Abstract
Background
The serotonin system has been implicated in several psychiatric disorders. All major psychiatric disorders are associated with cognitive impairment, but treatment improving cognitive deficits is lacking, partly due to limited understanding of the neurobiology of cognitive functioning. Several markers for the serotonin system have been associated with cognitive functions. Our research group previously has reported a positive correlation between serotonin (5-HT1B) receptor availability in the dorsal brainstem and visuospatial memory in a pilot study of healthy individuals. Here, we aim to replicate our previous finding in a larger group of healthy volunteers as well as to investigate putative associations between 5-HT1B receptor availability and other cognitive domains.
Methods
Forty-three healthy individuals were examined with positron emission tomography using the 5-HT1B receptor radioligand [11C]AZ10419369 and a visuospatial memory test to replicate our previous finding as well as tests of verbal fluency, cognitive flexibility, reaction time, and planning ability to explore other domains potentially associated with the serotonin system.
Results
Replication analysis revealed no statistically significant association between 5-HT1B receptor availability in the dorsal brainstem and visuospatial memory performance. Exploratory analyses showed age-adjusted correlations between 5-HT1B receptor availability in whole brain gray matter and specific brain regions, and number of commission errors, reaction time, and planning ability.
Conclusions
Higher 5-HT1B receptor availability was associated with more false-positive responses and faster reaction time but lower performance in planning and problem-solving. These results corroborate previous research supporting an important role of the serotonin system in impulsive behavior and planning ability.
Keywords: 5-HT1B, cognition, healthy volunteers, positron emission tomography, serotonin
Significance Statement.
The brain serotonin system has been implicated in several psychiatric disorders. All major psychiatric disorders are associated with cognitive impairment, but treatment improving cognitive deficits is lacking. This study aimed to improve knowledge of the neurobiological underpinnings of cognition by replicating previous findings of a positive association between 5-HT1B receptor availability and visuospatial memory and exploring additional associations between 5-HT1B receptor and cognition in healthy individuals. Exploratory analyses demonstrated correlations between 5-HT1B receptor availability in whole brain gray matter and several specific brain regions, and number of false-positive responses, reaction time, and planning ability. The replication analysis revealed no significant association. In conclusion, although we did not replicate our previous finding of an association between 5-HT1B receptor availability and visuospatial memory, our results corroborate previous research supporting an important role of the central serotonin system in planning ability and impulsive behavior.
INTRODUCTION
All major psychiatric disorders are associated with cognitive impairment, symptoms that often fail to respond to existing treatments and commonly linger long after core features of the disorder are in remission. Limited understanding of the neurobiological underpinning of cognitive functioning has hampered the development of treatments specifically targeting cognitive symptoms in psychiatric disorders.
Cognitive dysfunction was first identified as an important clinical component of the symptomatology in schizophrenia and bipolar disorder (Kraepelin, 1919; Kaszniak et al., 1986; Akiskal and Akiskal, 2007; Konarski et al., 2007; Bondi et al., 2017; Raucher-Chéné et al., 2017; Bo et al., 2019). More recently, impairments in processing speed, executive function, memory, attention, and social cognition (Millan et al., 2012) have been highlighted in major depressive disorder (MDD) (Marazziti et al., 2010). Some of these deficits, such as processing speed, learning, and cognitive shifting, can be reversible upon remission from depression (Ahern and Semkovska, 2017). However, the majority of cognitive dysfunctions involving attention, inhibition, memory, and verbal fluency are acknowledged as more persistent (Årdal and Hammar, 2011; Rock et al., 2014; Shilyansky et al., 2016; Ahern and Semkovska, 2017). Because cognitive impairment in MDD is associated with reduced functioning and quality of life (McCall and Dunn, 2003) and MDD has a global point prevalence of 4.7% (Ferrari et al., 2012), improved treatment is needed to target persistent cognitive symptoms in MDD.
A plethora of studies have investigated associations between markers for the central serotonin (5-HT) system not only in MDD but also in anxiety disorders, obsessive compulsive disorder, substance use disorder, and schizophrenia as well as symptoms of aggression, suicidality, and psychopathic traits. Moreover, the central serotonin system has been implicated to be involved in normal cognitive function, including both general intellectual ability and specific cognitive domains. The serotonergic cell bodies are mainly localized in the raphe nuclei of the brainstem, from where their axons are projected throughout the brain. Serotonin is one of the most widely distributed neurotransmitters in the brain (Dahlström and Fuxe, 1964; Steinbusch, 1981) and exerts its effects via 14 receptor subtypes (5-HT1 – 5-HT7). The 5-HT1A receptor has gained the most attention in psychiatric research, but studies of the 5-HT1B receptor are emerging and point to its relevance for the pathophysiology and treatment of MDD (Murrough et al., 2011a, 2011b; Tiger et al., 2014, 2016, 2020). The 5-HT1B receptor is an inhibitory G-protein coupled receptor with different functions depending on its location; stimulation of the presynaptic autoreceptor inhibits 5-HT release via a negative feedback system, while 5-HT1B heteroreceptors are involved in modulation of the release of other neurotransmitters, such as dopamine and GABA (Barnes and Sharp, 1999; Tiger et al., 2018).
Pharmacological manipulations of the serotonin system have demonstrated effects on cognitive functions in healthy volunteers. Acute tryptophan depletion has been associated with deficits in decision-making (Rogers et al., 2003) and cognitive processing (Murphy et al., 2002). Administration of a 5-HT1A partial agonist or a 5-HT2A antagonist has been found to impair sustained attention (Wingen et al., 2007a) and verbal and spatial memory (Wingen et al., 2007b). Molecular neuroimaging studies in healthy individuals have shown positive correlations between serotonin transporter availability and general intellectual ability (Tseng et al., 2015) and performance in cognitive flexibility and logical reasoning (Madsen et al., 2011) as well as between 5-HT1A availability and episodic memory (Penttilä et al., 2016). Also negative associations have been demonstrated between 5-HT1A availability and memory (Yasuno et al., 2003) as well as a lack of correlation between 5-HT1A availability and cognition (Borg et al., 2006, 2009).
Research on 5-HT1B receptor availability and cognition has been scarce, but preclinical studies have suggested a modulatory role of the 5-HT1B receptor on learning and memory-related behaviors (Wolff et al., 2003; Eriksson et al., 2008). Wolff and colleagues demonstrated enhanced learning performance in complex cognitive tasks in 5-HT1B receptor knockout mice compared with wild-type mice (Wolff et al., 2003). In addition, the 5-HT1B receptor agonist anpirtoline has been shown to impair performance in contextual memory in mice, while a 5-HT1B antagonist improved performance (Eriksson et al., 2008).
In humans, a pharmacological challenge study of 2 5-HT1B receptor agonists, sumatriptan and rizatriptan, reported enhanced speed and reduced accuracy after drug intake in healthy individuals (van der Post et al., 2002). Studies on vortioxetine, a serotonin reuptake inhibitor with 5-HT1B agonist activity (Bang-Andersen et al., 2011; Yang et al., 2019), have indicated beneficial effects on psychomotor speed and executive control compared with selective serotonin reuptake inhibitors in MDD patients (Bennabi et al., 2019). A [11C]AZ10419369 positron emission tomography (PET) study in elderly control participants demonstrated a positive correlation between 5-HT1B binding in total gray matter and creative ability measured with the Guilford’s alternative uses task when controlling for age (Varrone et al., 2015). Moreover, our previous pilot study showed an association between 5-HT1B receptor availability in the dorsal brainstem (DBS) and visuospatial memory performance in the Rey’s complex figure test in healthy individuals without current or previous depressive episode (Tangen et al., 2017), which is also the focus of the present study.
In sum, although existing research supports involvement of the 5-HT system in cognitive functions, there are few direct studies of the association between 5-HT1B receptor availability and cognition in humans, and the observations rarely have been replicated. Hence, the first aim of this study was to replicate the results from our previously published finding of an association between 5-HT1B receptor availability in the DBS and visuospatial memory in healthy individuals (Tangen et al., 2017). A second aim was to explore putative relationships between 5-HT1B receptor availability and other cognitive domains known to be affected in MDD in healthy participants.
METHODS
Procedure and Participants
Participants were recruited and examined at the PET Center at Karolinska Institutet, Stockholm, Sweden. The sample of the present study consisted of healthy individuals from previous studies investigating cognitive performance and 5-HT1B receptor availability using PET and the radioligand [11C]AZ10419369 (Pierson et al., 2008). In all studies, participants were screened with a psychiatric interview, physical examination, and urine toxicology and, after inclusion, examined with cognitive assessment, structural magnetic resonance imaging (MRI), and PET examination with [11C]AZ10419369.
Out of 54 participants examined with PET, 43 were included in further analyses. The remaining 11 individuals were excluded due to no available cognitive data (10 individuals) or aberrant intensities within the MRI image resulting in failure of reliable segmentation (1 individual). In this study, the subjects were divided into 2 groups, where the replication sample (n = 34) was a subgroup of the exploratory sample (n = 43; see Statistics section for details). The PET data were previously published (Nord et al., 2013, 2014b; Tiger et al., 2014, 2016; Svensson et al., 2021). The studies were approved by the Ethics Committee of the Stockholm Region, the Radiation Safety Committee of the Karolinska Hospital, and, when applicable, the Medical Products Agency in Sweden. All studies were performed according to the guidelines of the Declaration of Helsinki, and all participants were given information about the study before giving written informed consent.
Assessment of Cognitive Performance
Participants were examined with well-established cognitive tests associated with serotonin and MDD. Visuospatial memory was examined using Rey’s complex figure test, immediate recall (RCFT ir) and delayed recall (RCFT dr). Verbal fluency subtests letter production, category production, and flexibility were used to measure phonemic production, semantic production, and cognitive flexibility, respectively. Processing speed, task-switching ability, and cognitive flexibility were examined using Trailmaking test A and B with time as outcome measure. Attention and vigilance were assessed by Continuous performance test-II (CPT) with number of omission and commission errors, detectability (CPT d´) and reaction time (CPT rt) as outcome measures. Cognitive flexibility and reaction time were measured using Wisconsin card sorting test (WCST) with total errors, perseverative errors, and reaction time to positive feedback to unambiguous correct response (WCST rt) as outcome measures. Planning ability was assessed as time to complete the task in the Tower test from Delis Kaplan executive function system. General intellectual ability was estimated by Wechsler adult intelligence scale, third or fourth version, with subtests vocabulary and matrix reasoning and raw scores as outcome measure.
Image Acquisition and Analysis
All participants were examined using MRI (3.0T, GE Healthcare). T2-weighted images were used for exclusion of structural pathology. T1-weighted images were used for delineating regions of interest (ROIs) and were co-registered with a summated PET image. SPM12 (Statistical Parametric Mapping, Wellcome Trust Centre for Neuroimaging, UK) was used to segment images into gray matter, white matter, and cerebrospinal fluid. [11C]AZ10419369 was synthesized as previously described (Pierson et al., 2008). All participants were examined using the ECAT HRRT (High Resolution Research Tomograph, Siemens Molecular Imaging) PET system (Wienhard et al., 2002). PET data were reconstructed using previously described methods (Varrone et al., 2009). Brain radioactivity was measured in a series of consecutive time-frames for 63 minutes (Nord et al., 2013, 2014b) or 93 minutes (Tiger et al., 2014, 2016; Svensson et al., 2021) depending on protocol. To enable pooling of data, only the first 63 minutes were used for quantification in the current analysis.
The original analyses for the 5 included studies used different ROI definition methods; the data were therefore reanalyzed for this study. ROIs were chosen based on the assumed clinical relevance for MDD and known distribution of the 5-HT1B receptor according to the literature (Ruf and Bhagwagar, 2009; Tangen et al., 2017; Tiger et al., 2018). The following ROIs were included: whole brain cerebral gray matter, frontal cortex, orbitofrontal cortex (OFC), dorsolateral frontal cortex (DLFC), occipital cortex, anterior cingulate cortex (ACC), ventral striatum, hippocampus, amygdala, thalamus, insular cortex, limbic lobe, and DBS, a region including the raphe nuclei. The primary brain region of interest was total cerebral gray matter. The ROIs were automatically defined using the software package FreeSurfer (6.0.0, http://surfer.nmr.mgh.harvard.edu/), except for DBS, which was defined based on [11C]AZ10419369 PET template data (Veldman et al., 2021), and cerebral gray matter, which was defined by statistical parametric mapping segmentation. The cerebellar gray matter, having negligible 5-HT1B receptor density (Varnäs et al., 2001), was used as reference region for quantification. To avoid spill-over from the occipital cortex, cerebrospinal fluid, and cerebellar vermis, the ROI for cerebellum was automatically adjusted as previously described (Matheson et al., 2017). Binding potential relative to the non-displaceable compartment was calculated using wavelet-aided parametric imaging (Cselényi et al., 2006).
Statistics
Demographic data and descriptive statistics are presented in Table 1. The statistical evaluation was performed in 2 steps: replication analysis and exploratory analyses. Given a known negative correlation between age and cognitive performance as well as between age and 5-HT1B receptor availability (Nord et al., 2014a), all analyses of the association between these variables were corrected for age (except when explicitly stated that such corrections were not performed).
Table 1.
Demographic Data and Descriptive Statistics for the Replication Sample and the Exploratory Sample, Where the Replication Sample Is a Subsample of the Exploratory Sample
| Replication sample (total n = 34) | Exploratory sample (total n = 43) | |||||
|---|---|---|---|---|---|---|
| Range | M (SD) | n | Range | M (SD) | ||
| Age | 34 | 20–75 | 35.7 (15.1) | 43 | 20–75 | 35.3 (14.2) |
| Gender | 34 | 18 males; 16 females | 43 | 23 males; 20 females | ||
| Education | 34 | 9–25 | 15.5 (3.5) | 39 | 9–25 | 15.6 (3.4) |
| Handedness | 34 | 31 right, 3 left | 42 | 38 right, 4 left | ||
| RCFT ir | 39 | 9.5–34 | 22.5 (6.2) | |||
| RCFT dr | 34 | 9.5–34 | 23.1 (6.3) | 39 | 10–34 | 22.5 (6.4) |
| VF lp | 43 | 20–73 | 44.3 (12.2) | |||
| VF cp | 43 | 30–93 | 52.4 (12.4) | |||
| VF fl | 26 | 10–21 | 14.4 (2.8) | |||
| CPT oms | 35 | 0.0–30.0 | 3.2 (5.7) | |||
| CPT coms | 35 | 1.0–31.0 | 11.6 (7.3) | |||
| CPT d´ | 35 | 0.1–1.9 | 0.8 (0.4) | |||
| CPT rt | 33 | 302.4–623.8 | 408.8 (72.8) | |||
| TMT A | 38 | 15–63 | 30.0 (11.0) | |||
| TMT B | 38 | 34–283 | 80.3 (44.1) | |||
| ToT | 17 | 205–1383 | 519.5 (315.6) | |||
| WCST te | 29 | 7.0–94.0 | 34.2 (27.1) | |||
| WCST pe | 29 | 4–56 | 17.4 (14.9) | |||
| WCST rt | 29 | 0.86–4.9 | 2.2 (1.1) | |||
| WAIS vb | 35 | 24–58 | 43 (8.1) | |||
| WAIS mr | 17 | 11–25 | 20.3 (4.3) | |||
Abbreviations: CPT coms, Continuous performance test-II, number of commissions; CPT d´, Continuous performance test-II, detectability (d´); CPT oms, Continuous performance test-II, number of omissions; CPT rt, Continuous performance test-II, reaction n time; Education n, years of education; M, mean; RCFT dr, Rey’s complex figure test, delayed recall; RCFT ir, Rey’s complex figure test, immediate recall; SD, standard deviation; TMT A, Trailmaking test A, seconds; TMT B, Trailmaking test B, seconds; ToT, D-KEFS Tower test, seconds; VF cp, Verbal fluency, category production; VF fl, Verbal fluency, flexibility; VF lp, Verbal fluency, letter production; WAIS mr, Wechsler adult intelligence scale, matrix reasoning, raw score; WCST pe, Wisconsin card sorting test, perseverative errors; WCST rt, Wisconsin card sorting test, reaction time; WCST te, Wisconsin card sorting test, total errors; WAIS vb, Wechsler adult intelligence scale, vocabulary, raw score.
The replication sample (n = 34) was a subgroup of the exploratory sample (n = 43) excluding participants (n = 5) from the previous pilot study (Tangen et al., 2017) and participants not examined with RCFT (n = 4). In the pilot study, we found a significant association between 5-HT1B receptor availability in DBS and performance in RCFT dr (there named RCFT, delayed recognition) in the control group (Tangen et al., 2017) controlling for age. To replicate this finding, a partial correlation between 5-HT1B receptor availability in DBS and RCFT dr with age as covariate was carried out.
Exploratory analyses of putative associations between 5-HT1B receptor availability in whole brain gray matter as well as in specific ROIs and cognitive performance were performed with partial correlations controlling for age. Non-parametric tests were used for all variables as some of the cognitive test results were not normally distributed according to the Shapiro-Wilk test of normality (P < .05). The sample had a skewed age distribution (63% between 20 and 37 years of age), but as non-parametric analyses have been used, the results should not be affected by outliers. However, regression analyses examining dfBeta for outlying influential observations of combined age and 5-HT1B receptor availability were performed. For comparison with the baseline data in our pilot study, non–age-adjusted Spearman’s correlations were also calculated in the exploratory sample (n = 43). Spearman’s correlations were calculated to investigate inter-regional 5-HT1B receptor availability as well as associations between regional 5-HT1B receptor availability and age and educational level, respectively. All tests were 2-tailed, except for the replication analysis, which was 1-tailed. For the confirmatory (i.e., replication) analysis, the significance level was set to P ≤ .05. For the exploratory analyses, the strength of the association between variables was described using the following heuristic; a correlation of 0–0.19 was described as negligible, 0.2–0.39 as weak, 0.4–0.59 as moderate, 0.6–0.79 as strong, and 0.8–1 as very strong (Swinscow, 1997). Due to the exploratory nature, no correction for multiple comparisons was performed. Statistical analyses were performed using SPSS, version 26 for Mac.
RESULTS
In the exploratory sample (n = 43), age-controlled weak to moderate correlations were demonstrated between number of commission errors in CPT and 5-HT1B receptor availability in whole brain gray matter (rho = 0.39, P = .02) and specific brain regions, including frontal cortex (rho = 0.37, P = .03), DLFC (rho = 0.36, P = .03), ACC (rho = 0.42, P = .01), and limbic lobe (rho = 0.35, P = .05). Also, weak to moderate correlations were found between CPT rt and 5-HT1B availability in whole brain gray matter (rho = −0.41, P = .02), frontal cortex (rho = −0.37, P = .04), OFC (rho = −0.36, P = .04), DLFC (rho = −0.36, P = .05), and ACC (rho = −0.37, P = .04) as well as between time to complete the Tower test and 5-HT1B receptor availability in thalamus (rho = 0.56, P = .03; Table 2). Regression analyses investigating dfBeta revealed no statistical multivariate outlier. Correlation analyses not controlling for age between cognitive performance and 5-HT1B receptor availability are specified in supplementary Table 1.
Table 2.
Spearman’s Correlation (rho) Between Cognitive Performance and 5-HT1B Availability in Brain Regions of Interest, Controlled for Age (n = 43)
| RCFT ir | RCFT dr | VF lp | VF cp | VF fl | CPT oms | CPT coms | CPT d´ | CPT rt | TMT A | TMT B | ToT | WCST te | WCST pe | WCST rt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gray matter | −0.13 | −0.12 | −0.03 | 0.14 | 0.10 | 0.21 | 0.39* | −0.26 | −0.41* | 0.04 | −0.10 | 0.27 | 0.03 | −0.04 | −0.34† |
| FC | −0.24 | −0.24 | 0.01 | 0.19 | 0.08 | 0.23 | 0.37* | −0.26 | −0.37* | 0.09 | −0.05 | 0.09 | 0.23 | 0.16 | −0.2 |
| OFC | −0.26 | −0.25 | −0.02 | 0.14 | 0.17 | 0.16 | 0.31† | −0.21 | −0.36* | 0.13 | −0.07 | 0.20 | 0.16 | 0.09 | −0.23 |
| DLFC | −0.22 | −0.21 | 0.04 | 0.23 | 0.07 | 0.25 | 0.36* | −0.24 | −0.36* | 0.01 | −0.06 | 0.13 | 0.18 | 0.12 | −0.22 |
| OC | −0.05 | −0.03 | −0.24 | −0.14 | −0.02 | 0.25 | 0.11 | −0.06 | −0.03 | −0.02 | −0.01 | 0.41 | 0.15 | 0.16 | −0.25 |
| ACC | −0.29† | −0.29† | 0.13 | 0.20 | 0.08 | 0.21 | 0.42* | −0.32 | −0.37* | 0.01 | −0.06 | 0.26 | 0.08 | −0.02 | −0.24 |
| VSTR | −0.06 | −0.06 | −0.03 | 0.15 | 0.01 | 0.20 | 0.21 | −0.16 | −0.24 | 0.02 | −0.13 | 0.05 | 0.04 | −0.03 | −0.07 |
| HIP | −0.01 | −0.01 | −0.12 | −0.11 | −0.07 | 0.02 | 0.25 | −0.22 | −0.12 | −0.04 | −0.17 | 0.27 | 0.04 | 0.02 | −0.04 |
| Amygdala | −0.14 | −0.12 | 0.01 | 0.13 | 0.30 | 0.12 | 0.05 | −0.06 | −0.12 | −0.05 | −0.28† | 0.15 | 0.01 | −0.09 | −0.25 |
| Thalamus | −0.02 | −0.04 | −0.08 | −0.09 | −0.01 | 0.01 | −0.03 | 0.07 | 0.12 | 0.17 | 0.09 | 0.56* | 0.12 | 0.14 | −0.02 |
| Insula | −0.20 | −0.21 | 0.06 | 0.12 | 0.26 | 0.24 | 0.31† | −0.21 | −0.32† | 0.12 | −0.08 | 0.11 | 0.15 | 0.03 | −0.14 |
| Limbic lobe | −0.11 | −0.12 | −0.01 | 0.15 | 0.06 | 0.25 | 0.35* | −0.26 | −0.33† | 0.05 | −0.15 | 0.19 | 0.04 | −0.04 | −0.31 |
| DBS | 0.03 | 0.03 | 0.04 | 0.16 | 0.16 | 0.04 | 0.27 | −0.15 | −0.15 | 0.06 | −0.07 | 0.44† | 0.04 | −0.04 | −0.28 |
Abbreviations: ACC, anterior cingulated cortex; CPT coms, Continuous performance test-II, number of commissions; CPT d´, Continuous performance test-II, detectability (d´); CPT oms, Continuous performance test-II, number of omissions; CPT rt, Continuous performance test-II, reaction n time; DBS, dorsal brainstem; DLFC, dorsolateral frontal cortex; FC, frontal cortex; HIP, hippocampus; OC, occipital cortex; OFC, orbitofrontal cortex; RCFT dr, Rey’s complex figure test, delayed recall; RCFT ir, Rey’s complex figure test, immediate recall; TMT A, Trailmaking test A, seconds; TMT B, Trailmaking test B, seconds; ToT, D-KEFS Tower test, seconds; VF cp, Verbal fluency, category production; VF fl, Verbal fluency, flexibility; VF lp, Verbal fluency, letter production; VSTR, ventral striatum; WCST pe, Wisconsin n card sorting test, perseverative errors; WCST rt, Wisconsin n card sorting test, reaction n time; WCST te, Wisconsin n card sorting test, total errors.
*P < .05;
†P < .10.
In the replication sample (n = 34), Spearman’s partial correlation controlling for age, revealed no significant association between 5-HT1B receptor availability in DBS and RCFT dr (rho = −0.08, P = .33).
There were positive and mostly very strong inter-regional correlations in 5-HT1B availability among the 13 brain ROIs in the exploratory sample (n = 43), except between occipital cortex and hippocampus and between amygdala and thalamus (supplementary Table 2). For age effects, correlations were found between age and performance in RCFT ir (rho = −0.51, P ≤ .001), RCFT dr (rho = −0.51, P ≤ .001), CPT rt (rho = 0.46, P = .01), and WCST rt (rho = 0.53, P = .003). Age was negatively correlated to 5-HT1B receptor availability in all brain regions (range in rho was −0.53 to −0.75), except in ventral striatum, hippocampus, and thalamus (supplementary Table 3). No correlations were found between educational level and cognitive test results or between educational level and 5-HT1B receptor availability in any brain region.
DISCUSSION
In the present study, we investigated the relationship between cognitive function and cerebral 5-HT1B receptor availability in 43 healthy participants. In the exploratory analyses, weak to moderate correlations were observed between 5-HT1B receptor availability in cortical regions and reaction time, error making, and planning ability. We could not replicate the positive association between 5-HT1B receptor availability in DBS and visuospatial memory identified in our previous pilot study (Tangen et al., 2017).
In the exploratory analyses, weak to moderate positive correlations were found between number of errors made in CPT and 5-HT1B receptor availability in whole brain gray matter, frontal cortex, DLFC, ACC, and the limbic lobe. Also, longer reaction time in CPT was associated with lower 5-HT1B availability in whole brain gray matter, as well as the frontal cortex, OFC, DLFC, and ACC. Planning ability measured using the Tower test was positively correlated with 5-HT1B receptor availability in thalamus. These results are in line with the reduced reaction time and increased number of errors found by van der Post and colleagues (2002) after administration of the 5-HT1B agonists sumatriptan and rizatriptan to healthy control participants. The triptans were associated with a decreased reaction time and increased number of errors in response to a complex word recognition task requiring both speed and accuracy, but not in a simple reaction time task where only response to stimuli was required. In complex tasks such as the word recognition task in van der Post et al (2002), or the CPT test used in our study, the trade-off between fast reaction time and accuracy requires impulse inhibition. Thus, both stimulation of the 5-HT1B receptor with agonists and high 5-HT1B receptor availability could be associated with reduced impulse inhibition and increased impulsivity.
The hypothesis of an association between low central serotonin levels and high impulsivity and aggression is one of the longest standing in biological psychiatry (Hodge and Butcher, 1975; Coccaro, 1992; Duke et al., 2013). For cognitive impulsivity, the inability to inhibit a response rather than impulsiveness related to substance abuse and pathological gambling, global lowering of serotonin with tryptophan depletion has been shown to induce a more impulsive or disinhibited response style in a continuous performance test (Walderhaug et al., 2002) and to increase motor speed response to complex stimuli (Coull et al., 1995). Blockade of 5-HT1A and 5-HT2A receptors in individuals pre-treated with an selective serotonin reuptake inhibitor (SSRI) has been reported to impair attention but did not affect motor impulsivity in a stop-signal task (Wingen et al., 2007a). Involvement of the 5-HT1B receptor in the serotonergic inhibitory control of responses is supported by findings of high impulsivity and aggression in 5-HT1B receptor knock-out mice (Saudou et al., 1994; Rocha et al., 1998; Nautiyal et al., 2015). Findings from PET studies in human participants provide support for positive associations between high 5-HT1B receptor availability and pathological gambling (Potenza et al., 2013), and high 5-HT1B receptor availability has been reported for individuals with alcohol dependence (Hu et al., 2010) as well as emotional response inhibition (da Cunha-Bang et al., 2017) and violent behavior (da Cunha-Bang et al., 2018). Interindividual variability in 5-HT1B receptor availability may partly represent differences in endogenous serotonin concentrations, either reflecting adaptive changes to synaptic serotonin levels or competition with endogenous transmitter at radioligand binding sites, consistent with an inverse relationship between endogenous serotonin levels and measures of impulsive behavior. Our observation of a negative correlation between 5-HT1B availability and reaction time is therefore consistent with previous findings in PET studies of human participants and in line with the hypothesis of a relationship between low brain serotonin and impulsive action and a poorer ability to suppress responses.
In the pilot study (Tangen et al., 2017), an age-adjusted positive correlation between 5-HT1B receptor availability in DBS and performance in the visuospatial memory test RCFT dr was found in the healthy control group. This association could not be replicated in this larger sample of healthy participants. The replication failure could be due to the use of different definitions of the DBS ROI. In the pilot study, the DBS was manually delineated, whereas the present study used an automated PET template-based approach to define the raphe nuclei. Moreover, it cannot be excluded that our replication failure may be due to the complex age effects on both 5-HT1B receptor availability and cognitive performance described below, possibly confounding the associations between the two. Although this is the first replication attempt, our preliminary interpretation is that the pilot finding may be explained as a type I error.
The findings need to be interpreted within the context of the study limitations. First, a possible confounder of the results in the present study is the age effect on both 5-HT1B receptor availability and cognitive test performance. Our group previously reported an average reduction of 8% for cortical 5-HT1B binding potential relative to the non-displaceable compartment per decade (Nord et al., 2014a). Because age effects on most cognitive functions are well described in the literature, in particular for tasks requiring motor and processing speed, we controlled for age in our analyses of the relationship between 5-HT1B receptor availability and cognitive test results. Nevertheless, it cannot be excluded that possible non-linear age effects may have confounded the result. Further replication studies are needed to confirm these findings, preferably in individuals from a more homogeneous age group. Second, our participants had a higher education level than the general population, with an average of more than 3 years of university. Although healthy individuals with higher educational level than the population is a general problem within medical research (Tambs et al., 2009) and our analyses did not reveal any education effects on 5-HT1B receptor availability or cognitive results in this sample, the high education level should be taken into consideration when inferring the results on the general population. Lastly, in 4 participants, the time from PET examination to cognitive testing was nearly 1.5 years. Although the decline in 5-HT1B receptor density and cognitive ability in the healthy population is expected to be minor within this time interval, an effect on the results cannot be ruled out.
In conclusion, although we failed to replicate the previously reported finding of a positive association between 5-HT1B receptor availability in DBS and visuospatial memory, our observations support an association between 5-HT1B receptor availability and number of errors made, reaction time, and planning ability. Though these results are exploratory and therefore should be interpreted with caution, they underscore previous findings in both animals and humans of the importance of the central serotonin system in impulsive behavior and planning ability.
Supplementary Materials
Supplementary data are available at International Journal of Neuropsychopharmacology (IJNPPY) online.
Acknowledgments
Appreciation is given to the PET research group at Karolinska Institutet and to all those who participated in the studies.
Contributor Information
Ämma Tangen, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Emma R Veldman, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Jonas Svensson, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden; Neurobiology Research Unit, Copenhagen University Hospital, Copenhagen, Denmark.
Mikael Tiger, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Magdalena Nord, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Kimmo Sorjonen, Division of Psychology, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
Max Andersson, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Pontus Plavén-Sigray, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden; Neurobiology Research Unit, Copenhagen University Hospital, Copenhagen, Denmark.
Andrea Varrone, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Christer Halldin, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Katarina Varnäs, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Jacqueline Borg, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
Johan Lundberg, Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden.
This work was supported by the Swedish Research Council (523-2013-2982); Fonden för Psykisk Hälsa; a donation by Birgitta and Sten Westerberg; the Swedish Society of Medicine; Stiftelsen Söderström-Königska sjukhemmet; Hjärnfonden; Region Stockholm (ALF project Y00166, Clinical research appointment 2020-0735, and Clinical research appointment K2017-4579); The Stockholm Centre for Psychiatric Research and Education; and Karolinska Institutet.
Interest Statement: None.
Data Availability
All data underlying this article are available in the article and in its online supplementary material.
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Data Availability Statement
All data underlying this article are available in the article and in its online supplementary material.
