Integration of metabolomics, genomics, and immune phenotypes reveals the causal roles of metabolites in disease

Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host factors. We systematically investigate circulating metabolites in a cohort of 500 healthy subjects (500FG) in whom immune function and activit...

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Published inGenome Biology Vol. 22; no. 1; p. 198
Main Authors Chu, Xiaojing, Jaeger, Martin, Beumer, Joep, Bakker, Olivier B., Aguirre-Gamboa, Raul, Oosting, Marije, Smeekens, Sanne P., Moorlag, Simone, Mourits, Vera P., Koeken, Valerie A. C. M., de Bree, Charlotte, Jansen, Trees, Mathews, Ian T., Dao, Khoi, Najhawan, Mahan, Watrous, Jeramie D., Joosten, Irma, Sharma, Sonia, Koenen, Hans J. P. M., Withoff, Sebo, Jonkers, Iris H., Netea-Maier, Romana T., Xavier, Ramnik J., Franke, Lude, Xu, Cheng-Jian, Joosten, Leo A. B., Sanna, Serena, Jain, Mohit, Kumar, Vinod, Clevers, Hans, Wijmenga, Cisca, Netea, Mihai G., Li, Yang
Format Journal Article
LanguageEnglish
Published England BioMed Central 06.07.2021
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Abstract Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host factors. We systematically investigate circulating metabolites in a cohort of 500 healthy subjects (500FG) in whom immune function and activity are deeply measured and whose genetics are profiled. Our data reveal that several major metabolic pathways, including the alanine/glutamate pathway and the arachidonic acid pathway, have a strong impact on cytokine production in response to ex vivo stimulation. We also examine the genetic regulation of metabolites associated with immune phenotypes through genome-wide association analysis and identify 29 significant loci, including eight novel independent loci. Of these, one locus (rs174584-FADS2) associated with arachidonic acid metabolism is causally associated with Crohn's disease, suggesting it is a potential therapeutic target. This study provides a comprehensive map of the integration between the blood metabolome and immune phenotypes, reveals novel genetic factors that regulate blood metabolite concentrations, and proposes an integrative approach for identifying new disease treatment targets.
AbstractList BACKGROUND: Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host factors. RESULT: We systematically investigate circulating metabolites in a cohort of 500 healthy subjects (500FG) in whom immune function and activity are deeply measured and whose genetics are profiled. Our data reveal that several major metabolic pathways, including the alanine/glutamate pathway and the arachidonic acid pathway, have a strong impact on cytokine production in response to ex vivo stimulation. We also examine the genetic regulation of metabolites associated with immune phenotypes through genome-wide association analysis and identify 29 significant loci, including eight novel independent loci. Of these, one locus (rs174584-FADS2) associated with arachidonic acid metabolism is causally associated with Crohn’s disease, suggesting it is a potential therapeutic target. CONCLUSION: This study provides a comprehensive map of the integration between the blood metabolome and immune phenotypes, reveals novel genetic factors that regulate blood metabolite concentrations, and proposes an integrative approach for identifying new disease treatment targets.
Abstract Background Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host factors. Result We systematically investigate circulating metabolites in a cohort of 500 healthy subjects (500FG) in whom immune function and activity are deeply measured and whose genetics are profiled. Our data reveal that several major metabolic pathways, including the alanine/glutamate pathway and the arachidonic acid pathway, have a strong impact on cytokine production in response to ex vivo stimulation. We also examine the genetic regulation of metabolites associated with immune phenotypes through genome-wide association analysis and identify 29 significant loci, including eight novel independent loci. Of these, one locus (rs174584-FADS2) associated with arachidonic acid metabolism is causally associated with Crohn’s disease, suggesting it is a potential therapeutic target. Conclusion This study provides a comprehensive map of the integration between the blood metabolome and immune phenotypes, reveals novel genetic factors that regulate blood metabolite concentrations, and proposes an integrative approach for identifying new disease treatment targets.
Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host factors.BACKGROUNDRecent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host factors.We systematically investigate circulating metabolites in a cohort of 500 healthy subjects (500FG) in whom immune function and activity are deeply measured and whose genetics are profiled. Our data reveal that several major metabolic pathways, including the alanine/glutamate pathway and the arachidonic acid pathway, have a strong impact on cytokine production in response to ex vivo stimulation. We also examine the genetic regulation of metabolites associated with immune phenotypes through genome-wide association analysis and identify 29 significant loci, including eight novel independent loci. Of these, one locus (rs174584-FADS2) associated with arachidonic acid metabolism is causally associated with Crohn's disease, suggesting it is a potential therapeutic target.RESULTWe systematically investigate circulating metabolites in a cohort of 500 healthy subjects (500FG) in whom immune function and activity are deeply measured and whose genetics are profiled. Our data reveal that several major metabolic pathways, including the alanine/glutamate pathway and the arachidonic acid pathway, have a strong impact on cytokine production in response to ex vivo stimulation. We also examine the genetic regulation of metabolites associated with immune phenotypes through genome-wide association analysis and identify 29 significant loci, including eight novel independent loci. Of these, one locus (rs174584-FADS2) associated with arachidonic acid metabolism is causally associated with Crohn's disease, suggesting it is a potential therapeutic target.This study provides a comprehensive map of the integration between the blood metabolome and immune phenotypes, reveals novel genetic factors that regulate blood metabolite concentrations, and proposes an integrative approach for identifying new disease treatment targets.CONCLUSIONThis study provides a comprehensive map of the integration between the blood metabolome and immune phenotypes, reveals novel genetic factors that regulate blood metabolite concentrations, and proposes an integrative approach for identifying new disease treatment targets.
Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host factors. We systematically investigate circulating metabolites in a cohort of 500 healthy subjects (500FG) in whom immune function and activity are deeply measured and whose genetics are profiled. Our data reveal that several major metabolic pathways, including the alanine/glutamate pathway and the arachidonic acid pathway, have a strong impact on cytokine production in response to ex vivo stimulation. We also examine the genetic regulation of metabolites associated with immune phenotypes through genome-wide association analysis and identify 29 significant loci, including eight novel independent loci. Of these, one locus (rs174584-FADS2) associated with arachidonic acid metabolism is causally associated with Crohn's disease, suggesting it is a potential therapeutic target. This study provides a comprehensive map of the integration between the blood metabolome and immune phenotypes, reveals novel genetic factors that regulate blood metabolite concentrations, and proposes an integrative approach for identifying new disease treatment targets.
ArticleNumber 198
Author Wijmenga, Cisca
Jain, Mohit
Mourits, Vera P.
Clevers, Hans
Smeekens, Sanne P.
Franke, Lude
Withoff, Sebo
Koeken, Valerie A. C. M.
Joosten, Irma
de Bree, Charlotte
Watrous, Jeramie D.
Jaeger, Martin
Aguirre-Gamboa, Raul
Sanna, Serena
Bakker, Olivier B.
Moorlag, Simone
Mathews, Ian T.
Netea-Maier, Romana T.
Xu, Cheng-Jian
Najhawan, Mahan
Jonkers, Iris H.
Joosten, Leo A. B.
Chu, Xiaojing
Jansen, Trees
Kumar, Vinod
Netea, Mihai G.
Dao, Khoi
Koenen, Hans J. P. M.
Xavier, Ramnik J.
Sharma, Sonia
Oosting, Marije
Li, Yang
Beumer, Joep
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/34229738$$D View this record in MEDLINE/PubMed
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Cites_doi 10.1186/s13059-017-1279-y
10.1038/s41590-018-0121-3
10.1002/gepi.21965
10.1038/ncomms11122
10.1038/ng.3760
10.1053/j.gastro.2013.12.034
10.1016/j.arcmed.2017.11.001
10.1101/447367
10.1177/1753425916671018
10.1089/bio.2015.29031.hmm
10.1038/ng.2982
10.1038/ng.3809
10.1016/j.cell.2016.11.046
10.1016/j.cell.2016.10.018
10.1002/humu.22267
10.1126/scitranslmed.aag1166
10.1093/nar/gky310
10.1371/journal.pgen.1004835
10.1093/bioinformatics/bts180
10.1016/j.ecl.2017.07.010
10.1016/j.clnu.2003.10.017
10.1038/ng.3245
10.7554/eLife.34408
10.1097/MOL.0b013e3283327ca8
10.1016/j.celrep.2016.10.053
10.1093/nar/gkx1037
10.1371/journal.pgen.1004132
10.1371/journal.pgen.1005274
10.1111/eci.12983
10.1016/j.bbrc.2011.11.099
10.5281/zenodo.4709362
10.1016/j.imlet.2016.11.006
10.1016/j.bbrc.2017.05.172
10.4049/jimmunol.1101029
10.1371/journal.pone.0179574
10.1002/ibd.20110
10.1016/j.cell.2016.10.042
10.1093/ije/dyg070
10.1007/s00018-018-2864-2
10.1093/hmg/ddv263
10.1038/nprot.2013.143
10.1093/ije/dyx102
10.1007/s10654-015-0011-z
10.1016/j.cell.2016.10.017
10.1371/journal.pgen.1004383
10.1016/j.cell.2018.10.001
10.1093/bioinformatics/btq419
10.1093/ibd/izx081
10.1038/ng.998
10.1093/nar/gkw1133
10.1371/journal.pgen.1005510
10.1016/j.cell.2016.10.040
10.1016/j.jaci.2015.01.045
10.1016/j.chembiol.2018.11.015
10.1016/j.cyto.2013.02.020
10.3390/nu10091254
10.1016/j.cellimm.2013.11.003
10.1038/s41467-017-01261-5
10.3390/ijms19102894
10.1111/j.1365-2125.2012.04374.x
10.1053/j.gastro.2011.07.050
10.1038/nmeth0410-248
10.1136/gut.33.10.1365
10.1080/17512433.2017.1271708
10.1093/nar/gkx356
10.1093/nar/gkq603
10.1038/nprot.2015.088
10.3945/ajcn.116.135301
10.1161/CIRCGENETICS.113.000208
10.1038/nprot.2015.123
10.1016/j.metabol.2009.10.022
10.1016/j.bbi.2017.08.024
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Issue 1
Keywords Integrative analysis
Metabolomics
Genomics
Immune phenotypes
Language English
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References 2413_CR79
2413_CR37
M Esteve-Comas (2413_CR53) 1992; 33
2413_CR32
2413_CR76
C Glaser (2413_CR55) 2010; 59
2413_CR75
2413_CR78
T Long (2413_CR31) 2017; 49
FP Hartwig (2413_CR51) 2017; 46
2413_CR77
AW Segal (2413_CR46) 2018; 48
Z Wang (2413_CR3) 2018; 75
AP Nath (2413_CR1) 2017; 18
M-G Hong (2413_CR34) 2013; 34
LJ Carithers (2413_CR38) 2015; 13
J MacArthur (2413_CR73) 2017; 45
K Watanabe (2413_CR67) 2017; 8
2413_CR9
2413_CR8
RJ Pruim (2413_CR74) 2010; 26
Z Pang (2413_CR5) 2018; 19
C Finan (2413_CR29) 2017; 9
S-Y Shin (2413_CR30) 2014; 46
M Garand (2413_CR61) 2017; 23
2413_CR43
K Wang (2413_CR65) 2010; 38
J Bowden (2413_CR49) 2016; 40
S Burgess (2413_CR50) 2015; 30
E Lattka (2413_CR54) 2010; 21
M Fujii (2413_CR72) 2015; 10
JL Pappalardo (2413_CR19) 2016; 167
F Wu (2413_CR57) 2007; 13
W Guan (2413_CR48) 2014; 7
J Wang (2413_CR66) 2017; 45
MC Playdon (2413_CR62) 2016; 104
C Raspé (2413_CR22) 2013; 62
T Nagaya (2413_CR26) 2017; 181
E Munnig-Schmidt (2413_CR4) 2018; 24
TB Meier (2413_CR17) 2018; 67
S Bandzar (2413_CR58) 2013; 286
E Frenzel (2413_CR20) 2015; 195
TM Trebble (2413_CR52) 2004; 23
N Yamashita (2413_CR40) 2017; 489
G Kastenmüller (2413_CR33) 2015; 24
I Costea (2413_CR56) 2014; 146
PC Calder (2413_CR27) 2013; 75
TS Shah (2413_CR64) 2012; 28
R Aguirre-Gamboa (2413_CR18) 2016; 17
2413_CR16
Y Li (2413_CR11) 2016; 167
2413_CR10
G Trynka (2413_CR59) 2011; 43
FA Ran (2413_CR71) 2013; 8
C Xiao (2413_CR39) 2015; 136
IA Adzhubei (2413_CR42) 2010; 7
G Davey Smith (2413_CR47) 2003; 32
JD Watrous (2413_CR14) 2019; 26
DS Wishart (2413_CR28) 2018; 46
EA Miles (2413_CR2) 2014
F Blanco-Favela (2413_CR7) 2017; 48
A Gonzalez-Granda (2413_CR63) 2018; 10
OB Bakker (2413_CR21) 2018; 19
MO Johnson (2413_CR23) 2018; 175
2413_CR25
2413_CR24
WJ Astle (2413_CR45) 2016; 167
J Kettunen (2413_CR35) 2016; 7
KM de Lange (2413_CR44) 2017; 49
A-S Vanherwegen (2413_CR6) 2017; 46
J Chong (2413_CR68) 2018; 46
S Onengut-Gumuscu (2413_CR60) 2015; 47
M Schirmer (2413_CR12) 2016; 167
BJ Kaskow (2413_CR36) 2012; 417
R ter Horst (2413_CR13) 2016; 167
T Sato (2413_CR70) 2011; 141
R Vaser (2413_CR41) 2016; 11
KA Lagerborg (2413_CR15) 2019
G Hemani (2413_CR69) 2018; 7
References_xml – volume: 18
  start-page: 146
  issue: 1
  year: 2017
  ident: 2413_CR1
  publication-title: Genome Biol
  doi: 10.1186/s13059-017-1279-y
– volume: 19
  start-page: 776
  issue: 7
  year: 2018
  ident: 2413_CR21
  publication-title: Nat Immunol
  doi: 10.1038/s41590-018-0121-3
– volume: 40
  start-page: 304
  issue: 4
  year: 2016
  ident: 2413_CR49
  publication-title: Genet Epidemiol
  doi: 10.1002/gepi.21965
– volume: 7
  start-page: 11122
  issue: 1
  year: 2016
  ident: 2413_CR35
  publication-title: Nat Commun
  doi: 10.1038/ncomms11122
– volume: 49
  start-page: 256
  issue: 2
  year: 2017
  ident: 2413_CR44
  publication-title: Nat Genet
  doi: 10.1038/ng.3760
– volume: 146
  start-page: 929
  year: 2014
  ident: 2413_CR56
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2013.12.034
– volume: 48
  start-page: 432
  issue: 5
  year: 2017
  ident: 2413_CR7
  publication-title: Arch Med Res
  doi: 10.1016/j.arcmed.2017.11.001
– ident: 2413_CR37
  doi: 10.1101/447367
– ident: 2413_CR77
– volume: 23
  start-page: 3
  issue: 1
  year: 2017
  ident: 2413_CR61
  publication-title: Innate Immun
  doi: 10.1177/1753425916671018
– volume: 13
  start-page: 307
  issue: 5
  year: 2015
  ident: 2413_CR38
  publication-title: Biopreserv Biobanking
  doi: 10.1089/bio.2015.29031.hmm
– volume: 46
  start-page: 543
  year: 2014
  ident: 2413_CR30
  publication-title: Nat Genet
  doi: 10.1038/ng.2982
– volume: 49
  start-page: 568
  issue: 4
  year: 2017
  ident: 2413_CR31
  publication-title: Nat Genet
  doi: 10.1038/ng.3809
– volume: 167
  start-page: 1897
  issue: 7
  year: 2016
  ident: 2413_CR12
  publication-title: Cell.
  doi: 10.1016/j.cell.2016.11.046
– volume: 167
  start-page: 1111
  year: 2016
  ident: 2413_CR13
  publication-title: Cell
  doi: 10.1016/j.cell.2016.10.018
– volume: 34
  start-page: 515
  issue: 3
  year: 2013
  ident: 2413_CR34
  publication-title: Hum Mutat
  doi: 10.1002/humu.22267
– volume: 9
  start-page: eaag1166
  year: 2017
  ident: 2413_CR29
  publication-title: Sci Transl Med
  doi: 10.1126/scitranslmed.aag1166
– volume: 46
  start-page: W486
  issue: W1
  year: 2018
  ident: 2413_CR68
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gky310
– ident: 2413_CR32
  doi: 10.1371/journal.pgen.1004835
– volume: 28
  start-page: 1598
  issue: 12
  year: 2012
  ident: 2413_CR64
  publication-title: Bioinformatics.
  doi: 10.1093/bioinformatics/bts180
– volume: 46
  start-page: 1061
  issue: 4
  year: 2017
  ident: 2413_CR6
  publication-title: Endocrinol Metab Clin N Am
  doi: 10.1016/j.ecl.2017.07.010
– volume: 23
  start-page: 647
  issue: 4
  year: 2004
  ident: 2413_CR52
  publication-title: Clin Nutr
  doi: 10.1016/j.clnu.2003.10.017
– volume: 47
  start-page: 381
  issue: 4
  year: 2015
  ident: 2413_CR60
  publication-title: Nat Genet
  doi: 10.1038/ng.3245
– volume: 7
  start-page: e34408
  year: 2018
  ident: 2413_CR69
  publication-title: eLife.
  doi: 10.7554/eLife.34408
– volume: 21
  start-page: 64
  year: 2010
  ident: 2413_CR54
  publication-title: Curr Opin Lipidol
  doi: 10.1097/MOL.0b013e3283327ca8
– volume: 17
  start-page: 2474
  issue: 9
  year: 2016
  ident: 2413_CR18
  publication-title: Cell Rep
  doi: 10.1016/j.celrep.2016.10.053
– volume: 46
  start-page: D1074
  issue: D1
  year: 2018
  ident: 2413_CR28
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkx1037
– ident: 2413_CR10
  doi: 10.1371/journal.pgen.1004132
– ident: 2413_CR8
  doi: 10.1371/journal.pgen.1005274
– volume: 48
  year: 2018
  ident: 2413_CR46
  publication-title: Eur J Clin Investig
  doi: 10.1111/eci.12983
– volume: 417
  start-page: 653
  issue: 2
  year: 2012
  ident: 2413_CR36
  publication-title: Biochem Biophys Res Commun
  doi: 10.1016/j.bbrc.2011.11.099
– ident: 2413_CR78
  doi: 10.5281/zenodo.4709362
– volume: 181
  start-page: 51
  year: 2017
  ident: 2413_CR26
  publication-title: Immunol Lett
  doi: 10.1016/j.imlet.2016.11.006
– volume: 489
  start-page: 466
  issue: 4
  year: 2017
  ident: 2413_CR40
  publication-title: Biochem Biophys Res Commun
  doi: 10.1016/j.bbrc.2017.05.172
– ident: 2413_CR24
  doi: 10.4049/jimmunol.1101029
– ident: 2413_CR25
  doi: 10.1371/journal.pone.0179574
– volume: 13
  start-page: 807
  issue: 7
  year: 2007
  ident: 2413_CR57
  publication-title: Inflamm Bowel Dis
  doi: 10.1002/ibd.20110
– volume: 167
  start-page: 1415
  year: 2016
  ident: 2413_CR45
  publication-title: Cell
  doi: 10.1016/j.cell.2016.10.042
– volume: 32
  start-page: 1
  issue: 1
  year: 2003
  ident: 2413_CR47
  publication-title: Int J Epidemiol
  doi: 10.1093/ije/dyg070
– volume: 75
  start-page: 3353
  issue: 18
  year: 2018
  ident: 2413_CR3
  publication-title: Cell Mol Life Sci
  doi: 10.1007/s00018-018-2864-2
– volume: 24
  start-page: R93
  issue: R1
  year: 2015
  ident: 2413_CR33
  publication-title: Hum Mol Genet
  doi: 10.1093/hmg/ddv263
– volume: 8
  start-page: 2281
  issue: 11
  year: 2013
  ident: 2413_CR71
  publication-title: Nat Protoc
  doi: 10.1038/nprot.2013.143
– volume-title: World review of nutrition and dietetics
  year: 2014
  ident: 2413_CR2
– volume: 46
  start-page: 1985
  issue: 6
  year: 2017
  ident: 2413_CR51
  publication-title: Int J Epidemiol
  doi: 10.1093/ije/dyx102
– volume: 30
  start-page: 543
  year: 2015
  ident: 2413_CR50
  publication-title: Eur J Epidemiol
  doi: 10.1007/s10654-015-0011-z
– volume: 167
  start-page: 1099
  year: 2016
  ident: 2413_CR11
  publication-title: Cell
  doi: 10.1016/j.cell.2016.10.017
– ident: 2413_CR43
  doi: 10.1371/journal.pgen.1004383
– volume: 175
  start-page: 1780
  year: 2018
  ident: 2413_CR23
  publication-title: Cell
  doi: 10.1016/j.cell.2018.10.001
– volume: 26
  start-page: 2336
  issue: 18
  year: 2010
  ident: 2413_CR74
  publication-title: Bioinformatics.
  doi: 10.1093/bioinformatics/btq419
– volume: 24
  start-page: 892
  issue: 4
  year: 2018
  ident: 2413_CR4
  publication-title: Inflamm Bowel Dis
  doi: 10.1093/ibd/izx081
– volume: 43
  start-page: 1193
  year: 2011
  ident: 2413_CR59
  publication-title: Nat Genet
  doi: 10.1038/ng.998
– volume: 45
  start-page: D896
  issue: D1
  year: 2017
  ident: 2413_CR73
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkw1133
– ident: 2413_CR79
– ident: 2413_CR9
  doi: 10.1371/journal.pgen.1005510
– ident: 2413_CR75
– volume: 167
  start-page: 894
  issue: 4
  year: 2016
  ident: 2413_CR19
  publication-title: Cell.
  doi: 10.1016/j.cell.2016.10.040
– volume: 136
  start-page: 923
  year: 2015
  ident: 2413_CR39
  publication-title: J Allergy Clin Immunol
  doi: 10.1016/j.jaci.2015.01.045
– volume: 26
  start-page: 433
  year: 2019
  ident: 2413_CR14
  publication-title: Cell Chem Biol
  doi: 10.1016/j.chembiol.2018.11.015
– volume: 195
  start-page: 3605
  year: 2015
  ident: 2413_CR20
  publication-title: JI.
– volume: 62
  start-page: 52
  issue: 1
  year: 2013
  ident: 2413_CR22
  publication-title: Cytokine.
  doi: 10.1016/j.cyto.2013.02.020
– volume: 10
  start-page: 1254
  issue: 9
  year: 2018
  ident: 2413_CR63
  publication-title: Nutrients.
  doi: 10.3390/nu10091254
– volume: 286
  start-page: 45
  issue: 1-2
  year: 2013
  ident: 2413_CR58
  publication-title: Cell Immunol
  doi: 10.1016/j.cellimm.2013.11.003
– volume: 8
  start-page: 1826
  issue: 1
  year: 2017
  ident: 2413_CR67
  publication-title: Nat Commun
  doi: 10.1038/s41467-017-01261-5
– volume: 19
  start-page: 2894
  issue: 10
  year: 2018
  ident: 2413_CR5
  publication-title: IJMS.
  doi: 10.3390/ijms19102894
– volume: 75
  start-page: 645
  issue: 3
  year: 2013
  ident: 2413_CR27
  publication-title: Br J Clin Pharmacol
  doi: 10.1111/j.1365-2125.2012.04374.x
– volume: 141
  start-page: 1762
  issue: 5
  year: 2011
  ident: 2413_CR70
  publication-title: Gastroenterology.
  doi: 10.1053/j.gastro.2011.07.050
– volume: 7
  start-page: 248
  issue: 4
  year: 2010
  ident: 2413_CR42
  publication-title: Nat Methods
  doi: 10.1038/nmeth0410-248
– volume: 33
  start-page: 1365
  issue: 10
  year: 1992
  ident: 2413_CR53
  publication-title: Gut.
  doi: 10.1136/gut.33.10.1365
– ident: 2413_CR16
  doi: 10.1080/17512433.2017.1271708
– volume: 45
  start-page: W130
  issue: W1
  year: 2017
  ident: 2413_CR66
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkx356
– volume-title: Metabolic signaling
  year: 2019
  ident: 2413_CR15
– ident: 2413_CR76
– volume: 38
  start-page: e164
  issue: 16
  year: 2010
  ident: 2413_CR65
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkq603
– volume: 10
  start-page: 1474
  issue: 10
  year: 2015
  ident: 2413_CR72
  publication-title: Nat Protoc
  doi: 10.1038/nprot.2015.088
– volume: 104
  start-page: 776
  issue: 3
  year: 2016
  ident: 2413_CR62
  publication-title: Am J Clin Nutr
  doi: 10.3945/ajcn.116.135301
– volume: 7
  start-page: 321
  issue: 3
  year: 2014
  ident: 2413_CR48
  publication-title: Circ Cardiovasc Genet
  doi: 10.1161/CIRCGENETICS.113.000208
– volume: 11
  start-page: 1
  issue: 1
  year: 2016
  ident: 2413_CR41
  publication-title: Nat Protoc
  doi: 10.1038/nprot.2015.123
– volume: 59
  start-page: 993
  issue: 7
  year: 2010
  ident: 2413_CR55
  publication-title: Metabolism.
  doi: 10.1016/j.metabol.2009.10.022
– volume: 67
  start-page: 59
  year: 2018
  ident: 2413_CR17
  publication-title: Brain Behav Immun
  doi: 10.1016/j.bbi.2017.08.024
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Snippet Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and non-genetic host...
Background Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and...
BACKGROUND: Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic and...
Abstract Background Recent studies highlight the role of metabolites in immune diseases, but it remains unknown how much of this effect is driven by genetic...
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SubjectTerms Adolescent
Adult
Age
Aged
Alanine
Alanine - blood
Alanine - immunology
Arachidonic acid
Arachidonic Acid - blood
Arachidonic Acid - immunology
Association analysis
blood
Body mass index
Chromatography
Cohort Studies
Correlation analysis
Crohn's disease
Cytokines
Disease
Female
Gender
Genetic factors
genome
Genome-Wide Association Study
Genomics
Genomics - methods
glutamic acid
Glutamic Acid - blood
Glutamic Acid - immunology
Healthy Volunteers
Humans
Immune phenotypes
Immune response
Immune system
Immunity, Innate - genetics
Immunoglobulins
Immunological diseases
Integration
Integrative analysis
loci
Male
Mass spectrometry
Metabolic Networks and Pathways - genetics
Metabolic Networks and Pathways - immunology
Metabolic pathways
Metabolism
Metabolites
metabolome
Metabolomics
Metabolomics - methods
Middle Aged
NMR
Nuclear magnetic resonance
Phenotype
Phenotypes
Quantitative Trait Loci
Roles
Scientific imaging
Therapeutic targets
therapeutics
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Title Integration of metabolomics, genomics, and immune phenotypes reveals the causal roles of metabolites in disease
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