Skip to main content
Top
Published in: Supportive Care in Cancer 8/2006

01-08-2006 | Original Article

Symptom clustering in advanced cancer

Authors: Declan Walsh, Lisa Rybicki

Published in: Supportive Care in Cancer | Issue 8/2006

Login to get access

Abstract

A major goal of palliative medicine is to control symptoms that interfere with quality of life. Identification of symptoms that occur together (cluster) may aid in symptom management, resulting in greater therapeutic benefit to the patient. An analysis of 25 symptoms from 922 patients with advanced cancer was undertaken to determine if symptom clusters could be identified. Cluster analysis was done using an agglomerative hierarchical method with average linkage; the absolute value of the correlation between pairs of symptoms was used as the measure of similarity. A correlation of ≥0.68 was used to define the final clusters. Seven clusters were identified: (1) fatigue: anorexia–cachexia; (2) neuropsychological; (3) upper gastrointestinal; (4) nausea and vomiting; (5) aerodigestive; (6) debility; (7) pain. Recognition of symptom clusters should help understand symptom pathophysiology and target therapies that perhaps can be used to relieve multiple symptoms in that cluster. This could result in improved quality of life for patients with advanced cancer and perhaps reduce polypharmacy, lessen drug side effects, and have pharmacoeconomic benefits.
Literature
1.
go back to reference Curtis EB, Krech R, Walsh TD (1991) Common symptoms in patients with advanced cancer. J Palliat Care 7(2):25–29PubMed Curtis EB, Krech R, Walsh TD (1991) Common symptoms in patients with advanced cancer. J Palliat Care 7(2):25–29PubMed
2.
go back to reference Donnelly S, Walsh TD, Rybicki L (2000) The symptoms of advanced cancer: relationship to age, gender, and performance status in 1,000 patients. Support Care Cancer 8(3):175–179CrossRefPubMed Donnelly S, Walsh TD, Rybicki L (2000) The symptoms of advanced cancer: relationship to age, gender, and performance status in 1,000 patients. Support Care Cancer 8(3):175–179CrossRefPubMed
3.
go back to reference Walsh D, Donnelly S, Rybicki L, Nelson K (2002) Symptoms and prognosis in advanced cancer. Support Care Cancer 10(38):5–8 Walsh D, Donnelly S, Rybicki L, Nelson K (2002) Symptoms and prognosis in advanced cancer. Support Care Cancer 10(38):5–8
4.
go back to reference Miaskowski C, Dodd M, Lee C (2004) Symptom clusters: the new frontier in symptom management research. J Natl Cancer Inst Monogr 32:17–21CrossRefPubMed Miaskowski C, Dodd M, Lee C (2004) Symptom clusters: the new frontier in symptom management research. J Natl Cancer Inst Monogr 32:17–21CrossRefPubMed
5.
go back to reference Simel DL (2004) Approach to the patient: history and physical examination. In: Goldman A (ed) Cecil textbook of medicine, 2nd edn. Saunders, Philadelphia, PA, pp 18–23 Simel DL (2004) Approach to the patient: history and physical examination. In: Goldman A (ed) Cecil textbook of medicine, 2nd edn. Saunders, Philadelphia, PA, pp 18–23
6.
go back to reference Johnson RA, Wichern DW (eds) (1982) Applied multivariate statistical analysis. Prentice Hall, New Jersey Johnson RA, Wichern DW (eds) (1982) Applied multivariate statistical analysis. Prentice Hall, New Jersey
7.
go back to reference Kuiper FK, Fisher LA (1975) Monte Carlo comparison of six clustering procedures. Biometrics 31:777–783CrossRef Kuiper FK, Fisher LA (1975) Monte Carlo comparison of six clustering procedures. Biometrics 31:777–783CrossRef
8.
go back to reference Wieser HG (1983) In: Fischer G (ed) Electrical feature of the psychomotor seizure. Stuttgart and Butterworths, London Wieser HG (1983) In: Fischer G (ed) Electrical feature of the psychomotor seizure. Stuttgart and Butterworths, London
9.
go back to reference Bruera E, Chadwick S, Fox R et al (1987) Study of cardiovascular autonomic insufficiency in advanced cancer patients. Cancer Treat Rep 70:1383–1387 Bruera E, Chadwick S, Fox R et al (1987) Study of cardiovascular autonomic insufficiency in advanced cancer patients. Cancer Treat Rep 70:1383–1387
10.
go back to reference Komurcu S, Nelson K, Walsh D (2000) The gastrointestinal symptoms of advanced cancer. Support Care Cancer 9:32–39CrossRef Komurcu S, Nelson K, Walsh D (2000) The gastrointestinal symptoms of advanced cancer. Support Care Cancer 9:32–39CrossRef
11.
go back to reference Komurcu S, Nelson K, Walsh D, Donnelly S, Abdullah O, Homsi J (2000) Common symptoms in advanced cancer. Semin Oncol 27(1):24–33PubMed Komurcu S, Nelson K, Walsh D, Donnelly S, Abdullah O, Homsi J (2000) Common symptoms in advanced cancer. Semin Oncol 27(1):24–33PubMed
12.
go back to reference Nelson KA, Walsh TD (1993) Metoclopramide in anorexia caused by cancer-associated dyspepsia syndrome (CADS). J Palliat Care 9(2):14–18PubMed Nelson KA, Walsh TD (1993) Metoclopramide in anorexia caused by cancer-associated dyspepsia syndrome (CADS). J Palliat Care 9(2):14–18PubMed
13.
go back to reference Nelson KA, Walsh T, Sheehan FG, O’Donovan PB (1993) Assessment of upper gastrointestinal motility in the cancer-associated dyspepsia syndrome. J Palliat Care 9(1):27–31PubMed Nelson KA, Walsh T, Sheehan FG, O’Donovan PB (1993) Assessment of upper gastrointestinal motility in the cancer-associated dyspepsia syndrome. J Palliat Care 9(1):27–31PubMed
14.
go back to reference Walsh D (1997) Symptom control in advanced cancer. Proc Am Soc Clin Oncol 295–302 Walsh D (1997) Symptom control in advanced cancer. Proc Am Soc Clin Oncol 295–302
15.
go back to reference Homsi J, Walsh D, Nelson K, LeGrand S, Davis M (2000) Hydrocodone for cough in advanced cancer. Am J Hosp Palliat Care 17(5):342–346PubMedCrossRef Homsi J, Walsh D, Nelson K, LeGrand S, Davis M (2000) Hydrocodone for cough in advanced cancer. Am J Hosp Palliat Care 17(5):342–346PubMedCrossRef
16.
go back to reference Fleishman SB (2004) Treatment of symptom clusters: pain depression and fatigue. J Natl Cancer Inst Monogr 32:119–123CrossRefPubMed Fleishman SB (2004) Treatment of symptom clusters: pain depression and fatigue. J Natl Cancer Inst Monogr 32:119–123CrossRefPubMed
17.
go back to reference Kotagal P, Luders HO, Williams G, Nichols TR, McPherson J (1995) Psychomotor seizures of temporal lobe onset: analysis of symptom clusters and sequences. Epilepsy Res 20:49–67CrossRefPubMed Kotagal P, Luders HO, Williams G, Nichols TR, McPherson J (1995) Psychomotor seizures of temporal lobe onset: analysis of symptom clusters and sequences. Epilepsy Res 20:49–67CrossRefPubMed
18.
go back to reference Nagel GC, Schmidt S, Strauss BM, Katenkamp D (2001) Quality of life in breast cancer patients: a cluster analytic approach. Breast Cancer Res Treat 68:75–87CrossRefPubMed Nagel GC, Schmidt S, Strauss BM, Katenkamp D (2001) Quality of life in breast cancer patients: a cluster analytic approach. Breast Cancer Res Treat 68:75–87CrossRefPubMed
19.
go back to reference Hack TF, Degner LF (1999) Coping with breast cancer: a cluster analytic approach. Breast Cancer Res Treat 54:185–194CrossRefPubMed Hack TF, Degner LF (1999) Coping with breast cancer: a cluster analytic approach. Breast Cancer Res Treat 54:185–194CrossRefPubMed
20.
go back to reference Dodd MJ, Miaskowski C, Paul SM (2001) Symptom clusters and their effect on the functional status of patients with cancer. Oncol Nurs Forum 28(3):465–470PubMed Dodd MJ, Miaskowski C, Paul SM (2001) Symptom clusters and their effect on the functional status of patients with cancer. Oncol Nurs Forum 28(3):465–470PubMed
21.
go back to reference Cleeland CS, Mendoza TR, Wang XS, Chou C, Harle MT, Morrissey M, Engstrom MC (2000) Assessing symptom distress in cancer patients. Cancer 89:1634–1646CrossRefPubMed Cleeland CS, Mendoza TR, Wang XS, Chou C, Harle MT, Morrissey M, Engstrom MC (2000) Assessing symptom distress in cancer patients. Cancer 89:1634–1646CrossRefPubMed
22.
go back to reference Donnelly S, Walsh D (1995) The symptoms of advanced cancer. Semin Oncol 22(2):67–72PubMed Donnelly S, Walsh D (1995) The symptoms of advanced cancer. Semin Oncol 22(2):67–72PubMed
23.
go back to reference Donnelly S, Walsh TD (1995) The symptoms of advanced cancer in 1000 patients: identification of clinical priorities by assessment of prevalence and severity. J Palliat Care 11(1):27–32PubMed Donnelly S, Walsh TD (1995) The symptoms of advanced cancer in 1000 patients: identification of clinical priorities by assessment of prevalence and severity. J Palliat Care 11(1):27–32PubMed
24.
go back to reference Hammer J, Howell S, Bytzer P, Horowitz M, Talley NJ (2003) Symptom clustering in subjects with and without diabetes mellitus: a population-based study of 15,000 Australian adults. Am J Gastroenterol 98(2):391–398PubMed Hammer J, Howell S, Bytzer P, Horowitz M, Talley NJ (2003) Symptom clustering in subjects with and without diabetes mellitus: a population-based study of 15,000 Australian adults. Am J Gastroenterol 98(2):391–398PubMed
Metadata
Title
Symptom clustering in advanced cancer
Authors
Declan Walsh
Lisa Rybicki
Publication date
01-08-2006
Publisher
Springer-Verlag
Published in
Supportive Care in Cancer / Issue 8/2006
Print ISSN: 0941-4355
Electronic ISSN: 1433-7339
DOI
https://doi.org/10.1007/s00520-005-0899-z

Other articles of this Issue 8/2006

Supportive Care in Cancer 8/2006 Go to the issue

Short Communication

Risk of mistaken DNR orders

Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine