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Symptom clustering in advanced cancer
1The Harry R. Horvitz Center for Palliative Medicine, Cleveland Clinic Taussig Cancer Center, Cleveland, OH, USA. walsht@ccf.org
Summary
Identifying symptom clusters in advanced cancer patients can improve palliative care. This research found seven distinct symptom clusters, aiding targeted therapies for better quality of life and reduced polypharmacy.
Area of Science:
- Palliative Medicine
- Oncology
- Symptom Science
Background:
- Palliative medicine aims to enhance quality of life by managing symptoms in advanced cancer.
- Understanding symptom co-occurrence (clusters) can optimize therapeutic interventions.
- Current management may not fully address the complexity of multiple coexisting symptoms.
Purpose of the Study:
- To identify distinct clusters of co-occurring symptoms in patients with advanced cancer.
- To provide a basis for targeted and potentially more effective symptom management strategies.
- To explore the potential for improved patient outcomes and reduced polypharmacy through cluster-based interventions.
Main Methods:
- Analysis of 25 symptoms in 922 patients with advanced cancer.
- Utilized agglomerative hierarchical cluster analysis with average linkage.
- Defined symptom clusters based on a correlation threshold of >= 0.68.
Main Results:
- Identified seven distinct symptom clusters: (1) fatigue: anorexia-cachexia; (2) neuropsychological; (3) upper gastrointestinal; (4) nausea and vomiting; (5) aerodigestive; (6) debility; (7) pain.
- Demonstrated statistically significant correlations defining these symptom groupings.
- Established a reproducible method for identifying symptom clusters in this population.
Conclusions:
- Recognition of these symptom clusters can enhance understanding of symptom pathophysiology.
- Targeted therapies for identified clusters may relieve multiple symptoms simultaneously.
- This approach holds promise for improving quality of life, reducing polypharmacy, and offering pharmacoeconomic benefits in advanced cancer care.