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Enting M, de Jongh MAC, Joosen MCW, Bakker M, van der Kruijssen DTF, Geuze RE, Kupper N. The cross-sectional and longitudinal interconnectedness of physical, psychological and role functioning following physical trauma: A network analysis. J Psychosom Res 2024; 184:111833. [PMID: 38959575 DOI: 10.1016/j.jpsychores.2024.111833] [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: 12/20/2023] [Revised: 03/26/2024] [Accepted: 06/11/2024] [Indexed: 07/05/2024]
Abstract
OBJECTIVE Surviving physical trauma can have a large impact on one's daily life. Patients are at increased risk for poor physical health, psychological complaints, and problems in role functioning - which is often experienced simultaneously. The present study explores the interconnectedness of physical, psychological, and role functioning during the first two years post-injury, both cross-sectionally and longitudinally from a network perspective. METHODS 3785 trauma patients (Mage = 64.2 years, SDage = 18.9 years, 50.5% female) completed questionnaires on physical, psychological, and role functioning across six measurement occasions during the first two years post-injury. The Injury Severity Score (ISS) was retrieved from the local trauma registry. Mixed graphical network models and cross-lagged network models were estimated to examine which items of recovery played a central role and were mostly related to other items in cross-sectional and longitudinal networks respectively. RESULTS The cross-sectional networks showed especially strong interconnections between impairments of physical and role functioning and also within post-traumatic stress symptoms. The longitudinal networks extended these results by showing that pain, impaired mobility, limitations in self-care, anxiety/depressive symptoms, and several post-traumatic stress symptoms were strong predictors for impairments in functioning at later stages of recovery. CONCLUSION Our findings showed that impairments in physical, psychological, and role functioning experienced by trauma patients are largely intertwined across the two years following injury. Monitoring physical impairments and psychological complaints early in recovery might help to more promptly provide the best fitting aftercare for trauma patients, which can improve recovery on the long-term.
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Affiliation(s)
- Manon Enting
- Tilburg University, Tilburg School of Social and Behavioral Sciences, Tranzo Scientific Center for Care and Well-Being, the Netherlands; Center of Research on Psychological Disorders and Somatic Diseases (CoRPS), Department of Medical and Clinical Psychology, Tilburg University, the Netherlands.
| | | | - Margot C W Joosen
- Tilburg University, Tilburg School of Social and Behavioral Sciences, Tranzo Scientific Center for Care and Well-Being, the Netherlands
| | - Marjan Bakker
- Department of Methodology and Statistics, Tilburg University, the Netherlands
| | | | - Ruth E Geuze
- Department of Orthopedics, ETZ Hospital, Tilburg, the Netherlands
| | - Nina Kupper
- Center of Research on Psychological Disorders and Somatic Diseases (CoRPS), Department of Medical and Clinical Psychology, Tilburg University, the Netherlands
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Sun C, Zhu Z, Zhang P, Wang L, Zhang Q, Guo Y, Guo L, Li Y, Wang P, Hu B, Liu M, Duan J, Wang Y, Wang Z, Qin Y. Exploring the interconnections of anxiety, depression, sleep problems and health-promoting lifestyles among Chinese university students: a comprehensive network approach. Front Psychiatry 2024; 15:1402680. [PMID: 39077626 PMCID: PMC11284064 DOI: 10.3389/fpsyt.2024.1402680] [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: 03/18/2024] [Accepted: 06/26/2024] [Indexed: 07/31/2024] Open
Abstract
Background Anxiety, depression, and sleep problems are prevalent comorbid mental disorders among university students. The World Health Organization (WHO) emphasized a mental health promotion objective, recommending the consideration of protective health-promoting factors in strategies aimed at preventing mental disorders. Integrating theoretically significant constructs (such as protective factors) enhances our comprehension of the intricate mechanisms that underpin mental disorders. This study employed network analysis to first identify core and bridge symptoms within comorbid mental disorders and then explore how health-promoting lifestyles (HPLs) were associated with these disorders. The ultimate goal is to offer health promotion recommendations to enhance students' quality of life. Methods A total of 3,896 qualified university students participated in this study. Anxiety, depression, sleep problems, and HPLs were assessed using the GAD-7, PHQ-9, PSQI, and HPLP-II scales. A Gaussian Graphical Model was used to construct the networks. The Network Comparison Test was applied to determine whether the associations between HPLs and comorbid symptoms vary by gender, educational level, family sibling, and mental health status. Results Low energy (PHQ4) had the highest strength centrality, followed by Daytime dysfunction (PSQI7) and Trouble relaxing (GAD4). Five bridge symptoms were identified: Daytime dysfunction (PSQI7), Self-harm even suicide (PHQ9), Sad mood (PHQ2), Low energy (PHQ4), and Feeling afraid (GAD7). Regarding protective HPLs, Physical activity, Spiritual growth, and Stress management generally emerged as the top three central mental health-promoting behaviors. Conclusion Targeting core and bridge symptoms with timely and appropriate interventions can alleviate anxiety, depression, and sleep problems in this population. Moreover, promoting physical activity, fostering spiritual growth, and managing stress are likely to significantly enhance the overall mental health of university students.
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Affiliation(s)
- Changqing Sun
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
- College of Public Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Zhengqi Zhu
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Peijia Zhang
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Lianke Wang
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
- College of Public Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Qiang Zhang
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
- College of Public Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Yuanli Guo
- Department of Neurology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Lina Guo
- Department of Neurology, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Yang Li
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
- College of Public Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Panpan Wang
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Bo Hu
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Mengting Liu
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Jingyi Duan
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Yiwen Wang
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Ziqi Wang
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
| | - Ying Qin
- School of Nursing and Health, Zhengzhou University, Zhengzhou, Henan, China
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Iovoli F, Hall M, Nenadic I, Straube B, Alexander N, Jamalabadi H, Jansen A, Stein F, Brosch K, Thomas-Odenthal F, Usemann P, Teutenberg L, Wroblewski A, Pfarr J, Thiel K, Flinkenflügel K, Meinert S, Grotegerd D, Hahn T, Goltermann J, Gruber M, Repple J, Enneking V, Winter A, Dannlowski U, Kircher T, Rubel JA. Exploring the complex interrelation between depressive symptoms, risk, and protective factors: A comprehensive network approach. J Affect Disord 2024; 355:12-21. [PMID: 38548192 DOI: 10.1016/j.jad.2024.03.119] [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: 09/28/2023] [Revised: 02/19/2024] [Accepted: 03/23/2024] [Indexed: 04/22/2024]
Abstract
BACKGROUND Depressive symptoms seem to be interrelated in a complex and self-reinforcing way. To gain a better understanding of this complexity, the inclusion of theoretically relevant constructs (such as risk and protective factors) offers a comprehensive view into the complex mechanisms underlying depression. METHODS Cross-sectional data from individuals diagnosed with a major depressive disorder (N = 986) and healthy controls (N = 1049) were analyzed. Participants self-reported their depressive symptoms, as well as several risk factors and protective factors. Regularized partial correlation networks were estimated for each group and compared using a network comparison test. RESULTS Symptoms of depression were more strongly connected in the network of depressed patients than in healthy controls. Among the risk factors, perceived stress, the experience of negative life events, emotional neglect, and emotional abuse were the most centrally embedded in both networks. However, the centrality of risk factors did not significantly differ between the two groups. Among the protective factors, social support, personal competence, and acceptance were the most central in both networks, where the latter was significantly more strongly associated with the symptom of self-hate in depressed patients. CONCLUSION The network analysis revealed that key symptoms of depression were more strongly connected for depressed patients than for healthy controls, and that risk and protective factors play an important role, particularly perceived stress in both groups and an accepting attitude for depressed patients. However, the purpose of this study is hypothesis generating and assisting in the potential selection of non-symptom nodes for future research.
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Bickel EA, Schellekens MPJ, Smink JG, Mul VEM, Ranchor AV, Fleer J, Schroevers MJ. Looking at individual symptoms: the dynamic network structure of depressive symptoms in cancer survivors and their preferences for psychological care. J Cancer Surviv 2024; 18:479-488. [PMID: 35976556 PMCID: PMC9382609 DOI: 10.1007/s11764-022-01246-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 08/05/2022] [Indexed: 11/17/2022]
Abstract
PURPOSE The majority of depressed cancer survivors do not receive psychological care, possibly because offered care does not align with their experiences and preferences. We examined (1) which depressive symptoms cancer survivors would like to receive psychological care for; (2) how distinct depressive symptoms are related to each other in the contemporaneous and temporal network of depressive symptoms; and (3) whether survivors' care needs correspond to the interconnectedness of these specific symptoms. METHOD Fifty-two cancer survivors suffering from at least mild depressive symptoms and were not receiving psychological care filled out a baseline questionnaire about their care needs for distinct depressive symptoms, followed by ecological momentary assessments (EMA) assessing depressive symptoms (14 days, five times a day). Multi-level vector autoregression analysis was used to estimate associations between distinct depressive symptoms as well as their centrality within the network. RESULTS Cancer survivors most strongly preferred to receive care for fatigue, feeling down, little enjoyment, and sleep problems. Fatigue, together with worry and lack of concentration, most strongly predicted the onset of other symptoms. Little enjoyment and feeling down were two of the most central symptoms (i.e., strongly connected to other symptoms) in the contemporaneous network and were most strongly influenced by other symptoms in the temporal network. CONCLUSIONS Clinicians can offer specific interventions that target fatigue, as these played an important role in the onset of symptoms and would align with survivors' needs. IMPLICATIONS FOR CANCER SURVIVORS Offering such symptom-specific care may increase the uptake of psychological interventions in cancer survivors.
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Affiliation(s)
- E A Bickel
- Department of Health Psychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
| | - M P J Schellekens
- Centre for Psycho-Oncology, Scientific Research Department, Helen Dowling Institute, De Bilt, The Netherlands
- Tilburg School of Social and Behavioral Sciences, Department of Medical and Clinical Psychology, Tilburg University, Tilburg, The Netherlands
| | - J G Smink
- Department of Health Psychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - V E M Mul
- Department of Radiation Oncology, University Medical Center Groningen, Groningen, The Netherlands
| | - A V Ranchor
- Department of Health Psychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - J Fleer
- Department of Health Psychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - M J Schroevers
- Department of Health Psychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
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Dekker J, Doppenberg-Smit E, Braamse A, Lamers F, van Linde M, Verheul HMW, Sprangers M, Beekman ATF. Toward an improved conceptualization of emotions in patients with cancer. Front Psychiatry 2024; 15:1352026. [PMID: 38600981 PMCID: PMC11004313 DOI: 10.3389/fpsyt.2024.1352026] [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: 12/07/2023] [Accepted: 03/11/2024] [Indexed: 04/12/2024] Open
Abstract
Cancer and its associated treatment is a major stressor, leading to emotions such as anxiety or depressive mood. Human emotions have developed through the course of evolution because they facilitate adaptation to important events, such as cancer and its associated treatment. On the other hand, emotions can be maladaptive and interfere with adaptation to cancer. Emotions are maladaptive if they are disproportionally severe or persistent, and if they interfere with functioning. We aim to expand the conceptualization of adaptive and maladaptive emotions in patients with cancer. We draw on major theories in the field of mental disorder and mental health, and apply these theories to conceptualize adaptive and maladaptive emotions in patients with cancer. (i) Maladaptive emotions have two essential features: mental dysfunction and patient harm. Maladaptive emotions are characterized by a network of strongly associated emotional symptoms, which may include cancer-related somatic symptoms. The dysfunctional symptom network is hypothesized to be the result of disturbance of life goal pursuit caused by cancer. (ii) Adaptive emotions have two essential features: ability to deal with cancer and functioning well. The ability to use emotions in an adaptive way depends on skills to recognize, express, and regulate emotions in a flexible manner. A secure attachment style facilitates adaptive emotional responses to cancer. The present conceptualization of adaptive and maladaptive emotions is expected to contribute to better understanding and management of emotions in patients with cancer.
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Affiliation(s)
- Joost Dekker
- Department of Psychiatry, Amsterdam University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, Netherlands
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, Netherlands
| | - Elise Doppenberg-Smit
- Department of Psychiatry, Amsterdam University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, Netherlands
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, Netherlands
| | - Annemarie Braamse
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, Netherlands
- Department of Medical Psychology, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Femke Lamers
- Department of Psychiatry, Amsterdam University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, Netherlands
| | - Myra van Linde
- Department of Medical Oncology, Amsterdam University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Henk M. W. Verheul
- Department of Medical Oncology, Erasmus University Rotterdam, Erasmus Medical Center Cancer Institute, Rotterdam, Netherlands
| | - Mirjam Sprangers
- Amsterdam Public Health, Mental Health Program, Amsterdam, Netherlands
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, Netherlands
- Department of Medical Psychology, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Aartjan T. F. Beekman
- Department of Psychiatry, Amsterdam University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, Netherlands
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Doppenberg-Smit GE, Lamers F, van Linde ME, Braamse AMJ, Sprangers MAG, Beekman ATF, Verheul HMW, Dekker J. Network analysis used to investigate the interplay among somatic and psychological symptoms in patients with cancer and cancer survivors: a scoping review. J Cancer Surviv 2024:10.1007/s11764-024-01543-0. [PMID: 38530627 DOI: 10.1007/s11764-024-01543-0] [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: 10/11/2023] [Accepted: 01/22/2024] [Indexed: 03/28/2024]
Abstract
PURPOSE Patients with cancer often experience multiple somatic and psychological symptoms. Somatic and psychological symptoms are thought to be connected and may reinforce each other. Network analysis allows examination of the interconnectedness of individual symptoms. The aim of this scoping review was to examine the current state of knowledge about the associations between somatic and psychological symptoms in patients with cancer and cancer survivors, based on network analysis. METHODS This scoping review followed the five-stage framework of Arksey and O'Malley. The literature search was conducted in May, 2023 in PubMed, APA PsycINFO, Embase Cochrane central, and CINAHL databases. RESULTS Thirty-two studies were included, with eleven using longitudinal data. Seventeen studies reported on the strength of the associations: somatic and psychological symptoms were associated, although associations among somatic as well as among psychological symptoms were stronger. Other findings were the association between somatic and psychological symptoms was stronger in patients experiencing more severe symptoms; associations between symptoms over time remained rather stable; and different symptoms were central in the networks, with fatigue being among the most central in half of the studies. IMPLICATIONS FOR CANCER SURVIVORS Although the associations among somatic symptoms and among psychological symptoms were stronger, somatic and psychological symptoms were associated, especially in patients experiencing more severe symptoms. Fatigue was among the most central symptoms, bridging the somatic and psychological domain. These findings as well as future research based on network analysis may help to untangle the complex interplay of somatic and psychological symptoms in patients with cancer.
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Affiliation(s)
- G Elise Doppenberg-Smit
- Department of Psychiatry, Amsterdam UMC, Location Vrije Universiteit Amsterdam, de Boelelaan 1117, Amsterdam, the Netherlands.
- Amsterdam Public Health, Mental Health Program, Amsterdam, the Netherlands.
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, the Netherlands.
| | - Femke Lamers
- Department of Psychiatry, Amsterdam UMC, Location Vrije Universiteit Amsterdam, de Boelelaan 1117, Amsterdam, the Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, the Netherlands
| | - Myra E van Linde
- Department of Medical Oncology, Amsterdam UMC, Location Vrije Universiteit Amsterdam, de Boelelaan 1117, Amsterdam, the Netherlands
| | - Annemarie M J Braamse
- Amsterdam Public Health, Mental Health Program, Amsterdam, the Netherlands
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, the Netherlands
- Department of Medical Psychology, Amsterdam UMC, Location University of Amsterdam, Amsterdam, the Netherlands
| | - Mirjam A G Sprangers
- Amsterdam Public Health, Mental Health Program, Amsterdam, the Netherlands
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, the Netherlands
- Department of Medical Psychology, Amsterdam UMC, Location University of Amsterdam, Amsterdam, the Netherlands
| | - Aartjan T F Beekman
- Department of Psychiatry, Amsterdam UMC, Location Vrije Universiteit Amsterdam, de Boelelaan 1117, Amsterdam, the Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, the Netherlands
| | - Henk M W Verheul
- Department of Medical Oncology, Erasmus MC, Dr. Molewaterplein 40, Rotterdam, the Netherlands
| | - Joost Dekker
- Department of Psychiatry, Amsterdam UMC, Location Vrije Universiteit Amsterdam, de Boelelaan 1117, Amsterdam, the Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, the Netherlands
- Cancer Centre Amsterdam, Cancer Treatment and Quality of Life, Amsterdam, the Netherlands
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van Roozendaal AS, Schellekens MPJ, van Woezik RAM, van der Lee ML. Exploring the dynamic interconnectedness of protective and perpetuating factors of cancer-related fatigue. Psychooncology 2023; 32:1876-1884. [PMID: 37902175 DOI: 10.1002/pon.6235] [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: 06/30/2023] [Revised: 09/29/2023] [Accepted: 10/18/2023] [Indexed: 10/31/2023]
Abstract
OBJECTIVE Approximately 25% of cancer patients suffer from cancer-related fatigue (CRF) after cancer treatment. CRF is a multi-factorial condition affected by several interrelated protective and perpetuating factors. As most studies merely assessed bivariate associations, more insight into the complex relationships among these constructs is needed. We applied the multivariate network approach to gain a better understanding of how patients' fatigue, perpetuating and protective factors are dynamically interconnected. METHOD Between February and August 2022, 30 cancer patients filled out a carefully developed ecological momentary assessment questionnaire (EnergyInSight) five times a day for at least 21 days while being on the waitlist for psychological care for CRF. We performed a multi-level vector autoregression analysis to examine the interconnectedness among fatigue, protective factors (allowing rest, acceptance, and self-efficacy) and perpetuating factors (worrying, catastrophizing, and feeling guilty). RESULTS In the contemporaneous network (concurrent associations), higher acceptance and self-efficacy were associated with lower fatigue, whereas all other factors were associated with higher fatigue. The strongest relationships were between worrying and feeling guilty and between acceptance and allowing rest. In the temporal network (lagged associations), fatigue was related to two factors: higher self-efficacy preceded lower fatigue, and higher fatigue preceded increased allowing rest. CONCLUSIONS Taking all included factors into account, the networks identified self-efficacy and allowing rest as key protective factors of CRF. Patients may benefit from psychological interventions that cultivate self-efficacy, as it seems to pave the way to reduced fatigue.
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Affiliation(s)
- Anne S van Roozendaal
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands
| | - Melanie P J Schellekens
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands
- Tilburg University School of Social and Behavioral Sciences, Department of Medical and Clinical Psychology, Tilburg, The Netherlands
| | - Rosalie A M van Woezik
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands
| | - Marije L van der Lee
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands
- Tilburg University School of Social and Behavioral Sciences, Department of Medical and Clinical Psychology, Tilburg, The Netherlands
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Zheng Z, Zhao W, Zhou Q, Yang Y, Chen S, Hu J, Jiang W, Zhang W, Cai J, Qiu J. Sex differences in depression, anxiety and health-promoting lifestyles among community residents: A network approach. J Affect Disord 2023; 340:369-378. [PMID: 37499917 DOI: 10.1016/j.jad.2023.07.107] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 07/14/2023] [Accepted: 07/23/2023] [Indexed: 07/29/2023]
Abstract
BACKGROUND Researchers have studied sex differences in typical depressive and anxiety symptoms and their cooccurrence. The World Health Organization (WHO) proposed a mental health promotion objective that suggests considering protective health-promoting factors when developing strategies for preventing mental disorders between sexes. From a network perspective, psychopathology is viewed as a result of interacting symptoms and influential factors. This study adopted network approach to investigate sex differences in health-promoting lifestyles (HPL) and the cooccurrence symptoms of communities in Shanghai. The aim is to provide health-promoting suggestions on better enhancing the life quality for community members. METHODS Depression, anxiety symptoms, and HPL were assessed with PHQ-9, GAD-7 and HPLP-II scales in 2420 adults (1411 females). Networks were constructed by Gaussian Graphical Models and the networks of two sexes using the Network Comparison Test. RESULTS Females scored significantly higher on PHQ-9 (p < 0.001) and GAD-7 (p < 0.001), and no differences were found between the two sexes in HPL scores. Restlessness and low energy yielded the highest strength centrality in the female network, while suicide ideation and restlessness were central in male network. Regarding protective HPL, physical activity and stress management were identified as the central mental health-promoting behaviours in female and male network, respectively. However, stress management was positively related to suicide ideation in the male network. CONCLUSION Communities should be aware of suicide ideation in males because of its high relationships with other symptoms and also provide stress management courses, especially for males. As for women, chronic energy deficiency deserves more attention for its high probability of cooccurrence with other symptoms in the network. Also, advocating physical activities may be particularly beneficial for the overall mental health among women. Future study should collect time-series data and analyze intraindividual networks to specify personalized health promoting strategies for each individual.
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Affiliation(s)
- Ziwei Zheng
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Wenqing Zhao
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qing Zhou
- Shanghai Xuhui Mental Health Center, Shanghai, China
| | - Yang Yang
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shuangyi Chen
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jun Hu
- Shanghai Xuhui Mental Health Center, Shanghai, China
| | - Wenhui Jiang
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Weibo Zhang
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jun Cai
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jianyin Qiu
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
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9
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Schellekens MPJ, Bruggeman-Everts FZ, Wolvers MDJ, Vollenbroek-Hutten MMR, van der Lee ML. What web-based intervention for chronic cancer-related fatigue works best for whom? Explorative moderation analyses of a randomized controlled trial. Support Care Cancer 2022; 30:7885-7892. [PMID: 35726109 PMCID: PMC9512869 DOI: 10.1007/s00520-022-07223-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Accepted: 06/11/2022] [Indexed: 11/26/2022]
Abstract
PURPOSE Approximately 25% of cancer patients suffer from chronic cancer-related fatigue (CCRF), which is a complex, multifactorial condition. While there are evidence-based interventions, it remains unclear what treatment works best for the individual patient. This study explored whether baseline characteristics moderated the effect of web-based mindfulness-based cognitive therapy (eMBCT) versus ambulant activity feedback (AAF) and a psycho-education control group (PE) on fatigue in patients suffering from CCRF. METHODS In a randomized controlled trial, participant suffering from CCRF participated in either eMBCT, AAF, or PE. Complete data of the treatment-adherent sample (≥ 6 sessions) was used to explore whether sociodemographic, clinical, and psychological characteristics at baseline moderated the intervention effect on fatigue severity at 6 months. RESULTS A trend showed that baseline fatigue severity and fatigue catastrophizing moderated the intervention effect. That is, at low levels of fatigue severity and catastrophizing, patients benefited more from AAF than from eMBCT and at high levels of fatigue severity and catastrophizing, patients benefited more from eMBCT than from PE. CONCLUSIONS This study found some preliminary evidence on what treatment works best for the individual suffering from CCRF. These findings emphasize the potential gain in effectiveness of personalizing treatment. An alternative approach that might help us further in answering the question "what treatment works best for whom?" is discussed.
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Affiliation(s)
- Melanie P J Schellekens
- Scientific Research Department, Helen Dowling Institute, Centre for Psycho-Oncology, Bilthoven, The Netherlands.
- Department of Medical and Clinical Psychology, Tilburg University School of Social and Behavioral Sciences, Tilburg, The Netherlands.
| | - Fieke Z Bruggeman-Everts
- Scientific Research Department, Helen Dowling Institute, Centre for Psycho-Oncology, Bilthoven, The Netherlands
- Telemedicine Group, Faculty of Electrical Engineering, Mathematics, and Computer Science, University of Twente, Enschede, The Netherlands
| | - Marije D J Wolvers
- Telemedicine Group, Faculty of Electrical Engineering, Mathematics, and Computer Science, University of Twente, Enschede, The Netherlands
| | - Miriam M R Vollenbroek-Hutten
- Telemedicine Group, Faculty of Electrical Engineering, Mathematics, and Computer Science, University of Twente, Enschede, The Netherlands
- ZGT Academy, ZiekenhuisGroep Twente, Almelo, The Netherlands
| | - Marije L van der Lee
- Scientific Research Department, Helen Dowling Institute, Centre for Psycho-Oncology, Bilthoven, The Netherlands
- Department of Medical and Clinical Psychology, Tilburg University School of Social and Behavioral Sciences, Tilburg, The Netherlands
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10
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Schellekens MPJ, Bootsma TI, van Woezik RAM, van der Lee ML. Personalizing Psychological Care for Chronic Cancer-Related Fatigue: A Case Study on Symptom Dynamics. J Pers Oriented Res 2021; 7:1-13. [PMID: 34548915 PMCID: PMC8411882 DOI: 10.17505/jpor.2021.23447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Approximately 25% of cancer patients suffer from chronic cancer-related fatigue (CCRF), which is a complex, multifactorial condition. While there are evidence-based interventions, it remains unclear what treatment works best for the individual patient. Psychological network models can offer a schematic representation of interrelations among fatigue and protective and perpetuating factors for the individual patient. We explored whether feedback based on these individual fatigue networks can help personalize psychological care for CCRF. A 34-year old woman with CCRF was referred to our mental healthcare institute for psycho-oncology. During the waitlist period, she filled out an experience sampling app for 101 days, including five daily assessments of fatigue, pain, mood, activity and fatigue coping. The interplay between items was visualized in network graphs at the moment-level and day-level, which were discussed with the patient. For example, acceptance of fatigue in the past three hours was associated with less hopelessness and less fatigue in the following moment. At the day-level, acceptance was also being associated with less fatigue, less hopelessness, a better mood, and more motivation to do things. The patient recognized these patterns and explained how unexpected waves of fatigue can make her feel hopeless. This started a dialogue on how cultivating acceptance could potentially help her handle the fatigue. The patient would discuss this with her therapist. Feedback based on individual fatigue networks can provide direct insight into how one copes with CCRF and subsequently offer directions for treatment. Further research is needed in order to implement this in clinical practice.
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Affiliation(s)
- Melanie P J Schellekens
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Professor Bronkhorstlaan 20, 3723MB Bilthoven, the Netherlands.,Tilburg University School of Social and Behavioral Sciences, Department of Medical and Clinical Psychology, Warandelaan 2, Postbus 90153, 5000 LE Tilburg, The Netherlands
| | - Tom I Bootsma
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Professor Bronkhorstlaan 20, 3723MB Bilthoven, the Netherlands.,Tilburg University School of Humanities and Digital Sciences, Department of Culture Studies, Warandelaan 2, Postbus 90153, 5000 LE Tilburg, The Netherlands
| | - Rosalie A M van Woezik
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Professor Bronkhorstlaan 20, 3723MB Bilthoven, the Netherlands
| | - Marije L van der Lee
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Professor Bronkhorstlaan 20, 3723MB Bilthoven, the Netherlands.,Tilburg University School of Social and Behavioral Sciences, Department of Medical and Clinical Psychology, Warandelaan 2, Postbus 90153, 5000 LE Tilburg, The Netherlands
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de Rooij BH, Oerlemans S, van Deun K, Mols F, de Ligt KM, Husson O, Ezendam NPM, Hoedjes M, van de Poll-Franse LV, Schoormans D. Symptom clusters in 1330 survivors of 7 cancer types from the PROFILES registry: A network analysis. Cancer 2021; 127:4665-4674. [PMID: 34387856 PMCID: PMC9291877 DOI: 10.1002/cncr.33852] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 07/19/2021] [Accepted: 07/19/2021] [Indexed: 01/21/2023]
Abstract
Background Research into the clustering of symptoms may improve the understanding of the underlying mechanisms that affect survivors' symptom burden. This study applied network analyses in a balanced sample of cancer survivors to 1) explore the clustering of symptoms and 2) assess differences in symptom clustering between cancer types, treatment regimens, and short‐term and long‐term survivors. Methods This study used cross‐sectional survey data, collected between 2008 and 2018, from the population‐based Patient Reported Outcomes Following Initial Treatment and Long Term Evaluation of Survivorship registry, which included survivors of 7 cancer types (colorectal cancer, breast cancer, ovarian cancer, thyroid cancer, chronic lymphocytic leukemia, Hodgkin lymphoma, and non‐Hodgkin lymphoma). Regularized partial correlation network analysis was used to explore and visualize the associations between self‐reported symptoms (European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire) and the centrality of these symptoms in the network (ie, how strongly a symptom was connected to other symptoms) for the total sample and for subgroups separately. Results In the total sample (n = 1330), fatigue was the most central symptom in the network with moderate direct relationships with emotional symptoms, cognitive symptoms, appetite loss, dyspnea, and pain. These relationships persisted after adjustments for sociodemographic and clinical characteristics. Connections between fatigue and emotional symptoms, appetite loss, dyspnea, and pain were consistently found across all cancer types (190 for each), treatment regimens, and short‐term and long‐term survivors. Conclusions In a heterogenous sample of cancer survivors, fatigue was consistently the most central symptom in all networks. Although longitudinal data are needed to build a case for the causal nature of these symptoms, cancer survivorship rehabilitation programs could focus on fatigue to reduce the overall symptom burden. In a sample of 1330 survivors, fatigue is found to be the most central symptom (ie, the symptom most strongly connected to other symptoms) in the network with moderate direct relationships with emotional symptoms, cognitive symptoms, appetite loss, dyspnea, and pain. Connections between fatigue and emotional symptoms, appetite loss, dyspnea, and pain were consistently found across all cancer types (colorectal cancer, breast cancer, ovarian cancer, thyroid cancer, chronic lymphocytic leukemia, Hodgkin lymphoma, and non‐Hodgkin lymphoma, n = 190 for each group), treatment regimens, and short‐term and long‐term survivors.
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Affiliation(s)
- Belle H de Rooij
- Department of Research and Development, Netherlands Comprehensive Cancer Organisation, Utrecht, the Netherlands.,Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Simone Oerlemans
- Department of Research and Development, Netherlands Comprehensive Cancer Organisation, Utrecht, the Netherlands
| | - Katrijn van Deun
- Department of Methodology and Statistics, Tilburg University, Tilburg, the Netherlands
| | - Floortje Mols
- Department of Research and Development, Netherlands Comprehensive Cancer Organisation, Utrecht, the Netherlands.,Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Kelly M de Ligt
- Division of Psychosocial Research and Epidemiology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Olga Husson
- Division of Psychosocial Research and Epidemiology, Netherlands Cancer Institute, Amsterdam, the Netherlands.,Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam, the Netherlands.,Division of Clinical Studies, Institute of Cancer Research, London, United Kingdom
| | - Nicole P M Ezendam
- Department of Research and Development, Netherlands Comprehensive Cancer Organisation, Utrecht, the Netherlands.,Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Meeke Hoedjes
- Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
| | - Lonneke V van de Poll-Franse
- Department of Research and Development, Netherlands Comprehensive Cancer Organisation, Utrecht, the Netherlands.,Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands.,Division of Psychosocial Research and Epidemiology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Dounya Schoormans
- Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands
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Schellekens MPJ, Wolvers MDJ, Schroevers MJ, Bootsma TI, Cramer AOJ, van der Lee ML. Exploring the interconnectedness of fatigue, depression, anxiety and potential risk and protective factors in cancer patients: a network approach. J Behav Med 2020; 43:553-563. [PMID: 31435892 PMCID: PMC7366596 DOI: 10.1007/s10865-019-00084-7] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2019] [Accepted: 07/17/2019] [Indexed: 01/06/2023]
Abstract
Researchers have extensively studied fatigue, depression and anxiety in cancer patients. Several risk and protective factors have been identified for these symptoms. As most studies address these constructs, independently from other symptoms and potential risk and protective factors, more insight into the complex relationships among these constructs is needed. This study used the multivariate network approach to gain a better understanding of how patients' symptoms and risk and protective factors (i.e. physical symptoms, social withdrawal, illness cognitions, goal adjustment and partner support) are interconnected. We used cross-sectional data from a sample of cancer patients seeking psychological care (n = 342). Using network modelling, the relationships among symptoms of fatigue, depression and anxiety, and potential risk and protective factors were explored. Additionally, centrality (i.e. the number and strength of connections of a construct) and stability of the network were explored. Among risk factors, the relationship of helplessness and physical symptoms with fatigue stood out as they were stronger than most other connections in the network. Among protective factors, illness acceptance was most centrally embedded within the network, indicating it had more and stronger connections than most other variables in the network. The network identified key connections with risk factors (helplessness, physical symptoms) and a key protective factor (acceptance) at the group level. Longitudinal studies should explore these risk and protective factors in individual dynamic networks to further investigate their causal role and the extent to which such networks can inform us on what treatment would be most suitable for the individual cancer patient.
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Affiliation(s)
- Melanie P J Schellekens
- Scientific Research Department, Centre for Psycho-Oncology, Helen Dowling Institute, Professor Bronkhorstlaan 20, Postbus 80, 3720 AB, Bilthoven, The Netherlands.
- Department of Methodology and Statistics, School of Social and Behavioral Sciences, Tilburg University, Tilburg, The Netherlands.
| | - Marije D J Wolvers
- Scientific Research Department, Centre for Psycho-Oncology, Helen Dowling Institute, Professor Bronkhorstlaan 20, Postbus 80, 3720 AB, Bilthoven, The Netherlands
| | - Maya J Schroevers
- Department of Health Psychology, University Medical Centre Groningen, University of Groningen, Groningen, The Netherlands
| | - Tom I Bootsma
- Scientific Research Department, Centre for Psycho-Oncology, Helen Dowling Institute, Professor Bronkhorstlaan 20, Postbus 80, 3720 AB, Bilthoven, The Netherlands
- Department of Cultural Studies, School of Humanities and Digital Sciences, Tilburg University, Tilburg, The Netherlands
| | - Angélique O J Cramer
- Department of Methodology and Statistics, School of Social and Behavioral Sciences, Tilburg University, Tilburg, The Netherlands
| | - Marije L van der Lee
- Scientific Research Department, Centre for Psycho-Oncology, Helen Dowling Institute, Professor Bronkhorstlaan 20, Postbus 80, 3720 AB, Bilthoven, The Netherlands
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Bootsma TI, Schellekens MPJ, van Woezik RAM, van der Lee ML, Slatman J. Experiencing and responding to chronic cancer-related fatigue: A meta-ethnography of qualitative research. Psychooncology 2019; 29:241-250. [PMID: 31442340 PMCID: PMC7027742 DOI: 10.1002/pon.5213] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Revised: 08/19/2019] [Accepted: 08/21/2019] [Indexed: 11/24/2022]
Abstract
Objective One of the most prevalent and disrupting symptoms experienced by cancer patients is chronic cancer‐related fatigue (CCRF). A better understanding of the chronic nature of CCRF can provide valuable insights for theory and practice. The purpose of this meta‐ethnography was to derive an overarching interpretative narrative on patients' experiences and responses to CCRF. Methods We conducted a comprehensive systematic literature search in five databases (05‐03‐2018). In addition, papers from reference lists were retrieved. Two researchers independently screened the papers for eligibility and appraised quality (CASP‐criteria). We followed the seven phases of meta‐ethnography to extract, translate, and synthesise first‐order constructs (ie, patients' views) and second‐order constructs (ie, authors' views) from the selected studies into third‐order constructs (ie, new interpretations). Results Of the 1178 collected articles, 16 articles were included. Through synthesis, a new figure of six interrelated third‐order constructs was developed: (1) embodied experience entails the dominating presence of the body; (2) (mis)recognition includes lack of recognition of CCRF by patients, relatives, and health providers; (3) small horizon describes a resultant narrowed world; (4) role change encompasses adopting other life roles; (5) loss of self refers to the impact on one's identity; and (6) regaining one's footing describes the struggle against CCRF, adaptation to CCRF and finally acceptance of a “new normal with CCRF.” Conclusion A new embodiment figure of CCRF with social (eg, (mis)recognition), spatial (eg, small horizon) and temporal dimensions (eg, regaining one's footing) was developed. This figure can help professionals to recognise CCRF, inform patients, and personalise treatment.
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Affiliation(s)
- Tom I Bootsma
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands.,Tilburg University, School of Humanities and Digital Sciences, Culture Studies Department, Tilburg, The Netherlands
| | - Melanie P J Schellekens
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands
| | - Rosalie A M van Woezik
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands
| | - Marije L van der Lee
- Helen Dowling Institute, Centre for Psycho-Oncology, Scientific Research Department, Bilthoven, The Netherlands
| | - Jenny Slatman
- Tilburg University, School of Humanities and Digital Sciences, Culture Studies Department, Tilburg, The Netherlands
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