ArticleJournal of behavioral medicine2020
Exploring the interconnectedness of fatigue, depression, anxiety and potential risk and protective factors in cancer patients: a network approach.
Article in Journal of behavioral medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers, 2 of them syntheses that pooled it.
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Who cites it
57 citing papers in PubMed, 2 syntheses or guidelines pooled it, 87 citations in OpenAlex.
- Investigating the Complexity of Multidimensional Symptom Experiences in Patients With Cancer: Systematic Review of the Network Analysis Approach.JMIR cancer · 2025Pooled it
- Home-based Physical Activity to Alleviate Fatigue in Cancer Survivors: A Systematic Review and Meta-analysis.Medicine and science in sports and exercise · 2021Pooled it
- Fatigue Perpetuating Factors as Mediators of Change in a Cognitive Behavioral Intervention for Targeted Therapy-Related Fatigue in Chronic Myeloid Leukemia: A Pilot Study.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2022Trial
- Unpacking early risks for peer victimization: A network analysis of early temperament and polygenic risk scores.JCPP advances · 2026Article
- Symptom burden in young adult brain tumor survivors: Key intervention targets based on patient-reported outcome network analyses.Neuro-oncology practice · 2026Article
- Dynamic interplay between depressive symptoms and cognitive function in Chinese middle-aged and older adults: a cross-lagged panel network analysis before and after cancer diagnosis.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Article
- Statistical evidence in psychological networks.Nature human behaviour · 2026Article
- One size does not fit all: data-driven insights of patient-reported outcomes to tailor supportive care in breast cancer.Breast cancer research : BCR · 2026Article
- Navigating specific targets of psychoneurological symptom cluster in breast cancer: a computer-simulated network analysis.Frontiers in oncology · 2026Article
- Longitudinal dynamics of symptom networks in patients with differentiated thyroid cancer undergoing radioactive iodine therapy: a prospective cohort study.Frontiers in oncology · 2026Article
- Article
- The utility of psychometric network analysis for the study of social isolation, loneliness, and social support in persons with cancer: methodology and future directions.Frontiers in aging · 2026Review
- A latent profile and network analysis of social isolation in colorectal cancer patients undergoing chemotherapy.Asia-Pacific journal of oncology nursing · 2025Article
- Network analysis used to investigate the interplay among somatic and psychological symptoms in patients with cancer and cancer survivors: a scoping review.Journal of cancer survivorship : research and practice · 2025Article
- Perceived stress shapes symptom and social network dynamics: a network analysis of depression, anxiety, and relationship-specific support and strain.BMC psychiatry · 2025Article
- Relationship between core symptoms, function, and quality of life in colorectal cancer patients: a network analysis.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2025Article
- Housing instability and psychological distress in African American cancer survivors: findings from the Detroit Research on Cancer Survivors study.Journal of cancer survivorship : research and practice · 2025Observational
- Practitioners' perspective: a mixed-methods study on dealing with suicidality from the perspective of oncological healthcare professionals.Journal of cancer research and clinical oncology · 2025Article
- Evaluating Symptom Burden Among Omani Women Newly Diagnosed with Breast Cancer: A Cross-Sectional Study.Current oncology (Toronto, Ont.) · 2025Article
- Prevalence and correlates of anxiety disorders and depressive disorders among older adults with non-communicable diseases: results from China Mental Health Survey.Frontiers in psychiatry · 2025Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
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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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.