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Moon Y, Woo H. Key risk factors of generalized anxiety disorder in adolescents: machine learning study. Front Public Health 2025; 12:1504739. [PMID: 39839408 PMCID: PMC11746110 DOI: 10.3389/fpubh.2024.1504739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Accepted: 12/18/2024] [Indexed: 01/23/2025] Open
Abstract
Adolescents worldwide are increasingly affected by mental health disorders, with anxiety disorders, including Generalized Anxiety Disorder (GAD), being particularly prevalent. Despite its significant impact, GAD in adolescents often remains underdiagnosed due to vague symptoms and delayed medical attention, highlighting the need for early diagnosis and prevention strategies. This study utilized data from the Korea Youth Risk Behavior Web-based Survey (KYRBS) from 2020 to 2023 to analyze factors influencing GAD in adolescents. Using machine learning techniques such as Lasso Regression, SelectKBest, and XGBoost, we identified key variables, including health behaviors such as sleep, smoking, and fast-food intake, as significant factors associated with GAD. Predictive models using Random Forest and Artificial Neural Networks demonstrated that the XGBoost feature selection method effectively identified key factors and showed strong performance. These findings emphasize the need for educational programs focusing on sleep management, smoking prevention, and balanced nutrition to reduce the risk of GAD in adolescents, providing crucial insights for early diagnosis and intervention efforts.
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Affiliation(s)
- Yonghwan Moon
- Department of Health Administration, Kongju National University of Nursing and Health, Kongju, Republic of Korea
| | - Hyekyung Woo
- Department of Health Administration, Kongju National University of Nursing and Health, Kongju, Republic of Korea
- Institute of Health and Environment of Kongju National University, Kongju, Republic of Korea
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Jahangiri S, Naeim M, Majidnia M, Mostafavi M, Imannezhad S, Mohammadi Y. Unveiling the neuro-cognitive paradigm: a new approach to the treatment of anxiety: a comprehensive review. Ann Med Surg (Lond) 2024; 86:3508-3513. [PMID: 38846870 PMCID: PMC11152884 DOI: 10.1097/ms9.0000000000002046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 03/30/2024] [Indexed: 06/09/2024] Open
Abstract
This study aimed to explore the neuro-cognitive paradigm in anxiety diseases by integrating neurobiological and cognitive perspectives. The ideal was to enhance our understanding of the complex interplay between neural and cognitive processes in anxiety and its counteraccusations for treatment. A comprehensive review of the literature was conducted, examining studies that delved into the neurobiological supplements and cognitive impulses in anxiety. The findings revealed the involvement of brain regions similar to the amygdala, prefrontal cortex, and hippocampus in anxiety diseases, along with dysregulation in neurotransmitter systems. Cognitive impulses, including attentional bias towards trouble, interpretation bias, and memory impulses, were constantly observed in individuals with anxiety. The results stressed the bidirectional relationship between neurobiology and cognition, demonstrating that neurobiological factors impact cognitive processes, and cognitive factors modulate neural exertion. Integrated interventions targeting both neurobiological and cognitive factors showed a pledge in treating anxiety diseases. The study linked gaps in the literature and emphasized the significance of considering artistic factors and developing individualized treatment approaches. Overall, this study contributes to a comprehensive understanding of anxiety diseases and informs unborn exploration and clinical practice.
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Affiliation(s)
- Shima Jahangiri
- Department of Research, Psychology and Counseling Organization, Tehran
| | - Mahdi Naeim
- Department of Research, Psychology and Counseling Organization, Tehran
| | | | - Maryam Mostafavi
- Department of Research, Psychology and Counseling Organization, Tehran
| | - Shima Imannezhad
- Department of Pediatrics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad
| | - Yasaman Mohammadi
- School of Dentistry, Shiraz Branch, Islamic Azad University, Shiraz, Iran
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Theodoratou M, Kougioumtzis GA, Yotsidi V, Sofologi M, Katsarou D, Megari K. Neuropsychological Consequences of Massive Trauma: Implications and Clinical Interventions. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:2128. [PMID: 38138231 PMCID: PMC10744839 DOI: 10.3390/medicina59122128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 11/24/2023] [Accepted: 11/29/2023] [Indexed: 12/24/2023]
Abstract
Traumatic events, especially massive trauma resulting from catastrophic incidents, wars, or severe abuse can elicit significant neuropsychological alterations, with profound implications for cognitive, emotional, and behavioral functioning. This mini-review delineates the primary neural changes post-trauma and underscores the importance of timely neuropsychological and clinical interventions. Specific brain regions, including the amygdala and prefrontal cortex, undergo physiological changes that can lead to memory impairments, attention deficits, and emotional disturbances. PTSD, a commonly diagnosed condition post-trauma, exemplifies the intricate relationship between trauma and memory processing. Furthermore, the concept of neuroplasticity, the brain's inherent ability to adapt and rewire, offers hope for recovery. Current clinical interventions, such as cognitive behavioral therapy, mindfulness practices, and biofeedback, leverage this neuroplastic potential to foster healing. The review underscores the vital importance of early intervention to mitigate long-term neuropsychological impacts, emphasizing the role of timely and targeted clinical interventions. The synthesis of this knowledge is crucial for clinicians, allowing for informed therapeutic approaches that holistically address both the physiological and psychological dimensions of trauma.
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Affiliation(s)
- Maria Theodoratou
- Department of Psychology, School of Health Sciences, Neapolis University Pafos, Paphos 8042, Cyprus; (G.A.K.); (M.S.); (D.K.)
- Department of Social Sciences, Hellenic Open University, 263 35 Patras, Greece;
| | - Georgios A. Kougioumtzis
- Department of Psychology, School of Health Sciences, Neapolis University Pafos, Paphos 8042, Cyprus; (G.A.K.); (M.S.); (D.K.)
- Department of Social Sciences, Hellenic Open University, 263 35 Patras, Greece;
- Department of Turkish Studies and Modern Asian Studies, Faculty of Economic and Political Sciences, National and Kapodistrian University of Athens, 157 72 Athens, Greece
| | - Vasiliki Yotsidi
- Department of Social Sciences, Hellenic Open University, 263 35 Patras, Greece;
- Department of Psychology, Panteion University of Social and Political Sciences, 157 72 Athens, Greece
| | - Maria Sofologi
- Department of Psychology, School of Health Sciences, Neapolis University Pafos, Paphos 8042, Cyprus; (G.A.K.); (M.S.); (D.K.)
- Laboratory of Psychology, Department of Early Childhood Education, School of Education, University of Ioannina, 451 10 Ioannina, Greece
- Institute of Humanities and Social Sciences, University Research Centre of Ioannina (U.R.C.I.), 451 10 Ioannina, Greece
| | - Dimitra Katsarou
- Department of Psychology, School of Health Sciences, Neapolis University Pafos, Paphos 8042, Cyprus; (G.A.K.); (M.S.); (D.K.)
- Department of Preschool Education Sciences and Educational Design, Faculty of Humanities, University of the Aegean, 811 00 Mytilene, Greece
| | - Kalliopi Megari
- City College, University of York, Europe Campus, 546 26 Thessaloniki, Greece;
- Department of Psychology, School of Social Sciences, UOWM, 531 00 Florina, Greece
- School of Psychology, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece
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Lo YJ, Mishra VK, Lo HY, Dubey NK, Lo WC. Clinical Spectrum and Trajectory of Innovative Therapeutic Interventions for Insomnia: A Perspective. Aging Dis 2023; 14:1038-1069. [PMID: 37163444 PMCID: PMC10389812 DOI: 10.14336/ad.2022.1203] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 12/03/2022] [Indexed: 05/12/2023] Open
Abstract
Increasing incidences of insomnia in adults, as well as the aging population, have been reported for their negative impact on the quality of life. Insomnia episodes may be associated with neurocognitive, musculoskeletal, cardiovascular, gastrointestinal, renal, hepatic, and metabolic disorders. Epidemiological evidence also revealed the association of insomnia with oncologic and asthmatic complications, which has been indicated as bidirectional. Two therapeutic approaches including cognitive behavioral therapy (CBT) and drugs-based therapies are being practiced for a long time. However, the adverse events associated with drugs limit their wide and long-term application. Further, Traditional Chinese medicine, acupressure, and pulsed magnetic field therapy may also provide therapeutic relief. Notably, the recently introduced cryotherapy has been demonstrated as a potential candidate for insomnia which could reduce pain, by suppressing oxidative stress and inflammation. It seems that the synergistic therapeutic approach of cryotherapy and the above-mentioned approaches might offer promising prospects to further improve efficacy and safety. Considering these facts, this perspective presents a comprehensive summary of recent advances in pathological aetiologies of insomnia including COVID-19, and its therapeutic management with a greater emphasis on cryotherapy.
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Affiliation(s)
| | | | | | - Navneet Kumar Dubey
- Victory Biotechnology Co., Ltd., Taipei 114757, Taiwan.
- ShiNeo Technology Co., Ltd., New Taipei City 24262, Taiwan.
| | - Wen-Cheng Lo
- Department of Surgery, Division of Neurosurgery, School of Medicine, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan.
- Department of Neurosurgery, Taipei Medical University Hospital, Taipei 11031, Taiwan.
- Taipei Neuroscience Institute, Taipei Medical University, Taipei 11031, Taiwan.
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Kormas P, Moutzouri A. Current Psychological Approaches in Neurodegenerative Diseases. HANDBOOK OF COMPUTATIONAL NEURODEGENERATION 2023:261-289. [DOI: 10.1007/978-3-319-75922-7_10] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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Boosting psychological change: Combining non-invasive brain stimulation with psychotherapy. Neurosci Biobehav Rev 2022; 142:104867. [PMID: 36122739 DOI: 10.1016/j.neubiorev.2022.104867] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 09/01/2022] [Accepted: 09/07/2022] [Indexed: 11/21/2022]
Abstract
Mental health disorders and substance use disorders are a leading cause of morbidity and mortality worldwide, and one of the most important challenges for public health systems. While evidence-based psychotherapy is generally pursued to address mental health challenges, psychological change is often hampered by non-adherence to treatments, relapses, and practical barriers (e.g., time, cost). In recent decades, Non-invasive brain stimulation (NIBS) techniques have emerged as promising tools to directly target dysfunctional neural circuitry and promote long-lasting plastic changes. While the therapeutic efficacy of NIBS protocols for mental illnesses has been established, neuromodulatory interventions might also be employed to support the processes activated by psychotherapy. Indeed, combining psychotherapy with NIBS might help tailor the treatment to the patient's unique characteristics and therapeutic goal, and would allow more direct control of the neuronal changes induced by therapy. Herein, we overview emerging evidence on the use of NIBS to enhance the psychotherapeutic effect, while highlighting the next steps in advancing clinical and research methods toward personalized intervention approaches.
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Gonçalves ÓF, del Re EC, Jones LK, Corbella S. Towards a (Neuro)Science Based Clinical & Health Psychology. Int J Clin Health Psychol 2022; 22:100300. [PMID: 35399593 PMCID: PMC8960970 DOI: 10.1016/j.ijchp.2022.100300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Affiliation(s)
- Óscar F. Gonçalves
- Proaction Lab- CINEICC, Faculty of Psychology and Educational Sciences, University of Coimbra, Portugal
- Corresponding author: Proaction Lab, University of Coimbra, Colégio de Jesus, R. Inácio Duarte 65, 3000-481 Coimbra, Portugal.
| | | | - Laura k. Jones
- Department of Health and Wellness, University of North Carolina at Asheville
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Takizawa Y, Murray J, Bambling M, Matsumoto Y, Ishimoto Y, Yamane T, Edirippulige S. Integrating neuroscientific knowledge into psychotherapy amongst Japanese psychotherapists: presence, benefits, needs and cultural barriers. ASIA PACIFIC JOURNAL OF COUNSELLING AND PSYCHOTHERAPY 2022. [DOI: 10.1080/21507686.2022.2035783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Yu Takizawa
- School of Psychology, University of Queensland, Brisbane, Australia
| | - Judith Murray
- School of Psychology/School of Nursing Midwifery and Social Work, University of Queensland, Brisbane, Australia
| | - Matthew Bambling
- School of Clinical Medicine, University of Queensland, Brisbane, Australia
| | - Yuki Matsumoto
- School of Human Life Sciences, Tokushima Bunri University, Tokushima, Japan
| | - Yuma Ishimoto
- Teacher Education Center, Tottori University, Tottori, Japan
| | - Takahiro Yamane
- Graduate School of Human Development and Environment, Kobe University, Kobe, Japan
| | - Sisira Edirippulige
- Centre for Health Services Research, Faculty of Medicine, University of Queensland, Brisbane, Australia
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Halder S, Mahato A. Enhancing efficacy and acceptance of cognitive behavioral therapy through understanding its neuroscience. TAIWANESE JOURNAL OF PSYCHIATRY 2022. [DOI: 10.4103/tpsy.tpsy_30_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
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Rossini PG, Ostacoli L, Pagani M, Malandrone F, Oliva F, Cominu L, Annetta MC, Carletto S. The Neural Signature of Psychological Interventions in Persons With Cancer: A Scoping Review. Integr Cancer Ther 2022; 21:15347354221096808. [PMID: 35635127 PMCID: PMC9158410 DOI: 10.1177/15347354221096808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 02/22/2022] [Accepted: 04/10/2022] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVE People diagnosed with cancer have to deal with the debilitating psychological implications of this disease. Although the clinical efficacy of psychological interventions is well documented, relatively little has been written on the neural correlates of these treatments in the context of oncology. The present work is the first to provide an overall perspective of the existing literature on this topic. It also considers the potential directions for future research. METHODS This scoping review was carried out across 5 databases (EMBASE, PsycINFO, OVID MEDLINE, CINAHL, COCHRANE CENTRAL), from conception dates until 3 December 2021. RESULTS From an initial set of 4172 records, 13 papers were selected for this review. They consisted of 9 randomized controlled studies (RCTs), 1 quasi-experiment, 2 single case studies, and 1 secondary quantitative analysis. The studies were also heterogeneous in terms of the patient and control populations, psychological interventions, and neuroimaging methodologies used. The findings from these few studies suggest that psychological interventions in oncology patients may modulate both cortical and subcortical brain activity, consistent with the brain areas involved in distress reactions in general and to cancer specifically. The implications of this scoping review in terms of future research are also discussed. CONCLUSIONS The literature on the neural correlates of psychological interventions in cancer patients is very limited, and thus requires further exploration. The provision of psychological interventions offers cancer patients a more integrated approach to care, which may in turn help preserve both the physical and the psychological wellbeing of individuals with cancer.
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Affiliation(s)
| | - Luca Ostacoli
- Department of Clinical and Biological Sciences, University of Turin, Turin, Italy
- Clinical Psychology Unit, University Hospital “Città della Salute e della Scienza”, Turin, Italy
| | - Marco Pagani
- Institute of Cognitive Sciences and Technologies – CNR, Rome, Italy
| | - Francesca Malandrone
- Department of Clinical and Biological Sciences, University of Turin, Turin, Italy
| | - Francesco Oliva
- Department of Clinical and Biological Sciences, University of Turin, Turin, Italy
| | - Luca Cominu
- Clinical Psychology Unit, University Hospital “Città della Salute e della Scienza”, Turin, Italy
| | - Maria Chiara Annetta
- Clinical Psychology Unit, University Hospital “Città della Salute e della Scienza”, Turin, Italy
| | - Sara Carletto
- Department of Neuroscience “Rita Levi Montalcini”, University of Turin, Turin, Italy
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Frick A, Persson J, Bodén R. Habitual caffeine consumption moderates the antidepressant effect of dorsomedial intermittent theta-burst transcranial magnetic stimulation. J Psychopharmacol 2021; 35:1536-1541. [PMID: 34872405 PMCID: PMC8652363 DOI: 10.1177/02698811211058975] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
BACKGROUND Potentiating current antidepressant treatment is much needed. Based on animal studies, caffeine may augment the effects of currently available antidepressants. OBJECTIVE Here, we tested whether habitual caffeine consumption moderates the antidepressant effects of repetitive transcranial magnetic stimulation (rTMS) using intermittent theta-burst stimulation (iTBS). METHODS Forty patients with current depressive episodes were randomized to active iTBS (n = 19) or sham treatment (n = 21; shielded side of the coil and weak transcutaneous electrical stimulation) delivered two times per day for 10-15 weekdays. Neuronavigated stimulation was applied to the dorsomedial prefrontal cortex. Symptom improvement was measured using change in self-reported Montgomery-Åsberg Depression Rating Scale (MADRS) scores. Pretreatment habitual caffeine consumption was quantified using self-reports of number of cups of coffee and energy drinks consumed the 2 days before the treatment starts. RESULTS Habitual caffeine consumption was associated with symptom improvement following active iTBS (r = 0.51, 95% confidence interval (CI): 0.08-0.78, p = 0.025) but not following sham treatment (r = -0.02, 95% CI: -0.45 to 0.42, p = 0.938). A multiple regression analysis corroborated the findings by showing a significant caffeine consumption × treatment group interaction (β = 0.62, p = 0.043), but no main effects of treatment group (β = 0.22, p = 0.140) or caffeine consumption (β = -0.01, p = 0.948). No group differences in pretreatment symptom scores or caffeine consumption were detected (p values > 0.86). CONCLUSION Habitual caffeine consumption moderated the antidepressant effect of dorsomedial iTBS, consistent with caffeine improving antidepressant pharmacological treatments in animals. Caffeine is an antagonist of adenosine receptors and may enhance antidepressant effects through downstream dopaminergic targets.
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Affiliation(s)
- Andreas Frick
- The Beijer Laboratory, Department of Neuroscience, Psychiatry, Uppsala University, Uppsala, Sweden
| | - Jonas Persson
- Department of Neuroscience, Psychiatry, Uppsala University, Uppsala, Sweden
| | - Robert Bodén
- Department of Neuroscience, Psychiatry, Uppsala University, Uppsala, Sweden
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Abstract
The early development of cognitive behavior therapy (CBT) can be characterized by the coming together of behavioral and cognitive traditions. However, the past decades have arguably seen more divergences than convergences within the field. The 9th World Congress of Behavioural and Cognitive Therapies was held in Berlin in July 2019 with the congress theme "CBT at the Crossroads." This title reflected in part the coming together of people from all over the world, but also the fact that recent developments raise important questions about the future of CBT, including whether we can in fact treat it as a unified field. In this paper, we briefly trace the history of CBT, then introduce a special issue featuring a series of articles exploring different aspects of the past, present, and future of CBT. Finally, we reflect on the possible routes ahead.
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Affiliation(s)
- Simon E. Blackwell
- Mental Health Research and Treatment Center, Faculty of Psychology, Ruhr-Universität Bochum, Massenbergstraße 9-13, 44787 Bochum, Germany
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