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1.
J Psychosom Res ; 125: 109796, 2019 10.
Article in English | MEDLINE | ID: mdl-31470255

ABSTRACT

Major Depressive Disorder (MDD) is a heterogeneous disorder with a considerable symptomatic overlap with other psychiatric and somatic disorders. This study aims at providing evidence for association of a set of serum and urine biomarkers with MDD. We analyzed urine and serum samples of 40 MDD patients and 47 age- and sex-matched controls using 40 potential MDD biomarkers (21 serum biomarkers and 19 urine biomarkers). All participants were of Caucasian origin. We developed an algorithm to combine the heterogeneity at biomarker level. This method enabled the identification of correlating biomarkers based on differences in variation and distribution between groups, combined the outcome of the selected biomarkers, and calculated depression probability scores (the "bio depression score"). Phenotype permutation analysis showed a significant discrimination between MDD and euthymic (control) subjects for biomarkers in urine (P < .001), in serum (P = .02) and in the combined serum plus urine result (P < .001). Based on this algorithm, a combination of 8 urine biomarkers and 9 serum biomarkers were identified to correlate with MDD, enabling an area under the curve (AUC) of 0.955 in a Receiver Operating Characteristic (ROC) analysis. Selection of either urine biomarkers or serum biomarkers resulted in AUC values of 0.907 and 0.853, respectively. Internal cross-validation (5-fold) confirmed the association of this set of biomarkers with MDD.


Subject(s)
Depressive Disorder, Major/blood , Depressive Disorder, Major/urine , Adult , Algorithms , Area Under Curve , Biomarkers/blood , Biomarkers/urine , Case-Control Studies , Female , Humans , Male , Middle Aged , ROC Curve
2.
Biomark Med ; 9(3): 277-97, 2015.
Article in English | MEDLINE | ID: mdl-25731213

ABSTRACT

Major depressive disorder is a heterogeneous disorder, mostly diagnosed on the basis of symptomatic criteria alone. It would be of great help when specific biomarkers for various subtypes and symptom clusters of depression become available to assist in diagnosis and subtyping of depression, and to enable monitoring and prognosis of treatment response. However, currently known biomarkers do not reach sufficient sensitivity and specificity, and often the relation to underlying pathophysiology is unclear. In this review, we evaluate various biomarker approaches in terms of scientific merit and clinical applicability. Finally, we discuss how combined biomarker approaches in both preclinical and clinical studies can help to make the connection between the clinical manifestations of depression and the underlying pathophysiology.


Subject(s)
Depressive Disorder, Major , Animals , Biomarkers/metabolism , Depressive Disorder, Major/diagnosis , Depressive Disorder, Major/etiology , Depressive Disorder, Major/metabolism , Depressive Disorder, Major/physiopathology , Humans
3.
Article in English | MEDLINE | ID: mdl-25455571

ABSTRACT

In the present study we evaluate the feasibility of gene expression in white blood cells as a peripheral marker for winter depression. Sixteen patients with winter type seasonal affective disorder were included in the study. Blood was taken by venous puncture at three time points; in winter prior and following bright light therapy and in summer. RNA was isolated, converted into cRNA, amplified and hybridized on Illumina® gene expression arrays. The raw optical array data were quantile normalized and thereafter analyzed using a metagene approach, based on previously published Affymetrix gene array data. The raw data were also subjected to a secondary analysis focusing on circadian genes and genes involved in serotonergic neurotransmission. Differences between the conditions were analyzed, using analysis of variance on the principal components of the metagene score matrix. After correction for multiple testing no statistically significant differences were found. Another approach uses the correlation between metagene factor weights and the actual expression values, averaged over conditions. When comparing the correlations of winter vs. summer and bright light therapy vs. summer significant changes for several metagenes were found. Subsequent gene ontology analyses (DAVID and GeneTrail) of 5 major metagenes suggest an interaction between brain and white blood cells. The hypothesis driven analysis with a smaller group of genes failed to demonstrate any significant effects. The results from the combined metagene and gene ontology analyses support the idea of communication between brain and white blood cells. Future studies will need a much larger sample size to obtain information at the level of single genes.


Subject(s)
Phototherapy , Seasonal Affective Disorder/blood , Seasonal Affective Disorder/therapy , Seasons , Adolescent , Adult , Aged , Gene Expression Profiling , Gene Ontology , Humans , Microarray Analysis , Middle Aged , Phenotype , Psychiatric Status Rating Scales , Seasonal Affective Disorder/genetics , Young Adult
4.
Prog Neuropsychopharmacol Biol Psychiatry ; 38(2): 142-8, 2012 Aug 07.
Article in English | MEDLINE | ID: mdl-22763037

ABSTRACT

OBJECTIVES: To investigate the potential of white blood cells as probes for central processes we have measured gene expression in both the anterior cingulate cortex and white blood cells using a putative animal model of negative symptoms in schizophrenia. METHODS: The model is based on the capability of ketamine to induce psychotic symptoms in healthy volunteers and to worsen such symptoms in schizophrenic patients. Classical fear conditioning is used to assess emotional processing and cognitive function in animals exposed to sub-chronic ketamine vs. controls. Gene expression was measured using a commercially sourced whole genome rat gene array. Data analyses were performed using ANOVA (Systat 11). RESULTS: In both anterior cingulate cortex and white blood cells a significant interaction between ketamine and fear conditioning could be observed. The outcome is largely supported by our subsequent metagene analysis. Moreover, the correlation between gene expression in brain and blood is about constant when no ketamine is present (r~0.4). With ketamine, however, the correlation becomes very low (r~0.2) when there is no fear, but it increases to ~0.6 when fear and ketamine are both present. Our results show that under normal conditions ketamine lowers gene expression in the brain, but this effect is completely reversed in combination with fear conditioning, indicating a stimulatory action. CONCLUSION: This paradoxical outcome indicates that extreme care must be taken when using gene expression data from white blood cells as marker for psychiatric disorders, especially when pharmacological and environmental interactions are at play.


Subject(s)
Behavior, Animal/drug effects , Brain/metabolism , Gene Expression/physiology , Schizophrenia/genetics , Animals , Brain/drug effects , Conditioning, Psychological/drug effects , Disease Models, Animal , Fear/drug effects , Ketamine/pharmacology , Rats , Schizophrenia/blood , Schizophrenia/metabolism
5.
Neurochem Int ; 57(8): 948-57, 2010 Dec.
Article in English | MEDLINE | ID: mdl-20946930

ABSTRACT

We have investigated effects of continuous SSRI administration and abrupt discontinuation on biochemical and behavioral indices of rat brain serotonin function, and attempted to identify underlying mechanisms. Biochemistry of serotonin was assessed with brain tissue assays and microdialysis; behavior was assessed as the acoustic startle reflex. Long-term SSRI administration to rats reduced the content of 5-HT and its main metabolite shortly after inhibition of 5-HT synthesis in many brain areas with more than 50%. Turnover was not appreciably decreased, but significantly increased within 48h of drug discontinuation. The microdialysis experiments indicate that neuronal release of 5-HT depends strongly on new synthesis and emphasize the role of 5-HT(1B) receptors in the regulation of these processes. Discontinuation of the SSRI rapidly increased behavioral reactivity to the external stimulus. Additional startle experiments suggest that the increased reactivity is more likely related to the reduced extracellular 5-HT levels than to impaired synthesis. The combination of the marked reduction of serotonin content and limited synthesis may destabilize brain serotonin transmission during long-term SSRI treatment. These combined effects may compromise the efficacy of an SSRI therapy and facilitate behavioral changes following non-compliance.


Subject(s)
Behavior, Animal/drug effects , Behavior, Animal/physiology , Citalopram/pharmacology , Selective Serotonin Reuptake Inhibitors/pharmacology , Serotonin/deficiency , Substance Withdrawal Syndrome/metabolism , Animals , Brain Chemistry/drug effects , Brain Chemistry/physiology , Depressive Disorder/drug therapy , Depressive Disorder/metabolism , Depressive Disorder/psychology , Male , Rats , Rats, Wistar , Serotonin/biosynthesis , Substance Withdrawal Syndrome/psychology , Time Factors
6.
J Neurochem ; 108(5): 1126-35, 2009 Mar.
Article in English | MEDLINE | ID: mdl-19166502

ABSTRACT

Both microdialysis and electrophysiology were used to investigate whether another serotonin (5-HT) receptor subtype next to the 5-HT(1A) autoreceptor is involved in the acute effects of a selective serotonin reuptake inhibitor on 5-HT neuronal activity. On the basis of a previous study, we decided to investigate the involvement of the 5-HT(7) receptors. Experiments were performed with the specific 5-HT(7) antagonist SB 258741 and the putative 5-HT(7) agonist AS19. In this study WAY 100.635 was used to block 5-HT(1A) receptors. Systemic administration of SB 258741 significantly reduced the effect of combined selective serotonin reuptake inhibitor and WAY 100.635 administration on extracellular 5-HT in the ventral hippocampus as well as 5-HT neuronal firing in the dorsal raphe nucleus. In the microdialysis study, co-administration of AS19 and WAY 100.635 showed a biphasic effect on extracellular 5-HT in ventral hippocampus, hinting at opposed 5-HT(7) receptor mediated effects. In the electrophysiological experiments, systemic administration of AS19 alone displayed a bell-shaped dose-effect curve: moderately increasing 5-HT neuronal firing at lower doses while decreasing it at higher doses. SB 258741 was capable of blocking the effect of AS19 at a low dose. This is consistent with the pharmacological profile of AS19, displaying high affinity for 5-HT(7) receptors and moderate affinity for 5-HT(1A) receptors. The data are in support of an excitatory effect of selective serotonin reuptake inhibitors on 5-HT neuronal activity mediated by 5-HT(7) receptors. It can be speculated, that the restoration of 5-HT neuronal firing upon chronic antidepressant treatment, which is generally attributed to desensitization of 5-HT(1A) receptors alone, in fact results from a shift in balance between 5-HT(1A) and 5-HT(7) receptor function.


Subject(s)
Action Potentials/drug effects , Neurons/drug effects , Receptors, Serotonin/physiology , Serotonin Agents/pharmacology , Serotonin/metabolism , Action Potentials/physiology , Analysis of Variance , Animals , Brain/cytology , Chromatography, High Pressure Liquid/methods , Citalopram/pharmacology , Drug Interactions , Electrochemistry/methods , Male , Microdialysis/methods , Neurons/physiology , Piperazines/pharmacology , Piperidines/pharmacology , Pyrazoles/pharmacology , Pyridines/pharmacology , Pyrrolidines/pharmacology , Rats , Rats, Wistar , Receptor, Serotonin, 5-HT1A/physiology , Serotonin 5-HT1 Receptor Antagonists , Selective Serotonin Reuptake Inhibitors/pharmacology , Tetrahydronaphthalenes/pharmacology , Tosyl Compounds/pharmacology , Wakefulness
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