

University of Cambridge Metabolic Research Laboratories, Wellcome-MRC Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge CB2 0QQ, UK.

Michael Allison (M)

Liver Unit, Department of Medicine, Cambridge Biomedical Research Centre, Cambridge University NHS Foundation Trust, UK.

Simon Cockell (S)

Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.

Ann K Daly (AK)

Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.

Tuulia Hyötyläinen (T)

Department of Chemistry, Örebro University, 70281 Örebro, Sweden.

Quentin M Anstee (QM)

Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.
Newcastle NIHR Biomedical Research Center, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.

Matej Orešič (M)

School of Medical Sciences, Örebro University, 70281 Örebro, Sweden.
Turku Bioscience Centre, University of Turku and Åbo Akademi University, 20520 Turku, Finland.

Classifications MeSH