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Lundervold AJ, Hillestad EMR, Lied GA, Billing J, Johnsen TE, Steinsvik EK, Hausken T, Berentsen B, Lundervold A. Assessment of Self-Reported Executive Function in Patients with Irritable Bowel Syndrome Using a Machine-Learning Framework. J Clin Med 2023; 12:jcm12113771. [PMID: 37297966 DOI: 10.3390/jcm12113771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Revised: 05/23/2023] [Accepted: 05/27/2023] [Indexed: 06/12/2023] Open
Abstract
Introduction: Irritable bowel syndrome (IBS) is characterized as a disorder of the gut-brain interaction (DGBI). Here, we explored the presence of problems related to executive function (EF) in patients with IBS and tested the relative importance of cognitive features involved in EF. Methods: A total of 44 patients with IBS and 22 healthy controls (HCs) completed the Behavior Rating Inventory of Executive Function (BRIEF-A), used to identify nine EF features. The PyCaret 3.0 machine-learning library in Python was used to explore the data, generate a robust model to classify patients with IBS versus HCs and identify the relative importance of the EF features in this model. The robustness of the model was evaluated by training the model on a subset of data and testing it on the unseen, hold-out dataset. Results: The explorative analysis showed that patients with IBS reported significantly more severe EF problems than the HC group on measures of working memory function, initiation, cognitive flexibility and emotional control. Impairment at a level in need of clinical attention was found in up to 40% on some of these scales. When the nine EF features were used as input to a collection of different binary classifiers, the Extreme Gradient Boosting algorithm (XGBoost) showed superior performance. The working memory subscale was consistently selected with the strongest importance in this model, followed by planning and emotional control. The goodness of the machine-learning model was confirmed in an unseen dataset by correctly classifying 85% of the IBS patients. Conclusions: The results showed the presence of EF-related problems in patients with IBS, with a substantial impact of problems related to working memory function. These results suggest that EF should be part of an assessment procedure when a patient presents other symptoms of IBS and that working memory function should be considered a target when treating patients with the disorder. Further studies should include measures of EF as part of the symptom cluster characterizing patients with IBS and other DGBIs.
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Affiliation(s)
- Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Jonas Lies vei 91, 5009 Bergen, Norway
| | - Eline M R Hillestad
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway
- National Center for Functional Gastrointestinal Disorders, Department of Medicine, Haukeland University Hospital, 5021 Bergen, Norway
| | - Gülen Arslan Lied
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway
- National Center for Functional Gastrointestinal Disorders, Department of Medicine, Haukeland University Hospital, 5021 Bergen, Norway
| | - Julie Billing
- Department of Biological and Medical Psychology, University of Bergen, Jonas Lies vei 91, 5009 Bergen, Norway
| | - Tina E Johnsen
- Department of Biological and Medical Psychology, University of Bergen, Jonas Lies vei 91, 5009 Bergen, Norway
| | - Elisabeth K Steinsvik
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway
- National Center for Functional Gastrointestinal Disorders, Department of Medicine, Haukeland University Hospital, 5021 Bergen, Norway
| | - Trygve Hausken
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway
| | - Birgitte Berentsen
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway
- National Center for Functional Gastrointestinal Disorders, Department of Medicine, Haukeland University Hospital, 5021 Bergen, Norway
| | - Arvid Lundervold
- Department of Biomedicine, University of Bergen, 5020 Bergen, Norway
- Mohn Medical Imaging and Visualization Center, Department of Radiology, Haukeland University Hospital, 5021 Bergen, Norway
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Associations between Stigma, Cognitive Appraisals, Coping Strategies and Stress Responses among Japanese Women Undergoing Infertility Treatment. Healthcare (Basel) 2022; 10:healthcare10101907. [PMID: 36292354 PMCID: PMC9601508 DOI: 10.3390/healthcare10101907] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 09/22/2022] [Accepted: 09/27/2022] [Indexed: 11/20/2022] Open
Abstract
The number of infertility treatment cycles in Japan is the highest worldwide. Studies have shown that stigma is a predictor of stress-related symptoms including anxiety and depression in women undergoing infertility treatment. Stress management to prevent stress-related symptoms may be crucial; however, few studies have examined the model of stigma and stress responses. Based on the stress-coping model, we hypothesized that stigma threatens the identity of such women and that coping failure increases stress responses. We aimed to explore the role of cognitive appraisals and coping strategies as mediators of the association between the stigma of infertility and stress responses. In December 2021, we conducted a cross-sectional study in Japan, in which 254 women undergoing infertility treatment completed a web-based survey. Hierarchical multiple regression analysis was conducted to analyze the associations between stigma, cognitive appraisals, coping strategies, and stress responses. The results showed that explanatory power increased with each additional variable in the following order: stigma, cognitive appraisals, and coping. Participants with a high level of stigma evaluated it as threatening, and used self-blame and venting coping strategies, and showed higher stress responses. Conversely, participants who used positive reframing coping strategies exhibited lower stress responses. Based on this, effective strategies to address stigma and stress responses are necessitated.
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Stewart KL, Farris SG, Jackson KM, Borsari B, Metrik J. Cannabis Use and Anxiety Sensitivity in Relation to Physical Health and Functioning in post-9/11 Veterans. COGNITIVE THERAPY AND RESEARCH 2019; 43:45-54. [PMID: 33583981 DOI: 10.1007/s10608-018-9950-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Frequency of cannabis use and cognitive vulnerabilities such as anxiety sensitivity (i.e., the fear of bodily sensations), have been independently linked with poor physical health, however the interplay between these health-mental health processes may compound poor physical health and functioning in cannabis users. Thus, the current study evaluated the direct and interactive effects of cannabis use frequency and anxiety sensitivity on physical health and functioning among cannabis-using veterans. Participants (N = 138) were post-9/11 United States veterans recruited from a Veterans Affairs hospital who reported cannabis use in the past six months. Cannabis use frequency in the past month and anxiety sensitivity were significantly negatively correlated with perceived overall physical health. There was a significant interaction between cannabis use frequency and anxiety sensitivity, such that more frequent cannabis use was associated with poorer overall health and role functioning due to health problems among veterans with higher anxiety sensitivity (but not lower). Findings suggest that anxiety sensitivity is a cognitive vulnerability linked to poor perceived physical health and impairment among frequent cannabis users and could be targeted, along with cannabis use, for health-promotion in cannabis users.
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Affiliation(s)
- Kate L Stewart
- Providence VA Medical Center, Providence, RI, 02908, USA.,Department of Psychiatry and Human Behavior, Alpert Medical School, Brown University, Providence, RI
| | - Samantha G Farris
- Department of Psychiatry and Human Behavior, Alpert Medical School, Brown University, Providence, RI.,The Miriam Hospital, Centers for Behavioral and Preventative Medicine, Providence, RI 02903 USA.,Rutgers, the State University of New Jersey, Piscataway, NJ 08854 USA
| | - Kristina M Jackson
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02903, USA
| | - Brian Borsari
- San Francisco VA Health Care System, San Francisco, CA, 94121, USA.,Department of Psychiatry, University of California - San Francisco, San Francisco, CA, 94103, USA
| | - Jane Metrik
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02903, USA.,Providence VA Medical Center, Providence, RI, 02908, USA.,Center for Alcohol and Addiction Studies, Brown University, Box G-S121-4, Providence, RI 02912, USA
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Mohsenabadi H, Zanjani Z, Shabani MJ, Arj A. A randomized clinical trial of the Unified Protocol for Transdiagnostic treatment of emotional and gastrointestinal symptoms in patients with irritable bowel syndrome: evaluating efficacy and mechanism of change. J Psychosom Res 2018; 113:8-15. [PMID: 30190053 DOI: 10.1016/j.jpsychores.2018.07.003] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Revised: 07/10/2018] [Accepted: 07/10/2018] [Indexed: 12/15/2022]
Abstract
OBJECTIVE The aim of this randomized controlled trial was to evaluate the efficacy of Unified Protocol (UP) for transdiagnostic treatment of psychological problems, such as anxiety, depression, and stress, and treating the intensity of gastrointestinal symptoms in individuals with Irritable Bowel Syndrome (IBS). Another aim of the study was to test whether emotion regulation mediates the effect of UP. METHODS Among 91 patients diagnosed with IBS (using ROME III criteria), 64 patients were eligible to participate in the study based on the inclusion/exclusion criteria. These patients were randomly assigned to either an intervention group (n = 32) that participated in 12 weekly UP treatment sessions or to a wait-list control group (n = 32). All patients completed the Depression, Anxiety, and Stress Scale (DASS-42), Emotion Regulation Questionnaire (ERQ), and Gastrointestinal Symptoms Rating Scale (GSRS) pre- and post-intervention. The data were analyzed with SPSS 20.0 software. RESULTS The results of intention-to-treat (ITT) analysis indicated a significant decrease in depression, anxiety, stress, and gastrointestinal symptoms, as well as significant improvements in emotion regulation scores in the intervention group post intervention. All results were significant at P < .001. Mediation analyses indicated that changes in emotion regulation mediated the effect of UP on changes in emotional and gastrointestinal symptoms. CONCLUSION UP was effective and influential in emotion regulation among the intervention group and caused a decline in emotional and gastrointestinal symptoms. Hence, this intervention is promising, but larger RCTs are needed to more investigate its efficacy. Future studies could also examine the efficacy of the UP in other medical conditions with co-occurring psychological conditions. The study is registered at the irct.ir database under registration number IRCT2017010431765N1.
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Affiliation(s)
- Hamid Mohsenabadi
- Department of Clinical Psychology, Medical Faculty, Kashan University of Medical Science, Kashan, Iran
| | - Zahra Zanjani
- Department of Clinical Psychology, Medical Faculty, Kashan University of Medical Science, Kashan, Iran.
| | - Mohammad Javad Shabani
- Department of Clinical Psychology, Medical Faculty, Kashan University of Medical Science, Kashan, Iran
| | - Abbas Arj
- Department of Gastroenterology, Kashan University of Medical Sciences, Kashan, Iran
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Horenstein A, Potter CM, Heimberg RG. How does anxiety sensitivity increase risk of chronic medical conditions? CLINICAL PSYCHOLOGY-SCIENCE AND PRACTICE 2018. [DOI: 10.1111/cpsp.12248] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Arielle Horenstein
- Adult Anxiety Clinic of Temple; Department of Psychology; Temple University; Philadelphia Pennsylvania
| | - Carrie M. Potter
- Department of Psychiatry of Cambridge Health Alliance; Harvard Medical School; Boston Massachusetts
| | - Richard G. Heimberg
- Adult Anxiety Clinic of Temple; Department of Psychology; Temple University; Philadelphia Pennsylvania
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Meuret AE, Kroll J, Ritz T. Panic Disorder Comorbidity with Medical Conditions and Treatment Implications. Annu Rev Clin Psychol 2017; 13:209-240. [PMID: 28375724 DOI: 10.1146/annurev-clinpsy-021815-093044] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Panic disorder (PD) is unique among the anxiety disorders in that panic symptoms are primarily of a physical nature. Consequently, comorbidity with medical illness is significant. This review examines the association between PD and medical illness. We identify shared pathophysiological and psychological correlates and illustrate how physiological activation in panic sufferers underlies their symptom experience in the context of the fight-or-flight response and beyond a situation-specific response pattern. We then review evidence for bodily symptom perception accuracy in PD. Prevalence of comorbidity for PD and medical illness is presented, with a focus on respiratory and cardiovascular illness, irritable bowel syndrome, and diabetes, followed by an outline for potential pathways of a bidirectional association. We conclude by illustrating commonalities in mediating mechanistic pathways and moderating risk factors across medical illnesses, and we discuss implications for diagnosis and treatment of both types of conditions.
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Affiliation(s)
- Alicia E Meuret
- Department of Psychology, Southern Methodist University, Dallas, Texas 75275;
| | - Juliet Kroll
- Department of Psychology, Southern Methodist University, Dallas, Texas 75275;
| | - Thomas Ritz
- Department of Psychology, Southern Methodist University, Dallas, Texas 75275;
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Tayama J, Nakaya N, Hamaguchi T, Saigo T, Takeoka A, Sone T, Fukudo S, Shirabe S. Maladjustment to Academic Life and Employment Anxiety in University Students with Irritable Bowel Syndrome. PLoS One 2015; 10:e0129345. [PMID: 26083662 PMCID: PMC4471079 DOI: 10.1371/journal.pone.0129345] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Accepted: 05/07/2015] [Indexed: 12/31/2022] Open
Abstract
The present study tested our hypothesis that university students with irritable bowel syndrome (IBS) may experience less satisfactory academic lives than those of students without IBS. We also verified the hypothesis that university students with IBS might have higher employment anxiety than students without IBS might. We conducted a cross-sectional study of 1,686 university students. Presence or absence of IBS was assessed via the Rome III Questionnaire. Two original items were used to evaluate academic life. The prevalence rates of IBS with diarrhea, IBS with constipation, mixed IBS, and unsubtyped IBS in the study population were 5%, 2%, 10%, and 3%, respectively. Regarding academic life, the proportions of participants who experienced maladjustment and employment anxiety were 29% and 50%, respectively. After adjusting for age, sex, and faculty, the odds ratios for maladjustment and employment anxiety were significantly higher in students who screened positively, relative to those who screened negatively, for IBS (OR, 1.62; 95% CI, 1.24–2.21; OR, 2.16; 95% CI, 1.68–2.81, respectively). In conclusion, maladjustment and anxiety over future employment were higher in university students with IBS relative to those without.
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Affiliation(s)
- Jun Tayama
- Graduate School of Education, Nagasaki University, Nagasaki, Japan
- Center for Health and Community Medicine, Nagasaki University, Nagasaki, Japan
- * E-mail:
| | - Naoki Nakaya
- Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan
| | - Toyohiro Hamaguchi
- Department of Occupational Therapy, School of Health and Social Services, Saitama Prefectural University, Saitama, Japan
| | - Tatsuo Saigo
- Center for Health and Community Medicine, Nagasaki University, Nagasaki, Japan
| | - Atsushi Takeoka
- Unit of Preventive Medicine, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Toshimasa Sone
- Department of Rehabilitation, Faculty of Health Science, Tohoku Fukushi University, Sendai, Japan
| | - Shin Fukudo
- Department of Behavioral Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Susumu Shirabe
- Center for Health and Community Medicine, Nagasaki University, Nagasaki, Japan
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The crossroads of gastroenterology and psychiatry - what benefits can psychiatry provide for the treatment of patients suffering from gastrointestinal symptoms. GASTROENTEROLOGY REVIEW 2015; 10:222-8. [PMID: 26759629 PMCID: PMC4697033 DOI: 10.5114/pg.2015.51213] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Subscribe] [Scholar Register] [Received: 11/21/2014] [Revised: 11/30/2014] [Accepted: 01/08/2015] [Indexed: 12/12/2022]
Abstract
Introduction Gastrointestinal symptoms are very common in the general population. Many of them coincide with mental disorders (especially with neuroses, stress-related disorders, somatisation disorders, autonomic dysfunction, and anxiety) that are associated with psychological trauma, conflicts, and difficulties with interpersonal relationships. Aim Assessment of the association between gastrointestinal complaints and stressful situations in relationships, among patients admitted to day hospital for neurotic and behavioural disorders. Material and methods Analysis of the likelihood of co-occurrence of abdominal symptoms and stressful situations, reported by patients before admission, in a large group of subjects treated with psychotherapy. Results Gastrointestinal symptoms were highly prevalent in the studied group (they were reported by 40–50% of patients). The most common complaints in women were: loss of appetite (52%), nausea (49%), and constipation and flatulence (45%). In men the most prevalent symptoms were: loss of appetite (47%), heartburn (44%), and flatulence (43%). Functional gastrointestinal symptoms (especially vomiting in cases of nervousness in females or heartburn in males) were significantly associated with greater likelihood of current difficulties in interpersonal relationships, such as conflicts with partner/spouse or parent. Conclusions The results suggest that in many cases symptoms of anxiety disorders or somatisation disorders coexisted with irritable bowel syndrome and functional dyspepsia.
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Fadgyas-Stanculete M, Buga AM, Popa-Wagner A, Dumitrascu DL. The relationship between irritable bowel syndrome and psychiatric disorders: from molecular changes to clinical manifestations. J Mol Psychiatry 2014; 2:4. [PMID: 25408914 PMCID: PMC4223878 DOI: 10.1186/2049-9256-2-4] [Citation(s) in RCA: 109] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2014] [Accepted: 06/15/2014] [Indexed: 12/19/2022] Open
Abstract
Irritable bowel syndrome (IBS) is a functional syndrome characterized by chronic abdominal pain accompanied by altered bowel habits. Although generally considered a functional disorder, there is now substantial evidence that IBS is associated with a poor quality of life and significant negative impact on work and social domains. Neuroimaging studies documented changes in the prefrontal cortex, ventro-lateral and posterior parietal cortex and thalami, and implicate alteration of brain circuits involved in attention, emotion and pain modulation. Emerging data reveals the interaction between psychiatric disorders including generalized anxiety disorder, panic disorder, major depressive disorder, bipolar disorder, and schizophrenia and IBS, which suggests that this association should not be ignored when developing strategies for screening and treatment. Psychological, social and genetic factors appear to be important in the development of IBS symptomatology through several mechanisms: alteration of HPA axis modulation, enhanced perception of visceral stimuli or psychological vulnerability. Elucidating the molecular mechanisms of IBS with or without psychiatric comorbidities is crucial for elucidating the pathophysiology and for the identification of new therapeutical targets in IBS.
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Affiliation(s)
- Mihaela Fadgyas-Stanculete
- />Department of Neurosciences, Iuliu Hatieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Ana-Maria Buga
- />Department of Psychiatry, University of Medicine, Rostock, Germany
| | - Aurel Popa-Wagner
- />Department of Psychiatry, University of Medicine, Rostock, Germany
- />Department of Molecular Medicine, Iuliu Hatieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Dan L Dumitrascu
- />2nd Department of Medicine, Iuliu Hatieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
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