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Mueller I, Pruessner L, Holt DV, Zimmermann V, Schulze K, Strakosch AM, Barnow S. If it Ain't Broke, Don't Fix it: Positive Versus Negative Emotion Regulation in Daily Life and Depressive Symptoms. J Affect Disord 2024; 348:398-408. [PMID: 38123075 DOI: 10.1016/j.jad.2023.12.037] [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: 09/10/2023] [Revised: 12/01/2023] [Accepted: 12/13/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND Despite the importance of positive emotions for affective psychopathology, prior research primarily focused on negative emotion regulation. To address this gap, this ecological momentary assessment study compared a broad set of emotion regulation strategies in the context of positive versus negative emotions regarding their effectiveness and associations with depressive symptoms. METHODS We analyzed data from 1066 participants who were notified five times daily for seven consecutive days to complete a smartphone survey assessing their predominant emotions, strategies to regulate them, and subsequent emotional outcomes. RESULTS Findings show that the effectiveness of most regulation strategies depended on whether the emotional context was positive or negative. While acceptance and savoring predicted improved emotional outcomes across emotional contexts, reappraisal and problem-solving were associated with deteriorated emotional outcomes and increased depressive symptoms when regulating positive but not negative emotions. LIMITATIONS Future studies should replicate our findings in demographically and culturally diverse clinical samples to improve generalizability. CONCLUSION These results emphasize that strategies effective for regulating negative emotions may be less helpful in the context of positive emotions. Thus, context-specific interventions may be a promising approach to improve the treatment of affective disorders.
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Affiliation(s)
- Ilka Mueller
- Department of Psychology, Heidelberg University, Germany.
| | | | - Daniel V Holt
- Department of Psychology, Heidelberg University, Germany
| | | | - Katrin Schulze
- Department of Psychology, Heidelberg University, Germany
| | | | - Sven Barnow
- Department of Psychology, Heidelberg University, Germany
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Mori T, Hattori R, Irie K, Tsurumi K, Murai T, Ishii R, Inadomi H. Relationship between personal recovery, autobiographical memory, and clinical recovery in people with mental illness in the acute phase. Heliyon 2024; 10:e26075. [PMID: 38390044 PMCID: PMC10881879 DOI: 10.1016/j.heliyon.2024.e26075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 01/23/2024] [Accepted: 02/07/2024] [Indexed: 02/24/2024] Open
Abstract
Aim Narratives are important in psychiatric rehabilitation. People with a psychiatric diagnosis find it difficult to recall specific autobiographical memories of events that lasted less than a day. Although personal narratives play a central role in personal recovery, the factors influencing personal and clinical recovery, such as psychiatric symptoms and cognitive function, have not been fully explored. Therefore, this study examined the associations between personal recovery and autobiographical memory, age, psychiatric symptoms, and neurocognitive function. Method The Self-Identified Stage of Recovery, Parts A and B (SISR-A, SISR-B), Autobiographical Memory Test (AMT), Japanese version of the Brief Assessment Scale of Schizophrenia Cognitive Function, and Brief Psychiatric Symptom Rating Scale were administered to 40 individuals with psychiatric disorders who were undergoing psychiatric rehabilitation. Results A significant positive correlation was found between the total number of specific memories in the AMT and total SISR-B scores. A binary logistic regression analysis revealed that the total number of specific memories, especially high responsiveness to negative cue words, significantly predicted greater personal recovery. Age, psychiatric symptoms, and neurocognitive function did not significantly predict higher personal recovery. Conclusion In psychiatric rehabilitation, negative episodes should be treated with caution; however, they may also facilitate personal recovery.
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Affiliation(s)
- Taisuke Mori
- Department of Day Care Unit, Kyoto University Hospital, Japan
- Osaka Prefecture University Graduate School of Comprehensive Rehabilitation, Japan
| | - Ritsuko Hattori
- Department of Day Care Unit, Kyoto University Hospital, Japan
| | - Keisuke Irie
- Kyoto University Graduate School of Medicine, Japan
| | | | | | - Ryouhei Ishii
- Osaka Metropolitan University Graduate School of Rehabilitation Science, Japan
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Duken SB, Keessen L, Hoijtink H, Kindt M, van Ast VA. Bayesian evaluation of diverging theories of episodic and affective memory distortions in dysphoria. Nat Commun 2024; 15:1320. [PMID: 38351107 PMCID: PMC10864297 DOI: 10.1038/s41467-024-45203-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 01/18/2024] [Indexed: 02/16/2024] Open
Abstract
People suffering from dysphoria retrieve autobiographical memories distorted in content and affect, which may contribute to the aetiology and maintenance of depression. However, key memory difficulties in dysphoria remain elusive because theories disagree how memories of different valence are altered. Here, we assessed the psychophysiological expression of affect and retrieved episodic detail while participants with dysphoria (but without a diagnosed mental illness) and participants without dysphoria relived positive, negative, and neutral memories. We show that participants with dysphoria retrieve positive memories with diminished episodic detail and negative memories with enhanced detail, compared to participants without dysphoria. This is in line with negativity bias but not overgeneral memory bias theories. According to confirmatory analyses, participants with dysphoria also express diminished positive affect and enhanced negative affect when retrieving happy memories, but exploratory analyses suggest that this increase in negative affect may not be robust. Further confirmatory analyses showed that affective responses to memories are not related to episodic detail and already present during the experience of new emotional events. Our results indicate that affective memory distortions may not emerge from mnemonic processes but from general distortions in positive affect, which challenges assumptions of memory theories and therapeutics. Protocol registration: The Stage 1 protocol for this Registered Report was accepted in principle on the 18rd of March 2021. The protocol, as accepted by the journal, can be found at https://doi.org/10.6084/m9.figshare.14605374.v1 .
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Affiliation(s)
- Sascha B Duken
- Department of Clinical Psychology, University of Amsterdam, Amsterdam, the Netherlands.
| | - Liza Keessen
- Amsterdam School of Communication Research, University of Amsterdam, Amsterdam, the Netherlands
| | - Herbert Hoijtink
- Department of Methodology and Statistics, Utrecht University, Utrecht, the Netherlands
| | - Merel Kindt
- Department of Clinical Psychology, University of Amsterdam, Amsterdam, the Netherlands
| | - Vanessa A van Ast
- Department of Clinical Psychology, University of Amsterdam, Amsterdam, the Netherlands.
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Julian M, Somers JA, Dunkel Schetter C, Guardino CM. Resilience resources, life stressors, and postpartum depressive symptoms in a community sample of low and middle-income Black, Latina, and White mothers. Stress Health 2024; 40:e3275. [PMID: 37220227 PMCID: PMC10665547 DOI: 10.1002/smi.3275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 04/25/2023] [Accepted: 05/06/2023] [Indexed: 05/25/2023]
Abstract
Resilience resources refer to factors that protect against the physical and mental health effects of stress exposure. This study used a cross-sectional design to test whether three individual-level resilience resources-mastery, self-esteem, and perceived social support-moderated associations between prenatal major life stressors and postpartum depressive symptoms at approximately 8 weeks postpartum. Participants were 2510 low- and middle-income women enrolled after the birth of a baby in a multi-site study of five communities in the United States. At approximately 8 weeks postpartum, participants were interviewed in their homes to assess the three resilience resources, symptoms of depression, and major life stressors that had occurred during the pregnancy. The results of path analyses revealed that mastery and self-esteem moderated the positive association between prenatal life stressors and postpartum depressive symptoms adjusting for race/ethnicity, partner status, years of education, and household income. Perceived social support was associated with fewer postpartum depressive symptoms but did not moderate the association between life stressors and depressive symptoms. Higher levels of two personal resilience resources, mastery and self-esteem, attenuated the association between prenatal life stressors and early postpartum depressive symptoms in a large, predominantly low-income multi-site community sample. These findings highlight the protective nature of individual-level resilience resources in the early postpartum period when maternal adjustment shapes parent and child health outcomes.
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Affiliation(s)
- Melissa Julian
- Department of Psychological and Brain Sciences, George Washington University
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Zhu N, Lu HJ, Chang L. Peer popularity and self-discipline as protective factors against depressive symptoms in Chinese adolescents: Do boys and girls benefit equally? Psych J 2024; 13:66-78. [PMID: 38105577 PMCID: PMC10917103 DOI: 10.1002/pchj.708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 10/10/2023] [Indexed: 12/19/2023]
Abstract
The current study examined the concurrent and longitudinal protective effects of peer popularity and self-discipline (control, planning, and the ability to prioritize important things) against depressive symptoms among adolescents. We used multilevel modeling to examine the data of 1676 adolescents aged 12-15 years from the China Family Panel Studies (CFPS) survey, a large-scale panel survey with a nationally representative sample. Results showed that both peer popularity and self-discipline predicted lower levels of depressive symptoms measured concurrently. The buffering effect of self-discipline against concurrent depressive symptoms was stronger for girls than for boys, especially in middle adolescence. Peer popularity additionally predicted lower levels of depressive symptoms 4 years later, and this effect was stronger for girls than for boys. These patterns of results were maintained after controlling for self-rated physical health and society-level factors. We discuss these findings against the background of distinct traditional gender roles.
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Affiliation(s)
- Nan Zhu
- Department of PsychologyUniversity of MacauMacauChina
| | - Hui Jing Lu
- Department of Applied Social SciencesThe Hong Kong Polytechnic UniversityHung HomHong Kong
| | - Lei Chang
- Department of PsychologyUniversity of MacauMacauChina
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Spina MA, Bei B, Rajaratnam SW, Krystal A, Edinger JD, Buysse DJ, Thase M, Manber R. Cognitive behavioural therapy for insomnia reduces actigraphy and diary measured sleep discrepancy for individuals with comorbid insomnia and major depressive disorder: A report from the TRIAD study. Sleep Med 2024; 114:137-144. [PMID: 38183804 DOI: 10.1016/j.sleep.2023.12.014] [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: 12/13/2022] [Revised: 11/27/2023] [Accepted: 12/17/2023] [Indexed: 01/08/2024]
Abstract
OBJECTIVE/BACKGROUND Discrepancies between sleep diaries and actigraphy occur among individuals with insomnia. Cognitive behavioural therapy for insomnia (CBT-I) improves insomnia but the impact on discrepancy is unclear. This study examined CBT-I's effects on actigraphy-diary discrepancy and explored sleep-related beliefs and attitudes as a mediator. PATIENTS/METHODS Participants were 108 (age M±SD = 47.23 ± 12.42, 67.60 % female) adults with insomnia and major depressive disorder from the Treatment of Insomnia and Depression study. They were randomized to 7 sessions of CBT-I or sham Quasi-Desensitization Therapy for Insomnia (DTI), plus 16 weeks of antidepressants. Two weeks of actigraphy and sleep diary were collected at baseline, mid-treatment, end-treatment. Differences between sleep diary and actigraphy total sleep time (TST), sleep onset latency (SOL), wake after sleep onset (WASO), and sleep efficiency (SE) were calculated. Participants completed Dysfunctional Beliefs and Attitudes about Sleep Scale (DBAS) at baseline and mid-treatment. RESULTS At baseline, diary (versus actigraphy) TST was shorter (1.1 ± 1.41h), whilst SOL (21.64 ± 41.25min) and WASO (17.45 ± 61.99min) were longer. Mixed effects models using daily data showed that after adjusting for age and sex, participants in the CBT-I group (versus DTI) showed greater reduction in all actigraphy-diary discrepancy domains (all p-values<.01), reductions evident from mid-treatment. Group differences on actigraphy-diary discrepancy reductions in TST, SOL, and SE (not WASO) were mediated by changes in DBAS from baseline to mid-treatment (all p-values<.05). Changes in discrepancy did not mediate insomnia symptom changes (p-values>.39). CONCLUSIONS CBT-I reduced actigraphy-diary discrepancy in individuals with comorbid insomnia and depression; this reduction was associated with improved sleep-related attitudes, a therapeutic target of CBT-I. CLINICAL TRIAL REGISTRATION TRIAD (Treatment of Insomnia and Depression): Improving Depression Outcome by Adding Insomnia Therapy to Antidepressants. Prospectively registered with Clinical Trials (NCT00767624). SUPPORT (IF ANY) MH078924, MH078961, MH079256.
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Affiliation(s)
- Marie-Antoinette Spina
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Faculty of Medicine, Nursing and Health Sciences, Monash University, Victoria, Australia
| | - Bei Bei
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Faculty of Medicine, Nursing and Health Sciences, Monash University, Victoria, Australia.
| | - Shanthakumar W Rajaratnam
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Faculty of Medicine, Nursing and Health Sciences, Monash University, Victoria, Australia
| | - Andrew Krystal
- School of Medicine, University of California, San Francisco, CA, USA
| | - Jack D Edinger
- Department of Medicine, National Jewish Health, Denver, CO, USA
| | | | - Michael Thase
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
| | - Rachel Manber
- Department of Psychiatry and Behavioral Sciences, Stanford University, Palo Alto, CA, USA
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Ashton Rennison VL, Chovaz CJ, Zirul S. Cognition and psychological well-being in adults with post COVID-19 condition and analyses of symptom sequelae. Clin Neuropsychol 2024; 38:326-353. [PMID: 37350239 DOI: 10.1080/13854046.2023.2227407] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 06/14/2023] [Indexed: 06/24/2023]
Abstract
OBJECTIVE As the coronavirus disease 2019 (COVID-19) pandemic moves into its fourth year, gaining a better clinical understanding of individuals with post COVID-19 condition is paramount. The current study examined the neurocognitive and psychological status of adults with post COVID-19 condition, as well as explored the impact of high psychological burden on objective neurocognitive functioning and the relationship between subjective cognitive concerns and objective neurocognitive findings. METHOD Valid neuropsychological assessments were completed with 51 symptomatic adults who were 297.55 days, on average, following a confirmed severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. Participants completed brief self-report depression, anxiety, and PTSD questionnaires, a questionnaire with subjective ratings of cognitive abilities, and standardized neurocognitive tests that examined performance validity, attention, processing speed, verbal learning and memory, naming, visual construction, and executive functioning. RESULTS The participants were mostly Caucasian (80.39%), middle-aged (average 47.37 years), women (82.35%), who were never hospitalized (86.27%). Despite all individuals reporting cognitive problems in daily life, mean performances on objective testing did not reveal any neurocognitive deficits (at or below the 8th percentile) at a group level. Approximately half (49.02%) of the participants reported co-occurring mental health symptoms that were considered clinically elevated based on questionnaire results. High psychological symptom burden was associated with greater subjective cognitive difficulties but did not result in neurocognitive dysfunction on objective testing. CONCLUSIONS This study contributes to the literature regarding post COVID-19 condition in adults including the relationship between the cognitive and psychological symptoms. Results are summarized in key clinical learning points.
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Affiliation(s)
- V Lynn Ashton Rennison
- Psychology Department, London Health Sciences Centre, London, ON, Canada
- Schulich School of Medicine & Dentistry Department of Psychiatry, Western University, London, ON, Canada
| | - Cathy J Chovaz
- Psychology Department, King's University College at Western University, London, ON, Canada
| | - Sandra Zirul
- Psychology Department, London Health Sciences Centre, London, ON, Canada
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Yeung RC, Danckert J, van Tilburg WAP, Fernandes MA. Disentangling boredom from depression using the phenomenology and content of involuntary autobiographical memories. Sci Rep 2024; 14:2106. [PMID: 38267475 PMCID: PMC10808106 DOI: 10.1038/s41598-024-52495-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 01/19/2024] [Indexed: 01/26/2024] Open
Abstract
Recurrent involuntary autobiographical memories (IAMs) are memories retrieved unintentionally and repetitively. We examined whether the phenomenology and content of recurrent IAMs could differentiate boredom and depression, both of which are characterized by affective dysregulation and spontaneous thought. Participants (n = 2484) described their most frequent IAM and rated its phenomenological properties (e.g., valence). Structural topic modeling, a method of unsupervised machine learning, identified coherent content within the described memories. Boredom proneness was positively correlated with depressive symptoms, and both boredom proneness and depressive symptoms were correlated with more negative recurrent IAMs. Boredom proneness predicted less vivid recurrent IAMs, whereas depressive symptoms predicted more vivid, negative, and emotionally intense ones. Memory content also diverged: topics such as relationship conflicts were positively predicted by depressive symptoms, but negatively predicted by boredom proneness. Phenomenology and content in recurrent IAMs can effectively disambiguate boredom proneness from depressive symptoms in a large sample of undergraduate students from a racially diverse university.
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Affiliation(s)
- Ryan C Yeung
- Department of Psychology, University of Waterloo, 200 University Avenue West, Waterloo, ON, N2L 3G1, Canada
- Rotman Research Institute, Baycrest Health Sciences, 3560 Bathurst Street, Toronto, ON, M6A 2E1, Canada
| | - James Danckert
- Department of Psychology, University of Waterloo, 200 University Avenue West, Waterloo, ON, N2L 3G1, Canada
| | | | - Myra A Fernandes
- Department of Psychology, University of Waterloo, 200 University Avenue West, Waterloo, ON, N2L 3G1, Canada.
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Zhao Q, Wang X, Li SF, Wang P, Wang X, Xin X, Yin SW, Yin ZS, Mao LJ. Relationship between physical activity and specific working memory indicators of depressive symptoms in university students. World J Psychiatry 2024; 14:148-158. [PMID: 38327896 PMCID: PMC10845221 DOI: 10.5498/wjp.v14.i1.148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 12/09/2023] [Accepted: 12/28/2023] [Indexed: 01/19/2024] Open
Abstract
BACKGROUND The detection rate of depression among university students has been increasing in recent years, becoming one of the main psychological diseases that endangers their physical and mental health. According to statistics, self-harm and suicide, for which there is no effective intervention, are the second leading causes of death. AIM To explore the relationship between different elements and levels of physical activity and college students' depression-symptom-specific working memory indicators. METHODS Of 143 college students were analyzed using the Beck Depression Self-Rating Scale, the Physical Activity Rating Scale, and the Working Memory Task. RESULTS There was a significant difference between college students with depressive symptoms and healthy college students in completing verbal and spatial working memory (SWM) tasks correctly (all P < 0.01). Physical Activity Scale-3 scores were significantly and positively correlated with the correct rate of the verbal working memory task (r = 0.166) and the correct rate of the SWM task (r = 0.210) (all P < 0.05). There were significant differences in the correct rates of verbal and SWM tasks according to different exercise intensities (all P < 0.05) and different exercise durations (all P < 0.05), and no significant differences in the correct rates of verbal and SWM tasks by exercise frequency (all P > 0.05). CONCLUSION An increase in physical exercise among college students, particularly medium- and high-intensity exercise and exercise of 30 min or more, can improve the correct rate of completing working memory tasks.
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Affiliation(s)
- Qun Zhao
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
- Department of Physical Education, Donghua University, Shanghai 201620, China
| | - Xing Wang
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
| | - Shu-Fan Li
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
| | - Peng Wang
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
| | - Xiang Wang
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
| | - Xin Xin
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
| | - Suo-Wang Yin
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
| | - Zhao-Song Yin
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
| | - Li-Juan Mao
- School of Physical Education, Shanghai University of Sport, Shanghai 200438, China
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Ye Q, Liu Y, Zhang S, Ni K, Fu S, Dou W, Wei W, Li BM, Preece DA, Cai XL. Cross-cultural adaptation and clinical application of the Perth Empathy Scale. J Clin Psychol 2024. [PMID: 38236207 DOI: 10.1002/jclp.23643] [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: 07/24/2023] [Revised: 11/18/2023] [Accepted: 12/27/2023] [Indexed: 01/19/2024]
Abstract
OBJECTIVE Alterations of empathy have been observed in patients with various mental disorders. The Perth Empathy Scale (PES) was recently developed to measure a multidimensional construct of empathy across positive and negative emotions. However, its psychometric properties and clinical applications have not been examined in the Chinese context. METHODS The Chinese version of the PES was developed and administered to a large Chinese sample (n = 1090). Factor structure, internal consistency, test-retest reliability, and convergent, discriminant, as well as concurrent validity were examined. Moreover, 50 patients with major depressive disorder (MDD) and 50 healthy controls were recruited to explore the clinical utility of the PES. RESULTS Confirmatory factor analyses supported a theoretically congruent three-factor structure of empathy, namely Cognitive Empathy, Negative Affective Empathy and Positive Affective Empathy. The PES showed good to excellent internal consistency reliability, good convergent and discriminant validity, acceptable concurrent validity, and moderate to high test-retest reliability. Patients with MDD had significantly lower PES scores compared to healthy controls. Linear discriminant function comprised of the three factors correctly differentiated 71% of participants, which further verified the clinical utility of the PES. CONCLUSIONS Our findings indicated that the Chinese version of the PES is a reliable and valid instrument to measure cognitive and affective empathy across negative and positive emotions, and could therefore be used in both research and clinical practice.
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Affiliation(s)
- Qingying Ye
- Institute of Brain Science and Department of Physiology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
| | - Yang Liu
- Institute of Brain Science and Department of Physiology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
| | - Siyu Zhang
- Department of Psychology, Jing Hengyi School of Education, Hangzhou Normal University, Hangzhou, China
| | - Ke Ni
- Qiqihar Mental Health Center, Qiqihar, China
| | - Sufen Fu
- Department of Psychology, Jing Hengyi School of Education, Hangzhou Normal University, Hangzhou, China
| | - Wenjie Dou
- Institute of Brain Science and Department of Physiology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
| | - Wei Wei
- Department of Neurobiology, Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
- Liangzhu Laboratory, MOE Frontier Science Center for Brain Science and Brain-machine Integration, State Key Laboratory of Brain-machine Intelligence, Zhejiang University, Hangzhou, China
- NHC and CAMS Key Laboratory of Medical Neurobiology, Zhejiang University, Hangzhou, China
| | - Bao-Ming Li
- Institute of Brain Science and Department of Physiology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
- Zhejiang Philosophy and Social Science Laboratory for Research in Early Development and Childcare, Hangzhou Normal University, Hangzhou, China
| | - David A Preece
- School of Population Health and Curtin enAble Institute, Curtin University, Perth, Australia
- School of Psychological Science, The University of Western Australia, Perth, Australia
| | - Xin-Lu Cai
- Institute of Brain Science and Department of Physiology, School of Basic Medical Sciences, Hangzhou Normal University, Hangzhou, China
- Zhejiang Philosophy and Social Science Laboratory for Research in Early Development and Childcare, Hangzhou Normal University, Hangzhou, China
- Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, Hangzhou, China
- Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention, East China Normal University, Shanghai, China
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Tan GCY, Wang Z, Tan ESE, Ong RJM, Ooi PE, Lee D, Rane N, Tey SYX, Chua SY, Goh N, Lam GW, Chakraborty A, Yew AKL, Ong SK, Kee JL, Lim XY, Hashim N, Lu SH, Meany M, Tolomeo S, Lee CA, Tan HM, Keppo J. Transdiagnostic clustering of self-schema from self-referential judgements identifies subtypes of healthy personality and depression. Front Neuroinform 2024; 17:1244347. [PMID: 38274390 PMCID: PMC10808829 DOI: 10.3389/fninf.2023.1244347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 11/06/2023] [Indexed: 01/27/2024] Open
Abstract
Introduction The heterogeneity of depressive and anxiety disorders complicates clinical management as it may account for differences in trajectory and treatment response. Self-schemas, which can be determined by Self-Referential Judgements (SRJs), are heterogeneous yet stable. SRJs have been used to characterize personality in the general population and shown to be prognostic in depressive and anxiety disorders. Methods In this study, we used SRJs from a Self-Referential Encoding Task (SRET) to identify clusters from a clinical sample of 119 patients recruited from the Institute of Mental Health presenting with depressive or anxiety symptoms and a non-clinical sample of 115 healthy adults. The generated clusters were examined in terms of most endorsed words, cross-sample correspondence, association with depressive symptoms and the Depressive Experiences Questionnaire and diagnostic category. Results We identify a 5-cluster solution in each sample and a 7-cluster solution in the combined sample. When perturbed, metrics such as optimum cluster number, criterion value, likelihood, DBI and CHI remained stable and cluster centers appeared stable when using BIC or ICL as criteria. Top endorsed words in clusters were meaningful across theoretical frameworks from personality, psychodynamic concepts of relatedness and self-definition, and valence in self-referential processing. The clinical clusters were labeled "Neurotic" (C1), "Extraverted" (C2), "Anxious to please" (C3), "Self-critical" (C4), "Conscientious" (C5). The non-clinical clusters were labeled "Self-confident" (N1), "Low endorsement" (N2), "Non-neurotic" (N3), "Neurotic" (N4), "High endorsement" (N5). The combined clusters were labeled "Self-confident" (NC1), "Externalising" (NC2), "Neurotic" (NC3), "Secure" (NC4), "Low endorsement" (NC5), "High endorsement" (NC6), "Self-critical" (NC7). Cluster differences were observed in endorsement of positive and negative words, latency biases, recall biases, depressive symptoms, frequency of depressive disorders and self-criticism. Discussion Overall, clusters endorsing more negative words tended to endorse fewer positive words, showed more negative biases in reaction time and negative recall bias, reported more severe depressive symptoms and a higher frequency of depressive disorders and more self-criticism in the clinical population. SRJ-based clustering represents a novel transdiagnostic framework for subgrouping patients with depressive and anxiety symptoms that may support the future translation of the science of self-referential processing, personality and psychodynamic concepts of self-definition to clinical applications.
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Affiliation(s)
| | | | | | - Rachel Jing Min Ong
- Faculty of Social Sciences, National University of Singapore, Singapore, Singapore
| | - Pei En Ooi
- School of Biological Sciences, National Technological University, Singapore, Singapore
| | - Danan Lee
- Yale-NUS College, Singapore, Singapore
| | - Nikita Rane
- Institute of Mental Health, Singapore, Singapore
| | | | - Si Ying Chua
- Institute of Mental Health, Singapore, Singapore
| | | | | | - Atlanta Chakraborty
- Institute of Operations Research and Analytics, National University of Singapore, Singapore, Singapore
| | - Anthony Khye Loong Yew
- Institute of Operations Research and Analytics, National University of Singapore, Singapore, Singapore
| | | | | | - Xin Ying Lim
- Faculty of Social Sciences, National University of Singapore, Singapore, Singapore
| | - Nawal Hashim
- Institute of Mental Health, Singapore, Singapore
| | | | - Michael Meany
- Singapore Institute for Clinical Sciences, A*STAR, Singapore, Singapore
| | - Serenella Tolomeo
- Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | | | - Hong Ming Tan
- Institute of Operations Research and Analytics, National University of Singapore, Singapore, Singapore
| | - Jussi Keppo
- Institute of Operations Research and Analytics, National University of Singapore, Singapore, Singapore
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Yuan GF, Qiao S, Li X. Bridging internalized HIV stigma and depressive symptoms among people living with HIV in China during the COVID-19 pandemic: a network analysis. Front Public Health 2024; 11:1306414. [PMID: 38249397 PMCID: PMC10796684 DOI: 10.3389/fpubh.2023.1306414] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 12/18/2023] [Indexed: 01/23/2024] Open
Abstract
Previous research has documented that HIV-related stigma may be a significant trigger of mental health problems among people living with HIV (PLWH). However, less is known about how internalized HIV stigma is linked to depressive symptoms among PLWH during the COVID-19 pandemic. The current study sought to explore the network structure of internalized HIV stigma and depressive symptoms, along with bridge nodes, to elucidate how they co-exist. Participants were 1,197 Chinese PLWH (64.3% male, Mage = 41.52, SD = 9.20) who completed the measurements of internalized HIV stigma and depressive symptoms during the early phase of the COVID-19 outbreak (May 2020). Results revealed that "ashamed of having HIV" was identified as the most central nodes in the internalized HIV stigma network, whereas "mind wandered during tasks" ranked highest on centrality in the depressive symptoms network. Two bridge connections were exhibited within the combined internalized HIV stigma and depressive symptoms network model: "inferiority due to HIV" and "gloomy feelings" from internalized HIV stigma and depressive symptoms communities, respectively. This study is one of the first to examine the co-occurrence of internalized HIV stigma and depressive symptoms in the context of the COVID-19 pandemic using a network approach. These findings have potential clinical implications for mitigating depressive symptoms in populations facing socioeconomic disadvantage and vulnerability.
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Affiliation(s)
- Guangzhe F. Yuan
- School of Education Science, Leshan Normal University, Leshan, Sichuan, China
- Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Shan Qiao
- Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
| | - Xiaoming Li
- Arnold School of Public Health, University of South Carolina, Columbia, SC, United States
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63
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Ryan JS, Treadway MT. Transdiagnostic or disorder-specific? Altered reinforcement learning in depression and schizophrenia. Brain 2024; 147:5-6. [PMID: 38126806 DOI: 10.1093/brain/awad400] [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: 11/27/2023] [Accepted: 11/27/2023] [Indexed: 12/23/2023] Open
Abstract
This scientific commentary refers to ‘Transdiagnostic inflexible learning dynamics explain deficits in depression and schizophrenia’ by Kirschner et al. (https://doi.org/10.1093/brain/awad362).
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Affiliation(s)
- Jonathan S Ryan
- Department of Psychology, EmoryUniversity, Atlanta, GA 30322, USA
| | - Michael T Treadway
- Department of Psychology, EmoryUniversity, Atlanta, GA 30322, USA
- Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA 30322, USA
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Peng J, Li J, Zhang Y, Liang L, Ye G, Xiao W. Attentional bias for rejection and sad words in Chinese left-behind children with depression. Child Care Health Dev 2024; 50:e13166. [PMID: 37648669 DOI: 10.1111/cch.13166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 07/30/2023] [Accepted: 08/12/2023] [Indexed: 09/01/2023]
Abstract
BACKGROUND This study aimed to examine attentional bias (AB) for sad and social rejection words in Chinese left-behind children (LBC) with depression. METHOD We investigated both stimulus specificity and components of AB in different groups using a cross-sectional design. Data were drawn from a school assessment of depression and anxiety, from which we selected LBC with depression (n = 40), LBC without depression (n = 33), a control group with depression (n = 31), and a control group without depression (n = 37). AB was measured with a dot-probe task covering two stimulus types (sad and rejection). RESULTS The analysis of AB scores revealed a significant three-way interaction (LBC × depression × word type), F(1, 137) = 4.00, p = 0.047, η2 = 0.028, with depressed non-LBC exhibiting a significant depression × word type interaction, F(1, 66) = 4.67, p = 0.034, η2 = 0.066, while the depression × word type interaction was not significant in LBC, F(1, 71) = 0.18, p = 0.675, η2 = 0.002. Depressed children living with their parents showed AB towards sad words but not rejection words, while depressed LBC showed greater AB towards both rejection and sad words. CONCLUSIONS The findings provide evidence that an AB towards sad information is critically involved in the depressed LBC. Compared with non-LBC depressed individuals, an AB for rejection may be involved as a risk factor in the LBC. It sheds light on the effective intervention programmes for LBC's depression and have important practical significance for reducing depression and improving the mental health of LBC.
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Affiliation(s)
- Jiaxin Peng
- School of Education, Shaoguan University, Shaoguan, China
| | - Jiamin Li
- School of Education, Shaoguan University, Shaoguan, China
| | - Yuqian Zhang
- School of Education, Shaoguan University, Shaoguan, China
| | - Limin Liang
- Office of Political and Educational Affairs, No.13 Middle School of Shaoguan, Shaoguan, China
| | - Guilin Ye
- Office of the Principal, Nan Xiong Experimental Middle School, Shaoguan, China
| | - Wen Xiao
- School of Education, Shaoguan University, Shaoguan, China
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Montorsi C, Fusco A, Van Kerm P, Bordas SPA. Predicting depression in old age: Combining life course data with machine learning. ECONOMICS AND HUMAN BIOLOGY 2024; 52:101331. [PMID: 38035653 DOI: 10.1016/j.ehb.2023.101331] [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: 01/25/2023] [Revised: 09/29/2023] [Accepted: 11/22/2023] [Indexed: 12/02/2023]
Abstract
With ageing populations, understanding life course factors that raise the risk of depression in old age may help anticipate needs and reduce healthcare costs in the long run. We estimate the risk of depression in old age by combining adult life course trajectories and childhood conditions in supervised machine learning algorithms. Using data from the Survey of Health, Ageing and Retirement in Europe (SHARE), we implement and compare the performance of six alternative machine learning algorithms. We analyse the performance of the algorithms using different life-course data configurations. While we obtain similar predictive abilities between algorithms, we achieve the highest predictive performance when employing semi-structured representations of life courses using sequence data. We use the Shapley Additive Explanations method to extract the most decisive predictive patterns. Age, health, childhood conditions, and low education predict most depression risk later in life, but we identify new predictive patterns in indicators of life course instability and low utilization of dental care services.
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Affiliation(s)
- Carlotta Montorsi
- Department of Living Conditions, Luxembourg Institute of Socio-Economic Research (LISER), 11, Porte des Sciences L-4366, Esch-sur-Alzette, Luxembourg; Department of Social Sciences, University of Luxembourg, Esch-sur-Alzette, Luxembourg; Insubria University, Department of Economics, 71, via Monte Generoso 21100, Varese, Italy.
| | - Alessio Fusco
- Department of Living Conditions, Luxembourg Institute of Socio-Economic Research (LISER), 11, Porte des Sciences L-4366, Esch-sur-Alzette, Luxembourg
| | - Philippe Van Kerm
- Department of Living Conditions, Luxembourg Institute of Socio-Economic Research (LISER), 11, Porte des Sciences L-4366, Esch-sur-Alzette, Luxembourg; Department of Social Sciences, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Stéphane P A Bordas
- Department of Engineering, University of Luxembourg, Esch-sur-Alzette, Luxembourg
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Kamenish K, Robinson ESJ. Neuropsychological Effects of Antidepressants: Translational Studies. Curr Top Behav Neurosci 2024; 66:101-130. [PMID: 37955824 DOI: 10.1007/7854_2023_446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2023]
Abstract
Pharmacological treatments that improve mood were first identified serendipitously, but more than half a century later, how these drugs induce their antidepressant effects remains largely unknown. With the help of animal models, a detailed understanding of their pharmacological targets and acute and chronic effects on brain chemistry and neuronal function has been achieved, but it remains to be elucidated how these effects translate to clinical efficacy. Whilst the field has been dominated by the monoamine and neurotrophic hypotheses, the idea that the maladaptive cognitive process plays a critical role in the development and perpetuation of mood disorders has been discussed since the 1950s. Recently, studies using objective methods to quantify changes in emotional processing found acute effects with conventional antidepressants in both healthy volunteers and patients. These positive effects on emotional processing and cognition occur without a change in the subjective ratings of mood. Building from these studies, behavioural methods for animals that quantify similar cognitive affective processes have been developed. Integrating these behavioural approaches with pharmacology and targeted brain manipulations, a picture is beginning to emerge of the underlying mechanisms that may link the pharmacology of antidepressants, these neuropsychological constructs and clinical efficacy. In this chapter, we discuss findings from animal studies, experimental medicine and patients investigating the neuropsychological effects of antidepressant drugs. We discuss the possible neural circuits that contribute to these effects and discuss whether a neuropsychological model of antidepressant effects could explain the temporal differences in clinical benefits observed with conventional delayed-onset antidepressants versus rapid-acting antidepressants.
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Affiliation(s)
- Katie Kamenish
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, University Walk, Bristol, UK
| | - Emma S J Robinson
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, University Walk, Bristol, UK.
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Kung PH, Davey CG, Harrison BJ, Jamieson AJ, Felmingham KL, Steward T. Frontoamygdalar Effective Connectivity in Youth Depression and Treatment Response. Biol Psychiatry 2023; 94:959-968. [PMID: 37348804 DOI: 10.1016/j.biopsych.2023.06.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 05/26/2023] [Accepted: 06/09/2023] [Indexed: 06/24/2023]
Abstract
BACKGROUND Emotion regulation deficits are characteristic of youth depression and are underpinned by altered frontoamygdalar function. However, the causal dynamics of frontoamygdalar pathways in depression and how these dynamics relate to treatment prognosis remain unexplored. This study aimed to assess frontoamygdalar effective connectivity during cognitive reappraisal in youths with depression and to test whether pathway dynamics are predictive of individual response to combined cognitive behavioral therapy plus treatment with fluoxetine or placebo. METHODS One hundred seven young people with moderate to severe depression and 94 healthy control participants completed a functional magnetic resonance imaging cognitive reappraisal task. After the task, 87 participants with depression were randomized and received 12 weeks of cognitive behavioral therapy plus either fluoxetine or placebo. Dynamic causal modeling was used to map frontoamygdalar effective connectivity during reappraisal and to assess the predictive capacity of baseline frontoamygdalar effective connectivity on depression diagnosis and posttreatment depression remission. RESULTS Young people with depression showed weaker inhibitory modulation of ventrolateral prefrontal cortex to amygdala connectivity during reappraisal (0.29 Hz, posterior probability = 1.00). Leave-one-out cross-validation demonstrated that this effect was sufficiently large to predict individual diagnostic status (r = 0.20, p = .003). Posttreatment depression remission was associated with weaker excitatory ventromedial prefrontal cortex to amygdala connectivity (-0.56 Hz, posterior probability = 1.00) during reappraisal at baseline, though this effect did not predict individual remission status (r = -0.02, p = .561). CONCLUSIONS Frontoamygdalar effective connectivity shows promise in identifying youth depression diagnosis, and circuits responsible for negative affect regulation are implicated in responsiveness to first-line depression treatments.
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Affiliation(s)
- Po-Han Kung
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, Victoria, Australia; Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
| | - Christopher G Davey
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia; Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia.
| | - Ben J Harrison
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia; Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
| | - Alec J Jamieson
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia; Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
| | - Kim L Felmingham
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, Victoria, Australia
| | - Trevor Steward
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, Victoria, Australia; Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
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Edem EE, Oguntala OA, Ikuelogbon DA, Nebo KE, Fafure AA, Akinluyi ET, Isaac GT, Kunlere OE. Prolonged ketamine therapy differentially rescues psychobehavioural deficits via modulation of nitro-oxidative stress and oxytocin receptors in the gut-brain-axis of chronically-stressed mice. Psychoneuroendocrinology 2023; 158:106370. [PMID: 37678086 DOI: 10.1016/j.psyneuen.2023.106370] [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: 01/18/2023] [Revised: 07/30/2023] [Accepted: 08/18/2023] [Indexed: 09/09/2023]
Abstract
Ketamine is an anaesthetic known to have short but rapid-acting anti-depressant effects; however, the neurobehavioural effects of its prolonged use and its role on the oxytocin system in the gut-brain axis are largely undetermined. Female BALB/c mice were either exposed to the chronic unpredictable mild stress (CUMS) paradigm for 21 days and then treated with ketamine in four doses for 14 days or exposed to CUMS and treated simultaneously in four doses of ketamine during the last two weeks of CUMS exposure. After each dose, the forced swim test was conducted to assess depressive-like behaviour. Before sacrifice, all the mice were subjected to behavioural tests to assess anxiety, memory, and social interaction. Prolonged treatment of depression with ketamine did not rescue depressive-like behaviour. It did, however, improve depression-associated anxiety-like behaviours, short-term memory and social interaction deficits when compared to the stressed untreated mice. Furthermore, ketamine treatment enhanced plasma oxytocin levels, expression of oxytocin receptors; as well as abrogated nitro-oxidative stress biomarkers in the intestinal and hippocampal tissues. Taken together, our findings indicate that while short-term use of ketamine has anti-depressant benefits, its prolonged therapeutic use does not seem to adequately resolve depressive-like behaviour in mice.
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Affiliation(s)
- Edem Ekpenyong Edem
- Neuroscience Unit, Department of Human Anatomy, College of Medicine and Health Sciences, Afe Babalola University, Ado-Ekiti, Ekiti State, Nigeria; Department of Anatomy, College of Medicine, University of Lagos, Idi-Araba, Lagos State, Nigeria.
| | - Oluwatomisn Adeyosola Oguntala
- Neuroscience Unit, Department of Human Anatomy, College of Medicine and Health Sciences, Afe Babalola University, Ado-Ekiti, Ekiti State, Nigeria
| | | | - Kate Eberechukwu Nebo
- Neuroscience Unit, Department of Human Anatomy, College of Medicine and Health Sciences, Afe Babalola University, Ado-Ekiti, Ekiti State, Nigeria
| | - Adedamola Adediran Fafure
- Neuroscience Unit, Department of Human Anatomy, College of Medicine and Health Sciences, Afe Babalola University, Ado-Ekiti, Ekiti State, Nigeria
| | - Elizabeth Toyin Akinluyi
- Neuropharmacology Unit, Department of Pharmacology and Therapeutics, College of Medicine and Health Sciences, Afe Babalola University, Ado-Ekiti, Ekiti State, Nigeria
| | - Godspower Tochukwu Isaac
- Department of Pharmaceutics, Faculty of Pharmaceutical Sciences, University of Nigeria, Nsukka, Enugu State, Nigeria
| | - Oladunni Eunice Kunlere
- Neuroscience Unit, Department of Human Anatomy, College of Medicine and Health Sciences, Afe Babalola University, Ado-Ekiti, Ekiti State, Nigeria
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Kube T, Riecke J, Heider J, Glombiewski JA, Rief W, Barsky AJ. Same same, but different: effects of likelihood framing on concerns about a medical disease in patients with somatoform disorders, major depression, and healthy people. Psychol Med 2023; 53:7729-7734. [PMID: 37309182 DOI: 10.1017/s0033291723001654] [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] [Indexed: 06/14/2023]
Abstract
BACKGROUND Research has shown that patients with somatoform disorders (SFD) have difficulty using medical reassurance (i.e. normal results from diagnostic testing) to revise concerns about being seriously ill. In this brief report, we investigated whether deficits in adequately interpreting the likelihood of a medical disease may contribute to this difficulty, and whether patients' concerns are altered by different likelihood framings. METHODS Patients with SFD (N = 60), patients with major depression (N = 32), and healthy volunteers (N = 37) were presented with varying likelihoods for the presence of a serious medical disease and were asked how concerned they are about it. The likelihood itself was varied, as was the format in which it was presented (i.e. negative framing focusing on the presence of a disease v. positive framing emphasizing its absence; use of natural frequencies v. percentages). RESULTS Patients with SFD reported significantly more concern than depressed patients and healthy people in response to low likelihoods (i.e. 1: 100 000 to 1:10), while the groups were similarly concerned for likelihoods ⩾1:5. Across samples, the same mathematical likelihood caused significantly different levels of concern depending on how it was framed, with the lowest degree of concern for a positive framing approach and higher concern for natural frequencies (e.g. 1:100) than for percentages (e.g. 1%). CONCLUSIONS The results suggest a specific deficit of patients with SFD in interpreting low likelihoods for the presence of a medical disease. Positive framing approaches and the use of percentages rather than natural frequencies can lower the degree of concern.
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Affiliation(s)
- Tobias Kube
- Harvard Medical School, Program in Placebo Studies, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, 02115, Boston, MA, USA
- RPTU Kaiserslautern-Landau, Department of Clinical Psychology and Psychotherapy, Ostbahnstr. 10, 76829 Landau, Germany
| | - Jenny Riecke
- Department of Clinical Psychology and Psychotherapy, Philipps-University Marburg, Gutenbergstr. 18, 35032 Marburg, Germany
| | - Jens Heider
- RPTU Kaiserslautern-Landau, Department of Clinical Psychology and Psychotherapy, Ostbahnstr. 10, 76829 Landau, Germany
- Schön Clinic Roseneck, Am Roseneck 6, 83209 Prien am Chiemsee, Germany
| | - Julia A Glombiewski
- RPTU Kaiserslautern-Landau, Department of Clinical Psychology and Psychotherapy, Ostbahnstr. 10, 76829 Landau, Germany
| | - Winfried Rief
- Department of Clinical Psychology and Psychotherapy, Philipps-University Marburg, Gutenbergstr. 18, 35032 Marburg, Germany
| | - Arthur J Barsky
- Harvard Medical School, Program in Placebo Studies, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, 02115, Boston, MA, USA
- Brigham and Women's Hospital, Department of Psychiatry, 75 Francis Street, Boston, MA 02115, USA
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Smith PJ, Whitson HE, Merwin RM, O’Hayer CV, Strauman TJ. Engineering Virtuous health habits using Emotion and Neurocognition: Flexibility for Lifestyle Optimization and Weight management (EVEN FLOW). Front Aging Neurosci 2023; 15:1256430. [PMID: 38076541 PMCID: PMC10702760 DOI: 10.3389/fnagi.2023.1256430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 10/20/2023] [Indexed: 02/12/2024] Open
Abstract
Interventions to preserve functional independence in older adults are critically needed to optimize 'successful aging' among the large and increasing population of older adults in the United States. For most aging adults, the management of chronic diseases is the most common and impactful risk factor for loss of functional independence. Chronic disease management inherently involves the learning and adaptation of new behaviors, such as adopting or modifying physical activity habits and managing weight. Despite the importance of chronic disease management in older adults, vanishingly few individuals optimally manage their health behavior in the service of chronic disease stabilization to preserve functional independence. Contemporary conceptual models of chronic disease management and health habit theory suggest that this lack of optimal management may result from an underappreciated distinction within the health behavior literature: the behavioral domains critical for initiation of new behaviors (Initiation Phase) are largely distinct from those that facilitate their maintenance (Maintenance Phase). Psychological factors, particularly experiential acceptance and trait levels of openness are critical to engagement with new health behaviors, willingness to make difficult lifestyle changes, and the ability to tolerate aversive affective responses in the process. Cognitive factors, particularly executive function, are critical to learning new skills, using them effectively across different areas of life and contextual demands, and updating of skills to facilitate behavioral maintenance. Emerging data therefore suggests that individuals with greater executive function are better able to sustain behavior changes, which in turn protects against cognitive decline. In addition, social and structural supports of behavior change serve a critical buffering role across phases of behavior change. The present review attempts to address these gaps by proposing a novel biobehavioral intervention framework that incorporates both individual-level and social support system-level variables for the purpose of treatment tailoring. Our intervention framework triangulates on the central importance of self-regulatory functioning, proposing that both cognitive and psychological mechanisms ultimately influence an individuals' ability to engage in different aspects of self-management (individual level) in the service of maintaining independence. Importantly, the proposed linkages of cognitive and affective functioning align with emerging individual difference frameworks, suggesting that lower levels of cognitive and/or psychological flexibility represent an intermediate phenotype of risk. Individuals exhibiting self-regulatory lapses either due to the inability to regulate their emotional responses or due to the presence of executive functioning impairments are therefore the most likely to require assistance to preserve functional independence. In addition, these vulnerabilities will be more easily observable for individuals requiring greater complexity of self-management behavioral demands (e.g. complexity of medication regimen) and/or with lesser social support. Our proposed framework also intuits several distinct intervention pathways based on the profile of self-regulatory behaviors: we propose that individuals with intact affect regulation and impaired executive function will preferentially respond to 'top-down' training approaches (e.g., strategy and process work). Individuals with intact executive function and impaired affect regulation will respond to 'bottom-up' approaches (e.g., graded exposure). And individuals with impairments in both may require treatments targeting caregiving or structural supports, particularly in the context of elevated behavioral demands.
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Affiliation(s)
- Patrick J. Smith
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Heather E. Whitson
- Department of Medicine, Duke University Medical Center, Durham, NC, United States
- Department of Medicine, Durham Veterans Affairs Medical Center, Durham, NC, United States
| | - Rhonda M. Merwin
- Department of Psychiatry, Duke University Medical Center, Durham, NC, United States
| | - C. Virginia O’Hayer
- Department of Psychiatry and Human Behavior, Thomas Jefferson University, Philadelphia, PA, United States
| | - Timothy J. Strauman
- Department of Psychiatry, Duke University Medical Center, Durham, NC, United States
- Department of Psychology and Neuroscience, Duke University, Durham, NC, United States
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Bird A, Reese E, Salmon K, Waldie K, Peterson E, Atatoa-Carr P, Morton S. Maternal depressive symptoms and child language development: Exploring potential pathways through observed and self-reported mother-child verbal interactions. Dev Psychopathol 2023:1-14. [PMID: 37969026 DOI: 10.1017/s0954579423001311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2023]
Abstract
Maternal depressive symptoms (MDS) in the postnatal period may impact children's later development through poorer quality parent-child interactions. The current study tested a specific pathway from MDS (child age 9 months) to child receptive vocabulary (4 ½ years) through both self-reported and observed parent-child verbal interactions (at both 2 and 4 ½ years). Participants (n = 4,432) were part of a large, diverse, contemporary pre-birth national cohort study: Growing Up in New Zealand. Results indicated a direct association between greater MDS at 9 months and poorer receptive vocabulary at age 4 ½ years. There was support for an indirect pathway through self-reported parent-child verbal interactions at 2 years and through observed parent-child verbal interactions at 4 ½ years. A moderated mediation effect was also found: the indirect effect of MDS on child vocabulary through observed verbal interaction was supported for families living in areas of greater socioeconomic deprivation. Overall, findings support the potential role of parent-child verbal interactions as a mechanism for the influence of MDS on later child language development. This pathway may be particularly important for families experiencing socioeconomic adversity, suggesting that effective and appropriate supportive parenting interventions be preferentially targeted to reduce inequities in child language outcomes.
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Affiliation(s)
- Amy Bird
- University of Auckland, Auckland, New Zealand
- University of Waikato, Hamilton, New Zealand
| | | | - Karen Salmon
- Victoria University of Wellington, Wellington, New Zealand
| | | | | | | | - Susan Morton
- University of Auckland, Auckland, New Zealand
- University of Technology Sydney, Sydney, NSW, Australia
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Gerczuk M, Triantafyllopoulos A, Amiriparian S, Kathan A, Bauer J, Berking M, Schuller BW. Zero-shot personalization of speech foundation models for depressed mood monitoring. PATTERNS (NEW YORK, N.Y.) 2023; 4:100873. [PMID: 38035199 PMCID: PMC10682756 DOI: 10.1016/j.patter.2023.100873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/01/2023] [Accepted: 10/10/2023] [Indexed: 12/02/2023]
Abstract
The monitoring of depressed mood plays an important role as a diagnostic tool in psychotherapy. An automated analysis of speech can provide a non-invasive measurement of a patient's affective state. While speech has been shown to be a useful biomarker for depression, existing approaches mostly build population-level models that aim to predict each individual's diagnosis as a (mostly) static property. Because of inter-individual differences in symptomatology and mood regulation behaviors, these approaches are ill-suited to detect smaller temporal variations in depressed mood. We address this issue by introducing a zero-shot personalization of large speech foundation models. Compared with other personalization strategies, our work does not require labeled speech samples for enrollment. Instead, the approach makes use of adapters conditioned on subject-specific metadata. On a longitudinal dataset, we show that the method improves performance compared with a set of suitable baselines. Finally, applying our personalization strategy improves individual-level fairness.
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Affiliation(s)
- Maurice Gerczuk
- Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany
| | | | - Shahin Amiriparian
- Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany
| | - Alexander Kathan
- Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany
| | - Jonathan Bauer
- Department of Clinical Psychology and Psychotherapy, Friedrich-Alexander-Universität, Erlangen-Nürnberg, Erlangen, Germany
| | - Matthias Berking
- Department of Clinical Psychology and Psychotherapy, Friedrich-Alexander-Universität, Erlangen-Nürnberg, Erlangen, Germany
| | - Björn W. Schuller
- Chair of Embedded Intelligence for Healthcare and Wellbeing, University of Augsburg, Augsburg, Germany
- GLAM, Imperial College, London, UK
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Alting van Geusau VVP, de Jongh A, Nuijs MD, Brouwers TC, Moerbeek M, Matthijssen SJMA. The effectiveness, efficiency, and acceptability of EMDR vs. EMDR 2.0 vs. the Flash technique in the treatment of patients with PTSD: study protocol for the ENHANCE randomized controlled trial. Front Psychiatry 2023; 14:1278052. [PMID: 38025421 PMCID: PMC10665892 DOI: 10.3389/fpsyt.2023.1278052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 09/29/2023] [Indexed: 12/01/2023] Open
Abstract
Background Several widely studied therapies have proven to be effective in the treatment of post-traumatic stress disorder (PTSD). However, there is still room for improvement because not all patients benefit from trauma-focused treatments. Improvements in the treatment of PTSD can be achieved by investigating ways to enhance existing therapies, such as eye movement desensitization and reprocessing (EMDR) therapy, as well as exploring novel treatments. The purpose of the current study is to determine the differential effectiveness, efficiency, and acceptability of EMDR therapy, an adaptation of EMDR therapy, referred to as EMDR 2.0, and a novel intervention for PTSD, the so-called Flash technique. The second aim is to identify the moderators of effectiveness for these interventions. This study will be conducted among individuals diagnosed with PTSD using a randomized controlled trial design. Methods A total of 130 patients diagnosed with (complex) PTSD will be randomly allocated to either six sessions of EMDR therapy, EMDR 2.0, or the Flash technique. The primary outcomes used to determine treatment effectiveness include the presence of a PTSD diagnosis and the severity of PTSD symptoms. The secondary outcomes of effectiveness include symptoms of depression, symptoms of dissociation, general psychiatric symptoms, and experiential avoidance. All patients will be assessed at baseline, at 4-week post-treatment, and at 12-week follow-up. Questionnaires indexing symptoms of PTSD, depression, general psychopathology, and experiential avoidance will also be assessed weekly during treatment and bi-weekly after treatment, until the 12-week follow-up. Efficiency will be assessed by investigating the time it takes both to lose the diagnostic status of PTSD, and to achieve reliable change in PTSD symptoms. Treatment acceptability will be assessed after the first treatment session and after treatment termination. Discussion This study is the first to investigate EMDR 2.0 therapy and the Flash technique in a sample of participants officially diagnosed with PTSD using a randomized controlled trial design. This study is expected to improve the available treatment options for PTSD and provide therapists with alternative ways to choose a therapy beyond its effectiveness by considering moderators, efficiency, and acceptability. Trial registration The trial was retrospectively registered in the ISRCTN registry at 10th November 2022 under registration number ISRCTN13100019.
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Affiliation(s)
- Valentijn V. P. Alting van Geusau
- Altrecht Academic Anxiety Center, Altrecht GGz, Utrecht, Netherlands
- Academic Center for Dentistry Amsterdam, University of Amsterdam and VU University Amsterdam, Amsterdam, Netherlands
| | - Ad de Jongh
- Academic Center for Dentistry Amsterdam, University of Amsterdam and VU University Amsterdam, Amsterdam, Netherlands
- Psychotrauma Expertise Center (PSYTREC), Bilthoven, Netherlands
- School of Health Sciences, University of Salford, Manchester, United Kingdom
- Institute of Health and Society, University of Worcester, Worcester, United Kingdom
- School of Psychology, Queen’s University, Belfast, Ireland
| | - Mae D. Nuijs
- Altrecht Academic Anxiety Center, Altrecht GGz, Utrecht, Netherlands
| | | | - Mirjam Moerbeek
- Department of Methodology and Statistics, Utrecht University, Utrecht, Netherlands
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74
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Baek S, Ha S, Lee JH. Application of attentional bias modification to reduce attentional bias and emotional reactivity to stress in mildly depressed individuals. Front Psychol 2023; 14:1273512. [PMID: 37965674 PMCID: PMC10641893 DOI: 10.3389/fpsyg.2023.1273512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Accepted: 09/25/2023] [Indexed: 11/16/2023] Open
Abstract
This study aims to verify the effectiveness of attentional bias modification (ABM) in reducing attentional bias related to depression, particularly in the later stages of attention as a pattern of difficulty in disengagement from depression-relevant stimuli, and to assess its effects on emotional reactivity to stress. A total of 78 participants were separated into four groups based on their levels of depression (minimal and mild) and the types of ABM. The positive ABM (pABM) trained participants to disengage their attention from depression-relevant stimuli and directed their attention toward more positive stimuli, whereas the neutral ABM (nABM) was designed to have no effect. The participants underwent a free-viewing task by eye tracker both before and after ABM to observe changes in attentional bias. Subsequently, they reported their emotional response after a stress-inducing task. The group of mildly depressed participants receiving pABM showed significantly less attention to depression-relevant negative affective stimuli and reported significantly decreased negative emotional reactivity to stress compared to the other groups. pABM had an effect on decreasing difficulty in disengaging from depression-relevant negative affective words (DW). However, it did not increase the dwell time on positive affective words (PW) in the current study. This might be due to the short duration of the application of ABM. The current study conducted ABM twice in 1 day, and this might not be enough to increase the dwell time on PA. This study verified that the ABM effectively decreased the attentional bias of depression and its relevant symptom, emotional reactivity to stress.
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Affiliation(s)
- Soojung Baek
- Department of Educational Affairs, Anyang Juvenile Detention Center, Anyang, Republic of Korea
| | - SoSeo Ha
- Department of Psychology, Chung-Ang University, Seoul, Republic of Korea
| | - Jang-Han Lee
- Department of Psychology, Chung-Ang University, Seoul, Republic of Korea
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75
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Morello K, Schäfer SK, Kunzler AM, Priesterroth LS, Tüscher O, Kubiak T. Cognitive reappraisal in mHealth interventions to foster mental health in adults: a systematic review and meta-analysis. Front Digit Health 2023; 5:1253390. [PMID: 37927578 PMCID: PMC10623449 DOI: 10.3389/fdgth.2023.1253390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 10/09/2023] [Indexed: 11/07/2023] Open
Abstract
Background An increasing number of mHealth interventions aim to contribute to mental healthcare of which interventions that foster cognitive reappraisal may be particularly effective. Objectives To evaluate the efficacy of mHealth interventions enhancing cognitive reappraisal to improve mental health in adult populations. Methods The literature search (four databases) yielded 30 eligible randomized controlled trials (comprising 3,904 participants). We performed a multi-level meta-analysis to examine differences between intervention and comparator conditions at post-intervention assessment. Moderator analyses were conducted for potential moderator variables (e.g., type of comparators). Results Most interventions were CBT-based with other training components in addition to cognitive reappraisal. We found preliminary evidence for a small to medium effect favouring mHealth interventions to enhance cognitive reappraisal over comparators, M(SMD) = 0.34, p = .002. When analysing single symptoms, there was evidence for a small to medium effect of mHealth interventions on anxiety and depressive symptoms, but not for psychological distress and well-being. All analyses showed substantial heterogeneity. Moderator analyses revealed evidence for more favourable effects in studies with passive comparators. There was an overall high risk of bias in most of the studies. Conclusions We found preliminary evidence for a small to medium effect of mHealth interventions including a cognitive reappraisal component to improve mental health. However, most of the interventions were complex (i.e., reappraisal was provided alongside other components), which prevents us from examining reappraisal-specific effects beyond general mental health promotion in mHealth. Dismantling studies examining the effects of single intervention components are warranted to corroborate these promising results. Systematic Review Registration https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=142149, identifier [CRD42019142149].
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Affiliation(s)
- Karolina Morello
- Leibniz Institute for Resilience Research (LIR) Mainz, Mainz, Germany
| | - Sarah K Schäfer
- Leibniz Institute for Resilience Research (LIR) Mainz, Mainz, Germany
- Clinical Psychology, Psychotherapy and Diagnostics, Technische Universität Braunschweig, Brunswick, Germany
| | - Angela M Kunzler
- Leibniz Institute for Resilience Research (LIR) Mainz, Mainz, Germany
- Institute for Evidence in Medicine, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | | | - Oliver Tüscher
- Leibniz Institute for Resilience Research (LIR) Mainz, Mainz, Germany
- Department of Psychiatry and Psychotherapy, University Medical Center of the Johannes Gutenberg University Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
- Institute of Molecular Biology (IMB), Mainz, Germany
| | - Thomas Kubiak
- Health Psychology, Institute of Psychology, Johannes Gutenberg University Mainz, Mainz, Germany
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Quigley L, Dobson KS, Russell K, Sears CR. Negative affective priming: Reliability and associations with depression symptoms in three samples. Behav Res Methods 2023:10.3758/s13428-023-02248-5. [PMID: 37801214 DOI: 10.3758/s13428-023-02248-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/18/2023] [Indexed: 10/07/2023]
Abstract
The negative affective priming (NAP) task is a behavioral measure of inhibition of emotional stimuli. Previous studies using the NAP task have found that individuals with depression show reduced inhibition of negative stimuli, suggesting that inhibition biases may play a role in the etiology and maintenance of depression. However, the psychometric properties of the NAP task have not been evaluated or reported. In the present study, we report data on the association between NAP task performance and depression symptoms in three independent samples, and we evaluate the internal consistency and test-retest reliability of the NAP effect indices. The NAP effect for both negative and positive target words had poor internal consistency in all three samples, as well as poor 2-week (Study 2) and 6-month (Study 3) test-retest reliability. The internal consistency and test-retest reliability of response times (RT) for the individual trial types were moderate to high, as were the intercorrelations between trial types. This pattern of results indicates that overall RT is reliable but variance in RTs for the different trial types in the NAP task is indistinguishable from variance in overall RT. Depression symptom severity was not associated with the NAP effect for negative or positive target words in any of the samples, which could be due to the poor reliability of the NAP effect. Based on these findings, we do not recommend that researchers use the NAP task as a measure of individual differences in the inhibition of emotional stimuli.
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Affiliation(s)
- Leanne Quigley
- Ferkauf Graduate School of Psychology, Yeshiva University, 1165 Morris Park Avenue, Bronx, NY, 10461, USA.
| | - Keith S Dobson
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Kristin Russell
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
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Tao Z, Sun N, Yuan Z, Chen Z, Liu J, Wang C, Li S, Ma X, Ji B, Li K. Research on a New Intelligent and Rapid Screening Method for Depression Risk in Young People Based on Eye Tracking Technology. Brain Sci 2023; 13:1415. [PMID: 37891784 PMCID: PMC10605395 DOI: 10.3390/brainsci13101415] [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: 08/26/2023] [Revised: 09/27/2023] [Accepted: 10/03/2023] [Indexed: 10/29/2023] Open
Abstract
Depression is a prevalent mental disorder, with young people being particularly vulnerable to it. Therefore, we propose a new intelligent and rapid screening method for depression risk in young people based on eye tracking technology. We hypothesized that the "emotional perception of eye movement" could characterize defects in emotional perception, recognition, processing, and regulation in young people at high risk for depression. Based on this hypothesis, we designed the "eye movement emotional perception evaluation paradigm" and extracted digital biomarkers that could objectively and accurately evaluate "facial feature perception" and "facial emotional perception" characteristics of young people at high risk of depression. Using stepwise regression analysis, we identified seven digital biomarkers that could characterize emotional perception, recognition, processing, and regulation deficiencies in young people at high risk for depression. The combined effectiveness of an early warning can reach 0.974. Our proposed technique for rapid screening has significant advantages, including high speed, high early warning efficiency, low cost, and high intelligence. This new method provides a new approach to help effectively screen high-risk individuals for depression.
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Affiliation(s)
- Zhanbo Tao
- Police Sports Department, Zhejiang Police College, Hangzhou 310053, China
- Joint Laboratory of Police Health Smart Surveillance, Zhejiang Police College, Hangzhou 310053, China
| | - Ningxia Sun
- Department of Reproductive Medicine, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Zhen Yuan
- Centre for Cognitive and Brain Sciences, University of Macau, Macau SAR 999078, China
| | - Zeyuan Chen
- Joint Laboratory of Police Health Smart Surveillance, Zhejiang Police College, Hangzhou 310053, China
| | - Jiakang Liu
- Zhejiang-Japan Digital Diagnosis and Treatment and Equipment of Integrated Traditional Chinese Medicine and Western Medicine for Major Brain Diseases Joint Laboratory, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Chen Wang
- Zhejiang-Japan Digital Diagnosis and Treatment and Equipment of Integrated Traditional Chinese Medicine and Western Medicine for Major Brain Diseases Joint Laboratory, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Shuwu Li
- Zhejiang-Japan Digital Diagnosis and Treatment and Equipment of Integrated Traditional Chinese Medicine and Western Medicine for Major Brain Diseases Joint Laboratory, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Xiaowen Ma
- Zhejiang-Japan Digital Diagnosis and Treatment and Equipment of Integrated Traditional Chinese Medicine and Western Medicine for Major Brain Diseases Joint Laboratory, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Bin Ji
- Department of Radiopharmacy and Molecular Imaging, School of Pharmacy, Fudan University, Shanghai 200032, China
| | - Kai Li
- Joint Laboratory of Police Health Smart Surveillance, Zhejiang Police College, Hangzhou 310053, China
- Zhejiang-Japan Digital Diagnosis and Treatment and Equipment of Integrated Traditional Chinese Medicine and Western Medicine for Major Brain Diseases Joint Laboratory, Zhejiang Chinese Medical University, Hangzhou 310053, China
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Dozier T, Mitchell N. Novel five-phase model for understanding the nature of misophonia, a conditioned aversive reflex disorder. F1000Res 2023; 12:808. [PMID: 37881332 PMCID: PMC10594049 DOI: 10.12688/f1000research.133506.3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/25/2023] [Indexed: 10/27/2023] Open
Abstract
Background: Misophonia is a recently identified condition in which a person perceives a subtle stimulus (e.g., eating sounds, hair twirling) and has an intense, negative emotional response. Misophonia cannot be classified with established nosological systems. Methods: We present a novel five-phase model of misophonia from a cognitive-behavioral framework. This model identifies a learned reflex of the autonomic nervous system as the primary etiology and maintenance of misophonia. Phase one is anticipatory anxiety and avoidance. Phase two is a conditioned physical reflex (for example, the tensing of calf muscles) that develops through stimulus-response Pavlovian conditioning. Phase three includes intense negative emotional responses and accompanying physiological distress, thoughts, urges, and emotion-driven behavior. Phase four is the individual's coping responses to emotional distress, and phase five is the environmental response and resulting internal and external consequences of the coping behaviors. Each phase helps explain the maintenance of the response and the individual's impairment. Results: Anticipatory anxiety and avoidance of phase one contributes to an increased arousal and awareness of triggers, resulting in increased severity of the trigger experience. Both the Pavlovian-conditioned physical reflex of phase two and the emotion-driven behavior caused by the conditioned emotional response of phase three increase with in vivo exposure to triggers. Phase four includes internal and external coping behaviors to the intense emotions and distress, and phase five includes the consequences of those behaviors. Internal consequences include beliefs fiveand new emotions based on environmental responses to anger and panic. For example, the development of emotions such as shame and guilt, and beliefs regarding how 'intolerable' the trigger is. Conclusions: We assert misophonia is a multi-sensory condition and includes anticipatory anxiety, conditioned physical reflexes, intense emotional and physical distress, subsequent internal and external responses, and environmental consequences.
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Hebron C, Juniper J. The lived experience of exercise in persons with depression: A journey to finding a sense of contentment. Physiother Theory Pract 2023; 39:2120-2130. [PMID: 35469545 DOI: 10.1080/09593985.2022.2069063] [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: 06/10/2021] [Revised: 04/02/2022] [Accepted: 04/14/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND Depression is often part of the embodied experience of persons living with pain and other health conditions. In addition to other benefits, exercise has been recognized to reduce depressive symptoms. Physiotherapists help persons to develop multidimensional understanding including an understanding of how exercise can help manage symptoms, and how they can individualize exercise to them. Thus, physiotherapists need insights into how exercise is experienced and meaningfully related to depression. PURPOSE This study aimed to explore the lived experience of exercise in persons with depression. METHODS In this interpretive (hermeneutic) phenomenological study, participants with depression were purposively recruited and data collected via semi-structured interviews. Hermeneutic analysis was used alongside the crafting of hermeneutic stories to reveal the meaning of exercise for these participants. FINDINGS Participants conveyed their experience of exercise as a journey to finding a sense of contentment. Two master themes: 1) Finding the exercise for me; and 2) the experienced importance of the environment, illuminated participants' journey to finding a sense of contentment through exercise. Two subthemes 1) changing sense of self; and 2) building resilience further described participants' experience. CONCLUSION Physiotherapists may reflect on these individual exercise stories and share these insights with persons receiving their care to explore if exercise may help them to find a sense of contentment.
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Affiliation(s)
- Clair Hebron
- School of Sport and Health Science, Univerity of Brighton, Eastbourne, UK
| | - Jack Juniper
- Physiotherapy department Medway Maritime Hospital, Gillingham, UK
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Malekizadeh H, Saed O, Rashtbari A, Sajjadi M, Ahmadi D, Ronold EH. Deficits in specific executive functions manifest by severity in major depressive disorder: a comparison of antidepressant naïve inpatient, outpatient, subclinical, and healthy control groups. Front Psychiatry 2023; 14:1225062. [PMID: 37854445 PMCID: PMC10580982 DOI: 10.3389/fpsyt.2023.1225062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 09/12/2023] [Indexed: 10/20/2023] Open
Abstract
Introduction Previous research has highlighted the executive function (EF) deficits present in depressed patients; however, conflicting results exist regarding the impact of depression severity on the size of these deficits. This study aimed to compare deficits in EF between antidepressant naïve inpatient and outpatient depressed, a group with subclinical depression symptoms, and a healthy control group while controlling for education, sex, and age. Methods In cross-sectional research, 245 antidepressant naive participants (46 inpatient, 68 outpatient, 65 subclinical, and 67 healthy control individuals) were recruited by convenience sampling. The Structured Clinical Interview for DSM-5 Disorders (SCID-5) and Beck Depression Inventory-II (BDI-II) were used to assess depression. EF was measured using several neuropsychological tests, including the Stroop Color-Word Test, the Wisconsin Card Sorting Test, and the N-back Test, which assessed the components of Inhibition, Shifting, and Updating, respectively. Multivariate analysis of covariance revealed a significant difference between the groups in EF components (p < 0.001). Pairwise comparisons further showed that inpatient and outpatient patients had more depressive symptoms and worse EF performance than subclinical and healthy control groups (p < 0.05). Results In the analysis of EF measures, a significant difference was found among the four groups, with post-hoc tests revealing variations in specific EF components. Overall, patients with more severe depressive symptoms show more deficits in EF. Additionally, correlations between clinical characteristics and EF measures varied across patient groups, but many correlations became non-significant after adjusting for the false discovery rate (FDR). Discussion This study emphasizes the impact of depression severity on deficits in the EF of depressed patients and at-risk populations. Consequently, it is important to consider executive dysfunctions as an underlying vulnerability in the development and persistence of depressive disorder.
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Affiliation(s)
- Hossein Malekizadeh
- Department of Clinical Psychology, Faculty of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Omid Saed
- Department of Clinical Psychology, Faculty of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Alireza Rashtbari
- Department of Clinical Psychology, Faculty of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Mozhdeh Sajjadi
- Faculty of Psychology and Education, University of Tehran, Tehran, Iran
| | - Davoud Ahmadi
- Department of Clinical Psychology, Faculty of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Eivind Haga Ronold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
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Ridout N, Dritschel B, Morjaria M, Yankey C. The influence of induced dysphoria on autobiographical memory specificity and social problem solving: Examining the role of executive function. Behav Res Ther 2023; 169:104404. [PMID: 37742525 DOI: 10.1016/j.brat.2023.104404] [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: 08/16/2022] [Revised: 09/05/2023] [Accepted: 09/11/2023] [Indexed: 09/26/2023]
Abstract
Negative mood induction leads to reductions in autobiographical memory specificity (AMS) and social problem-solving (SPS). The aim was to establish if executive function contributes to changes in AMS and SPS following negative mood induction. Forty-four participants (study 1) completed the autobiographical memory test and measures of executive function (letter & category fluency) before and after a positive or negative mood induction (MI). Forty participants (study 2) completed the means-end problem solving task (MEPS) and (letter & category) fluency tasks before and after a positive or negative MI. In study 1, participants exhibited impaired AMS and fluency performance following a sad MI. Decrease in memory specificity pre-to post-MI was related to reductions in happy mood and letter fluency. In study 2, participants exhibited poorer performance on the MEPS and fluency tasks following a sad MI. Decreases in the number of relevant solutions generated on the MEPS pre-to post-MI was linked to increases in sad mood and decreases in letter fluency. In both studies, the influence of mood became non-significant once the effect of executive function was accounted for, which suggests that changes in AMS and SPS in response to induced mood were related to concomitant changes in executive function.
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Affiliation(s)
- Nathan Ridout
- School of Psychology, College of Health & Life Sciences, Aston University, Birmingham, B4 7ET, UK.
| | - Barbara Dritschel
- School of Psychology & Neuroscience, University of St Andrews, St Andrews, UK
| | - Meera Morjaria
- School of Psychology, College of Health & Life Sciences, Aston University, Birmingham, B4 7ET, UK
| | - Chanelle Yankey
- School of Psychology, College of Health & Life Sciences, Aston University, Birmingham, B4 7ET, UK
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82
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Guo Y, Pai M, Xue B, Lu W. Bidirectional association between depressive symptoms and mild cognitive impairment over 20 years: Evidence from the Health and Retirement Study in the United States. J Affect Disord 2023; 338:449-458. [PMID: 37356735 DOI: 10.1016/j.jad.2023.06.046] [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: 01/07/2023] [Revised: 05/20/2023] [Accepted: 06/20/2023] [Indexed: 06/27/2023]
Abstract
BACKGROUND Research examining the association between depressive symptoms and mild cognitive impairment (MCI) has yielded conflicting results. This study aimed to examine the bidirectional association between depressive symptoms and MCI, and the extent to which this bidirectional association is moderated by gender and education. METHODS Data come from the US Health and Retirement Study over a 20-year period (older adults aged ≥50 years). Competing-risks regression is employed to examine the association between baseline high-risk depressive symptoms and subsequent MCI (N = 9317), and baseline MCI and subsequent high-risk depressive symptoms (N = 9428). Interactions of baseline exposures with gender and education are tested. RESULTS After full adjustment, baseline high-risk depressive symptoms were significantly associated with subsequent MCI (SHR = 1.20, 95%CI 1.08-1.34). Participants with baseline MCI are more likely to develop subsequent high-risk depressive symptoms than those without baseline MCI (SHR = 1.16, 95%CI 1.01-1.33). Although gender and education are risk factors for subsequent depression and MCI, neither moderates the bidirectional association. LIMITATIONS Items used to construct the composite cognitive measure are limited; selection bias due to missing data; and residual confounding. CONCLUSIONS Our study found a bidirectional association between depressive symptoms and MCI. High-risk depressive symptoms are related to a higher risk of subsequent MCI; and MCI predicts subsequent high-risk depression. Though neither gender nor education moderated the bidirectional association, public health interventions crafted to reduce the risk of depression and MCI should pivot attention to older women and those with less formal education.
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Affiliation(s)
- Yunyun Guo
- Ageing Epidemiology Research Unit, School of Public Health, Imperial College London, London, United Kingdom; Research Department of Epidemiology and Public Health, University College London, London, United Kingdom
| | - Manacy Pai
- Department of Sociology, Kent State University, Kent, OH, United States of America
| | - Baowen Xue
- Research Department of Epidemiology and Public Health, University College London, London, United Kingdom
| | - Wentian Lu
- Research Department of Epidemiology and Public Health, University College London, London, United Kingdom.
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Meiering MS, Weigner D, Enge S, Grimm S. Transdiagnostic phenomena of psychopathology in the context of the RDoC: protocol of a multimodal cross-sectional study. BMC Psychol 2023; 11:297. [PMID: 37770998 PMCID: PMC10540421 DOI: 10.1186/s40359-023-01335-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 09/18/2023] [Indexed: 09/30/2023] Open
Abstract
In the past, affective and cognitive processes related to psychopathology have been examined within the boundaries of phenotype-based diagnostic labels, which has led to inconsistent findings regarding their underlying operating principles. Investigating these processes dimensionally in healthy individuals and by means of multiple modalities may provide additional insights into the psychological and neuronal mechanisms at their core. The transdiagnostic phenomena Neuroticism and Rumination are known to be closely linked. However, the exact nature of their relationship remains to be elucidated. The same applies to the associations between Hedonic Capacity, Negativity Bias and different Emotion Regulation strategies.This multimodal cross-sectional study examines the relationship of the transdiagnostic phenomena Neuroticism and Rumination as well as Hedonic Capacity, the Negativity Bias and Emotion Regulation from a RDoC (Research Domain Criteria) perspective. A total of 120 currently healthy subjects (past 12 months) will complete several questionnaires regarding personality, emotion regulation, hedonic capacity, and psychopathologies as well as functional magnetic resonance imaging (fMRI) during cognitive and emotional processing, to obtain data on the circuit, behavioral and self-report level.This study aims to contribute to the understanding of the relationship between cognitive and affective processes associated with psychopathologies as well as their neuronal correlates. Ultimately, a grounded understanding of these processes could guide improvement of diagnostic labels and treatments. Limitations include the cross-sectional design and the limited variability in psychopathology scores due to the restriction of the sample to currently healthy subjects.
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Affiliation(s)
- Marvin S Meiering
- Department of Natural Sciences, MSB Medical School Berlin, Rüdesheimer Straße 50, 14197, Berlin, Germany.
- Department of Education and Psychology, Freie Universität Berlin, Habelschwerdter Allee 45, 14195, Berlin, Germany.
| | - David Weigner
- Department of Natural Sciences, MSB Medical School Berlin, Rüdesheimer Straße 50, 14197, Berlin, Germany
- Department of Education and Psychology, Freie Universität Berlin, Habelschwerdter Allee 45, 14195, Berlin, Germany
| | - Sören Enge
- Department of Natural Sciences, MSB Medical School Berlin, Rüdesheimer Straße 50, 14197, Berlin, Germany
| | - Simone Grimm
- Department of Natural Sciences, MSB Medical School Berlin, Rüdesheimer Straße 50, 14197, Berlin, Germany
- Department of Psychiatry and Psychotherapy, Charité- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität Zu Berlin, Hindenburgdamm 30, 12203, Berlin, Germany
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Lenggstrasse 31, CH-8032, Zurich, Switzerland
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Kaya A, Mukba G, Özok Hİ. A Person-Centered Approach to Emotional Security: Latent Profile Analysis of the Dark Triad and Psychological Symptoms. Psychol Rep 2023:332941231203561. [PMID: 37738659 DOI: 10.1177/00332941231203561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/24/2023]
Abstract
Few studies have examined emotional security utilizing a person-centered approach. Therefore, in the present study, we conceptualized a multidimensional construct that includes psychological symptoms (i.e., depression, anxiety, and stress) and the dark triad traits (i.e., Machiavellianism, narcissism, and psychopathy). Applying latent profile analysis (LPA) allows the exploration of the interaction of emotional security with the dark triad traits and psychological symptoms in the sample at the level of sub-classes. Depression, stress, anxiety, Machiavellianism, narcissism, and psychopathy were determined as profile indicators. Moreover, satisfaction with life and the psychological well-being of the sub-classes were predicted. Data were gathered from 558 participants (418 females, %74.9) with an average age of 22.44 years). LPA indicated four distinct profiles: 'High emotional security and low psychological symptoms, and dark triad traits' (22%), 'Low emotional security and high psychological symptoms, dark triad traits' (5%), 'Low emotional security and moderate dark triad traits' (28%), 'Moderate emotional security, psychological symptoms, and dark triad traits' (45%). Mixture modeling approach-based research provides a complementary view of the previous psychopathology literature. The findings could help practitioners target at-risk university students with low emotional security, low psychological well-being, and low life satisfaction and design programs to aid them in alleviating the psychological symptoms and the dark triad traits.
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Affiliation(s)
- Alican Kaya
- Department of Guidance and Psychological Counselling, Ağrı İbrahim Çeçen University, Agri, Turkey
| | - Gamze Mukba
- Department of Guidance and Psychological Counselling, Van Yüzüncü Yıl University, Van, Turkey
| | - Halil İbrahim Özok
- Department of Mesurament and Assessment, Van Yüzüncü Yıl University, Van, Turkey
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85
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Ma Y, Qian J, Gu Q, Yi W, Yan W, Yuan J, Wang J. Network Analysis of Depression Using Magnetoencephalogram Based on Polynomial Kernel Granger Causality. ENTROPY (BASEL, SWITZERLAND) 2023; 25:1330. [PMID: 37761629 PMCID: PMC10529343 DOI: 10.3390/e25091330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 09/09/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023]
Abstract
Depression is a psychiatric disorder characterized by anxiety, pessimism, and suicidal tendencies, which has serious impact on human's life. In this paper, we use Granger causality index based on polynomial kernel as network node connectivity coefficient to construct brain networks from the magnetoencephalogram (MEG) of 5 depressed patients and 11 healthy individuals under positive, neutral, and negative emotional stimuli, respectively. We found that depressed patients had more information exchange between the frontal and occipital regions compared to healthy individuals and less causal connections in the parietal and central regions. We further analyzed the topological properties of the network revealed and found that depressed patients had higher average degrees under negative stimuli (p = 0.008) and lower average clustering coefficients than healthy individuals (p = 0.034). When comparing the average degree and average clustering coefficient of the same sample under different emotional stimuli, we found that depressed patients had a higher average degree and average clustering coefficient under negative stimuli than neutral and positive stimuli. We also found that the characteristic path lengths of patients under negative and neutral stimuli significantly deviated from small-world network. Our results suggest that the analysis of polynomial kernel Granger causality brain networks can effectively characterize the pathology of depression.
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Affiliation(s)
- Yijia Ma
- Smart Health Big Data Analysis and Location Services Engineering Research Center of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
| | - Jing Qian
- Smart Health Big Data Analysis and Location Services Engineering Research Center of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
| | - Qizhang Gu
- School of Communications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
| | - Wanyi Yi
- Smart Health Big Data Analysis and Location Services Engineering Research Center of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
| | - Wei Yan
- Department of Psychiatry, Affiliated Nanjing Brain Hospital, Nanjing Medical University, Nanjing 210029, China
| | - Jianxuan Yuan
- Smart Health Big Data Analysis and Location Services Engineering Research Center of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
| | - Jun Wang
- Smart Health Big Data Analysis and Location Services Engineering Research Center of Jiangsu Province, School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
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86
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Wang X, Liu Y, Chu HKC, Wong SYS, Yang X. Relationships of internet gaming engagement, history, and maladaptive cognitions and adolescent internet gaming disorder: A cross-sectional study. PLoS One 2023; 18:e0290955. [PMID: 37682846 PMCID: PMC10490859 DOI: 10.1371/journal.pone.0290955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 08/18/2023] [Indexed: 09/10/2023] Open
Abstract
OBJECTIVE This study tested the mediation effect of maladaptive cognition of internet gaming and moderation effect of internet gaming history in the relationship between internet gaming engagement and internet gaming disorder in adolescents. METHOD A total of 2,902 secondary school students were surveyed in Hong Kong from February 2021 to December 2021. The proposed moderated mediation model was tested by PROCESS. RESULTS Internet gaming engagement, internet gaming history and maladaptive cognition were positively associated with internet gaming disorder symptoms. Maladaptive cognition significantly mediated the association between internet gaming engagement and internet gaming disorder symptoms in both males and females. In addition, a significant interaction between internet gaming engagement and internet gaming history was detected among females but not for males, namely, the positive relationships of internet gaming engagement with maladaptive cognition and internet gaming disorder symptoms were weaker with the increased years of internet gaming. CONCLUSIONS Our study provides a better understanding of the underlying mechanism and boundary condition in the association between internet gaming engagement and internet gaming disorder among adolescents. Preventing interventions should aim to reduce maladaptive cognition and internet gaming engagement. Interventions targeting internet gaming engagement maybe more effective among female gamers who are beginners and all male gamers.
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Affiliation(s)
- Xin Wang
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Yishen Liu
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Harry Kwan-ching Chu
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Samuel Yeung-shan Wong
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
| | - Xue Yang
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China
- The Chinese University of Hong Kong Shenzhen Research Institute, Shenzhen, China
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87
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Levkovich I, Elyoseph Z. Identifying depression and its determinants upon initiating treatment: ChatGPT versus primary care physicians. Fam Med Community Health 2023; 11:e002391. [PMID: 37844967 PMCID: PMC10582915 DOI: 10.1136/fmch-2023-002391] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2023] Open
Abstract
OBJECTIVE To compare evaluations of depressive episodes and suggested treatment protocols generated by Chat Generative Pretrained Transformer (ChatGPT)-3 and ChatGPT-4 with the recommendations of primary care physicians. METHODS Vignettes were input to the ChatGPT interface. These vignettes focused primarily on hypothetical patients with symptoms of depression during initial consultations. The creators of these vignettes meticulously designed eight distinct versions in which they systematically varied patient attributes (sex, socioeconomic status (blue collar worker or white collar worker) and depression severity (mild or severe)). Each variant was subsequently introduced into ChatGPT-3.5 and ChatGPT-4. Each vignette was repeated 10 times to ensure consistency and reliability of the ChatGPT responses. RESULTS For mild depression, ChatGPT-3.5 and ChatGPT-4 recommended psychotherapy in 95.0% and 97.5% of cases, respectively. Primary care physicians, however, recommended psychotherapy in only 4.3% of cases. For severe cases, ChatGPT favoured an approach that combined psychotherapy, while primary care physicians recommended a combined approach. The pharmacological recommendations of ChatGPT-3.5 and ChatGPT-4 showed a preference for exclusive use of antidepressants (74% and 68%, respectively), in contrast with primary care physicians, who typically recommended a mix of antidepressants and anxiolytics/hypnotics (67.4%). Unlike primary care physicians, ChatGPT showed no gender or socioeconomic biases in its recommendations. CONCLUSION ChatGPT-3.5 and ChatGPT-4 aligned well with accepted guidelines for managing mild and severe depression, without showing the gender or socioeconomic biases observed among primary care physicians. Despite the suggested potential benefit of using atificial intelligence (AI) chatbots like ChatGPT to enhance clinical decision making, further research is needed to refine AI recommendations for severe cases and to consider potential risks and ethical issues.
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Affiliation(s)
| | - Zohar Elyoseph
- Department of Psychology and Educational Counseling, Max Stern Academic College Of Emek Yezreel, Emek Yezreel, Israel
- Department of Brain Sciences, Imperial College London, London, UK
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88
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Gaynor K, McNamara R, O'Connor R, Schmieder L, Somers E, Hennessy E. Qualitative analysis of the cognitive triad in a sample of the general population in response to the COVID-19 pandemic. Psychiatry Res 2023; 327:115414. [PMID: 37604042 DOI: 10.1016/j.psychres.2023.115414] [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: 02/22/2022] [Revised: 07/26/2023] [Accepted: 08/11/2023] [Indexed: 08/23/2023]
Abstract
This paper explored cognitive responses to the COVID-19 pandemic in those selfreporting depressive symptoms during a period of realistic health, economic and social threat. Negative cognitions are a key therapy target for evidence-based psychological interventions. A cross-sectional survey was conducted with a convenience sample from the general population between December 2020 and February 2021. Adult respondents (n = 555) completed open text-box questions which provided prompts of the cognitive triad: "I am…/I am not…"; "Other people are…/Other people are not…"; "The world is…". These qualitative data were analysed using reflexive thematic analysis. Thematic responses were compared between people who self-reported moderate depressive symptoms (n = 223) and those who did not (n = 332). Fourteen independent themes were identified. Those self-reporting depressive symptoms described significantly fewer positive cognitions across all three aspects of the cognitive triad, X2 = 60.40 p < 0.01; X2 = 10.51 p < 0.05; X2 = 12.22 p < 0.01. Those self-reporting depressive symptoms also reported more self-referent negative cognitions. These data highlighted that an absence of positive cognitions differentiated the two groups more greatly than negative cognitions. These data have implications for the cognitive targets in psychological therapies in realistic high-stress situations. This paper explored cognitive responses to the COVID-19 pandemic in those selfreporting depressive symptoms during a period of realistic health, economic and social threat. Negative cognitions are a key therapy target for evidence-based psychological interventions. A cross-sectional survey was conducted with a convenience sample from the general population between December 2020 and February 2021. Adult respondents (n = 555) completed open text-box questions which provided prompts of the cognitive triad: "I am…/I am not…"; "Other people are…/Other people are not…"; "The world is…". These qualitative data were analysed using reflexive thematic analysis. Thematic responses were compared between people who self-reported moderate depressive symptoms (n = 223) and those who did not (n = 332). Fourteen independent themes were identified. Those self-reporting depressive symptoms described significantly fewer positive cognitions across all three aspects of the cognitive triad, X2 = 60.40 p < 0.01; X2 = 10.51 p < 0.05; X2 = 12.22 p < 0.01. Those self-reporting depressive symptoms also reported more self-referent negative cognitions. These data highlighted that an absence of positive cognitions differentiated the two groups more greatly than negative cognitions. These data have implications for the cognitive targets in psychological therapies in realistic high-stress situations.
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Affiliation(s)
- Keith Gaynor
- School of Psychology, University College Dublin, Belfield, Dublin 4, Ireland; DETECT, Early Intervention in Psychosis Service, Blackrock, Dublin, Ireland.
| | - Roisin McNamara
- School of Psychology, University College Dublin, Belfield, Dublin 4, Ireland
| | | | - Luisa Schmieder
- School of Psychology, University College Dublin, Belfield, Dublin 4, Ireland
| | - Ellen Somers
- School of Psychology, University College Dublin, Belfield, Dublin 4, Ireland
| | - Eilis Hennessy
- School of Psychology, University College Dublin, Belfield, Dublin 4, Ireland
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89
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Nicolaisen-Sobesky E, Paz V, Cervantes-Constantino F, Fernández-Theoduloz G, Pérez A, Martínez-Montes E, Kessel D, Cabana Á, Gradin VB. Event-related potentials during the ultimatum game in people with symptoms of depression and/or social anxiety. Psychophysiology 2023; 60:e14319. [PMID: 37118970 DOI: 10.1111/psyp.14319] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 03/12/2023] [Accepted: 03/17/2023] [Indexed: 04/30/2023]
Abstract
Depression and social anxiety are common disorders that have a profound impact on social functioning. The need for studying the neural substrates of social interactions in mental disorders using interactive tasks has been emphasized. The field of neuroeconomics, which combines neuroscience techniques and behavioral economics multiplayer tasks such as the Ultimatum Game (UG), can contribute in this direction. We assessed emotions, behavior, and Event-Related Potentials in participants with depression and/or social anxiety symptoms (MD/SA, n = 63, 57 females) and healthy controls (n = 72, 67 females), while they played the UG. In this task, participants received fair, mid-value, and unfair offers from other players. Mixed linear models were implemented to assess trial level changes in neural activity. The MD/SA group reported higher levels of sadness in response to mid-value and unfair offers compared to controls. In controls, the Medial Frontal Negativity associated with fair offers increased over time, while this dynamic was not observed in the MD/SA group. The MD/SA group showed a decreased P3/LPP in all offers, compared to controls. These results indicate an enhanced negative emotional response to unfairness in the MD/SA group. Neural results reveal a blunted response over time to positive social stimuli in the MD/SA group. Moreover, between-group differences in P3/LPP may relate to a reduced saliency of offers and/or to a reduced availability of resources for processing incoming stimuli in the MD/SA group. Findings may shed light into the neural substrates of social difficulties in these disorders.
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Affiliation(s)
- Eliana Nicolaisen-Sobesky
- Center for Basic Research in Psychology, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
- Institute of Neuroscience and Medicine (INM-7: Brain and Behaviour), Research Centre Jülich, Jülich, Germany
| | - Valentina Paz
- Center for Basic Research in Psychology, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
- Instituto de Fundamentos y Métodos en Psicología, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
- Instituto de Psicología Clínica, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
| | | | - Gabriela Fernández-Theoduloz
- Center for Basic Research in Psychology, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
- Instituto de Psicología Clínica, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
| | - Alfonso Pérez
- Center for Basic Research in Psychology, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
| | | | - Dominique Kessel
- Departamento de Psicología Biológica y de la Salud, Universidad Autónoma de Madrid, Madrid, Spain
| | - Álvaro Cabana
- Center for Basic Research in Psychology, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
- Instituto de Fundamentos y Métodos en Psicología, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
| | - Victoria B Gradin
- Center for Basic Research in Psychology, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
- Instituto de Fundamentos y Métodos en Psicología, Facultad de Psicología, Universidad de la República, Montevideo, Uruguay
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90
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De Vita D, Sagliano L, Trojano L. Memory biases in Alzheimer's disease and mild cognitive impairment. A systematic review and metanalysis. Neurosci Biobehav Rev 2023; 152:105277. [PMID: 37286118 DOI: 10.1016/j.neubiorev.2023.105277] [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: 09/20/2022] [Revised: 05/17/2023] [Accepted: 06/03/2023] [Indexed: 06/09/2023]
Abstract
Several studies demonstrated that individuals are more likely to remember emotional than neutral information; this phenomenon is known as emotional enhancement of memory (EEM). Adults generally tend to remember negative information more efficiently than neutral or positive items. In contrast, healthy elders seem to show an opposite bias for positive information, but results are inconsistent, also because during aging, elaboration of emotional information could change as a consequence of cognitive impairment. In this systematic review and meta-analysis, we conducted literature search of studies investigating emotion memory biases in mild cognitive impairment (MCI) and Alzheimer's disease (AD) on PubMed, Scopus and PsycINFO databases following PRISMA guidelines. The findings showed that emotional memory biases are still present despite the presence of cognitive impairment, both in MCI and at least in early stages of AD. However, the direction of emotion memory biases is not consistent across studies. These results suggest that patients with cognitive impairment might still benefit from EEM and help to define targets of intervention for cognitive rehabilitation in pathological aging.
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Affiliation(s)
- Dalila De Vita
- Department of Psychology, University of Campania "Luigi Vanvitelli", Viale Ellittico 31, 81100 Caserta, Italy.
| | - Laura Sagliano
- Department of Psychology, University of Campania "Luigi Vanvitelli", Viale Ellittico 31, 81100 Caserta, Italy
| | - Luigi Trojano
- Department of Psychology, University of Campania "Luigi Vanvitelli", Viale Ellittico 31, 81100 Caserta, Italy
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91
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de Nooij L, Adams MJ, Hawkins EL, Romaniuk L, Munafò MR, Penton-Voak IS, Elliott R, Bland AR, Waiter GD, Sandu AL, Habota T, Steele JD, Murray AD, Campbell A, Porteous DJ, McIntosh AM, Whalley HC. Associations of negative affective biases and depressive symptoms in a community-based sample. Psychol Med 2023; 53:5518-5527. [PMID: 36128632 PMCID: PMC10482721 DOI: 10.1017/s0033291722002720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 07/18/2022] [Accepted: 08/04/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Major depressive disorder (MDD) was previously associated with negative affective biases. Evidence from larger population-based studies, however, is lacking, including whether biases normalise with remission. We investigated associations between affective bias measures and depressive symptom severity across a large community-based sample, followed by examining differences between remitted individuals and controls. METHODS Participants from Generation Scotland (N = 1109) completed the: (i) Bristol Emotion Recognition Task (BERT), (ii) Face Affective Go/No-go (FAGN), and (iii) Cambridge Gambling Task (CGT). Individuals were classified as MDD-current (n = 43), MDD-remitted (n = 282), or controls (n = 784). Analyses included using affective bias summary measures (primary analyses), followed by detailed emotion/condition analyses of BERT and FAGN (secondary analyses). RESULTS For summary measures, the only significant finding was an association between greater symptoms and lower risk adjustment for CGT across the sample (individuals with greater symptoms were less likely to bet more, despite increasingly favourable conditions). This was no longer significant when controlling for non-affective cognition. No differences were found for remitted-MDD v. controls. Detailed analysis of BERT and FAGN indicated subtle negative biases across multiple measures of affective cognition with increasing symptom severity, that were independent of non-effective cognition [e.g. greater tendency to rate faces as angry (BERT), and lower accuracy for happy/neutral conditions (FAGN)]. Results for remitted-MDD were inconsistent. CONCLUSIONS This suggests the presence of subtle negative affective biases at the level of emotion/condition in association with depressive symptoms across the sample, over and above those accounted for by non-affective cognition, with no evidence for affective biases in remitted individuals.
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Affiliation(s)
- Laura de Nooij
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Mark J Adams
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Emma L Hawkins
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Liana Romaniuk
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Marcus R Munafò
- School of Psychological Science, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- National Institute of Health Research Biomedical Research Centre, University Hospitals Bristol NHS Foundation Trust and the University of Bristol, Bristol, UK
| | | | - Rebecca Elliott
- Division of Neuroscience & Experimental Psychology, University of Manchester, Manchester, UK
| | - Amy R Bland
- Department of Psychology, Manchester Metropolitan University, Manchester, UK
| | - Gordon D Waiter
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Anca-Larisa Sandu
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Tina Habota
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - J Douglas Steele
- Division of Imaging Science and Technology, School of Medicine, University of Dundee, Dundee, UK
| | - Alison D Murray
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Archie Campbell
- Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - David J Porteous
- Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
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92
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Yao N, Chen J, Huang S, Montag C, Elhai JD. Depression and social anxiety in relation to problematic TikTok use severity: The mediating role of boredom proneness and distress intolerance. COMPUTERS IN HUMAN BEHAVIOR 2023. [DOI: 10.1016/j.chb.2023.107751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2023]
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93
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Bjertrup AJ, Væver MS, Miskowiak KW. Prediction of postpartum depression with an online neurocognitive risk screening tool for pregnant women. Eur Neuropsychopharmacol 2023; 73:36-47. [PMID: 37119561 DOI: 10.1016/j.euroneuro.2023.04.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Revised: 04/14/2023] [Accepted: 04/18/2023] [Indexed: 05/01/2023]
Abstract
Postpartum depression (PPD) is a severe mental illness affecting 10-15% of mothers. Emerging evidence indicates that negative neurocognitive bias in response to infant distress during pregnancy marks an increased risk of PPD. This proof-of-concept study aimed to investigate the association between negatively biased neurocognitive processing of infant distress during pregnancy and subsequent PPD and to explore the feasibility of an online risk screening tool. In the second or third trimester of pregnancy, 87 participants underwent two online tests of reactivity to and evaluation of infant distress and completed questionnaires regarding psychosocial risk factors. After birth, participants rated their depressive symptoms online and underwent a diagnostic telephone interview concerning PPD. Irrespective of depressive symptoms during pregnancy, negative reactivity to and evaluation of infant distress predicted PPD (reactivity: Exp(B)=1.33, p = 0.04) and depressive symptoms after birth (reactivity: B = 0.04, p = 0.048; evaluation: B = 0.10, p = 0.04). The negative reactivity toward infant distress showed high sensitivity and moderate specificity (89% and 77%, respectively), while the evaluation of infant distressed cries showed lower sensitivity and specificity (67% and 66%, respectively). The relatively small sample size prevented the inclusion of additional risk variables in the regression models. The replication of an association between negative neurocognitive bias during pregnancy with PPD risk is noteworthy and has clinical implications in terms of early prevention. However, the low response rate indicates that this tool is not feasible in its current form. Future larger-scale studies are needed to further investigate candidate risk factors in a brief online screening tool.
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Affiliation(s)
- Anne Juul Bjertrup
- Neurocognition and Emotion in Affective Disorders (NEAD) Group, Copenhagen Affective Disorder Research Centre (CADIC), Psychiatric Centre Copenhagen, Frederiksberg Hospital, Hovedvejen 17, DK-2000 Frederiksberg, Denmark; Department of Psychology, University of Copenhagen, Øster Farimagsgade 2A, DK-1353 Copenhagen, Denmark
| | - Mette Skovgaard Væver
- Department of Psychology, University of Copenhagen, Øster Farimagsgade 2A, DK-1353 Copenhagen, Denmark
| | - Kamilla Woznica Miskowiak
- Neurocognition and Emotion in Affective Disorders (NEAD) Group, Copenhagen Affective Disorder Research Centre (CADIC), Psychiatric Centre Copenhagen, Frederiksberg Hospital, Hovedvejen 17, DK-2000 Frederiksberg, Denmark; Department of Psychology, University of Copenhagen, Øster Farimagsgade 2A, DK-1353 Copenhagen, Denmark.
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94
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Sun FK, Long A, Chiang CY, Yang CJ, Yao Y. Four psychological processes navigated by patients during their journey of healing and recovering from depression: a grounded theory study. Arch Psychiatr Nurs 2023; 45:36-43. [PMID: 37544700 DOI: 10.1016/j.apnu.2023.04.017] [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: 04/05/2022] [Revised: 04/04/2023] [Accepted: 04/30/2023] [Indexed: 08/08/2023]
Abstract
This study explored the psychological processes that patients navigated when healing and recovering from depression. A grounded theory approach was used. Twenty patients who had recovered from depression participated. Four categories emerged depicting the psychological processes navigated by the participants during the recovery process: (1) acceptance: acceptance of depression and agreement to treatment; (2) transformation: change of mindsets and behaviours; (3) adaptation: stress regulation and change of focus; (4) integration: progress of depressive symptoms and moving on with 'regular' life. Each phase is related to the other phases, mental health professionals could assist patients with depression achieve the integration phase.
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Affiliation(s)
- Fan-Ko Sun
- Second Degree Bachelor of Science in Nursing, College of Medicine, National Taiwan University, No.1 Je n Ai Road section 1, Taipei 100, Taiwan, ROC; Department of Nursing, National Taiwan University Hospital Yunlin Branch, Taiwan, ROC.
| | - Ann Long
- School of Nursing, Ulster University, 41. North Parade, Ormeau Road, Belfast BT 72GH, Northern Ireland, UK
| | - Chun-Ying Chiang
- Department of Nursing, I-Shou University, No.8, Yida Rd., Jiaosu Village, Yanchao District, Kaohsiung City 82445, Taiwan, ROC.
| | - Ching-Ju Yang
- Surgical Intensive Care Unit, Department of Nursing, National Cheng Kung University Hospital, No.138, Sheng Li Road, Tainan 704, Taiwan, ROC
| | - YuChun Yao
- Department of Nursing, I-Shou University, No.8, Yida Rd., Jiaosu Village, Yanchao District, Kaohsiung City 82445, Taiwan, ROC.
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95
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Pan MR, Zhang SY, Chen CL, Qiu SW, Liu L, Li HM, Zhao MJ, Dong M, Si FF, Wang YF, Qian QJ. Bidirectional associations between maladaptive cognitions and emotional symptoms, and their mediating role on the quality of life in adults with ADHD: a mediation model. Front Psychiatry 2023; 14:1200522. [PMID: 37547201 PMCID: PMC10400449 DOI: 10.3389/fpsyt.2023.1200522] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 07/03/2023] [Indexed: 08/08/2023] Open
Abstract
Background/objectives Adults with attention-deficit/hyperactivity disorder (ADHD) have more maladaptive cognitions, emotional problems and a poorer quality of life (QoL). A verification of the psychological model in clinical samples is needed for a better understanding of the mechanisms of ADHD diagnosis on QoL via maladaptive cognitions, emotional symptoms, and their interactions. Methods 299 ADHD participants and 122 healthy controls were recruited. ADHD core symptoms, maladaptive cognitions, emotional symptoms and psychological QoL were rated. Pearson's correlation and structural equation modeling were analyzed to explore the relationship and influence of ADHD diagnosis on QoL. Results More maladaptive cognitions, emotional symptoms, and poorer QoL were found in the ADHD group, and the dysfunctional attitudes were on par between ADHD with or without medication (p = 0.368). Moderate to strong correlations were found between emotional symptoms, maladaptive cognitions and QoL, and ADHD core symptoms presented correlations among the above scores (r = 0.157 ~ 0.416, p < 0.01) in ADHD participants. The influence of ADHD diagnosis on QoL was mediated through maladaptive cognitions, emotional symptoms, and their bidirectional interactions (p < 0.05), especially those with stable medication. Conclusion Our study is the first to verify the psychological model in adults with ADHD in China. The findings determined the direct influence of ADHD diagnosis on QoL and the indirect influence through maladaptive cognitions, emotional symptoms, and their interactions, emphasizing the importance of interventions for emotional symptoms and maladaptive cognitions for ADHD patients both with or without medication for a better QoL outcome.
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Affiliation(s)
- Mei-Rong Pan
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Shi-Yu Zhang
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Cai-Li Chen
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Sun-Wei Qiu
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Lu Liu
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Hai-Mei Li
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Meng-Jie Zhao
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Min Dong
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Fei-Fei Si
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Yu-Feng Wang
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Qiu-Jin Qian
- Peking University Sixth Hospital, Peking University Institute of Mental Health, Beijing, China
- NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
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96
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Kim SS, Gil M, Min EJ. Machine learning models for predicting depression in Korean young employees. Front Public Health 2023; 11:1201054. [PMID: 37501944 PMCID: PMC10371256 DOI: 10.3389/fpubh.2023.1201054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 06/12/2023] [Indexed: 07/29/2023] Open
Abstract
Background The incidence of depression among employees has gradually risen. Previous studies have focused on predicting the risk of depression, but most studies were conducted using basic statistical methods. This study used machine learning algorithms to build models that detect and identify the important factors associated with depression in the workplace. Methods A total of 503 employees completed an online survey that included questionnaires on general characteristics, physical health, job-related factors, psychosocial protective, and risk factors in the workplace. The dataset contained 27 predictor variables and one dependent variable which referred to the status of employees (normal or at the risk of depression). The prediction accuracy of three machine learning models using sparse logistic regression, support vector machine, and random forest was compared with the accuracy, precision, sensitivity, specificity, and AUC. Additionally, the important factors identified via sparse logistic regression and random forest. Results All machine learning models demonstrated similar results, with the lowest accuracy obtained from sparse logistic regression and support vector machine (86.8%) and the highest accuracy from random forest (88.7%). The important factors identified in this study were gender, physical health, job, psychosocial protective factors, and psychosocial risk and protective factors in the workplace. Discussion The results of this study indicated the potential of machine learning models to accurately predict the risk of depression among employees. The identified factors that influence the risk of depression can contribute to the development of intelligent mental healthcare systems that can detect early signs of depressive symptoms in the workplace.
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Affiliation(s)
- Suk-Sun Kim
- College of Nursing, Ewha Womans University, Seoul, Republic of Korea
| | - Minji Gil
- College of Nursing, Ewha Womans University, Seoul, Republic of Korea
| | - Eun Jeong Min
- Department of Medical Life Sciences, School of Medicine, The Catholic University of Korea, Seoul, South Korea
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97
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Gao J, Zhao L, Zhong T, Li C, He Z, Wei Y, Zhang S, Guo L, Liu T, Han J, Jiang X, Zhang T. Prediction of cognitive scores by joint use of movie-watching fMRI connectivity and eye tracking via Attention-CensNet. PSYCHORADIOLOGY 2023; 3:kkad011. [PMID: 38666131 PMCID: PMC10939348 DOI: 10.1093/psyrad/kkad011] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 06/14/2023] [Accepted: 07/06/2023] [Indexed: 04/28/2024]
Abstract
Background Brain functional connectivity under the naturalistic paradigm has been shown to be better at predicting individual behaviors than other brain states, such as rest and doing tasks. Nevertheless, the state-of-the-art methods have found it difficult to achieve desirable results from movie-watching paradigm functional magnetic resonance imaging (mfMRI) -induced brain functional connectivity, especially when there are fewer datasets. Incorporating other physical measurements into the prediction method may enhance accuracy. Eye tracking, becoming popular due to its portability and lower expense, can provide abundant behavioral features related to the output of human's cognition, and thus might supplement the mfMRI in observing participants' subconscious behaviors. However, there are very few studies on how to effectively integrate the multimodal information to strengthen the performance by a unified framework. Objective A fusion approach with mfMRI and eye tracking, based on convolution with edge-node switching in graph neural networks (CensNet), is proposed in this article. Methods In this graph model, participants are designated as nodes, mfMRI derived functional connectivity as node features, and different eye-tracking features are used to compute similarity between participants to construct heterogeneous graph edges. By taking multiple graphs as different channels, we introduce squeeze-and-excitation attention module to CensNet (A-CensNet) to integrate graph embeddings from multiple channels into one. Results The proposed model outperforms those using a single modality and single channel, and state-of-the-art methods. Conclusions The results indicate that brain functional activities and eye behaviors might complement each other in interpreting trait-like phenotypes.
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Affiliation(s)
- Jiaxing Gao
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
| | - Lin Zhao
- Cortical Architecture Imaging and Discovery Laboratory, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA 30602, USA
| | - Tianyang Zhong
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
| | - Changhe Li
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
| | - Zhibin He
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
| | - Yaonei Wei
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
| | - Shu Zhang
- School of Computer Science, Northwestern Polytechnical University, Xi'an 710072, China
| | - Lei Guo
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
| | - Tianming Liu
- Cortical Architecture Imaging and Discovery Laboratory, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA 30602, USA
| | - Junwei Han
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
| | - Xi Jiang
- School of Life Science and Technology, MOE Key Laboratory for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 611731, China
| | - Tuo Zhang
- School of Automation, Northwestern Polytechnical University, Xi'an 710072, China
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98
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Guineau MG, Ikani N, Rinck M, Collard RM, van Eijndhoven P, Tendolkar I, Schene AH, Becker ES, Vrijsen JN. Anhedonia as a transdiagnostic symptom across psychological disorders: a network approach. Psychol Med 2023; 53:3908-3919. [PMID: 35348051 PMCID: PMC10317820 DOI: 10.1017/s0033291722000575] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 02/09/2022] [Accepted: 02/16/2022] [Indexed: 12/12/2022]
Abstract
BACKGROUND Anhedonia is apparent in different mental disorders and is suggested to be related to dysfunctions in the reward system and/or affect regulation. It may hence be a common underlying feature associated with symptom severity of mental disorders. METHODS We constructed a cross-sectional graphical Least Absolute Shrinkage and Selection Operator (LASSO) network and a relative importance network to estimate the relationships between anhedonia severity and the severity of symptom clusters of major depressive disorder (MDD), anxiety sensitivity (AS), attention-deficit hyperactivity disorder (ADHD), and autism spectrum disorder (ASD) in a sample of Dutch adult psychiatric patients (N = 557). RESULTS Both these networks revealed anhedonia severity and depression symptom severity as central to the network. Results suggest that anhedonia severity may be predictive of the severity of symptom clusters of MDD, AS, ADHD, and ASD. MDD symptom severity may be predictive of AS and ADHD symptom severity. CONCLUSIONS The results suggest that anhedonia may serve as a common underlying transdiagnostic psychopathology feature, predictive of the severity of symptom clusters of depression, AS, ADHD, and ASD. Thus, anhedonia may be associated with the high comorbidity between these symptom clusters and disorders. If our results will be replicated in future studies, it is recommended for clinicians to be more vigilant about screening for anhedonia and/or depression severity in individuals diagnosed with an anxiety disorder, ADHD and/or ASD.
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Affiliation(s)
- Melissa G. Guineau
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
- Overwaal, Center of Expertise for Anxiety, Obsessive-Compulsive, and Posttraumatic Stress Disorders, Pro Persona, Institute for Integrated Mental Health Care, Nijmegen, The Netherlands
| | - N. Ikani
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
- Overwaal, Center of Expertise for Anxiety, Obsessive-Compulsive, and Posttraumatic Stress Disorders, Pro Persona, Institute for Integrated Mental Health Care, Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, The Netherlands
- Depression Expertise Center, Pro Persona Mental Health Care, Nijmegen, The Netherlands
| | - M. Rinck
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
| | - R. M. Collard
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
| | - P. van Eijndhoven
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - I. Tendolkar
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, The Netherlands
- Department of Psychiatry and Psychotherapy, University Hospital Essen, Essen, Germany
| | - A. H. Schene
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - E. S. Becker
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
| | - J. N. Vrijsen
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, The Netherlands
- Depression Expertise Center, Pro Persona Mental Health Care, Nijmegen, The Netherlands
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99
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Kube T. Biased belief updating in depression. Clin Psychol Rev 2023; 103:102298. [PMID: 37290245 DOI: 10.1016/j.cpr.2023.102298] [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: 10/12/2022] [Revised: 05/14/2023] [Accepted: 05/26/2023] [Indexed: 06/10/2023]
Abstract
Cognitive approaches to depression have benefitted from recent research on belief updating, examining how new information is used to alter beliefs. This review presents recent advances in understanding various sources of bias in belief updating in depression. Specifically, research has demonstrated that people with depression have difficulty revising negative beliefs in response to novel positive information, whereas belief updating in depression is not related to an enhanced integration of negative information. In terms of mechanisms underlying the deficient processing of positive information, research has shown that people with depression use defensive cognitive strategies to devalue novel positive information. Furthermore, the disregard of novel positive information can be amplified by the presence of state negative affect, and the resulting persistence of negative beliefs in turn perpetuates chronically low mood, contributing to a self-reinforcing negative feedback loop of beliefs and affect. Synthesising previous research, this review proposes a coherent framework of when belief change is likely to occur, and argues that future research also needs to elucidate why people with depression hesitate to abandon negative beliefs. Recent insights from belief updating have not only improved the understanding of the psychopathology of depression, but also have the potential to improve its cognitive-behavioural treatment.
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Affiliation(s)
- Tobias Kube
- Department of Clinical Psychology and Psychotherapy, RPTU Kaiserslautern-Landau, Germany.
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100
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Westbrook A, Yang X, Bylsma LM, Daches S, George CJ, Seidman AJ, Jennings JR, Kovacs M. Economic Choice and Heart Rate Fractal Scaling Indicate That Cognitive Effort Is Reduced by Depression and Boosted by Sad Mood. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2023; 8:687-694. [PMID: 35948258 PMCID: PMC10919246 DOI: 10.1016/j.bpsc.2022.07.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 07/15/2022] [Accepted: 07/19/2022] [Indexed: 05/28/2023]
Abstract
BACKGROUND People with depression typically exhibit diminished cognitive control. Control is subjectively costly, prompting speculation that control deficits reflect reduced cognitive effort. Evidence that people with depression exert less cognitive effort is mixed, however, and motivation may depend on state affect. METHODS We used a cognitive effort discounting task to measure propensity to expend cognitive effort and fractal structure in the temporal dynamics of interbeat intervals to assess on-task effort exertion for 49 healthy control subjects, 36 people with current depression, and 67 people with remitted depression. RESULTS People with depression discounted more steeply, indicating that they were less willing to exert cognitive effort than people with remitted depression and never-depressed control subjects. Also, steeper discounting predicted worse functioning in daily life. Surprisingly, a sad mood induction selectively boosted motivation among participants with depression, erasing differences between them and control subjects. During task performance, depressed participants with the lowest cognitive motivation showed blunted autonomic reactivity as a function of load. CONCLUSIONS Discounting patterns supported the hypothesis that people with current depression would be less willing to exert cognitive effort, and steeper discounting predicted lower global functioning in daily life. Heart rate fractal scaling proved to be a highly sensitive index of cognitive load, and data implied that people with lower motivation for cognitive effort had a diminished physiological capacity to respond to rising cognitive demands. State affect appeared to influence motivation among people with current depression given that they were more willing to exert cognitive effort following a sad mood induction.
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Affiliation(s)
- Andrew Westbrook
- Department of Cognitive, Linguistic & Psychological Sciences, Brown University, Providence, Rhode Island.
| | - Xiao Yang
- Department of Psychology, Old Dominion University, Norfolk, Virginia
| | - Lauren M Bylsma
- Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Shimrit Daches
- Department of Psychology, Bar-Ilan University, Ramat-Gan, Israel
| | - Charles J George
- Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Andrew J Seidman
- Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - J Richard Jennings
- Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Maria Kovacs
- Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
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