Trial reportScientific reports2019
Network Analysis of the Multidimensional Symptom Experience of Oncology.
Trial report in Scientific reports, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05837988 (Construction of Symptom Network in Maintenance Hemodialysis Patients), which is not on this map. Cited by 97 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Construction of Symptom Network in Maintenance Hemodialysis Patients
Who cites it
97 citing papers in PubMed, 3 syntheses or guidelines pooled it, 152 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
- Is poor sleep quality associated with poor neurocognitive outcome in cancer survivors? A systematic review.Journal of cancer survivorship : research and practice · 2024Pooled it
- Symptom clusters in patients receiving chemotherapy: A systematic review.BMJ supportive & palliative care · 2022Pooled it
- Bridge Nodes Linking Depression and Medication Taking Self-Efficacy Dimensions Among Persons With HIV: A Secondary Data Analysis.AIDS and behavior · 2025Trial
- Symptom interactions and candidate intervention targets in patients with esophageal cancer: Network analysis with computer-simulated interventions.Asia-Pacific journal of oncology nursing · 2026Article
- Psychological Factors and Treatment Experiences Associated With Chemotherapy Side-Effect Expectations and Symptom Severity: A Prospective Longitudinal Study.Cancer medicine · 2026Article
- A mixed-method study of identifying symptom clusters in adult patients with advanced cancer.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Article
- Network-guided symptom targets in maintenance hemodialysis using in silico interventions: a multicenter cross-sectional study.BMC nephrology · 2026Observational
- Symptom network and latent profile analysis in patients after glioma surgery: a cross-sectional study.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Article
- "A machine that won't shut down, a clogged pipe": a qualitative study on the lived experience and integrative coping strategies of Chinese cancer patients with insomnia and cognitive impairment.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Article
- Dynamic Network Analysis of Symptom Profiles and Their Expected Impact on Patients with Colorectal Cancer Receiving Postoperative Adjuvant Chemotherapy.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Article
- Article
- Information overload, cognitive fusion, and health literacy among individuals with type 2 diabetes: a moderated network analysis.Scientific reports · 2026Article
- The Symptom Clusters and Core Symptoms in Patients with Lung Cancer After Surgery: A Longitudinal Network Analysis.Patient preference and adherence · 2026Article
- Symptom Burden in Patients with Acute Coronary Syndrome After Percutaneous Coronary Intervention: A Network and Latent Profile Analysis.Patient preference and adherence · 2026Article
- Study on the network of postoperative symptoms and its influencing factors in esophageal cancer patients.Frontiers in oncology · 2026Article
- Symptom networks in breast cancer patients during chemotherapy and their impact on daily living status.Frontiers in oncology · 2026Article
- Identifying Core Symptoms in Breast Cancer Patients with Different Chemotherapy Phases Using Network Analysis: A Prospective Multicenter Longitudinal Study.Patient preference and adherence · 2026Article
- The immune-related symptom web in immune checkpoint inhibitor therapy: a longitudinal clinical safety surveillance framework for immune-related adverse events.Frontiers in pharmacology · 2026Review
- Baseline patient-reported symptom networks and early risk stratification for six-month symptom burden in newly diagnosed glioma: a prospective cohort study.Frontiers in public health · 2026Article
37 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
16 authors at 9 institutions in 4 countries.
Funding
Abstract
Oncology patients undergoing cancer treatment experience an average of fifteen unrelieved symptoms that are highly variable in both their severity and distress. Recent advances in Network Analysis (NA) provide a novel approach to gain insights into the complex nature of co-occurring symptoms and symptom clusters and identify core symptoms. We present findings from the first study that used NA to examine the relationships among 38 common symptoms in a large sample of oncology patients undergoing chemotherapy. Using two different models of Pairwise Markov Random Fields (PMRF), we examined the nature and structure of interactions for three different dimensions of patients' symptom experience (i.e., occurrence, severity, distress). Findings from this study provide the first direct evidence that the connections between and among symptoms differ depending on the symptom dimension used to create the network. Based on an evaluation of the centrality indices, nausea appears to be a structurally important node in all three networks. Our findings can be used to guide the development of symptom management interventions based on the identification of core symptoms and symptom clusters within a network.
Indexed as
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What OpenQuestion holds
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.