Brainstem glucose metabolism predicts reward dependence scores in treatment-resistant major depression
It has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However, how neurobiological processes such as brain glucose metabolism may relate to personality features in the treatment-resistant depressed (TRD) state remai...
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Published in | Psychological medicine Vol. 52; no. 14; pp. 3260 - 3266 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Cambridge, UK
Cambridge University Press
01.10.2022
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Abstract | It has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However, how neurobiological processes such as brain glucose metabolism may relate to personality features in the treatment-resistant depressed (TRD) state remains largely unclear.
To examine how brainstem metabolism in the TRD state may predict Cloninger's temperament dimensions Harm Avoidance (HA), Novelty Seeking (NS), and Reward Dependence (RD), we collected
fluorodeoxyglucose positron emission tomography (
FDG PET) scans in 40 AD-free TRD patients. All participants were assessed with the Temperament and Character Inventory (TCI). We applied a multiple kernel learning (MKL) regression to predict the HA, NS, and RD from brainstem metabolic activity, the origin of respectively serotonergic, dopaminergic, and noradrenergic neurotransmitter (NT) systems.
The MKL model was able to significantly predict RD but not HA and NS from the brainstem metabolic activity. The MKL pattern regression model identified increased metabolic activity in the pontine nuclei and locus coeruleus, the medial reticular formation, the dorsal/median raphe, and the ventral tegmental area that contributed to the predictions of RD.
The MKL algorithm identified a likely metabolic marker in the brainstem for RD in major depression. Although
FDG PET does not investigate specific NT systems, the predictive value of brainstem glucose metabolism on RD scores however indicates that this temperament dimension in the TRD state could be mediated by different monoaminergic systems, all involved in higher order reward-related behavior. |
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AbstractList | It has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However, how neurobiological processes such as brain glucose metabolism may relate to personality features in the treatment-resistant depressed (TRD) state remains largely unclear.BACKGROUNDIt has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However, how neurobiological processes such as brain glucose metabolism may relate to personality features in the treatment-resistant depressed (TRD) state remains largely unclear.To examine how brainstem metabolism in the TRD state may predict Cloninger's temperament dimensions Harm Avoidance (HA), Novelty Seeking (NS), and Reward Dependence (RD), we collected 18fluorodeoxyglucose positron emission tomography (18FDG PET) scans in 40 AD-free TRD patients. All participants were assessed with the Temperament and Character Inventory (TCI). We applied a multiple kernel learning (MKL) regression to predict the HA, NS, and RD from brainstem metabolic activity, the origin of respectively serotonergic, dopaminergic, and noradrenergic neurotransmitter (NT) systems.METHODSTo examine how brainstem metabolism in the TRD state may predict Cloninger's temperament dimensions Harm Avoidance (HA), Novelty Seeking (NS), and Reward Dependence (RD), we collected 18fluorodeoxyglucose positron emission tomography (18FDG PET) scans in 40 AD-free TRD patients. All participants were assessed with the Temperament and Character Inventory (TCI). We applied a multiple kernel learning (MKL) regression to predict the HA, NS, and RD from brainstem metabolic activity, the origin of respectively serotonergic, dopaminergic, and noradrenergic neurotransmitter (NT) systems.The MKL model was able to significantly predict RD but not HA and NS from the brainstem metabolic activity. The MKL pattern regression model identified increased metabolic activity in the pontine nuclei and locus coeruleus, the medial reticular formation, the dorsal/median raphe, and the ventral tegmental area that contributed to the predictions of RD.RESULTSThe MKL model was able to significantly predict RD but not HA and NS from the brainstem metabolic activity. The MKL pattern regression model identified increased metabolic activity in the pontine nuclei and locus coeruleus, the medial reticular formation, the dorsal/median raphe, and the ventral tegmental area that contributed to the predictions of RD.The MKL algorithm identified a likely metabolic marker in the brainstem for RD in major depression. Although 18FDG PET does not investigate specific NT systems, the predictive value of brainstem glucose metabolism on RD scores however indicates that this temperament dimension in the TRD state could be mediated by different monoaminergic systems, all involved in higher order reward-related behavior.CONCLUSIONSThe MKL algorithm identified a likely metabolic marker in the brainstem for RD in major depression. Although 18FDG PET does not investigate specific NT systems, the predictive value of brainstem glucose metabolism on RD scores however indicates that this temperament dimension in the TRD state could be mediated by different monoaminergic systems, all involved in higher order reward-related behavior. BackgroundIt has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However, how neurobiological processes such as brain glucose metabolism may relate to personality features in the treatment-resistant depressed (TRD) state remains largely unclear.MethodsTo examine how brainstem metabolism in the TRD state may predict Cloninger's temperament dimensions Harm Avoidance (HA), Novelty Seeking (NS), and Reward Dependence (RD), we collected 18fluorodeoxyglucose positron emission tomography (18FDG PET) scans in 40 AD-free TRD patients. All participants were assessed with the Temperament and Character Inventory (TCI). We applied a multiple kernel learning (MKL) regression to predict the HA, NS, and RD from brainstem metabolic activity, the origin of respectively serotonergic, dopaminergic, and noradrenergic neurotransmitter (NT) systems.ResultsThe MKL model was able to significantly predict RD but not HA and NS from the brainstem metabolic activity. The MKL pattern regression model identified increased metabolic activity in the pontine nuclei and locus coeruleus, the medial reticular formation, the dorsal/median raphe, and the ventral tegmental area that contributed to the predictions of RD.ConclusionsThe MKL algorithm identified a likely metabolic marker in the brainstem for RD in major depression. Although 18FDG PET does not investigate specific NT systems, the predictive value of brainstem glucose metabolism on RD scores however indicates that this temperament dimension in the TRD state could be mediated by different monoaminergic systems, all involved in higher order reward-related behavior. It has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However, how neurobiological processes such as brain glucose metabolism may relate to personality features in the treatment-resistant depressed (TRD) state remains largely unclear. To examine how brainstem metabolism in the TRD state may predict Cloninger's temperament dimensions Harm Avoidance (HA), Novelty Seeking (NS), and Reward Dependence (RD), we collected fluorodeoxyglucose positron emission tomography ( FDG PET) scans in 40 AD-free TRD patients. All participants were assessed with the Temperament and Character Inventory (TCI). We applied a multiple kernel learning (MKL) regression to predict the HA, NS, and RD from brainstem metabolic activity, the origin of respectively serotonergic, dopaminergic, and noradrenergic neurotransmitter (NT) systems. The MKL model was able to significantly predict RD but not HA and NS from the brainstem metabolic activity. The MKL pattern regression model identified increased metabolic activity in the pontine nuclei and locus coeruleus, the medial reticular formation, the dorsal/median raphe, and the ventral tegmental area that contributed to the predictions of RD. The MKL algorithm identified a likely metabolic marker in the brainstem for RD in major depression. Although FDG PET does not investigate specific NT systems, the predictive value of brainstem glucose metabolism on RD scores however indicates that this temperament dimension in the TRD state could be mediated by different monoaminergic systems, all involved in higher order reward-related behavior. |
Author | Wu, Guo-Rong Baeken, Chris |
AuthorAffiliation | 4 Department of Head and Skin, Ghent University Hospital, Ghent University , Ghent , Belgium 1 Faculty of Psychology, Key Laboratory of Cognition and Personality, Southwest University , Chongqing , China 3 Ghent Experimental Psychiatry (GHEP) Lab , Ghent , Belgium 2 Department of Psychiatry University Hospital (UZBrussel) , Brussels , Belgium 5 Department of Electrical Engineering, Eindhoven University of Technology , Eindhoven , The Netherlands |
AuthorAffiliation_xml | – name: 4 Department of Head and Skin, Ghent University Hospital, Ghent University , Ghent , Belgium – name: 2 Department of Psychiatry University Hospital (UZBrussel) , Brussels , Belgium – name: 3 Ghent Experimental Psychiatry (GHEP) Lab , Ghent , Belgium – name: 5 Department of Electrical Engineering, Eindhoven University of Technology , Eindhoven , The Netherlands – name: 1 Faculty of Psychology, Key Laboratory of Cognition and Personality, Southwest University , Chongqing , China |
Author_xml | – sequence: 1 givenname: Guo-Rong orcidid: 0000-0003-4918-3955 surname: Wu fullname: Wu, Guo-Rong email: gronwu@gmail.com organization: 1Faculty of Psychology, Key Laboratory of Cognition and Personality, Southwest University, Chongqing, China – sequence: 2 givenname: Chris orcidid: 0000-0001-9885-3041 surname: Baeken fullname: Baeken, Chris organization: 2Department of Psychiatry University Hospital (UZBrussel), Brussels, Belgium |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/33504370$$D View this record in MEDLINE/PubMed |
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CitedBy_id | crossref_primary_10_1038_s41398_024_03171_9 crossref_primary_10_1080_17460441_2023_2278635 crossref_primary_10_1007_s00702_025_02881_8 crossref_primary_10_3390_metabo15010034 |
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Keywords | 18FDG PET reward dependence depression TCI treatment resistance |
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Snippet | It has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However, how... BackgroundIt has been suggested that individual differences in temperament could be involved in the (non-)response to antidepressant (AD) treatment. However,... |
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SubjectTerms | Antidepressants Brain research Brain stem Brain Stem - diagnostic imaging Character Depression Depressive Disorder, Major - diagnostic imaging Depressive Disorder, Major - drug therapy Dopamine receptors Fluorodeoxyglucose F18 Gender Glucose Glucose metabolism Humans Individual differences Locus coeruleus Medical imaging Mental depression Metabolism Neurobiology Neuroimaging Neurosciences Novelty seeking Original Original Article Personality Personality Inventory Personality tests Personality traits Pontine nuclei Positron emission tomography Refractory depression Reinforcement Reticular formation Reward Temperament Temperament - physiology Tomography Treatment resistance Ventral tegmentum |
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Title | Brainstem glucose metabolism predicts reward dependence scores in treatment-resistant major depression |
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