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PMID: 26008736 Published · ppublish English Journal Article Research Support, American Recovery and Reinvestment Act Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Gene expression in major depressive disorder.

Molecular psychiatry ·Vol. 21 ·No. 3 ·2016-03-00 ·Pages 339-47

Jansen R, Penninx BW, Madar V, Xia K, Milaneschi Y, Hottenga JJ, Hammerschlag AR, Beekman A, van der Wee N, Smit JH, Brooks AI, Tischfield J, Posthuma D, Schoevers R, van Grootheest G, Willemsen G, de Geus EJ, Boomsma DI, Wright FA, Zou F, Sun W, Sullivan PF

Abstract

The search for genetic variants underlying major depressive disorder (MDD) has not yet provided firm leads to its underlying molecular biology. A complementary approach is to study gene expression in relation to MDD. We measured gene expression in peripheral blood from 1848 subjects from The Netherlands Study of Depression and Anxiety. Subjects were divided into current MDD (N=882), remitted MDD (N=635) and control (N=331) groups. MDD status and gene expression were measured again 2 years later in 414 subjects. The strongest gene expression differences were between the current MDD and control groups (129 genes at false-discovery rate, FDR<0.1). Gene expression differences across MDD status were largely unrelated to antidepressant use, inflammatory status and blood cell counts. Genes associated with MDD were enriched for interleukin-6 (IL-6)-signaling and natural killer (NK) cell pathways. We identified 13 gene expression clusters with specific clusters enriched for genes involved in NK cell activation (downregulated in current MDD, FDR=5.8 × 10(-5)) and IL-6 pathways (upregulated in current MDD, FDR=3.2 × 10(-3)). Longitudinal analyses largely confirmed results observed in the cross-sectional data. Comparisons of gene expression results to the Psychiatric Genomics Consortium (PGC) MDD genome-wide association study results revealed overlap with DVL3. In conclusion, multiple gene expression associations with MDD were identified and suggest a measurable impact of current MDD state on gene expression. Identified genes and gene clusters are enriched with immune pathways previously associated with the etiology of MDD, in line with the immune suppression and immune activation hypothesis of MDD.

MeSH Terms
Adult Anxiety Disorders/genetics Cross-Sectional Studies Depressive Disorder, Major/diagnosis,genetics Female Gene Expression/genetics Gene Expression Regulation/genetics Genetic Predisposition to Disease/genetics Genome-Wide Association Study Humans Interleukin-6/genetics,metabolism Killer Cells, Natural/metabolism Longitudinal Studies Male Middle Aged Polymorphism, Single Nucleotide/genetics Signal Transduction/genetics
Chemicals
IL6 protein, human Interleukin-6
Authors & Affiliations
22 authors, click to expand affiliations / ORCID
Jansen R
Department of Psychiatry, VU University Medical Center, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Penninx B W J H
Department of Psychiatry, VU University Medical Center, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Madar V
Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA.
Xia K ORCID
Department of Psychiatry, University of North Carolina, Chapel Hill, NC, USA.
Milaneschi Y
Department of Psychiatry, VU University Medical Center, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Hottenga J J
Department of Biological Psychology, VU University Amsterdam, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Hammerschlag A R
Department of Complex Trait Genetics, VU University Amsterdam, Center for Neurogenomics and Cognitive Research, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Beekman A
Department of Psychiatry, VU University Medical Center, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
van der Wee N
Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands.
Smit J H
Department of Psychiatry, VU University Medical Center, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Brooks A I
Department of Genetics and the Human Genetics Institute, RUCDR Infinite Biologics, Rutgers University, New Brunswick, NJ, USA.
Tischfield J
Department of Genetics and the Human Genetics Institute, RUCDR Infinite Biologics, Rutgers University, New Brunswick, NJ, USA.
Posthuma D
Department of Complex Trait Genetics, VU University Amsterdam, Center for Neurogenomics and Cognitive Research, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands. | Department of Clinical Genetics, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, The Netherlands.
Schoevers R
Department of Psychiatry, University Medical Center Groningen, Groningen, The Netherlands.
van Grootheest G
Department of Psychiatry, VU University Medical Center, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Willemsen G
Department of Biological Psychology, VU University Amsterdam, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
de Geus E J
Department of Biological Psychology, VU University Amsterdam, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Boomsma D I
Department of Biological Psychology, VU University Amsterdam, Neuroscience Campus Amsterdam, Amsterdam, The Netherlands.
Wright F A
Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA. | Department of Statistics, North Carolina State University, Raleigh, NC, USA. | Department of Biological Sciences, North Carolina State University, Raleigh, NC, USA.
Zou F
Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA.
Sun W
Department of Genetics, University of North Carolina, Chapel Hill, NC, USA.
Sullivan P F
Department of Genetics, University of North Carolina, Chapel Hill, NC, USA. | Department of Psychiatry, University of North Carolina, Chapel Hill, NC, USA.
References (63)
63 references, click to expand
  1. βCaMKII in lateral habenula mediates core symptoms of depression.
    Science. 2013 Aug 30;341(6149):1016-20 PMID: 23990563
  2. The Netherlands Study of Depression and Anxiety (NESDA): rationale, objectives and methods.
    Int J Methods Psychiatr Res. 2008;17(3):121-40 PMID: 18763692
  3. Wnt signaling in neuropsychiatric disorders: ties with adult hippocampal neurogenesis and behavior.
    Neurosci Biobehav Rev. 2014 Nov;47:369-83 PMID: 25263701
  4. Cytokines and serotonin transporter in patients with major depression.
    Prog Neuropsychopharmacol Biol Psychiatry. 2006 Jul;30(5):899-905 PMID: 16616982
  5. Increased expression of calcium/calmodulin-dependent protein kinase IIbeta in frontal cortex in schizophrenia and depression.
    Synapse. 2006 Jan;59(1):61-8 PMID: 16247765
  6. Depression pathogenesis and treatment: what can we learn from blood mRNA expression?
    BMC Med. 2013 Feb 05;11:28 PMID: 23384232
  7. Is human blood a good surrogate for brain tissue in transcriptional studies?
    BMC Genomics. 2010 Oct 20;11:589 PMID: 20961428
  8. Coordinated messenger RNA/microRNA changes in fibroblasts of patients with major depression.
    Biol Psychiatry. 2015 Feb 1;77(3):256-65 PMID: 25016317
  9. A functional genomic perspective on human well-being.
    Proc Natl Acad Sci U S A. 2013 Aug 13;110(33):13684-9 PMID: 23898182
  10. RNA-sequencing of the brain transcriptome implicates dysregulation of neuroplasticity, circadian rhythms and GTPase binding in bipolar disorder.
    Mol Psychiatry. 2014 Nov;19(11):1179-85 PMID: 24393808
  11. Genome-wide association of major depression: description of samples for the GAIN Major Depressive Disorder Study: NTR and NESDA biobank projects.
    Eur J Hum Genet. 2008 Mar;16(3):335-42 PMID: 18197199
  12. Candidate genes expression profile associated with antidepressants response in the GENDEP study: differentiating between baseline 'predictors' and longitudinal 'targets'.
    Neuropsychopharmacology. 2013 Feb;38(3):377-85 PMID: 22990943
  13. The wnt pathway in mood disorders.
    Curr Neuropharmacol. 2012 Sep;10(3):239-53 PMID: 23449817
  14. Evaluation of the effect of selective serotonin-reuptake inhibitors on lymphocyte subsets in patients with a major depressive disorder.
    Eur Neuropsychopharmacol. 2010 Feb;20(2):88-95 PMID: 20005081
  15. High dimensional endophenotype ranking in the search for major depression risk genes.
    Biol Psychiatry. 2012 Jan 1;71(1):6-14 PMID: 21982424
  16. Associations of depression with C-reactive protein, IL-1, and IL-6: a meta-analysis.
    Psychosom Med. 2009 Feb;71(2):171-86 PMID: 19188531
  17. Meta-analysis on blood transcriptomic studies identifies consistently coexpressed protein-protein interaction modules as robust markers of human aging.
    Aging Cell. 2014 Apr;13(2):216-25 PMID: 24119000
  18. CRP, IL-6 and depression: a systematic review and meta-analysis of longitudinal studies.
    J Affect Disord. 2013 Sep 25;150(3):736-44 PMID: 23870425
  19. Biological insights from 108 schizophrenia-associated genetic loci.
    Nature. 2014 Jul 24;511(7510):421-7 PMID: 25056061
  20. Anxiolytic action of neuromedin-U and neurotransmitters involved in mice.
    Regul Pept. 2013 Sep 10;186:137-40 PMID: 23892031
  21. Neuroplastic changes in depression: a role for the immune system.
    Psychoneuroendocrinology. 2012 Sep;37(9):1397-416 PMID: 22525700
  22. Genome-wide association for major depressive disorder: a possible role for the presynaptic protein piccolo.
    Mol Psychiatry. 2009 Apr;14(4):359-75 PMID: 19065144
  23. Immune suppression and immune activation in depression.
    Brain Behav Immun. 2011 Feb;25(2):221-9 PMID: 20955778
  24. Transcriptomic epidemiology of smoking: the effect of smoking on gene expression in lymphocytes.
    BMC Med Genomics. 2010 Jul 15;3:29 PMID: 20633249
  25. The relationship of depression and stressors to immunological assays: a meta-analytic review.
    Brain Behav Immun. 2001 Sep;15(3):199-226 PMID: 11566046
  26. Association of resolution of major depression with increased natural killer cell activity among HIV-seropositive women.
    Am J Psychiatry. 2005 Nov;162(11):2125-30 PMID: 16263853
  27. Altered expression of genes involved in inflammation and apoptosis in frontal cortex in major depression.
    Mol Psychiatry. 2011 Jul;16(7):751-62 PMID: 20479761
  28. A novel role of the WNT-dishevelled-GSK3β signaling cascade in the mouse nucleus accumbens in a social defeat model of depression.
    J Neurosci. 2011 Jun 22;31(25):9084-92 PMID: 21697359
  29. Depression and immunity: a meta-analytic review.
    Psychol Bull. 1993 May;113(3):472-86 PMID: 8316610
  30. Elevated C-reactive protein levels, psychological distress, and depression in 73, 131 individuals.
    JAMA Psychiatry. 2013 Feb;70(2):176-84 PMID: 23266538
  31. Reliability and validity studies of the WHO--Composite International Diagnostic Interview (CIDI): a critical review.
    J Psychiatr Res. 1994 Jan-Feb;28(1):57-84 PMID: 8064641
  32. Evaluating the comparability of gene expression in blood and brain.
    Am J Med Genet B Neuropsychiatr Genet. 2006 Apr 5;141B(3):261-8 PMID: 16526044
  33. Social regulation of gene expression in human leukocytes.
    Genome Biol. 2007;8(9):R189 PMID: 17854483
  34. Understanding the somatic consequences of depression: biological mechanisms and the role of depression symptom profile.
    BMC Med. 2013 May 15;11:129 PMID: 23672628
  35. WGCNA: an R package for weighted correlation network analysis.
    BMC Bioinformatics. 2008 Dec 29;9:559 PMID: 19114008
  36. Sex differences in the human peripheral blood transcriptome.
    BMC Genomics. 2014 Jan 17;15:33 PMID: 24438232
  37. Genetic studies of major depressive disorder: why are there no genome-wide association study findings and what can we do about it?
    Biol Psychiatry. 2014 Oct 1;76(7):510-2 PMID: 25201436
  38. Inflammation and depression.
    Curr Top Behav Neurosci. 2013;14:135-51 PMID: 22553073
  39. A versatile gene-based test for genome-wide association studies.
    Am J Hum Genet. 2010 Jul 9;87(1):139-45 PMID: 20598278
  40. A meta-analysis of cytokines in major depression.
    Biol Psychiatry. 2010 Mar 1;67(5):446-57 PMID: 20015486
  41. Most genetic risk for autism resides with common variation.
    Nat Genet. 2014 Aug;46(8):881-5 PMID: 25038753
  42. Neurotransmissions of antidepressant-like effects of neuromedin U-23 in mice.
    Behav Brain Res. 2014 Feb 1;259:196-9 PMID: 24239690
  43. Type I interferon signaling genes in recurrent major depression: increased expression detected by whole-blood RNA sequencing.
    Mol Psychiatry. 2014 Dec;19(12):1267-74 PMID: 24296977
  44. A mega-analysis of genome-wide association studies for major depressive disorder.
    Mol Psychiatry. 2013 Apr;18(4):497-511 PMID: 22472876
  45. Antidepressants augment natural killer cell activity: in vivo and in vitro.
    Neuropsychobiology. 1999;39(1):18-24 PMID: 9892855
  46. Metamoodics: meta-analysis and bioinformatics resource for mood disorders.
    Mol Psychiatry. 2014 Jul;19(7):748-9 PMID: 24018898
  47. Heritability and genomics of gene expression in peripheral blood.
    Nat Genet. 2014 May;46(5):430-7 PMID: 24728292
  48. Serotonin protects NK cells against oxidatively induced functional inhibition and apoptosis.
    J Leukoc Biol. 2001 Jul;70(1):65-72 PMID: 11435487
  49. MORC1 exhibits cross-species differential methylation in association with early life stress as well as genome-wide association with MDD.
    Transl Psychiatry. 2014 Aug 26;4:e429 PMID: 25158004
  50. Functional gene group analysis identifies synaptic gene groups as risk factor for schizophrenia.
    Mol Psychiatry. 2012 Oct;17(10):996-1006 PMID: 21931320
  51. Genetic variability in the regulation of gene expression in ten regions of the human brain.
    Nat Neurosci. 2014 Oct;17(10):1418-28 PMID: 25174004
  52. Significance analysis of functional categories in gene expression studies: a structured permutation approach.
    Bioinformatics. 2005 May 1;21(9):1943-9 PMID: 15647293
  53. Inflammatory and metabolic dysregulation and the 2-year course of depressive disorders in antidepressant users.
    Neuropsychopharmacology. 2014 Jun;39(7):1624-34 PMID: 24442097
  54. Decreased expression of synapse-related genes and loss of synapses in major depressive disorder.
    Nat Med. 2012 Sep;18(9):1413-7 PMID: 22885997
  55. To What Extent is Blood a Reasonable Surrogate for Brain in Gene Expression Studies: Estimation from Mouse Hippocampus and Spleen.
    Front Neurosci. 2009 Oct 09;3:54 PMID: 20582281
  56. Genetic epidemiology of major depression: review and meta-analysis.
    Am J Psychiatry. 2000 Oct;157(10):1552-62 PMID: 11007705
  57. The role of the innate immune system in psychiatric disorders.
    Mol Cell Neurosci. 2013 Mar;53:52-62 PMID: 23064447
  58. Major depressive disorder.
    N Engl J Med. 2008 Jan 3;358(1):55-68 PMID: 18172175
  59. Circulating natural killer cell phenotypes in men and women with major depression. Relation to cytotoxic activity and severity of depression.
    Arch Gen Psychiatry. 1992 May;49(5):388-95 PMID: 1534002
  60. Identification of pathways for bipolar disorder: a meta-analysis.
    JAMA Psychiatry. 2014 Jun;71(6):657-64 PMID: 24718920
  61. Matrix eQTL: ultra fast eQTL analysis via large matrix operations.
    Bioinformatics. 2012 May 15;28(10):1353-8 PMID: 22492648
  62. Systematic identification of trans eQTLs as putative drivers of known disease associations.
    Nat Genet. 2013 Oct;45(10):1238-43 PMID: 24013639
  63. Neural plasticity and proliferation in the generation of antidepressant effects: hippocampal implication.
    Neural Plast. 2013;2013:537265 PMID: 23862076
Article Info
Journal
Molecular psychiatry
Abbr.
Mol Psychiatry
ISSN
1476-5578
Published
2016-03-00
Epub
2015-00-26
Pages
339-47
Language
English
Region
England
NLM ID
9607835
Subset
IM
Grants
NIMH NIH HHS · RC2 MH089951 · United States
NIMH NIH HHS · U24 MH068457 · United States
Corrections
ErratumIn
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