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 inPsychological medicine Vol. 52; no. 14; pp. 3260 - 3266
Main Authors Wu, Guo-Rong, Baeken, Chris
Format Journal Article
LanguageEnglish
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.
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
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  givenname: Guo-Rong
  orcidid: 0000-0003-4918-3955
  surname: Wu
  fullname: Wu, Guo-Rong
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  givenname: Chris
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  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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SSID ssj0013142
Score 2.486084
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,...
SourceID pubmedcentral
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pubmed
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StartPage 3260
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
URI https://www.cambridge.org/core/product/identifier/S0033291720005425/type/journal_article
https://www.ncbi.nlm.nih.gov/pubmed/33504370
https://www.proquest.com/docview/2739054450
https://www.proquest.com/docview/2482659478
https://pubmed.ncbi.nlm.nih.gov/PMC9693681
Volume 52
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