Cross-disorder analysis of schizophrenia and 19 immune diseases reveals genetic correlation

Epidemiological studies have revealed that schizophrenia and immune diseases co-occur in the general population at higher than expected rates. Here, we evaluated whether the epidemiologic correlation between immune diseases and schizophrenia might be explained by shared genetic risk factors. We used data from a large genome-wide association study (GWAS) of schizophrenia (N=35,476 cases and 46,839 controls) to compare the genetic architecture of schizophrenia to 19 immune diseases. First, we evaluated the association with schizophrenia of 581 variants previously reported to be associated with immune diseases at genome-wide significance. Next, we investigated genome-wide sharing of common variants using polygenic risk scores for immune diseases. We identified nine variants with potential pleiotropic effects, located in regions associated with both schizophrenia and autoimmune disease. Five of these variants were located outside of the human leukocyte antigen region, and mapped to genes with known roles in calcium signaling. Polygenic risk scores revealed significant genetic overlap with schizophrenia for narcolepsy (p=4.1×10−4), primary biliary cirrhosis (p=1.4×10−8), psoriasis (p=3.6×10−5), systemic lupus erythematosus (p=2.2×10−8), type 1 diabetes (p=2.0×10−6), and ulcerative colitis (p=4.3×10−4). Genetic correlation between these immune diseases and schizophrenia, estimated using cross-trait LD Score regression, ranged from 0.10 to 0.18. We also observed suggestive evidence of sex-dependent genetic correlation between schizophrenia and multiple sclerosis (interaction p=0.02), with genetic risk scores for multiple sclerosis associated with greater risk of schizophrenia among males but not females. Our findings reveal the presence of significant genetic correlation between schizophrenia and several immune diseases, which in some cases may be sex-dependent. Author Summary Immune diseases occur at different rates among patients with schizophrenia compared to the general population. While the reasons for this are unclear, shared genetic risk (genetic correlation) has been proposed as a contributing factor. Prior studies have used GWAS data to estimate the genetic correlation between schizophrenia and a handful of immune diseases, with conflicting results. Here, we performed a comprehensive cross-disorder investigation of schizophrenia and 19 immune diseases. We identified nine individual genetic variants associated with both schizophrenia and immune diseases, including four variants close to genes involved in calcium signalling (PLCL1, BANK1, EPO, PITPNM2). We demonstrated significant genome-wide genetic correlation between schizophrenia and narcolepsy, primary biliary cirrhosis, psoriasis, systemic lupus erythematosus, type 1 diabetes, and ulcerative colitis. Finally, we identified a potential sex-dependent pleiotropic effect between schizophrenia and multiple sclerosis, with genetic risk scores for multiple sclerosis associated with greater risk of schizophrenia among males but not females. Our findings point to a shared genetic basis between schizophrenia and at least a subset of immune diseases. These results raise the possibility that the same genetic variants may exert their effects on neurons or immune cells to influence the development of psychiatric and immune disorders, respectively.

[1]  James T. Elder,et al.  Genetic correlations among psychiatric and immune‐related phenotypes based on genome‐wide association data , 2018, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[2]  Timothy Shin Heng Mak,et al.  Tutorial: a guide to performing polygenic risk score analyses , 2018, bioRxiv.

[3]  Marie Verbanck,et al.  The Landscape of Pervasive Horizontal Pleiotropy in Human Genetic Variation is Driven by Extreme Polygenicity of Human Traits and Diseases , 2018 .

[4]  B. Neale,et al.  Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases , 2018, Nature Genetics.

[5]  Ting Qi,et al.  Integrative analysis of omics summary data reveals putative mechanisms underlying complex traits , 2018, Nature Communications.

[6]  D. Levinson,et al.  Genetic Correlation Profile of Schizophrenia Mirrors Epidemiological Results and Suggests Link Between Polygenic and Rare Variant (22q11.2) Cases of Schizophrenia , 2017, Schizophrenia bulletin.

[7]  Robert M. Maier,et al.  Causal associations between risk factors and common diseases inferred from GWAS summary data , 2017, Nature Communications.

[8]  Yang I Li,et al.  An Expanded View of Complex Traits: From Polygenic to Omnigenic , 2017, Cell.

[9]  M. Huse,et al.  Mechanical Communication at the Immunological Synapse. , 2017, Trends in cell biology.

[10]  Luke R. Lloyd-Jones,et al.  The Genetic Architecture of Gene Expression in Peripheral Blood. , 2017, American journal of human genetics.

[11]  Jing Zhao,et al.  The Genetic Architecture of Gene Expression in Peripheral Blood. , 2017, American journal of human genetics.

[12]  N. Schork,et al.  Common susceptibility variants are shared between schizophrenia and psoriasis in the Han Chinese population. , 2016, Journal of psychiatry & neuroscience : JPN.

[13]  M. Levine,et al.  DNA methylation-based measures of biological age: meta-analysis predicting time to death , 2016, Aging.

[14]  Jo Lambert,et al.  Genome-wide association studies of autoimmune vitiligo identify 23 new risk loci and highlight key pathways and regulatory variants , 2016, Nature Genetics.

[15]  H. Nagaraja,et al.  Effects of Complement C4 Gene Copy Number Variations, Size Dichotomy, and C4A Deficiency on Genetic Risk and Clinical Presentation of Systemic Lupus Erythematosus in East Asian Populations , 2016, Arthritis & rheumatology.

[16]  Soumya Raychaudhuri,et al.  Genome-Wide Association Studies Suggest Limited Immune Gene Enrichment in Schizophrenia Compared to 5 Autoimmune Diseases , 2016, Schizophrenia bulletin.

[17]  Nick C Fox,et al.  Analysis of shared heritability in common disorders of the brain , 2018, Science.

[18]  Joshua Starmer,et al.  Sex bias in CNS autoimmune disease mediated by androgen control of autoimmune regulator , 2016, Nature Communications.

[19]  P. Visscher,et al.  Integration of summary data from GWAS and eQTL studies predicts complex trait gene targets , 2016, Nature Genetics.

[20]  Søren Brunak,et al.  Analysis of five chronic inflammatory diseases identifies 27 new associations and highlights disease-specific patterns at shared loci , 2016, Nature Genetics.

[21]  S. Horvath,et al.  Shared molecular neuropathology across major psychiatric disorders parallels polygenic overlap , 2016, Science.

[22]  Giulio Genovese,et al.  Schizophrenia risk from complex variation of complement component 4 , 2016, Nature.

[23]  J. Rioux,et al.  Genetic association analyses implicate aberrant regulation of innate and adaptive immunity genes in the pathogenesis of systemic lupus erythematosus , 2015, Nature Genetics.

[24]  P. Visscher,et al.  New data and an old puzzle: the negative association between schizophrenia and rheumatoid arthritis. , 2015, International journal of epidemiology.

[25]  Gabor T. Marth,et al.  A global reference for human genetic variation , 2015, Nature.

[26]  Casey S. Greene,et al.  International genome-wide meta-analysis identifies new primary biliary cirrhosis risk loci and targetable pathogenic pathways , 2015, Nature Communications.

[27]  Yakir A Reshef,et al.  Partitioning heritability by functional annotation using genome-wide association summary statistics , 2015, Nature Genetics.

[28]  Qian Wang,et al.  Pervasive pleiotropy between psychiatric disorders and immune disorders revealed by integrative analysis of multiple GWAS , 2015, Human Genetics.

[29]  Frank Dudbridge,et al.  A Fast Method that Uses Polygenic Scores to Estimate the Variance Explained by Genome-wide Marker Panels and the Proportion of Variants Affecting a Trait. , 2015, American journal of human genetics.

[30]  Judy H. Cho,et al.  Association analyses identify 38 susceptibility loci for inflammatory bowel disease and highlight shared genetic risk across populations , 2015, Nature Genetics.

[31]  Buhm Han,et al.  Additive and interaction effects at three amino acid positions in HLA-DQ and HLA-DR molecules drive type 1 diabetes risk , 2015, Nature Genetics.

[32]  R. Yolken,et al.  Development of a blood-based molecular biomarker test for identification of schizophrenia before disease onset , 2015, Translational Psychiatry.

[33]  Joseph K. Pickrell,et al.  Detection and interpretation of shared genetic influences on 42 human traits , 2015, Nature Genetics.

[34]  K. Nave,et al.  Erythropoietin dampens injury-induced microglial motility , 2015, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[35]  Jun S. Liu,et al.  The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans , 2015, Science.

[36]  J. Liou,et al.  Phosphatidylinositol 4,5-Bisphosphate Homeostasis Regulated by Nir2 and Nir3 Proteins at Endoplasmic Reticulum-Plasma Membrane Junctions* , 2015, The Journal of Biological Chemistry.

[37]  M. Daly,et al.  An Atlas of Genetic Correlations across Human Diseases and Traits , 2015, Nature Genetics.

[38]  Cisca Wijmenga,et al.  Fine-mapping in the MHC region accounts for 18% additional genetic risk for celiac disease , 2015, Nature Genetics.

[39]  Manolis Kellis,et al.  Fine mapping of type 1 diabetes susceptibility loci and evidence for colocalization of causal variants with lymphoid gene enhancers , 2015, Nature Genetics.

[40]  G. Breen,et al.  The relationship between schizophrenia and rheumatoid arthritis revisited: Genetic and epidemiological analyses , 2015, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[41]  M. Daly,et al.  Genome-wide meta-analysis in alopecia areata resolves HLA associations and reveals two new susceptibility loci , 2015, Nature Communications.

[42]  Y. Okada,et al.  The HLA-DRβ1 amino acid positions 11–13–26 explain the majority of SLE–MHC associations , 2014, Nature Communications.

[43]  Hailiang Huang,et al.  High density mapping of the MHC identifies a shared role for HLA-DRB1*01:03 in inflammatory bowel diseases and heterozygous advantage in ulcerative colitis , 2014, Nature Genetics.

[44]  L. Petersen,et al.  Risk of schizophrenia spectrum and affective disorders associated with small for gestational age birth and height in adulthood , 2014, Schizophrenia Research.

[45]  R. Ophoff,et al.  Genetic liability for schizophrenia predicts risk of immune disorders , 2014, Schizophrenia Research.

[46]  E. Mignot,et al.  Dual cases of type 1 narcolepsy with schizophrenia and other psychotic disorders. , 2014, Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine.

[47]  Ross M. Fraser,et al.  Defining the role of common variation in the genomic and biological architecture of adult human height , 2014, Nature Genetics.

[48]  Vinod Chandran,et al.  Fine Mapping Major Histocompatibility Complex Associations in Psoriasis and Its Clinical Subtypes , 2014, American journal of human genetics.

[49]  C. Spencer,et al.  Biological Insights From 108 Schizophrenia-Associated Genetic Loci , 2014, Nature.

[50]  M. Daly,et al.  LD Score regression distinguishes confounding from polygenicity in genome-wide association studies , 2014, Nature Genetics.

[51]  P. Mortensen,et al.  A nationwide study on the risk of autoimmune diseases in individuals with a personal or a family history of schizophrenia and related psychosis. , 2014, The American journal of psychiatry.

[52]  Y Wang,et al.  Genetic pleiotropy between multiple sclerosis and schizophrenia but not bipolar disorder: differential involvement of immune-related gene loci , 2014, Molecular Psychiatry.

[53]  Eric S. Lander,et al.  A polygenic burden of rare disruptive mutations in schizophrenia , 2014, Nature.

[54]  Annette Lee,et al.  Immunochip analysis identifies multiple susceptibility loci for systemic sclerosis. , 2014, American journal of human genetics.

[55]  M. Carrington,et al.  Fine-Mapping the Genetic Association of the Major Histocompatibility Complex in Multiple Sclerosis: HLA and Non-HLA Effects , 2013, PLoS genetics.

[56]  P. Gaffney,et al.  Variants at multiple loci implicated in both innate and adaptive immune responses are associated with Sjögren’s syndrome , 2013, Nature Genetics.

[57]  Tanya M. Teslovich,et al.  Common variants associated with plasma triglycerides and risk for coronary artery disease , 2013, Nature Genetics.

[58]  M. Pirinen,et al.  Analysis of immune-related loci identifies 48 new susceptibility variants for multiple sclerosis , 2013, Nature Genetics.

[59]  M. Peters,et al.  Systematic identification of trans eQTLs as putative drivers of known disease associations , 2013, Nature Genetics.

[60]  Jianxin Shi,et al.  Genetic relationship between five psychiatric disorders estimated from genome-wide SNPs , 2013, Nature Genetics.

[61]  Peter Donnelly,et al.  Identification of multiple risk variants for ankylosing spondylitis through high-density genotyping of immune-related loci , 2013, Nature Genetics.

[62]  Sampath Prahalad,et al.  Dense genotyping of immune-related disease regions identifies 14 new susceptibility loci for juvenile idiopathic arthritis , 2013, Nature Genetics.

[63]  Judy H. Cho,et al.  Dense genotyping of immune-related disease regions identifies nine new risk loci for primary sclerosing cholangitis , 2013, Nature Genetics.

[64]  M. Daly,et al.  Identification of risk loci with shared effects on five major psychiatric disorders: a genome-wide analysis , 2013, The Lancet.

[65]  Leah M. Feazel,et al.  Sex Differences in the Gut Microbiome Drive Hormone-Dependent Regulation of Autoimmunity , 2013, Science.

[66]  F. Dudbridge Power and Predictive Accuracy of Polygenic Risk Scores , 2013, PLoS genetics.

[67]  C. Gieger,et al.  ImmunoChip Study Implicates Antigen Presentation to T Cells in Narcolepsy , 2013, PLoS genetics.

[68]  James T. Elder,et al.  Identification of fifteen new psoriasis susceptibility loci highlights the role of innate immunity , 2012, Nature Genetics.

[69]  Kenny Q. Ye,et al.  An integrated map of genetic variation from 1,092 human genomes , 2012, Nature.

[70]  D. Bentley,et al.  Large-scale genome-wide association analysis of bipolar disorder identifies a new susceptibility locus near ODZ4 , 2012, Nature Genetics.

[71]  Daniel J. Gaffney,et al.  Dense fine-mapping study identifies new susceptibility loci for primary biliary cirrhosis , 2012, Nature Genetics.

[72]  John Spertus,et al.  Plasma HDL cholesterol and risk of myocardial infarction: a mendelian randomisation study , 2012, The Lancet.

[73]  Peter A. Jones Functions of DNA methylation: islands, start sites, gene bodies and beyond , 2012, Nature Reviews Genetics.

[74]  H. Tsai,et al.  Prevalence of autoimmune diseases in in-patients with schizophrenia: nationwide population-based study. , 2012, The British journal of psychiatry : the journal of mental science.

[75]  M. Dalva,et al.  Ephrin regulation of synapse formation, function and plasticity , 2012, Molecular and Cellular Neuroscience.

[76]  Joseph E. Powell,et al.  The Brisbane Systems Genetics Study: Genetical Genomics Meets Complex Trait Genetics , 2012, PloS one.

[77]  Michael Loran Dustin,et al.  Signaling at neuro/immune synapses. , 2012, The Journal of clinical investigation.

[78]  P. Visscher,et al.  A Better Coefficient of Determination for Genetic Profile Analysis , 2012, Genetic epidemiology.

[79]  Peter Kraft,et al.  Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis , 2012, Nature Genetics.

[80]  Robert M. Plenge,et al.  Five amino acids in three HLA proteins explain most of the association between MHC and seropositive rheumatoid arthritis , 2011, Nature Genetics.

[81]  P. Mortensen,et al.  Autoimmune diseases and severe infections as risk factors for schizophrenia: a 30-year population-based register study. , 2011, The American journal of psychiatry.

[82]  Sarah Edkins,et al.  Dense genotyping identifies and localizes multiple common and rare variant association signals in celiac disease , 2011, Nature Genetics.

[83]  L. Liang,et al.  A genome-wide association study identifies two new risk loci for Graves' disease , 2011, Nature Genetics.

[84]  P. Visscher,et al.  GCTA: a tool for genome-wide complex trait analysis. , 2011, American journal of human genetics.

[85]  Tariq Ahmad,et al.  Genome-wide meta-analysis increases to 71 the number of confirmed Crohn's disease susceptibility loci , 2010, Nature Genetics.

[86]  Matti Pirinen,et al.  A genome-wide association study identifies new psoriasis susceptibility loci and an interaction between HLA-C and ERAP1 , 2010, Nature Genetics.

[87]  Sharon R Grossman,et al.  Integrating common and rare genetic variation in diverse human populations , 2010, Nature.

[88]  P. Mortensen,et al.  Autoimmune diseases, bipolar disorder, and non-affective psychosis. , 2010, Bipolar disorders.

[89]  Annette Lee,et al.  Genome-wide association study of systemic sclerosis identifies CD247 as a new susceptibility locus , 2010, Nature Genetics.

[90]  P. Deloukas,et al.  Multiple common variants for celiac disease influencing immune gene expression , 2010, Nature Genetics.

[91]  P. Visscher,et al.  Common polygenic variation contributes to risk of schizophrenia and bipolar disorder , 2009, Nature.

[92]  I. Weiner,et al.  Disruption of latent inhibition induced by ovariectomy can be reversed by estradiol and clozapine as well as by co-administration of haloperidol with estradiol but not by haloperidol alone , 2009, Psychopharmacology.

[93]  N. Rose,et al.  Sex differences in autoimmune disease from a pathological perspective. , 2008, The American journal of pathology.

[94]  J. Cheung,et al.  TRPC3 Is the Erythropoietin-regulated Calcium Channel in Human Erythroid Cells* , 2008, Journal of Biological Chemistry.

[95]  Robert M. Plenge,et al.  Defining the Role of the MHC in Autoimmunity: A Review and Pooled Analysis , 2008, PLoS genetics.

[96]  F. Rasmussen,et al.  Height and body mass index in young adulthood and risk of schizophrenia: a longitudinal study of 1 347 520 Swedish men , 2007, Acta psychiatrica Scandinavica.

[97]  Peter M Visscher,et al.  Prediction of individual genetic risk to disease from genome-wide association studies. , 2007, Genome research.

[98]  S. Feske Calcium signalling in lymphocyte activation and disease , 2007, Nature Reviews Immunology.

[99]  O. Mors,et al.  Association of schizophrenia and autoimmune diseases: linkage of Danish national registers. , 2006, The American journal of psychiatry.

[100]  A. Miyawaki,et al.  Control of Calcium Signal Propagation to the Mitochondria by Inositol 1,4,5-Trisphosphate-binding Proteins* , 2005, Journal of Biological Chemistry.

[101]  K. Nakayama,et al.  GABAA Receptor Phospho-Dependent Modulation Is Regulated by Phospholipase C-Related Inactive Protein Type 1, a Novel Protein Phosphatase 1 Anchoring Protein , 2004, The Journal of Neuroscience.

[102]  A. Freywald,et al.  Ephrin stimulation modulates T cell chemotaxis , 2002, European journal of immunology.

[103]  Katsuhiko Mikoshiba,et al.  BANK regulates BCR‐induced calcium mobilization by promoting tyrosine phosphorylation of IP3 receptor , 2002, The EMBO journal.

[104]  W. Reik,et al.  An upstream repressor element plays a role in Igf2 imprinting , 2001, The EMBO journal.

[105]  R. Klein,et al.  Ephrin-B Reverse Signaling Is Mediated by a Novel PDZ-RGS Protein and Selectively Inhibits G Protein–Coupled Chemoattraction , 2001, Cell.

[106]  G. Felsenfeld,et al.  Methylation of a CTCF-dependent boundary controls imprinted expression of the Igf2 gene , 2000, Nature.

[107]  T Pawson,et al.  Ligands for EPH-related receptor tyrosine kinases that require membrane attachment or clustering for activity. , 1994, Science.

[108]  Scott M. Williams,et al.  The ubiquity of pleiotropy in human disease , 2017, Human Genetics.

[109]  Judy H. Cho Host-microbe interactions have shaped the genetic architecture of inflammatory bowel disease , 2016 .

[110]  Z. Kutalik,et al.  DQB1 locus alone explains most of the risk and protection in narcolepsy with cataplexy in Europe. , 2014, Sleep.

[111]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[112]  Jing Cui,et al.  Genome-wide association study meta-analysis identifies seven new rheumatoid arthritis risk loci , 2010, Nature Genetics.

[113]  Pak Chung Sham,et al.  Genetic Power Calculator: design of linkage and association genetic mapping studies of complex traits , 2003, Bioinform..