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Wu D, Chang Z, Wang Y, Jiang Z, Wang R, Wu Y. High-order network degree revealed shared and distinct features among adult schizophrenia, bipolar disorder and ADHD. Neuroscience 2025; 568:154-165. [PMID: 39755231 DOI: 10.1016/j.neuroscience.2024.12.063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Revised: 12/02/2024] [Accepted: 12/30/2024] [Indexed: 01/06/2025]
Abstract
Schizophrenia (SCHZ), bipolar disorder (BD), and attention-deficit/hyperactivity disorder (ADHD) share clinical symptoms and risk genes, but the shared and distinct neural dynamic mechanisms at adults remain inadequately understood. Degree is a fundamental and important graph measure in network neuroscience, and we here used eigenmodes to extend the degree to hierarchical levels and compared the resting-state brain networks of three disorders and healthy controls (HC) at adults (age: 21-50 years old). First, compared to HC, SCHZ and BD patients exhibited substantially overlapped abnormalities in brain networks, wherein BD patients displayed more significant alterations. In contrast, ADHD patients exhibited few alterations. Second, compared to the graph theory measure, hierarchical degree better predicted the clinical symptoms of three disorders, and distinguished them from HC. Furthermore, three disorders shared associations of brain network abnormalities with dopamine receptors/transporters. Finally, the alterations in SCHZ and BD patients were associated with cellular localization and transport, as well as abnormal social behavior and communication, while ADHD patients were associated with energy production and transport. These findings provided a deep understanding of the shared and distinct neuropathology of three disorders and facilitated a more precise differentiation for them.
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Affiliation(s)
- Dingjie Wu
- School of Aerospace Engineering, Xi'an Jiaotong University, Xi'an, China; State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi'an, China
| | - Zhao Chang
- Department of Physics, Centre for Nonlinear Studies, Hong Kong Baptist University, Hong Kong
| | - Yaozu Wang
- School of Aerospace Engineering, Xi'an Jiaotong University, Xi'an, China; State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi'an, China
| | - Zhengchang Jiang
- School of Aerospace Engineering, Xi'an Jiaotong University, Xi'an, China; State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi'an, China
| | - Rong Wang
- School of Aerospace Engineering, Xi'an Jiaotong University, Xi'an, China; State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi'an, China.
| | - Ying Wu
- School of Aerospace Engineering, Xi'an Jiaotong University, Xi'an, China; State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi'an, China; National Demonstration Center for Experimental Mechanics Education, Xi'an Jiaotong University, Xi'an, China.
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2
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Parlatini V, Bellato A, Murphy D, Cortese S. From neurons to brain networks, pharmacodynamics of stimulant medication for ADHD. Neurosci Biobehav Rev 2024; 164:105841. [PMID: 39098738 DOI: 10.1016/j.neubiorev.2024.105841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 07/25/2024] [Accepted: 08/01/2024] [Indexed: 08/06/2024]
Abstract
Stimulants represent the first line pharmacological treatment for attention-deficit/hyperactivity disorder (ADHD) and are among the most prescribed psychopharmacological treatments. Their mechanism of action at synaptic level has been extensively studied. However, it is less clear how their mechanism of action determines clinically observed benefits. To help bridge this gap, we provide a comprehensive review of stimulant effects, with an emphasis on nuclear medicine and magnetic resonance imaging (MRI) findings. There is evidence that stimulant-induced modulation of dopamine and norepinephrine neurotransmission optimizes engagement of task-related brain networks, increases perceived saliency, and reduces interference from the default mode network. An acute administration of stimulants may reduce brain alterations observed in untreated individuals in fronto-striato-parieto-cerebellar networks during tasks or at rest. Potential effects of prolonged treatment remain controversial. Overall, neuroimaging has fostered understanding on stimulant mechanism of action. However, studies are often limited by small samples, short or no follow-up, and methodological heterogeneity. Future studies should address age-related and longer-term effects, potential differences among stimulants, and predictors of treatment response.
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Affiliation(s)
- Valeria Parlatini
- School of Psychology, University of Southampton, Southampton, United Kingdom; Centre for Innovation in Mental Health, University of Southampton, Southampton, United Kingdom; Institute for Life Sciences, University of Southampton, Southampton, United Kingdom; Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom; Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom; Solent NHS Trust, Southampton, United Kingdom.
| | - Alessio Bellato
- School of Psychology, University of Southampton, Southampton, United Kingdom; Centre for Innovation in Mental Health, University of Southampton, Southampton, United Kingdom; Institute for Life Sciences, University of Southampton, Southampton, United Kingdom; Solent NHS Trust, Southampton, United Kingdom; School of Psychology, University of Nottingham, Semenyih, Malaysia
| | - Declan Murphy
- Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom; Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom
| | - Samuele Cortese
- School of Psychology, University of Southampton, Southampton, United Kingdom; Centre for Innovation in Mental Health, University of Southampton, Southampton, United Kingdom; Institute for Life Sciences, University of Southampton, Southampton, United Kingdom; Solent NHS Trust, Southampton, United Kingdom; Mind and Neurodevelopment (MiND) Research Group, University of Nottingham, Semenyih, Malaysia; Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, Southampton, United Kingdom; Hassenfeld Children's Hospital at NYU Langone, New York University Child Study Center, New York, NY, USA
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3
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Custodio RJP, Hengstler JG, Cheong JH, Kim HJ, Wascher E, Getzmann S. Adult ADHD: it is old and new at the same time - what is it? Rev Neurosci 2024; 35:225-241. [PMID: 37813870 DOI: 10.1515/revneuro-2023-0071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 09/25/2023] [Indexed: 10/11/2023]
Abstract
Even though the number of studies aiming to improve comprehension of ADHD pathology has increased in recent years, there still is an urgent need for more effective studies, particularly in understanding adult ADHD, both at preclinical and clinical levels, due to the increasing evidence that adult ADHD is highly distinct and a different entity from childhood ADHD. This review paper outlines the symptoms, diagnostics, and neurobiological mechanisms of ADHD, with emphasis on how adult ADHD could be different from childhood-onset. Data show a difference in the environmental, genetic, epigenetic, and brain structural changes, when combined, could greatly impact the behavioral presentations and the severity of ADHD in adults. Furthermore, a crucial aspect in the quest to fully understand this disorder could be through longitudinal analysis. In this way, we will determine if and how the pathology and pharmacology of ADHD change with age. This goal could revolutionize our understanding of the disorder and address the weaknesses in the current clinical classification systems, improving the characterization and validity of ADHD diagnosis, specifically those in adults.
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Affiliation(s)
- Raly James Perez Custodio
- Networking Group Aging, Department of Ergonomics, Leibniz Research Centre for Working Environment and Human Factors at TU Dortmund (IfADo), Ardeystrasse 67, Dortmund 44139, Germany
| | - Jan G Hengstler
- Systems Toxicology, Department of Toxicology, Leibniz Research Centre for Working Environment and Human Factors at TU Dortmund (IfADo), Ardeystrasse 67, Dortmund 44139, Germany
| | - Jae Hoon Cheong
- Institute for New Drug Development, School of Pharmacy, Jeonbuk National University, 567 Baekje-daero, Deokjin-gu, Jeonju-si, Jeollabuk-do 54896, South Korea
| | - Hee Jin Kim
- Uimyung Research Institute for Neuroscience, Department of Pharmacy, Sahmyook University, 815 Hwarangro, Nowon-gu, Seoul 01795, South Korea
| | - Edmund Wascher
- Experimental Ergonomics, Department of Ergonomics, Leibniz Research Centre for Working Environment and Human Factors at TU Dortmund (IfADo), Ardeystrasse 67, Dortmund 44139, Germany
| | - Stephan Getzmann
- Networking Group Aging, Department of Ergonomics, Leibniz Research Centre for Working Environment and Human Factors at TU Dortmund (IfADo), Ardeystrasse 67, Dortmund 44139, Germany
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Yamamoto M, Inada T. Positron emission tomography studies in adult patients with attention-deficit/hyperactivity disorder. Jpn J Radiol 2022; 41:382-392. [PMID: 36480104 DOI: 10.1007/s11604-022-01368-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 11/28/2022] [Indexed: 12/13/2022]
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by inattention, motor hyperactivity, impulsivity, and psychosocial as well as cognitive dysfunction. Although characteristic clinical manifestations have been described, no definitive biomarkers to diagnose ADHD have been established. In this review article, we summarize positron emission tomography (PET) studies conducted in adult patients with ADHD. We found that, although, disturbances of dopamine, serotonin, and norepinephrine functions have been implicated in ADHD, no characteristic findings have been identified from PET studies in patients with ADHD. Several previous PET studies on the central dopaminergic transmission-related ligands in patients with ADHD have shown altered binding of dopamine markers in the basal ganglia. However, no consistent results were observed in the binding characteristics for dopamine transporters and receptors. Findings from PET studies with ligands related to serotonin and norepinephrine pathways showed either unclear clinical significance or low replicability. Therefore, whether alterations of monoamine function may be involved in the pathophysiological mechanism remains to be clarified. The limitations of previous PET studies include their small sample sizes, focus on several kinds of existing ligands, and a questionable validity of the diagnosis (lack of biological diagnostic criteria). To determine the characteristic findings for diagnosing ADHD, further research is needed, and particularly, studies that evaluate new active ligands with specific binding to monoamine pathways should be undertaken.
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Affiliation(s)
- Maeri Yamamoto
- Department of Psychiatry, Nagoya University Hospital, 65 Tsurumai-Cho, Showa-Ku, Nagoya-Shi, Aichi, 466-8560, Japan
| | - Toshiya Inada
- Department of Psychiatry, Graduate School of Medicine, Nagoya University, 65 Tsurumai-Cho, Showa-Ku, Nagoya-Shi, Aichi, 466-8550, Japan.
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5
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Sogard AS, Mickleborough TD. The therapeutic potential of exercise and caffeine on attention-deficit/hyperactivity disorder in athletes. Front Neurosci 2022; 16:978336. [PMID: 36033633 PMCID: PMC9412016 DOI: 10.3389/fnins.2022.978336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Accepted: 07/27/2022] [Indexed: 11/13/2022] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is characterized by evident and persistent inattention, hyperactivity, impulsivity, and social difficulties and is the most common childhood neuropsychiatric disorder, and which may persist into adulthood. Seventy to 80% of children and adults with ADHD are treated with stimulant medication, with positive response rates occurring for both populations. Medicated ADHD individuals generally show sustained and improved attention, inhibition control, cognitive flexibility, on-task behavior, and cognitive performance. The ethics of ADHD medication use in athletics has been a debated topic in sport performance for a long time. Stimulants are banned from competition in accordance with World Anti-Doping Association and National Collegiate Athletic Association regulations, due to their ability to not only enhance cognitive performance but also exercise performance. Limited research has been conducted looking at the differences in exercise performance variables in unmedicated ADHD verses medicated ADHD. Not all ADHD athletes choose stimulant medication in their treatment plan due to personal, financial, or other reasons. Non-stimulant treatment options include non-stimulant medication and behavioral therapy. However, the use of caffeinated compounds and exercise has both independently been shown to be effective in the management of ADHD symptoms in human studies and animal models. This mini review will discuss the effect of exercise and caffeine on neurobehavioral, cognitive, and neurophysiological factors, and exercise performance in ADHD athletes, and whether exercise and caffeine should be considered in the treatment plan for an individual with ADHD.
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6
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Silberbauer LR, Rischka L, Vraka C, Hartmann AM, Godbersen GM, Philippe C, Pacher D, Nics L, Klöbl M, Unterholzner J, Stimpfl T, Wadsak W, Hahn A, Hacker M, Rujescu D, Kasper S, Lanzenberger R, Gryglewski G. ABCB1 variants and sex affect serotonin transporter occupancy in the brain. Mol Psychiatry 2022; 27:4502-4509. [PMID: 36071112 PMCID: PMC7613909 DOI: 10.1038/s41380-022-01733-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2021] [Revised: 07/20/2022] [Accepted: 07/29/2022] [Indexed: 12/14/2022]
Abstract
Strategies to personalize psychopharmacological treatment promise to improve efficacy and tolerability. We measured serotonin transporter occupancy immediately after infusion of the widely prescribed P-glycoprotein substrate citalopram and assessed to what extent variants of the ABCB1 gene affect drug target engagement in the brain in vivo. A total of 79 participants (39 female) including 31 patients with major depression and 48 healthy volunteers underwent two PET/MRI scans with the tracer [11C]DASB and placebo-controlled infusion of citalopram (8 mg) in a cross-over design. We tested the effect of six ABCB1 single nucleotide polymorphisms and found lower SERT occupancy in ABCB1 rs2235015 minor allele carriers (n = 26, MAF = 0.18) compared to major allele homozygotes (t73 = 2.73, pFWE < 0.05) as well as in men compared to women (t73 = 3.33, pFWE < 0.05). These effects were robust to correction for citalopram plasma concentration, age and diagnosis. From occupancy we derived the ratio of occupied to unoccupied SERT, because in theory this measure is equal to the product of drug affinity and concentration at target sites. A model combining genotype with basic clinical variables, predicted that, at the same dosage, occupied to unoccupied SERT ratio was -14.48 ± 5.38% lower in rs2235015 minor allele carriers, +19.10 ± 6.95% higher in women, -4.83 ± 2.70% lower per 10 kg bodyweight, and -2.68 ± 3.07% lower per 10 years of age. Our results support the exploration of clinical algorithms with adjustment of initial citalopram dosing and highlight the potential of imaging-genetics for precision pharmacotherapy in psychiatry.
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Affiliation(s)
- Leo R. Silberbauer
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Lucas Rischka
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Chrysoula Vraka
- grid.22937.3d0000 0000 9259 8492Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
| | - Annette M. Hartmann
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Godber Mathis Godbersen
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Cécile Philippe
- grid.22937.3d0000 0000 9259 8492Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
| | - Daniel Pacher
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Lukas Nics
- grid.22937.3d0000 0000 9259 8492Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
| | - Manfred Klöbl
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Jakob Unterholzner
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Thomas Stimpfl
- grid.22937.3d0000 0000 9259 8492Clinical Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | - Wolfgang Wadsak
- grid.22937.3d0000 0000 9259 8492Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria ,grid.499898.dCenter for Biomarker Research in Medicine (CBmed), Graz, Austria
| | - Andreas Hahn
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Marcus Hacker
- grid.22937.3d0000 0000 9259 8492Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
| | - Dan Rujescu
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Siegfried Kasper
- grid.22937.3d0000 0000 9259 8492Center for Brain Research, Medical University of Vienna, Vienna, Austria
| | - Rupert Lanzenberger
- grid.22937.3d0000 0000 9259 8492Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria
| | - Gregor Gryglewski
- Department of Psychiatry and Psychotherapy, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria. .,Child Study Center, Yale University, New Haven, CT, USA.
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7
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Abstract
Attention-Deficit Hyperactivity Disorder (ADHD) is a prevalent neurodevelopmental condition associated with impaired function and increased risk of poor outcomes in children, young people and adults with the condition. Currently approved pharmacological treatments for ADHD include a range of stimulant (methylphenidate, amphetamine) and nonstimulant (atomoxetine, guanfacine, clonidine) medications. All have been shown to be effective in treating the symptoms of ADHD and improving other functional outcomes including quality of life, academic performance, rates of accidents and injuries, and do not appear to be associated with significant adverse outcomes or side effects. In this chapter, we review medications for ADHD by summarising the mechanisms of action of each of the two main classes of compounds (stimulants and nonstimulants), the formulations of the most commonly prescribed medications within each class, their efficacy in treating ADHD symptoms and other outcomes, and other factors that influence treatment decisions including side effects and tolerability, comorbidities and medical history. We conclude with a summary of the treatment decisions made by clinicians and suggest some next steps for research. Further research is needed to understand the mechanisms of action of these medications and how exactly they improve symptoms, and to examine their effects on commonly occurring comorbidities.
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Affiliation(s)
- Madeleine J Groom
- Academic Unit of Mental Health and Clinical Neurosciences, School of Medicine, Institute of Mental Health, University of Nottingham, Nottingham, UK.
| | - Samuele Cortese
- Faculty of Environmental and Life Sciences, Center for Innovation in Mental Health, School of Psychology, University of Southampton, Southampton, UK
- Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, Southampton, UK
- Solent NHS Trust, Southampton, UK
- Hassenfeld Children's Hospital at NYU Langone, New York University Child Study Center, New York, NY, USA
- Centre for ADHD and Neurodevelopmental Disorders Across the Lifespan, Institute of Mental Health, University of Nottingham, Nottingham, UK
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Buck JM, Yu L, Knopik VS, Stitzel JA. DNA methylome perturbations: an epigenetic basis for the emergingly heritable neurodevelopmental abnormalities associated with maternal smoking and maternal nicotine exposure†. Biol Reprod 2021; 105:644-666. [PMID: 34270696 PMCID: PMC8444709 DOI: 10.1093/biolre/ioab138] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 06/29/2021] [Accepted: 07/14/2021] [Indexed: 11/13/2022] Open
Abstract
Maternal smoking during pregnancy is associated with an ensemble of neurodevelopmental consequences in children and therefore constitutes a pressing public health concern. Adding to this burden, contemporary epidemiological and especially animal model research suggests that grandmaternal smoking is similarly associated with neurodevelopmental abnormalities in grandchildren, indicative of intergenerational transmission of the neurodevelopmental impacts of maternal smoking. Probing the mechanistic bases of neurodevelopmental anomalies in the children of maternal smokers and the intergenerational transmission thereof, emerging research intimates that epigenetic changes, namely DNA methylome perturbations, are key factors. Altogether, these findings warrant future research to fully elucidate the etiology of neurodevelopmental impairments in the children and grandchildren of maternal smokers and underscore the clear potential thereof to benefit public health by informing the development and implementation of preventative measures, prophylactics, and treatments. To this end, the present review aims to encapsulate the burgeoning evidence linking maternal smoking to intergenerational epigenetic inheritance of neurodevelopmental abnormalities, to identify the strengths and weaknesses thereof, and to highlight areas of emphasis for future human and animal model research therein.
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Affiliation(s)
- Jordan M Buck
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Integrative Physiology, University of Colorado, Boulder, Boulder, CO, USA
| | - Li Yu
- Department of Human Development and Family Studies, Purdue University, West Lafayette, IN, USA
| | - Valerie S Knopik
- Department of Human Development and Family Studies, Purdue University, West Lafayette, IN, USA
| | - Jerry A Stitzel
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Integrative Physiology, University of Colorado, Boulder, Boulder, CO, USA
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The norepinephrine transporter gene modulates intrinsic brain activity, visual memory, and visual attention in children with attention-deficit/hyperactivity disorder. Mol Psychiatry 2021; 26:4026-4035. [PMID: 31595036 DOI: 10.1038/s41380-019-0545-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2018] [Revised: 08/07/2019] [Accepted: 08/19/2019] [Indexed: 01/21/2023]
Abstract
The norepinephrine transporter gene (SLC6A2) and deficits in visual memory and attention were associated with attention-deficit/hyperactivity disorder (ADHD). The present study aimed to examine whether the SLC6A2 rs36011 (T)/rs1566652 (G) haplotype affected the intrinsic brain activity in children with ADHD and whether these gene-brain modulations were associated with visual memory and attention in this population. A total of 96 drug-naive children with ADHD and 114 typically developing children (TDC) were recruited. We analyzed intrinsic brain activity with regional homogeneity (ReHo) and degree centrality (DC). Visual memory and visual attention were assessed by the delayed matching to sample (DMS) and rapid visual information processing (RVIP) tasks, respectively. The SNP genotyping of rs36011 and rs1566652 was performed. Children with ADHD showed lower ReHo and DC in the cuneus and lingual gyri than TDC. The TG haplotype was associated with significantly increased DC in the right precentral and postcentral gyri. Significant interactions of ADHD status and the TG haplotype were found in the right postcentral gyrus and superior parietal lobule for ReHo. For the ADHD-TG group, we found significant correlations of performance on the DMS and RVIP tasks with ReHo in bilateral precentral-postcentral gyri and the right postcentral gyrus-superior parietal lobule and DC in bilateral precentral-postcentral gyri. A novel gene-brain-behavior association was identified in which the intrinsic brain activity of the sensorimotor and dorsal attention networks was related to visual memory and visual attention in ADHD children with the SLC6A2 rs36011 (T)/rs1566652 (G) haplotype.
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A Novel Knowledge Distillation-Based Feature Selection for the Classification of ADHD. Biomolecules 2021; 11:biom11081093. [PMID: 34439759 PMCID: PMC8393979 DOI: 10.3390/biom11081093] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 07/21/2021] [Accepted: 07/21/2021] [Indexed: 01/17/2023] Open
Abstract
Attention Deficit Hyperactivity Disorder (ADHD) is a brain disorder with characteristics such as lack of concentration, excessive fidgeting, outbursts of emotions, lack of patience, difficulty in organizing tasks, increased forgetfulness, and interrupting conversation, and it is affecting millions of people worldwide. There is, until now, not a gold standard test using which an ADHD expert can differentiate between an individual with ADHD and a healthy subject, making accurate diagnosis of ADHD a challenging task. We are proposing a Knowledge Distillation-based approach to search for discriminating features between the ADHD and healthy subjects. Learned embeddings from a large neural network, trained on the functional connectivity features, were fed to one hidden layer Autoencoder for reproduction of the embeddings using the same connectivity features. Finally, a forward feature selection algorithm was used to select a combination of most discriminating features between the ADHD and the Healthy Controls. We achieved promising classification results for each of the five individual sites. A combined accuracy of 81% in KKI, 60% Peking, 56% in NYU, 64% NI, and 56% OHSU and individual site wise accuracy of 72% in KKI, 60% Peking, 73% in NYU, 70% NI, and 71% OHSU were obtained using our extracted features. Our results also outperformed state-of-the-art methods in literature which validates the efficacy of our proposed approach.
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11
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Association of norepinephrine transporter methylation with in vivo NET expression and hyperactivity-impulsivity symptoms in ADHD measured with PET. Mol Psychiatry 2021; 26:1009-1018. [PMID: 31383926 PMCID: PMC7910214 DOI: 10.1038/s41380-019-0461-x] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Revised: 04/04/2019] [Accepted: 04/11/2019] [Indexed: 01/29/2023]
Abstract
Attention deficit hyperactivity disorder (ADHD) is a common neurodevelopmental disorder with a robust genetic influence. The norepinephrine transporter (NET) is of particular interest as it is one of the main targets in treatment of the disorder. As ADHD is a complex and polygenetic condition, the possible regulation by epigenetic processes has received increased attention. We sought to determine possible differences in NET promoter DNA methylation between patients with ADHD and healthy controls. DNA methylation levels in the promoter region of the NET were determined in 23 adult patients with ADHD and 23 healthy controls. A subgroup of 18 patients with ADHD and 18 healthy controls underwent positron emission tomography (PET) with the radioligand (S,S)-[18F]FMeNER-D2 to quantify the NET in several brain areas in vivo. Analyses revealed significant differences in NET methylation levels at several cytosine-phosphate-guanine (CpG) sites between groups. A defined segment of the NET promoter ("region 1") was hypermethylated in patients in comparison with controls. In ADHD patients, a negative correlation between methylation of a CpG site in this region and NET distribution in the thalamus, locus coeruleus, and the raphe nuclei was detected. Furthermore, methylation of several sites in region 1 was negatively associated with the severity of hyperactivity-impulsivity symptoms. Our results point to an epigenetic dysregulation in ADHD, possibly due to a compensatory mechanisms or additional factors involved in transcriptional processing.
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12
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ADORA2A variation and adenosine A 1 receptor availability in the human brain with a focus on anxiety-related brain regions: modulation by ADORA1 variation. Transl Psychiatry 2020; 10:406. [PMID: 33235193 PMCID: PMC7686488 DOI: 10.1038/s41398-020-01085-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 10/11/2020] [Accepted: 10/26/2020] [Indexed: 02/06/2023] Open
Abstract
Adenosine, its interacting A1 and A2A receptors, and particularly the variant rs5751876 in the A2A gene ADORA2A have been shown to modulate anxiety, arousal, and sleep. In a pilot positron emission tomography (PET) study in healthy male subjects, we suggested an effect of rs5751876 on in vivo brain A1 receptor (A1AR) availability. As female sex and adenosinergic/dopaminergic interaction partners might have an impact on this rs5751876 effect on A1AR availability, we aimed to (1) further investigate the pilot male-based findings in an independent, newly recruited cohort including women and (2) analyze potential modulation of this rs5751876 effect by additional adenosinergic/dopaminergic gene variation. Healthy volunteers (32/11 males/females) underwent phenotypic characterization including self-reported sleep and A1AR-specific quantitative PET. Rs5751876 and 31 gene variants of adenosine A1, A2A, A2B, and A3 receptors, adenosine deaminase, and dopamine D2 receptor were genotyped. Multivariate analysis revealed an rs5751876 effect on A1AR availability (P = 0.047), post hoc confirmed in 30 of 31 brain regions (false discovery rate (FDR) corrected P values < 0.05), but statistically stronger in anxiety-related regions (e.g., amygdala, hippocampus). Additional effects of ADORA1 rs1874142 were identified; under its influence rs5751876 and rs5751876 × sleep had strengthened effects on A1AR availability (Pboth < 0.02; post hoc FDR-corrected Ps < 0.05 for 29/30 regions, respectively). Our results support the relationship between rs5751876 and A1AR availability. Additional impact of rs1874142, together with rs5751876 and sleep, might be involved in regulating arousal and thus the development of mental disorders like anxiety disorders. The interplay of further detected suggestive ADORA2A × DRD2 interaction, however, necessitates larger future samples more comparable to magnetic resonance imaging (MRI)-based samples.
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Ogbu D, Xia E, Sun J. Gut instincts: vitamin D/vitamin D receptor and microbiome in neurodevelopment disorders. Open Biol 2020; 10:200063. [PMID: 32634371 PMCID: PMC7574554 DOI: 10.1098/rsob.200063] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
The gut microbiome regulates a relationship with the brain known as the gut–microbiota–brain (GMB) axis. This interaction is influenced by immune cells, microbial metabolites and neurotransmitters. Recent findings show gut dysbiosis is prevalent in autism spectrum disorder (ASD) as well as attention deficit hyperactivity disorder (ADHD). There are previously established negative correlations among vitamin D, vitamin D receptor (VDR) levels and severity of ASD as well as ADHD. Both vitamin D and VDR are known to regulate homeostasis in the brain and the intestinal microbiome. This review summarizes the growing relationship between vitamin D/VDR signalling and the GMB axis in ASD and ADHD. We focus on current publications and summarize the progress of GMB in neurodevelopmental disorders, describe effects and mechanisms of vitamin D/VDR in regulating the microbiome and synoptically highlight the potential applications of targeting vitamin D/VDR signalling in neurodevelopment disorders.
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Affiliation(s)
- Destiny Ogbu
- Division of Gastroenterology and Hepatology, Medicine, University of Illinois at Chicago, Chicago 60612, IL, USA
| | - Eric Xia
- Division of Gastroenterology and Hepatology, Medicine, University of Illinois at Chicago, Chicago 60612, IL, USA.,Marian University College of Osteopathic Medicine, Indianapolis, IN, USA
| | - Jun Sun
- Division of Gastroenterology and Hepatology, Medicine, University of Illinois at Chicago, Chicago 60612, IL, USA.,UIC Cancer Center, Chicago, IL, USA
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Chang HA, Fang WH, Tzeng NS, Liu YP, Shyu JF, Wan FJ, Huang SY, Chang TC, Chang CC. Age-dependent association of polymorphisms in the promoter and 5'-untranslated region of the norepinephrine transporter gene with generalized anxiety disorder. J Affect Disord 2020; 270:124-130. [PMID: 32339102 DOI: 10.1016/j.jad.2020.03.059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Revised: 01/07/2020] [Accepted: 03/22/2020] [Indexed: 11/16/2022]
Abstract
BACKGROUND Norepinephrine transporter (NET), which regulates synaptic norepinephrine for noradrenergic signaling, is involved in the pathogenesis of anxiety, while expression of the NET gene differs at different ages. Here, we examine whether genetic variants in the NET gene are associated, in an age-specific manner, with increased risk of generalized anxiety disorder (GAD), one of the most disabling anxiety disorders. METHODS Three common single-nucleotide polymorphisms (SNPs) in the promoter (rs168924: A/G; rs2242446: T/C) and 5'-untranslated region (5'-UTR) (rs2397771: G/C) of the NET gene were genotyped in 2,317 Han-Chinese participants (791 GAD patients and 1,526 controls; age: 20-65). Potential confounding factors, such as gender, stress levels and psychiatric comorbidities, were included as covariates. RESULTS An interaction between age and NET genotypes and haplotypes was found for the risk of GAD. In the younger participants, rs168924 minor allele G homozygotes had the lowest incidence of GAD; however, older subjects displayed an inverse pattern, with homozygous G/G carriers presenting the highest prevalence of GAD. Additionally, younger individuals carrying 2 copies of the GGT haplotype composed of rs2397771-rs168924-rs2242446 had the lowest rate of GAD. However, those with 2 copies of the same haplotype exhibited the highest risk of GAD in the older groups. LIMITATIONS Only 3 common SNPs in the promoter and 5'-UTR of the NET gene were analyzed. CONCLUSIONS Our findings are the first to demonstrate that potentially functional SNPs in the NET promoter and 5'-UTR are associated with an increased risk of GAD, and that such associations are determined in an age-specific way.
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Affiliation(s)
- Hsin-An Chang
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan
| | - Wen-Hui Fang
- Department of Family and Community Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan
| | - Nian-Sheng Tzeng
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan
| | - Yia-Ping Liu
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan; Department of Psychiatry, Cheng Hsin General Hospital, Taipei, Taiwan; Department of Physiology, Laboratory of Cognitive Neuroscience, National Defense Medical Center, Taipei, Taiwan
| | - Jia-Fwu Shyu
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan; Department of Biology and Anatomy, National Defense Medical Center, Taipei, Taiwan
| | - Fang-Jung Wan
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan
| | - San-Yuan Huang
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan
| | - Tieh-Ching Chang
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan
| | - Chuan-Chia Chang
- Department of Psychiatry, Tri-Service General Hospital, National Defense Medical Center, No. 325, Sec. 2, Cheng-Kung Road, Nei-Hu District, Taipei 114, Taiwan.
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Recent advances in radiotracers targeting norepinephrine transporter: structural development and radiolabeling improvements. J Neural Transm (Vienna) 2020; 127:851-873. [PMID: 32274584 PMCID: PMC7223405 DOI: 10.1007/s00702-020-02180-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Accepted: 03/21/2020] [Indexed: 12/13/2022]
Abstract
The norepinephrine transporter (NET) is a major target for the evaluation of the cardiac sympathetic nerve system in patients with heart failure and Parkinson's disease. It is also used in the therapeutic applications against certain types of neuroendocrine tumors, as exemplified by the clinically used 123/131I-MIBG as theranostic single-photon emission computed tomography (SPECT) agent. With the development of more advanced positron emission tomography (PET) technology, more radiotracers targeting NET have been reported, with superior temporal and spatial resolutions, along with the possibility of functional and kinetic analysis. More recently, fluorine-18-labelled NET tracers have drawn increasing attentions from researchers, due to their longer radiological half-life relative to carbon-11 (110 min vs. 20 min), reduced dependence on on-site cyclotrons, and flexibility in the design of novel tracer structures. In the heart, certain NET tracers provide integral diagnostic information on sympathetic innervation and the nerve status. In the central nervous system, such radiotracers can reveal NET distribution and density in pathological conditions. Most radiotracers targeting cardiac NET-function for the cardiac application consistent of derivatives of either norepinephrine or MIBG with its benzylguanidine core structure, e.g. 11C-HED and 18F-LMI1195. In contrast, all NET tracers used in central nervous system applications are derived from clinically used antidepressants. Lastly, possible applications of NET as selective tracers over organic cation transporters (OCTs) in the kidneys and other organs controlled by sympathetic nervous system will also be discussed.
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Kautzky A, Vanicek T, Philippe C, Kranz GS, Wadsak W, Mitterhauser M, Hartmann A, Hahn A, Hacker M, Rujescu D, Kasper S, Lanzenberger R. Machine learning classification of ADHD and HC by multimodal serotonergic data. Transl Psychiatry 2020; 10:104. [PMID: 32265436 PMCID: PMC7138849 DOI: 10.1038/s41398-020-0781-2] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Revised: 02/20/2020] [Accepted: 02/28/2020] [Indexed: 12/15/2022] Open
Abstract
Serotonin neurotransmission may impact the etiology and pathology of attention-deficit and hyperactivity disorder (ADHD), partly mediated through single nucleotide polymorphisms (SNPs). We propose a multivariate, genetic and positron emission tomography (PET) imaging classification model for ADHD and healthy controls (HC). Sixteen patients with ADHD and 22 HC were scanned by PET to measure serotonin transporter (SERT') binding potential with [11C]DASB. All subjects were genotyped for thirty SNPs within the HTR1A, HTR1B, HTR2A and TPH2 genes. Cortical and subcortical regions of interest (ROI) were defined and random forest (RF) machine learning was used for feature selection and classification in a five-fold cross-validation model with ten repeats. Variable selection highlighted the ROI posterior cingulate gyrus, cuneus, precuneus, pre-, para- and postcentral gyri as well as the SNPs HTR2A rs1328684 and rs6311 and HTR1B rs130058 as most discriminative between ADHD and HC status. The mean accuracy for the validation sets across repeats was 0.82 (±0.09) with balanced sensitivity and specificity of 0.75 and 0.86, respectively. With a prediction accuracy above 0.8, the findings underlying the proposed model advocate the relevance of the SERT as well as the HTR1B and HTR2A genes in ADHD and hint towards disease-specific effects. Regarding the high rates of comorbidities and difficult differential diagnosis especially for ADHD, a reliable computer-aided diagnostic tool for disorders anchored in the serotonergic system will support clinical decisions.
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Affiliation(s)
- A Kautzky
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - T Vanicek
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - C Philippe
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
| | - G S Kranz
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
- Department of Rehabilitation Sciences, Hong Kong Polytechnic University, Hung Hom, Hong Kong
| | - W Wadsak
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
- Center for Biomarker Research in Medicine CBmed, Graz, Austria
| | - M Mitterhauser
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
- Ludwig Boltzmann Institute Applied Diagnostics, Vienna, Austria
| | - A Hartmann
- Department of Psychiatry, University of Halle, Halle, Germany
| | - A Hahn
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - M Hacker
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
| | - D Rujescu
- Department of Psychiatry, University of Halle, Halle, Germany
| | - S Kasper
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - R Lanzenberger
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria.
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Elsayed NA, Yamamoto KM, Froehlich TE. Genetic Influence on Efficacy of Pharmacotherapy for Pediatric Attention-Deficit/Hyperactivity Disorder: Overview and Current Status of Research. CNS Drugs 2020; 34:389-414. [PMID: 32133580 PMCID: PMC8083895 DOI: 10.1007/s40263-020-00702-y] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Multiple stimulant and non-stimulant medications are approved for the treatment of attention-deficit/hyperactivity disorder (ADHD), one of the most prevalent childhood neurodevelopmental disorders. Choosing among the available agents and determining the most effective ADHD medication for a given child can be a time-consuming process due to the high inter-individual variability in treatment efficacy. As a result, there is growing interest in identifying predictors of ADHD medication response in children through the burgeoning field of pharmacogenomics. This article reviews childhood ADHD pharmacogenomics efficacy studies published during the last decade (2009-2019), which have largely focused on pharmacodynamic candidate gene investigations of methylphenidate and atomoxetine response, with a smaller number investigating pharmacokinetic candidate genes and genome-wide approaches. Findings from studies which have advanced the field of ADHD pharmacogenomics through investigation of meta-analytic approaches and gene-gene interactions are also overviewed. Despite recent progress, no one genetic variant or currently available pharmacogenomics test has demonstrated clinical utility in pinpointing the optimal ADHD medication for a given individual patient, highlighting the need for further investigation.
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Affiliation(s)
- Nada A Elsayed
- Division of Developmental and Behavioral Pediatrics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 4002, Cincinnati, OH, 45229, USA
- Department of Gynecology and Obstetrics, Integrated Research Center for Fetal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Kaila M Yamamoto
- Division of Developmental and Behavioral Pediatrics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 4002, Cincinnati, OH, 45229, USA
| | - Tanya E Froehlich
- Division of Developmental and Behavioral Pediatrics, Cincinnati Children's Hospital Medical Center, 3333 Burnet Ave, MLC 4002, Cincinnati, OH, 45229, USA.
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA.
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Groman SM. The Neurobiology of Impulsive Decision-Making and Reinforcement Learning in Nonhuman Animals. Curr Top Behav Neurosci 2020; 47:23-52. [PMID: 32157666 DOI: 10.1007/7854_2020_127] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Impulsive decisions are those that favor immediate over delayed rewards, involve the acceptance of undue risk or uncertainty, or fail to adapt to environmental changes. Pathological levels of impulsive decision-making have been observed in individuals with mental illness, but there may be substantial heterogeneity in the processes that drive impulsive choices. Understanding this behavioral heterogeneity may be critical for understanding associated diverseness in the neural mechanisms that give rise to impulsivity. The application of reinforcement learning algorithms in the deconstruction of impulsive decision-making phenotypes can help bridge the gap between biology and behavior and provide insights into the biobehavioral heterogeneity of impulsive choice. This chapter will review the literature on the neurobiological mechanisms of impulsive decision-making in nonhuman animals; specifically, the role of the amine neuromodulatory systems (dopamine, serotonin, norepinephrine, and acetylcholine) in impulsive decision-making and reinforcement learning processes is discussed. Ultimately, the integration of reinforcement learning algorithms with sophisticated behavioral and neuroscience techniques may be critical for advancing the understanding of the neurochemical basis of impulsive decision-making.
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Antonelli L, Guarracino MR, Maddalena L, Sangiovanni M. Integrating imaging and omics data: A review. Biomed Signal Process Control 2019. [DOI: 10.1016/j.bspc.2019.04.032] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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Nemoda Z, Angyal N, Tarnok Z, Birkas E, Bognar E, Sasvari-Szekely M, Gervai J, Lakatos K. Differential Genetic Effect of the Norepinephrine Transporter Promoter Polymorphisms on Attention Problems in Clinical and Non-clinical Samples. Front Neurosci 2019; 12:1051. [PMID: 30692908 PMCID: PMC6339888 DOI: 10.3389/fnins.2018.01051] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Accepted: 12/27/2018] [Indexed: 11/15/2022] Open
Abstract
Among the monoaminergic modulatory neurotransmitters, norepinephrine is involved in task orienting, hence noradrenergic genetic variants have been studied in connection to attentional processes. The role of this catecholamine system is also highlighted by the selective norepinephrine transporter blocking atomoxetine, which has proved to be effective in the pharmacological treatment of Attention Deficit Hyperactivity Disorder (ADHD). In the present genetic association study three single nucleotide polymorphisms (rs28386840, rs2242446, rs3785143 SNPs) were analyzed from the 5′ region of the norepinephrine transporter (NET, SLC6A2) gene, which have been linked to ADHD previously. Attention problems scores of the mother-rated Child Behavior Checklist (CBCL) were used in separate analyses of 88 preschoolers (59.1% male, 6 years of age) recruited from the general population and 120 child psychiatry patients with ADHD diagnosis (85.8% male, age: 9.8 ± 2.9). The NET SNPs showed associations with attention problems, but the direction was different in the two groups. Regarding the promoter variant rs28386840, which showed the most consistent association, the T-allele-carrier patients with ADHD had lower CBCL attention problems scores compared to patients with AA genotype (p = 0.023), whereas T-allele-carriers in the community sample had more attention problems (p = 0.042). Based on previous reports of lower NE levels in ADHD children and the inverted-U shape effect of NE on cognitive functions, we propose that rs28386840 (-3081) T-allele, which is associated with lower NET expression (and potentially higher synaptic NE level) would support attention processes among ADHD patients (similarly as atomoxetine increases NE levels), whereas it would hinder cortical functions in healthy children.
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Affiliation(s)
- Zsofia Nemoda
- Department of Medical Chemistry, Molecular Biology and Pathobiochemistry, Semmelweis University, Budapest, Hungary
| | - Nora Angyal
- Department of Medical Chemistry, Molecular Biology and Pathobiochemistry, Semmelweis University, Budapest, Hungary
| | - Zsanett Tarnok
- Vadaskert Child and Adolescent Psychiatric Clinic, Budapest, Hungary
| | - Emma Birkas
- Institute of Cognitive Neuroscience and Psychology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary.,Institute of Behavioural Sciences, Semmelweis University, Budapest, Hungary
| | - Emese Bognar
- Vadaskert Child and Adolescent Psychiatric Clinic, Budapest, Hungary
| | - Maria Sasvari-Szekely
- Department of Medical Chemistry, Molecular Biology and Pathobiochemistry, Semmelweis University, Budapest, Hungary
| | - Judit Gervai
- Institute of Cognitive Neuroscience and Psychology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
| | - Krisztina Lakatos
- Institute of Cognitive Neuroscience and Psychology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
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Liebe T, Li M, Colic L, Munk MHJ, Sweeney-Reed CM, Woelfer M, Kretzschmar MA, Steiner J, von Düring F, Behnisch G, Schott BH, Walter M. Ketamine influences the locus coeruleus norepinephrine network, with a dependency on norepinephrine transporter genotype - a placebo controlled fMRI study. NEUROIMAGE-CLINICAL 2018; 20:715-723. [PMID: 30238915 PMCID: PMC6146384 DOI: 10.1016/j.nicl.2018.09.001] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Revised: 08/12/2018] [Accepted: 09/02/2018] [Indexed: 12/14/2022]
Abstract
Background Ketamine is receiving increasing attention as a rapid-onset antidepressant in patients suffering from major depressive disorder (MDD) with treatment resistance or severe suicidal ideation. Ketamine modulates several neurotransmitter systems, including norepinephrine via the norepinephrine transporter (NET), both peripherally and centrally. The locus coeruleus (LC), which has high NET concentration, has been attributed to brain networks involved in depression. Thus we investigated the effects of single-dose of racemic ketamine on the LC using resting state functional MRI. Methods Fifty-nine healthy participants (mean age 25.57 ± 4.72) were examined in a double-blind, randomized, placebo-controlled study with 7 Tesla MRI. We investigated the resting state functional connectivity (rs-fc) of the LC before and one hour after subanesthetic ketamine injection (0.5 mg/kg), as well as associations between its rs-fc and a common polymorphism in the NET gene (rs28386840). Results A significant interaction of drug and time was revealed, and post hoc testing showed decreased rs-fc between LC and the thalamus after ketamine administration compared with baseline levels, including the mediodorsal, ventral anterior, ventral lateral, ventral posterolateral and centromedian nuclei. The rs-fc reduction was more pronounced in NET rs28386840 [AA] homozygous subjects than in [T] carriers. Conclusions We demonstrated acute rs-fc changes after ketamine administration in the central node of the norepinephrine pathway. These findings may contribute to understanding the antidepressant effect of ketamine at the system level, supporting modes of action on networks subserving aberrant arousal regulation in depression. Ketamine decreased connectivity between locus coeruleus and bilateral thalamus in resting state fMRI. This reduction of rs-fc between LC and thalamus was dependent on norepinephrine transporter genotype. The central effects of ketamine involve norepinephrine and attention networks. Antidepressive effects of ketamine may involve LC attention system.
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Affiliation(s)
- Thomas Liebe
- Clinical Affective Neuroimaging Laboratory, Leipziger Str. 44, 39112 Magdeburg, Germany; Leibniz Institute for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany; Clinic for Neuroradiology, University of Magdeburg, Leipziger Str. 44, Magdeburg 39120, Germany; Translational Psychiatry Tübingen, University Hospital Tübingen, Calwerstraße 14, 72076 Tübingen, Germany
| | - Meng Li
- Clinical Affective Neuroimaging Laboratory, Leipziger Str. 44, 39112 Magdeburg, Germany; Department of Neurology, Otto von Guericke University of Magdeburg, Leipziger Str. 44, 39112 Magdeburg, Germany
| | - Lejla Colic
- Clinical Affective Neuroimaging Laboratory, Leipziger Str. 44, 39112 Magdeburg, Germany; Leibniz Institute for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany
| | - Matthias H J Munk
- Department of Psychiatry, University of Tübingen, Calwerstr. 14, 72076 Tübingen, Germany; Department of Systems Neurophysiology, Fachbereich Biologie, Technische Universität Darmstadt, Schnittspahnstraße 10, 64287 Darmstadt, Germany
| | - Catherine M Sweeney-Reed
- Neurocybernetics and Rehabilitation, Department of Neurology, University of Magdeburg, Leipziger Str. 44, Magdeburg 39120, Germany
| | - Marie Woelfer
- Clinical Affective Neuroimaging Laboratory, Leipziger Str. 44, 39112 Magdeburg, Germany; Leibniz Institute for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany; Department of Biomedical Engineering, New Jersey Institute of Technology, 323 Dr Martin Luther King Jr Blvd, Newark, NJ 07102, USA
| | - Moritz A Kretzschmar
- Department of Anesthesiology and Intensive Care Medicine, University of Magdeburg, Leipziger Str. 44, Magdeburg 39120, Germany
| | - Johann Steiner
- Department of Psychiatry, University of Magdeburg, Leipziger Str. 44, Magdeburg 39120, Germany
| | - Felicia von Düring
- Clinical Affective Neuroimaging Laboratory, Leipziger Str. 44, 39112 Magdeburg, Germany; Leibniz Institute for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany
| | - Gusalija Behnisch
- Behavioural Neuroscience, Leibniz Institute for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany
| | - Björn H Schott
- Behavioural Neuroscience, Leibniz Institute for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany; Center for Behavioral Brain Sciences, Otto-von-Guericke-Universität Magdeburg, Universitätsplatz 2, 39106 Magdeburg, Germany; Department of Psychiatry and Psychotherapy, University Medicine Göttingen, von Siebold-Str. 5, 37075 Göttingen, Germany
| | - Martin Walter
- Clinical Affective Neuroimaging Laboratory, Leipziger Str. 44, 39112 Magdeburg, Germany; Leibniz Institute for Neurobiology, Brenneckestraße 6, 39118 Magdeburg, Germany; Department of Neurology, Otto von Guericke University of Magdeburg, Leipziger Str. 44, 39112 Magdeburg, Germany; Department of Psychiatry, University of Magdeburg, Leipziger Str. 44, Magdeburg 39120, Germany; Center for Behavioral Brain Sciences, Otto-von-Guericke-Universität Magdeburg, Universitätsplatz 2, 39106 Magdeburg, Germany; Max Planck Institute for Biological Cybernetics Tübingen, Max-Planck-Ring 8-14, 72076 Tübingen, Germany; Translational Psychiatry Tübingen, University Hospital Tübingen, Calwerstraße 14, 72076 Tübingen, Germany.
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Angyal N, Horvath EZ, Tarnok Z, Richman MJ, Bognar E, Lakatos K, Sasvari-Szekely M, Nemoda Z. Association analysis of norepinephrine transporter polymorphisms and methylphenidate response in ADHD patients. Prog Neuropsychopharmacol Biol Psychiatry 2018; 84:122-128. [PMID: 29374517 DOI: 10.1016/j.pnpbp.2018.01.013] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 12/27/2017] [Accepted: 01/17/2018] [Indexed: 10/18/2022]
Abstract
AIMS Methylphenidate (MPH) is the most frequently prescribed drug in Attention Deficit Hyperactivity Disorder (ADHD). Hitherto mostly the dopamine transporter gene has been studied in MPH-response and only a few studies analyzed the norepinephrine transporter (NET, SLC6A2) gene, although MPH is a potent inhibitor of both dopamine and norepinephrine transporters. We aimed to analyze this monoamine transporter gene in relation to ADHD per se and MPH-response in particular to gain further knowledge in ADHD pharmacogenetics using a Caucasian sample. METHODS Six single nucleotide polymorphisms (rs28386840, rs2242446, rs3785143, rs3785157, rs5569, rs7194256 SNP) were studied across the NET gene in 163 ADHD children (age: 9.3±2.6; 86.5% male) using ADHD-RS hyperactivity-impulsivity and inattention scales. For case-control analysis 486 control subjects were also genotyped. At the MPH-response analysis responders had minimum 25% decrease of ADHD-RS total score after 2months of treatment, and chi-square test compared 90 responders and 32 non-responders, whereas ANOVA was used to assess symptom improvement after the first month among the 122 ADHD patients. RESULTS The classical case-control analysis did not yield any association with ADHD diagnosis, which was supported by meta-analysis conducted on the available genetic data (combining previously published and the present studies). On the other hand, the intronic rs3785143 showed nominal association with inattention symptoms (p=0.01). The haplotype analysis supported this association, and indicated the importance of the first haploblock encompassing the intronic and 2 promoter SNPs. With MPH-response only the promoter rs28386840 showed nominal association: Those with at least one T-allele were overrepresented in the responder group (42% vs 19%, p=0.08), and they had better improvement on the hyperactivity-impulsivity scale compared to the AA genotype (p=0.04). CONCLUSION Although none of our single SNP findings remained significant after correcting for multiple testing, our results from the MPH-response analysis indicate the potential importance of promoter variants in the NET gene.
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Affiliation(s)
- Nora Angyal
- Institute of Medical Chemistry, Molecular Biology and Pathobiochemistry, Semmelweis University, Budapest, Hungary
| | - Erzsebet Zsofia Horvath
- Institute of Medical Chemistry, Molecular Biology and Pathobiochemistry, Semmelweis University, Budapest, Hungary
| | - Zsanett Tarnok
- Vadaskert Child and Adolescent Psychiatric Hospital, Budapest, Hungary
| | - Mara J Richman
- Department of Clinical Psychology and Addiction, Eötvös Loránd University, Budapest, Hungary
| | - Emese Bognar
- Vadaskert Child and Adolescent Psychiatric Hospital, Budapest, Hungary
| | - Krisztina Lakatos
- Institute of Cognitive Neuroscience and Psychology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
| | - Maria Sasvari-Szekely
- Institute of Medical Chemistry, Molecular Biology and Pathobiochemistry, Semmelweis University, Budapest, Hungary
| | - Zsofia Nemoda
- Institute of Medical Chemistry, Molecular Biology and Pathobiochemistry, Semmelweis University, Budapest, Hungary.
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Faraone SV. The pharmacology of amphetamine and methylphenidate: Relevance to the neurobiology of attention-deficit/hyperactivity disorder and other psychiatric comorbidities. Neurosci Biobehav Rev 2018; 87:255-270. [PMID: 29428394 DOI: 10.1016/j.neubiorev.2018.02.001] [Citation(s) in RCA: 355] [Impact Index Per Article: 50.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2017] [Revised: 01/25/2018] [Accepted: 02/05/2018] [Indexed: 12/20/2022]
Abstract
Psychostimulants, including amphetamines and methylphenidate, are first-line pharmacotherapies for individuals with attention-deficit/hyperactivity disorder (ADHD). This review aims to educate physicians regarding differences in pharmacology and mechanisms of action between amphetamine and methylphenidate, thus enhancing physician understanding of psychostimulants and their use in managing individuals with ADHD who may have comorbid psychiatric conditions. A systematic literature review of PubMed was conducted in April 2017, focusing on cellular- and brain system-level effects of amphetamine and methylphenidate. The primary pharmacologic effect of both amphetamine and methylphenidate is to increase central dopamine and norepinephrine activity, which impacts executive and attentional function. Amphetamine actions include dopamine and norepinephrine transporter inhibition, vesicular monoamine transporter 2 (VMAT-2) inhibition, and monoamine oxidase activity inhibition. Methylphenidate actions include dopamine and norepinephrine transporter inhibition, agonist activity at the serotonin type 1A receptor, and redistribution of the VMAT-2. There is also evidence for interactions with glutamate and opioid systems. Clinical implications of these actions in individuals with ADHD with comorbid depression, anxiety, substance use disorder, and sleep disturbances are discussed.
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Affiliation(s)
- Stephen V Faraone
- Departments of Psychiatry and of Neuroscience and Physiology, State University of New York (SUNY) Upstate Medical University, Syracuse, NY, United States; K.G. Jebsen Centre for Research on Neuropsychiatric Disorders, University of Bergen, Bergen, Norway.
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Abstract
Single-photon emission computed tomography (SPECT) and positron emission tomography (PET) with different radiotracers enable regional evaluation of blood flow and glucose metabolism, of receptors and transporters of several molecules, and of abnormal deposition of peptides and proteins in the brain. The cerebellum has been used as a reference region for different radiotracers in several disease conditions. Whole-brain voxel-wise analysis is not affected by a priori knowledge bias and should be preferred. SPECT and PET have contributed to establishing the cerebellum role in motion, cognition, and emotion control in physiologic and pathophysiologic conditions. The basic abnormal imaging findings include decreased or increased uptake of flow or metabolism tracers in the cerebellum alone or as part of a network. Decreased uptake is generally observed in primary structural damage of the cerebellum, but can also represent a distant effect of cerebral damage (crossed diaschisis). Increased uptake can be observed in Freidreich ataxia, inflammatory or immune-mediated diseases of the cerebellum, and in status epilepticus. The possibility is also recognized that primary structural damage of the cerebellum might determine distance effects on other brain structures (reversed diaschisis). So far, SPECT and PET have been predominantly used in clinical studies to investigate cerebellar changes in neurologic and psychiatric diseases and in connection with pharmacologic, transcranial magnetic stimulation, deep-brain stimulation, or surgical treatments.
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25
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Hesse S, Müller U, Rullmann M, Luthardt J, Bresch A, Becker GA, Zientek F, Patt M, Meyer PM, Blüher M, Strauß M, Fenske W, Hankir M, Ding YS, Hilbert A, Sabri O. The association between in vivo central noradrenaline transporter availability and trait impulsivity. Psychiatry Res Neuroimaging 2017; 267:9-14. [PMID: 28675825 DOI: 10.1016/j.pscychresns.2017.06.013] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2017] [Revised: 06/19/2017] [Accepted: 06/21/2017] [Indexed: 11/30/2022]
Abstract
The brain noradrenaline (NA) system, particularly NA transporters (NAT), are thought to play an important role in modulating impulsive behavior. Impaired impulsivity is implicated in a variety of neuropsychiatric conditions; however, an in vivo link between central NAT availability and human impulsivity has not been shown. Using positron emission tomography (PET) and S,S-[11C]O-methylreboxetine (MRB), we tested whether NAT availability is associated with this basic behavioral trait based on the Barratt Impulsiveness Scale (BIS-11) in twenty healthy individuals (12 females, 33.8±9.3, 21-52 years of age) with a body mass index (BMI) ranging from 21.7kg/m2 to 47.8kg/m2. Applying both voxel-wise and volume-of-interest (VOI) based analyses, we found that distribution volume ratios (DVR) used as PET outcome measures negatively correlated with BIS-11 total scores in the orbitofrontal cortex (OFC) and in the hippocampus as well as in parts of the cerebellar cortex. These associations however did not remain after correction for multiple testing. Thus, although it appears that low NAT availability is associated with greater scores of impaired behavioral control, this needs to be confirmed in a larger series of individuals with highly impulsive behavior.
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Affiliation(s)
- Swen Hesse
- Integrated Treatment and Research Centre (IFB) AdiposityDiseases, Leipzig University Medical Centre, Liebigstraße 20, 04103 Leipzig, Germany; Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany.
| | - Ulrich Müller
- Department of Psychiatry and Behavioural and Clinical Neuroscience Institute, University of Cambridge Downing Street, Cambridge CB2 3EB, UK
| | - Michael Rullmann
- Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Julia Luthardt
- Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Anke Bresch
- Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Georg-Alexander Becker
- Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Franziska Zientek
- Integrated Treatment and Research Centre (IFB) AdiposityDiseases, Leipzig University Medical Centre, Liebigstraße 20, 04103 Leipzig, Germany; Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Marianne Patt
- Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Philipp M Meyer
- Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
| | - Matthias Blüher
- Integrated Treatment and Research Centre (IFB) AdiposityDiseases, Leipzig University Medical Centre, Liebigstraße 20, 04103 Leipzig, Germany; Department of Internal Medicine, University of Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Maria Strauß
- Department of Psychiatry and Psychotherapy, University of Leipzig, Semmelweisstraße 10, 04103 Leipzig, Germany
| | - Wiebke Fenske
- Integrated Treatment and Research Centre (IFB) AdiposityDiseases, Leipzig University Medical Centre, Liebigstraße 20, 04103 Leipzig, Germany; Department of Internal Medicine, University of Leipzig, Liebigstraße 20, 04103 Leipzig, Germany
| | - Mohammed Hankir
- Integrated Treatment and Research Centre (IFB) AdiposityDiseases, Leipzig University Medical Centre, Liebigstraße 20, 04103 Leipzig, Germany
| | - Yu-Shin Ding
- Departments of Radiology and Psychiatry, New York University School of Medicine, 550 1st Avenue, New York 10016, USA
| | - Anja Hilbert
- Integrated Treatment and Research Centre (IFB) AdiposityDiseases, Leipzig University Medical Centre, Liebigstraße 20, 04103 Leipzig, Germany; Department of Medical Psychology and Medical Sociology and Department of Psychosomatic Medicine and Psychotherapy, University of Leipzig, Philipp-Rosenthal-Straße 55, 04103 Leipzig, Germany
| | - Osama Sabri
- Integrated Treatment and Research Centre (IFB) AdiposityDiseases, Leipzig University Medical Centre, Liebigstraße 20, 04103 Leipzig, Germany; Department of Nuclear Medicine, University of Leipzig, Liebigstraße 18, 04103 Leipzig, Germany
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Liebe T, Li S, Lord A, Colic L, Krause AL, Batra A, Kretzschmar MA, Sweeney-Reed CM, Behnisch G, Schott BH, Walter M. Factors Influencing the Cardiovascular Response to Subanesthetic Ketamine: A Randomized, Placebo-Controlled Trial. Int J Neuropsychopharmacol 2017; 20:909-918. [PMID: 29099972 PMCID: PMC5737852 DOI: 10.1093/ijnp/pyx055] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Accepted: 06/28/2017] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND The increasing use of ketamine as a potential rapid-onset antidepressant necessitates a better understanding of its effects on blood pressure and heart rate, well-known side effects at higher doses. For the subanesthetic dose used for depression, potential predictors of these cardiovascular effects are important factors influencing clinical decisions. Since ketamine influences the sympathetic nervous system, we investigated the impact of autonomic nervous system-related factors on the cardiovascular response: a genetic polymorphism in the norepinephrine transporter and gender effects. METHODS Blood pressure and heart rate were monitored during and following administration of a subanesthetic dose of ketamine or placebo in 68 healthy participants (mean age 26.04 ±5.562 years) in a double-blind, randomized, controlled, parallel-design trial. The influences of baseline blood pressure/heart rate, gender, and of a polymorphism in the norepinephrine transporter gene (NET SLC6A2, rs28386840 [A-3081T]) on blood pressure and heart rate changes were investigated. To quantify changes in blood pressure and heart rate, we calculated the maximum change from baseline (ΔMAX) and the time until maximum change (TΔMAX). RESULTS Systolic and diastolic blood pressure as well as heart rate increased significantly upon ketamine administration, but without reaching hypertensive levels. During administration, the systolic blood pressure at baseline (TP0Sys) correlated negatively with the time to achieve maximal systolic blood pressure (TΔMAXSys, P<.001). Furthermore, women showed higher maximal diastolic blood pressure change (ΔMAXDia, P<.001) and reached this peak earlier than men (TΔMAXDia, P=.017) at administration. NET rs28386840 [T] carriers reached their maximal systolic blood pressure during ketamine administration significantly earlier than [A] homozygous (TΔMAXSys, P=.030). In a combined regression model, both genetic polymorphism and TP0Sys were significant predictors of TΔMAXSys (P<.0005). CONCLUSIONS Subanesthetic ketamine increased both blood pressure and heart rate without causing hypertensive events. Furthermore, we identified gender and NET rs28386840 genotype as factors that predict increased cardiovascular sequelae of ketamine administration in our young, healthy study population providing a potential basis for establishing monitoring guidelines.
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Affiliation(s)
- Thomas Liebe
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter).,Correspondence: Martin Walter, MD, Head, Translational Psychiatry, General Psychiatry and Psychotherapy, Eberhard-Karls-University, Tübingen, Calwer Str. 14, 72076 Tübingen, Germany ()
| | - Shijia Li
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Anton Lord
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Lejla Colic
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Anna Linda Krause
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Anil Batra
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Moritz A Kretzschmar
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Catherine M Sweeney-Reed
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Gusalija Behnisch
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Björn H Schott
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
| | - Martin Walter
- Clinical Affective Neuroimaging Laboratory, Leibniz Institute for Neurobiology, Magdeburg, Germany (Dr Liebe, Ms Colic, and Dr Krause); School of Psychology and Cognitive Science, East China Normal University, Shanghai, China (Dr Li); Department of Immunology, Queensland Institute of Medical Research, Herston, Queensland, Australia (Dr Lord); Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany (Dr Batra); Department of Anesthesiology and Intensive Care Medicine (Dr Kretzschmar) and Neurocybernetics and Rehabilitation (Dr Sweeney-Reed), University Hospital, Magdeburg, Germany; Behavioural Neuroscience, Leibniz Institute for Neurobiology, Magdeburg, Germany (Ms Behnisch and Dr Schott); Translational Psychiatry Tübingen, University Hospital Tübingen, Tübingen, Germany (Drs Liebe and Walter)
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Kautzky A, James GM, Philippe C, Baldinger-Melich P, Kraus C, Kranz GS, Vanicek T, Gryglewski G, Wadsak W, Mitterhauser M, Rujescu D, Kasper S, Lanzenberger R. The influence of the rs6295 gene polymorphism on serotonin-1A receptor distribution investigated with PET in patients with major depression applying machine learning. Transl Psychiatry 2017; 7:e1150. [PMID: 28608854 PMCID: PMC5537636 DOI: 10.1038/tp.2017.108] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2016] [Revised: 04/08/2017] [Accepted: 04/20/2017] [Indexed: 12/25/2022] Open
Abstract
Major depressive disorder (MDD) is the most common neuropsychiatric disease and despite extensive research, its genetic substrate is still not sufficiently understood. The common polymorphism rs6295 of the serotonin-1A receptor gene (HTR1A) is affecting the transcriptional regulation of the 5-HT1A receptor and has been closely linked to MDD. Here, we used positron emission tomography (PET) exploiting advances in data mining and statistics by using machine learning in 62 healthy subjects and 19 patients with MDD, which were scanned with PET using the radioligand [carbonyl-11C]WAY-100635. All the subjects were genotyped for rs6295 and genotype was grouped in GG vs C allele carriers. Mixed model was applied in a ROI-based (region of interest) approach. ROI binding potential (BPND) was divided by dorsal raphe BPND as a specific measure to highlight rs6295 effects (BPDiv). Mixed model produced an interaction effect of ROI and genotype in the patients' group but no effects in healthy controls. Differences of BPDiv was demonstrated in seven ROIs; parahippocampus, hippocampus, fusiform gyrus, gyrus rectus, supplementary motor area, inferior frontal occipital gyrus and lingual gyrus. For classification of genotype, 'RandomForest' and Support Vector Machines were used, however, no model with sufficient predictive capability could be computed. Our results are in line with preclinical data, mouse model knockout studies as well as previous clinical analyses, demonstrating the two-pronged effect of the G allele on 5-HT1A BPND for, we believe, the first time. Future endeavors should address epigenetic effects and allosteric heteroreceptor complexes. Replication in larger samples of MDD patients is necessary to substantiate our findings.
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Affiliation(s)
- A Kautzky
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - G M James
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - C Philippe
- Department of Biomedical Imaging and Image-Guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria
| | - P Baldinger-Melich
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - C Kraus
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - G S Kranz
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - T Vanicek
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - G Gryglewski
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - W Wadsak
- Department of Biomedical Imaging and Image-Guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria,Center for Biomarker Research in Medicine (CBmed), Graz, Austria
| | - M Mitterhauser
- Department of Biomedical Imaging and Image-Guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna, Austria,Ludwig Boltzmann Institute for Applied Diagnostics, Vienna, Austria
| | - D Rujescu
- University Clinic for Psychiatry, Psychotherapy and Psychosomatic, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - S Kasper
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - R Lanzenberger
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria,Department of Psychiatry and Psychotherapy, Medical University of Vienna, Währinger Gürtel 18-20, Vienna A-1090, Austria. E-mail:
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Mind-Body Therapy for Children with Attention-Deficit/Hyperactivity Disorder. CHILDREN-BASEL 2017; 4:children4050031. [PMID: 28441363 PMCID: PMC5447989 DOI: 10.3390/children4050031] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 11/30/2016] [Revised: 04/03/2017] [Accepted: 04/18/2017] [Indexed: 12/26/2022]
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is pervasive among the pediatric population and new treatments with minimal adverse effects are necessary to be studied. The purpose of this article is to review current research studying mind–body therapies for treatment of children diagnosed with ADHD. Literature was reviewed pertaining to the effectiveness of movement-based therapies and mindfulness/meditation-based therapies for ADHD. Many positive effects of yoga, Tai Chi, physical activity, and meditation may significantly improve symptoms of ADHD among children.
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Investigating the genetic basis of attention to facial expressions: the role of the norepinephrine transporter gene. Psychiatr Genet 2016; 26:266-271. [PMID: 27541794 DOI: 10.1097/ypg.0000000000000146] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
OBJECTIVE Levels of norepinephrine (NE) in the brain are related to attention ability in animals and risk of attention-deficit hyperactivity disorder in humans. Given the modulation of the norepinephrine transporter (NET) on NE levels in the brain and the link between NE and attention impairment of attention-deficit hyperactivity disorder, it was possible that the NET gene underpinned individual differences in attention processes in healthy populations. METHODS To investigate to what extent NET could modulate one's attention orientation to facial expressions, we categorized individuals according to the genotypes of the -182 T/C (rs2242446) polymorphism and measured individuals' attention orientation with the spatial cueing task. RESULTS Our results indicated that the -182 T/C polymorphism significantly modulated attention orientation to facial expressions, of which the CC genotype facilitated attention reorientation to the locations where cued faces were previously presented. However, this polymorphism showed no significant effects on the regulations of emotional cues on attention orientation. CONCLUSION Our findings suggest that the NET gene modulates the individual difference in attention to facial expressions, which provides new insights into the roles of NE in social interactions.
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