Discovery and validation of blood biomarkers for suicidality

Suicides are a leading cause of death in psychiatric patients, and in society at large. Developing more quantitative and objective ways (biomarkers) for predicting and tracking suicidal states would have immediate practical applications and positive societal implications. We undertook such an endeavor. First, building on our previous blood biomarker work in mood disorders and psychosis, we decided to identify blood gene expression biomarkers for suicidality, looking at differential expression of genes in the blood of subjects with a major mood disorder (bipolar disorder), a high-risk population prone to suicidality. We compared no suicidal ideation (SI) states and high SI states using a powerful intrasubject design, as well as an intersubject case–case design, to generate a list of differentially expressed genes. Second, we used a comprehensive Convergent Functional Genomics (CFG) approach to identify and prioritize from the list of differentially expressed gene biomarkers of relevance to suicidality. CFG integrates multiple independent lines of evidence—genetic and functional genomic data—as a Bayesian strategy for identifying and prioritizing findings, reducing the false-positives and false-negatives inherent in each individual approach. Third, we examined whether expression levels of the blood biomarkers identified by us in the live bipolar subject cohort are actually altered in the blood in an age-matched cohort of suicide completers collected from the coroner’s office, and report that 13 out of the 41 top CFG scoring biomarkers (32%) show step-wise significant change from no SI to high SI states, and then to the suicide completers group. Six out of them (15%) remained significant after strict Bonferroni correction for multiple comparisons. Fourth, we show that the blood levels of SAT1 (spermidine/spermine N1–acetyltransferase 1), the top biomarker identified by us, at the time of testing for this study, differentiated future as well as past hospitalizations with suicidality, in a live cohort of bipolar disorder subjects, and exhibited a similar but weaker pattern in a live cohort of psychosis (schizophrenia/schizoaffective disorder) subjects. Three other (phosphatase and tensin homolog (PTEN), myristoylated alanine-rich protein kinase C substrate (MARCKS), and mitogen-activated protein kinase kinase kinase 3 (MAP3K3)) of the six biomarkers that survived Bonferroni correction showed similar but weaker effects. Taken together, the prospective and retrospective hospitalization data suggests SAT1, PTEN, MARCKS and MAP3K3 might be not only state biomarkers but trait biomarkers as well. Fifth, we show how a multi-dimensional approach using SAT1 blood expression levels and two simple visual-analog scales for anxiety and mood enhances predictions of future hospitalizations for suicidality in the bipolar cohort (receiver-operating characteristic curve with area under the curve of 0.813). Of note, this simple approach does not directly ask about SI, which some individuals may deny or choose not to share with clinicians. Lastly, we conducted bioinformatic analyses to identify biological pathways, mechanisms and medication targets. Overall, suicidality may be underlined, at least in part, by biological mechanisms related to stress, inflammation and apoptosis.

[1]  Yogesh K. Dwivedi,et al.  Modulation in Activation and Expression of Phosphatase and Tensin Homolog on Chromosome Ten, Akt1, and 3-Phosphoinositide-Dependent Kinase 1: Further Evidence Demonstrating Altered Phosphoinositide 3-Kinase Signaling in Postmortem Brain of Suicide Subjects , 2010, Biological Psychiatry.

[2]  Yogesh K. Dwivedi,et al.  Proinflammatory cytokines in the prefrontal cortex of teenage suicide victims. , 2012, Journal of psychiatric research.

[3]  Sanghyeon Kim,et al.  Suicide candidate genes associated with bipolar disorder and schizophrenia: An exploratory gene expression profiling analysis of post-mortem prefrontal cortex , 2007, BMC Genomics.

[4]  A. Gratton,et al.  Evidence of Altered Polyamine Concentrations in Cerebral Cortex of Suicide Completers , 2010, Neuropsychopharmacology.

[5]  Nicholas J Schork,et al.  PhenoChipping of psychotic disorders: A novel approach for deconstructing and quantitating psychiatric phenotypes , 2006, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[6]  A. Sequeira,et al.  Altered expression of lipid metabolism and immune response genes in the frontal cortex of suicide completers. , 2010, Journal of affective disorders.

[7]  W. McCall,et al.  Nightmares and dysfunctional beliefs about sleep mediate the effect of insomnia symptoms on suicidal ideation. , 2013, Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine.

[8]  W H Wong,et al.  Genome-wide expression analysis reveals dysregulation of myelination-related genes in chronic schizophrenia , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[9]  J. Nurnberger,et al.  Identification of blood biomarkers for psychosis using convergent functional genomics , 2011, Molecular Psychiatry.

[10]  D. Pritchard,et al.  CD24 is expressed in gastric parietal cells and regulates apoptosis and the response to Helicobacter felis infection in the murine stomach. , 2012, American journal of physiology. Gastrointestinal and liver physiology.

[11]  A. Bureau,et al.  Global gene expression profiling of the polyamine system in suicide completers. , 2011, The international journal of neuropsychopharmacology.

[12]  Hongyu Zhao,et al.  Increased ratio of anti-apoptotic to pro-apoptotic Bcl2 gene-family members in lithium-responders one month after treatment initiation , 2012, Biology of Mood & Anxiety Disorders.

[13]  A. Falini,et al.  Opposite effects of suicidality and lithium on gray matter volumes in bipolar depression. , 2011, Journal of affective disorders.

[14]  Ryan W. Kim,et al.  Genomic Convergence Analysis of Schizophrenia: mRNA Sequencing Reveals Altered Synaptic Vesicular Transport in Post-Mortem Cerebellum , 2008, PloS one.

[15]  G. Rosoklija,et al.  A pilot genome wide association and gene expression array study of suicide with and without major depression , 2013, The world journal of biological psychiatry : the official journal of the World Federation of Societies of Biological Psychiatry.

[16]  N. Schork,et al.  Mindscape: a convergent perspective on life, mind, consciousness and happiness. , 2010, Journal of affective disorders.

[17]  N. Schork,et al.  Convergent functional genomics of anxiety disorders: translational identification of genes, biomarkers, pathways and mechanisms , 2011, Translational Psychiatry.

[18]  A. Malafosse,et al.  Alteration in Kinase Activity But Not in Protein Levels of Protein Kinase B and Glycogen Synthase Kinase-3β in Ventral Prefrontal Cortex of Depressed Suicide Victims , 2007, Biological Psychiatry.

[19]  C. Gaiteri,et al.  Altered Gene Synchrony Suggests a Combined Hormone-Mediated Dysregulated State in Major Depression , 2010, PloS one.

[20]  R. Baldessarini,et al.  Long-term lithium treatment in the prevention of suicidal behavior in bipolar disorder patients , 2009, Epidemiologia e Psichiatria Sociale.

[21]  H. Manji,et al.  Targeting the BH3-interacting domain death agonist to develop mechanistically unique antidepressants , 2012, Molecular Psychiatry.

[22]  A. Czurkó,et al.  Altered Functional Protein Networks in the Prefrontal Cortex and Amygdala of Victims of Suicide , 2012, PloS one.

[23]  M. Geyer,et al.  Towards Understanding The Schizophrenia Code : An Expanded Convergent Functional Genomics Approach , 2007 .

[24]  A. Malafosse,et al.  Alterations in Phosphatidylinositol 3-Kinase Activity and PTEN Phosphatase in the Prefrontal Cortex of Depressed Suicide Victims , 2011, Neuropsychobiology.

[25]  John P. Rice,et al.  A genomewide linkage study on suicidality in major depressive disorder confirms evidence for linkage to 2p12 , 2010, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[26]  R. Myers,et al.  Gene Expression Changes in the Prefrontal Cortex, Anterior Cingulate Cortex and Nucleus Accumbens of Mood Disorders Subjects That Committed Suicide , 2012, PloS one.

[27]  Norio Ozaki,et al.  Adolescent Stress–Induced Epigenetic Control of Dopaminergic Neurons via Glucocorticoids , 2013, Science.

[28]  J. Mann,et al.  Omega-3 polyunsaturated essential fatty acid status as a predictor of future suicide risk. , 2006, The American journal of psychiatry.

[29]  A. Niculescu,et al.  Convergent Functional Genomics: what we have learned and can learn about genes, pathways, and mechanisms , 2010, Neuropsychopharmacology.

[30]  Daniel L. Koller,et al.  Convergent functional genomics of schizophrenia: from comprehensive understanding to genetic risk prediction , 2012, Molecular Psychiatry.

[31]  J. Nurnberger,et al.  Identifying blood biomarkers for mood disorders using convergent functional genomics , 2009, Molecular Psychiatry.

[32]  S. Gandon,et al.  Evolution of suicide as a defence strategy against pathogens in a spatially structured environment. , 2013, Ecology letters.

[33]  W. Bunney,et al.  Mechanisms of Rapid Antidepressant Effects of Sleep Deprivation Therapy: Clock Genes and Circadian Rhythms , 2013, Biological Psychiatry.

[34]  R. Kuczenski,et al.  Convergent functional genomics: a Bayesian candidate gene identification approach for complex disorders. , 2005, Methods.

[35]  L. Penning,et al.  Involvement of polyamines in apoptosis. Facts and controversies: effectors or protectors? , 2000, Seminars in cancer biology.

[36]  G. Turecki,et al.  Identification and Characterization of Spermidine/Spermine N1-Acetyltransferase Promoter Variants in Suicide Completers , 2009, Biological Psychiatry.

[37]  Matthew K Nock,et al.  Suicide and suicidal behavior. , 2008, Epidemiologic reviews.

[38]  L. Alhonen,et al.  Altered Levels of Growth-related and Novel Gene Transcripts in Reproductive and Other Tissues of Female Mice Overexpressing Spermidine/Spermine N 1-Acetyltransferase (SSAT)* , 2002, The Journal of Biological Chemistry.

[39]  G. Turecki,et al.  Cholesterol and phospholipids in frontal cortex and synaptosomes of suicide completers: relationship with endosomal lipid trafficking genes. , 2013, Journal of psychiatric research.

[40]  J. Kelsoe,et al.  Identifying a series of candidate genes for mania and psychosis: a convergent functional genomics approach. , 2000, Physiological genomics.

[41]  J. Nurnberger,et al.  Candidate genes, pathways and mechanisms for alcoholism: an expanded convergent functional genomics approach , 2007, The Pharmacogenomics Journal.

[42]  J. Nurnberger,et al.  Effects of a neuregulin 1 variant on conversion to schizophrenia and schizophreniform disorder in people at high risk for psychosis , 2009, Molecular Psychiatry.

[43]  R. Tremblay,et al.  Association of Polyaminergic Loci With Anxiety, Mood Disorders, and Attempted Suicide , 2010, PloS one.

[44]  M. Geyer,et al.  Phenomic, Convergent Functional Genomic, and biomarker studies in a stress‐reactive genetic animal model of bipolar disorder and co‐morbid alcoholism , 2008, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[45]  G. Turecki,et al.  Epigenetic regulation of spermidine/spermine N1-acetyltransferase (SAT1) in suicide. , 2011, Journal of psychiatric research.

[46]  A. Niculescu,et al.  Convergent integration of animal model and human studies of bipolar disorder (manic-depressive illness). , 2010, Current opinion in pharmacology.

[47]  N. Schork,et al.  Candidate genes, pathways and mechanisms for bipolar (manic–depressive) and related disorders: an expanded convergent functional genomics approach , 2004, Molecular Psychiatry.

[48]  Hugo Y. K. Lam,et al.  Personal Omics Profiling Reveals Dynamic Molecular and Medical Phenotypes , 2012, Cell.

[49]  F J McMahon,et al.  Convergent functional genomics of genome‐wide association data for bipolar disorder: Comprehensive identification of candidate genes, pathways and mechanisms , 2009, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[50]  M. Tsuang,et al.  Convergent Functional Genomics of bipolar disorder: From animal model pharmacogenomics to human genetics and biomarkers , 2007, Neuroscience & Biobehavioral Reviews.

[51]  J. Hibbeln,et al.  Suicide deaths of active-duty US military and omega-3 fatty-acid status: a case-control comparison. , 2011, The Journal of clinical psychiatry.

[52]  S. Faraone,et al.  Evidence for genetic association of RORB with bipolar disorder , 2009, BMC psychiatry.

[53]  D. Rujescu,et al.  Profiling brain expression of the spermidine/spermine N1‐acetyltransferase 1 (SAT1) gene in suicide , 2009, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[54]  G. Turecki,et al.  X chromosome and suicide , 2011, Molecular Psychiatry.

[55]  S. Deutsch,et al.  Genetic and epigenetic analysis of SSAT gene dysregulation in suicidal behavior , 2009, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[56]  C. Blanco,et al.  Increased risk for suicidal behavior in comorbid bipolar disorder and alcohol use disorders: results from the National Epidemiologic Survey on Alcohol and Related Conditions (NESARC). , 2010, The Journal of clinical psychiatry.

[57]  L. Alhonen,et al.  Activation of Polyamine Catabolism Profoundly Alters Tissue Polyamine Pools and Affects Hair Growth and Female Fertility in Transgenic Mice Overexpressing Spermidine/SpermineN 1-Acetyltransferase* , 1997, The Journal of Biological Chemistry.

[58]  H. Anisman,et al.  Molecular Pathway Reconstruction and Analysis of Disturbed Gene Expression in Depressed Individuals Who Died by Suicide , 2012, PloS one.

[59]  C. Benkelfat,et al.  Patterns of gene expression in the limbic system of suicides with and without major depression , 2007, Molecular Psychiatry.

[60]  F. Holsboer,et al.  Genome-Wide Association Study of Antidepressant Treatment-Emergent Suicidal Ideation , 2012, Neuropsychopharmacology.

[61]  H. Swartz,et al.  Suicide attempts in bipolar I and bipolar II disorder: a review and meta-analysis of the evidence. , 2010, Bipolar disorders.

[62]  B. H. Miller,et al.  MicroRNA-132 dysregulation in schizophrenia has implications for both neurodevelopment and adult brain function , 2012, Proceedings of the National Academy of Sciences.

[63]  M. Geyer,et al.  Convergent functional genomic studies of omega-3 fatty acids in stress reactivity, bipolar disorder and alcoholism , 2011, Translational Psychiatry.

[64]  A. Sequeira,et al.  Altered expression of genes involved in ATP biosynthesis and GABAergic neurotransmission in the ventral prefrontal cortex of suicides with and without major depression , 2009, Molecular Psychiatry.

[65]  M. Cannon,et al.  Psychotic symptoms in adolescence index risk for suicidal behavior: findings from 2 population-based case-control clinical interview studies. , 2012, Archives of general psychiatry.

[66]  Fuad G. Gwadry,et al.  Implication of SSAT by gene expression and genetic variation in suicide and major depression. , 2006, Archives of general psychiatry.

[67]  Yogesh K. Dwivedi,et al.  Altered expression and phosphorylation of myristoylated alanine-rich C kinase substrate (MARCKS) in postmortem brain of suicide victims with or without depression. , 2003, Journal of psychiatric research.

[68]  Daniel L. Koller,et al.  Coming to grips with complex disorders: Genetic risk prediction in bipolar disorder using panels of genes identified through convergent functional genomics , 2010, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[69]  Alan I Green,et al.  Clozapine treatment for suicidality in schizophrenia: International Suicide Prevention Trial (InterSePT). , 2003, Archives of general psychiatry.