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Predicting social anxiety in young adults with machine learning of resting-state brain functional radiomic features. Sci Rep 2022; 12:13932. [PMID: 35977968 PMCID: PMC9385624 DOI: 10.1038/s41598-022-17769-w] [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: 01/27/2022] [Accepted: 07/30/2022] [Indexed: 12/05/2022] Open
Abstract
Social anxiety is a symptom widely prevalent among young adults, and when present in excess, can lead to maladaptive patterns of social behavior. Recent approaches that incorporate brain functional radiomic features and machine learning have shown potential for predicting certain phenotypes or disorders from functional magnetic resonance images. In this study, we aimed to predict the level of social anxiety in young adult participants by training machine learning models with resting-state brain functional radiomic features including the regional homogeneity, fractional amplitude of low-frequency fluctuation, fractional resting-state physiological fluctuation amplitude, and degree centrality. Among the machine learning models, the XGBoost model achieved the best performance with balanced accuracy of 77.7% and F1 score of 0.815. Analysis of input feature importance demonstrated that the orbitofrontal cortex and the degree centrality were most relevant to predicting the level of social anxiety among the input brain regions and the input type of radiomic features, respectively. These results suggest potential validity for predicting social anxiety with machine learning of the resting-state brain functional radiomic features and provide further understanding of the neural basis of the symptom.
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Dal Bò E, Gentili C, Cecchetto C. Human Chemosignals and Brain Activity: A Preliminary Meta-analysis of the Processing of Human Body Odors. Chem Senses 2020; 45:855-864. [PMID: 33179726 DOI: 10.1093/chemse/bjaa067] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Across phyla, chemosignals are a widely used form of social communication and increasing evidence suggests that chemosensory communication is present also in humans. Chemosignals can transfer, via body odors, socially relevant information, such as specific information about identity or emotional states. However, findings on neural correlates of processing of body odors are divergent. The aims of this meta-analysis were to assess the brain areas involved in the perception of body odors (both neutral and emotional) and the specific activation patterns for the perception of neutral body odor (NBO) and emotional body odor (EBO). We conducted an activation likelihood estimation (ALE) meta-analysis on 16 experiments (13 studies) examining brain activity during body odors processing. We found that the contrast EBO versus NBO resulted in significant convergence in the right middle frontal gyrus and the left cerebellum, whereas the pooled meta-analysis combining all the studies of human odors showed significant convergence in the right inferior frontal gyrus. No significant cluster was found for NBOs. However, our findings also highlight methodological heterogeneity across the existing literature. Further neuroimaging studies are needed to clarify and support the existing findings on neural correlates of processing of body odors.
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Affiliation(s)
- Elisa Dal Bò
- Padova Neuroscience Center (PNC), University of Padua, Via Orus 2/B, Padua, Italy.,Department of General Psychology, University of Padua, Via Venezia 8, Padua, Italy
| | - Claudio Gentili
- Padova Neuroscience Center (PNC), University of Padua, Via Orus 2/B, Padua, Italy.,Department of General Psychology, University of Padua, Via Venezia 8, Padua, Italy
| | - Cinzia Cecchetto
- Department of General Psychology, University of Padua, Via Venezia 8, Padua, Italy
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Calvi E, Quassolo U, Massaia M, Scandurra A, D'Aniello B, D'Amelio P. The scent of emotions: A systematic review of human intra- and interspecific chemical communication of emotions. Brain Behav 2020; 10:e01585. [PMID: 32212329 PMCID: PMC7218249 DOI: 10.1002/brb3.1585] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 01/05/2020] [Accepted: 02/09/2020] [Indexed: 12/21/2022] Open
Abstract
OBJECTIVE The sense of olfaction has been considered of minor importance in human communication. In recent years, evidence has emerged that humans might be influenced by unconscious messages sent through chemosignals in body odors. Data concerning the ability of humans to recognize fear, maybe related to the evolutionary role of these emotions in the fight-or-flight reactions, are well known. METHODS To further understand the role of emotional chemosignals in mediating communication in humans and its influence on animal behaviors, we conducted a systematic literature review. RESULTS Chemosignals derived from axillary odors collected under a variety of emotional stimuli and sad tears in humans affect receivers' social interactions, danger detection and risk-taking behavior, social aspects of eating, and performance under stressing conditions. In addition, beyond the fight-or-flight response, even the body odors of happiness can be perceived by others. Furthermore, human chemosignals can influence behaviors and stressful responses in animals, particularly dogs and horses, which may partially explain their special relationship with humans. CONCLUSION Our review highlights the importance of chemosignaling in human intra- and interspecific interactions and suggests the need for further investigations, both in physiological conditions and in patients with psychiatric or neurodegenerative disorders.
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Affiliation(s)
- Elisa Calvi
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Umberto Quassolo
- Department of Medical Sciences, University of Turin, Turin, Italy
| | | | - Anna Scandurra
- Department of Biology, University of Naples "Federico II", Naples, Italy
| | - Biagio D'Aniello
- Department of Biology, University of Naples "Federico II", Naples, Italy
| | - Patrizia D'Amelio
- Department of Medical Sciences, University of Turin, Turin, Italy.,Department of Medicine, Geriatric Medicine and Geriatric Rehabilitation, CHUV, Lausanne University Hospital, Lausanne, Switzerland
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Jiang SL, Li SB, Zhao JB, Zou LQ. Olfactory identification ability is associated to emotional states and expression in individuals with schizotypy. PERSONALITY AND INDIVIDUAL DIFFERENCES 2018. [DOI: 10.1016/j.paid.2018.03.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Hummer TA, Phan KL, Kern DW, McClintock MK. A human chemosignal modulates frontolimbic activity and connectivity in response to emotional stimuli. Psychoneuroendocrinology 2017; 75:15-25. [PMID: 27768980 DOI: 10.1016/j.psyneuen.2016.09.023] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2016] [Revised: 09/23/2016] [Accepted: 09/28/2016] [Indexed: 11/29/2022]
Abstract
Evidence suggests the putative human pheromone Δ4,16-androstadien-3-one (androstadienone), a natural component of human sweat, increases attention to emotional information when passively inhaled, even in minute amounts. However, the neural mechanisms underlying androstadienone's impact on the perception of emotional stimuli have not been clarified. To characterize how the compound modifies neural circuitry while attending to emotional information, 22 subjects (11 women) underwent two fMRI scanning sessions, one with an androstadienone solution and one with a carrier control solution alone on their upper lip. During each session, participants viewed blocks of emotionally positive, negative, or neutral images. The BOLD response to emotional images (relative to neutral images) was greater during exposure to androstadienone in right orbitofrontal and lateral prefrontal cortex, particularly during positive image blocks. Androstadienone did not impact the response to social images, compared to nonsocial images, and results were not related to participant sex or olfactory sensitivity. To examine how androstadienone influences effective connectivity of this network, a dynamic causal model was employed with primary visual cortex (V1), amygdala, prefrontal cortex, and orbitofrontal cortex on each side. These models indicated that emotional images increased the drive from V1 to the amygdala during the control session. With androstadienone present, this drive to amygdala was decreased specifically for positive images, which drove downstream increases in orbitofrontal and prefrontal activity. This evidence suggests that androstadienone may act as a chemical signal to increase attention to positively valenced information via modifications to amygdala connectivity.
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Affiliation(s)
- Tom A Hummer
- Department of Psychiatry, Indiana University School of Medicine, United States.
| | - K Luan Phan
- Department of Psychiatry, University of Illinois at Chicago and Mental Health Service Line, Jesse Brown VA, Chicago, IL, United States
| | - David W Kern
- Institute for Mind and Biology and Department of Comparative Human Development, The University of Chicago, United States
| | - Martha K McClintock
- Institute for Mind and Biology and Department of Comparative Human Development, The University of Chicago, United States; Department of Psychology, The University of Chicago, United States
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Lübke KT, Croy I, Hoenen M, Gerber J, Pause BM, Hummel T. Does human body odor represent a significant and rewarding social signal to individuals high in social openness? PLoS One 2014; 9:e94314. [PMID: 24718308 PMCID: PMC3981800 DOI: 10.1371/journal.pone.0094314] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2013] [Accepted: 03/15/2014] [Indexed: 01/31/2023] Open
Abstract
Across a wide variety of domains, experts differ from novices in their response to stimuli linked to their respective field of expertise. It is currently unknown whether similar patterns can be observed with regard to social expertise. The current study therefore focuses on social openness, a central social skill necessary to initiate social contact. Human body odors were used as social cues, as they inherently signal the presence of another human being. Using functional MRI, hemodynamic brain responses to body odors of women reporting a high (n = 14) or a low (n = 12) level of social openness were compared. Greater activation within the inferior frontal gyrus and the caudate nucleus was observed in high socially open individuals compared to individuals low in social openness. With the inferior frontal gyrus being a crucial part of the human mirror neuron system, and the caudate nucleus being implicated in social reward, it is discussed whether human body odor might constitute more of a significant and rewarding social signal to individuals high in social openness compared to individuals low in social openness process.
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Affiliation(s)
- Katrin T. Lübke
- Department of Experimental Psychology, University of Düsseldorf, Düsseldorf, Germany
- * E-mail:
| | - Ilona Croy
- Department of Otorhinolaryngology, University of Dresden Medical School, Dresden, Germany
| | - Matthias Hoenen
- Department of Experimental Psychology, University of Düsseldorf, Düsseldorf, Germany
| | - Johannes Gerber
- Department of Neuroradiology, University of Dresden Medical School, Dresden, Germany
| | - Bettina M. Pause
- Department of Experimental Psychology, University of Düsseldorf, Düsseldorf, Germany
| | - Thomas Hummel
- Department of Otorhinolaryngology, University of Dresden Medical School, Dresden, Germany
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Kesmati M, Mard-Soltani M, Khajehpour L. Anxiogenic Effects of Acute Injection of Sesame oil May be Mediated by β-1 Adrenoceptors in the Basolateral Amygdala. Adv Pharm Bull 2013; 4:35-42. [PMID: 24409407 PMCID: PMC3885366 DOI: 10.5681/apb.2014.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2013] [Revised: 07/24/2013] [Accepted: 08/08/2013] [Indexed: 11/17/2022] Open
Abstract
PURPOSE A few studies have indicates that the sesame oil influences anxiety, but many reports show that β-1 adrenoceptors (ARs) of the basolateral amygdala (BLA) plays a pivotal role in this regard. Therefore, in this study the effect of acute injection of sesame oil on anxiety-like behavior in the presence and absence of the BLA β-1 ARs in the male Wistar rats were investigated. METHODS Guide cannulas, for seven groups of rats, were implanted bilaterally into the BLA. Two weeks after the stereotaxic surgery, anxiety-like behaviors (the OAT%, OAE % and locomotor activity) were evaluated by Elevated Plus-Maze (EPM) for all groups. 3 groups received different volumes of sesame oil (i.p.) and they were compared with control group (received saline via i.p.), and the anxiogenic volume of sesame oil (1.5ml/kg) was determined. Then, 3 other groups received constant effective volume of sesame oil (1.5ml/kg) along with 3 different doses of betaxolol, selective β-1 ARs antagonist, intra BLA microinjection in order to be compared with sesame oil group (1.5 ml/kg). RESULTS The acute injection of sesame oil with the volume dependent manner showed an anxiogenic effect with reduction of the OAT% and OAE% which the maximum effect of sesame oil was observed in the dose of 1.5mg/kg. Also, betaxolol with dose dependent manner attenuated the anxiogenic effects of sesame oil (1.5mg/kg), but this reduction could not remove the anxiety effects completely. CONCLUSION It seems that the sesame oil acute (i.p.) injection induces anxiety, and this effect is attenuated by inhibition of β-1ARs in the BLA.
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Affiliation(s)
- Mahnaz Kesmati
- Department of Biology, Faculty of Science, Shahid Chamran University, Ahvaz, Iran
| | - Maysam Mard-Soltani
- Department of Biology, Faculty of Science, Shahid Chamran University, Ahvaz, Iran
| | - Lotfolah Khajehpour
- Department of Biology, Faculty of Science, Shahid Chamran University, Ahvaz, Iran
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Mildner S, Buchbauer G. Human Body Scents: Do they Influence our Behavior? Nat Prod Commun 2013. [DOI: 10.1177/1934578x1300801138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Pheromonal communication in the animal world has been of great research interest for a long time. While extraordinary discoveries in this field have been made, the importance of the human sense of smell was of far lower interest. Humans are seen as poor smellers and therefore research about human olfaction remains quite sparse compared with other animals. Nevertheless amazing achievements have been made during the past 15 years. This is a collection of available data on this topic and a controversial discussion on the role of putative human pheromones in our modern way of living. While the focus was definitely put on behavioral changes evoked by putative human pheromones this article also includes other important aspects such as the possible existence of a human vomeronasal organ. If pheromones do have an influence on human behavior there has to be a receptor organ. How are human body scents secreted and turned into odorous substances? And how can con-specifics detect those very odors and transmit them to the brain? Apart from that the most likely candidates for human pheromones are taken on account and their impact on human behavior is shown in various detail.
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Affiliation(s)
- Sophie Mildner
- Department of Clinical Pharmacy and Diagnostics, University of Vienna, A-1090 Vienna, Austria
| | - Gerhard Buchbauer
- Department of Clinical Pharmacy and Diagnostics, University of Vienna, A-1090 Vienna, Austria
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Syal S, Hattingh CJ, Fouché JP, Spottiswoode B, Carey PD, Lochner C, Stein DJ. Grey matter abnormalities in social anxiety disorder: a pilot study. Metab Brain Dis 2012; 27:299-309. [PMID: 22527992 DOI: 10.1007/s11011-012-9299-5] [Citation(s) in RCA: 78] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2012] [Accepted: 03/22/2012] [Indexed: 10/28/2022]
Abstract
While a number of studies have explored the functional neuroanatomy of social anxiety disorder (SAD), data on grey matter integrity are lacking. We conducted structural MRI scans to examine the cortical thickness of grey matter in individuals with SAD. 13 unmedicated adult patients with a primary diagnosis of generalized social anxiety disorder and 13 demographically (age, gender and education) matched healthy controls underwent 3T structural magnetic resonance imaging. Cortical thickness and subcortical volumes were estimated using an automated algorithm (Freesurfer Version 4.5). Compared to controls, social anxiety disorder patients showed significant bilateral cortical thinning in the fusiform and post central regions. Additionally, right hemisphere specific thinning was found in the frontal, temporal, parietal and insular cortices of individuals with social anxiety disorder. Although uncorrected cortical grey matter volumes were significantly lower in individuals with SAD, we did not detect volumetric differences in corrected amygdala, hippocampal or cortical grey matter volumes across study groups. Structural differences in grey matter thickness between SAD patients and controls highlight the diffuse neuroanatomical networks involved in both social anxiety and social behavior. Additional work is needed to investigate the causal mechanisms involved in such structural abnormalities in SAD.
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Affiliation(s)
- Supriya Syal
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa.
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Kohl JV. Human pheromones and food odors: epigenetic influences on the socioaffective nature of evolved behaviors. SOCIOAFFECTIVE NEUROSCIENCE & PSYCHOLOGY 2012; 2:17338. [PMID: 24693349 PMCID: PMC3960071 DOI: 10.3402/snp.v2i0.17338] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
BACKGROUND Olfactory cues directly link the environment to gene expression. Two types of olfactory cues, food odors and social odors, alter genetically predisposed hormone-mediated activity in the mammalian brain. METHODS The honeybee is a model organism for understanding the epigenetic link from food odors and social odors to neural networks of the mammalian brain, which ultimately determine human behavior. RESULTS Pertinent aspects that extend the honeybee model to human behavior include bottom-up followed by top-down gene, cell, tissue, organ, organ-system, and organism reciprocity; neurophysiological effects of food odors and of sexually dimorphic, species-specific social odors; a model of motor function required for social selection that precedes sexual selection; and hormonal effects that link current neuroscience to social science affects on the development of animal behavior. CONCLUSION As the psychological influence of food odors and social orders is examined in detail, the socioaffective nature of olfactory cues on the biologically based development of sexual preferences across all species that sexually reproduce becomes clearer.
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Affiliation(s)
- James V. Kohl
- James V. Kohl, Independent Researcher, 175 Crimson Lane, Epworth, GA 30541, USA. Tel: (706) 455-7967.
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Clepce M, Reich K, Gossler A, Kornhuber J, Thuerauf N. Olfactory abnormalities in anxiety disorders. Neurosci Lett 2012; 511:43-6. [PMID: 22306090 DOI: 10.1016/j.neulet.2012.01.034] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2011] [Revised: 01/12/2012] [Accepted: 01/13/2012] [Indexed: 01/18/2023]
Abstract
The olfactory system plays an important role in both animal and human anxiety reactions. However, results on olfactory performance during the course of clinical anxiety disorders remain scarce. Therefore, we conducted an exploratory pilot study in 17 patients currently diagnosed with an anxiety disorder. Patients participated in olfactory and psychological testing and were compared to 17 healthy controls. Statistical analyses revealed significant deficits concerning olfactory discrimination in patients, while no changes in threshold and identification ability occurred. Most interestingly, patients showed higher intensity estimates and an increased rating range concerning olfactory hedonic judgements. Results are discussed in light of prior findings and related to neural correlates of olfactory perception and anxiety reactions.
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Affiliation(s)
- Marion Clepce
- Friedrich-Alexander-Universität Erlangen-Nürnberg, University Hospital, Department of Psychiatry and Psychotherapy, Schwabachanlage 6, 91054 Erlangen, Germany
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Pause BM. Processing of Body Odor Signals by the Human Brain. CHEMOSENS PERCEPT 2011; 5:55-63. [PMID: 22448299 PMCID: PMC3309140 DOI: 10.1007/s12078-011-9108-2] [Citation(s) in RCA: 77] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2011] [Accepted: 11/25/2011] [Indexed: 12/30/2022]
Abstract
Brain development in mammals has been proposed to be promoted by successful adaptations to the social complexity as well as to the social and non-social chemical environment. Therefore, the communication via chemosensory signals might have been and might still be a phylogenetically ancient communication channel transmitting evolutionary significant information. In humans, the neuronal underpinnings of the processing of social chemosignals have been investigated in relation to kin recognition, mate choice, the reproductive state and emotional contagion. These studies reveal that human chemosignals are probably not processed within olfactory brain areas but through neuronal relays responsible for the processing of social information. It is concluded that the processing of human social chemosignals resembles the processing of social signals originating from other modalities, except that human social chemosignals are usually communicated without the allocation of attentional resources, that is below the threshold of consciousness. Deviances in the processing of human social chemosignals might be related to the development and maintenance of mental disorders.
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Affiliation(s)
- Bettina M Pause
- Department of Experimental Psychology, University of Duesseldorf, Universitaetsstraße 1, 40225 Duesseldorf, Germany
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Baur V, Brühl AB, Herwig U, Eberle T, Rufer M, Delsignore A, Jäncke L, Hänggi J. Evidence of frontotemporal structural hypoconnectivity in social anxiety disorder: A quantitative fiber tractography study. Hum Brain Mapp 2011; 34:437-46. [PMID: 22076860 DOI: 10.1002/hbm.21447] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2011] [Revised: 07/08/2011] [Accepted: 07/29/2011] [Indexed: 11/08/2022] Open
Abstract
Investigation of the brain's white matter fiber tracts in social anxiety disorder (SAD) may provide insight into the underlying pathophysiology. Because models of pathological anxiety posit altered frontolimbic interactions, the uncinate fasciculus (UF) connecting (orbito-) frontal and temporal areas including the amygdala is of particular interest. Microstructural alterations in parts of the UF have been reported previously, whereas examination of the UF as discrete fiber tract with regard to more large-scale properties is still lacking. Diffusion tensor imaging was applied in 25 patients with generalized SAD and 25 healthy control subjects matched by age and gender. By means of fiber tractography, the UF was reconstructed for each participant. The inferior fronto-occipital fasciculus (IFOF), originating from the frontal cortex similarly to the UF, was additionally included as control tract. Volume and fractional anisotropy (FA) were compared between the groups for both tracts. Volume of left and right UF was reduced in patients with SAD, reaching statistical significance for the left UF. Bilateral IFOF volume was not different between groups. A similar pattern was observed for FA. Reduced volume of the left UF in SAD fits well into pathophysiological models of anxiety, as it suggests deficient structural connectivity between higher-level control areas in the orbitofrontal cortex and more basal limbic areas like the amygdala. The results point to a specific role of the left UF with regard to altered white matter volume in SAD. However, results should be replicated and functional correlates of altered UF volume be determined in future studies.
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Affiliation(s)
- Volker Baur
- Division Neuropsychology, Institute of Psychology, University of Zurich, Switzerland.
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