Skip to main content
Top
Published in: Supportive Care in Cancer 1/2012

01-01-2012 | Original Article

Cancer-related symptom clusters for symptom management in outpatients after commencing adjuvant chemotherapy, at 6 months, and 12 months

Authors: Helen M. Skerman, Patsy M. Yates, Diana Battistutta

Published in: Supportive Care in Cancer | Issue 1/2012

Login to get access

Abstract

Goals of work

The aim of this secondary data analysis was to investigate symptom clusters over time for symptom management of a patient group after commencing adjuvant chemotherapy.

Materials and methods

A prospective longitudinal study of 219 cancer outpatients conducted within 1 month of commencing chemotherapy (T1), 6 months (T2), and 12 months (T3) later. Patients' distress levels were assessed for 42 physical symptoms on a clinician-modified Rotterdam Symptom Checklist. Symptom clusters were identified in exploratory factor analyses at each time. Symptom inclusion in clusters was determined from structure coefficients. Symptoms could be associated with multiple clusters. Stability over time was determined from symptom cluster composition and the proportion of symptoms in the initial symptom clusters replicated at later times.

Main results

Fatigue and daytime sleepiness were the most prevalent distressing symptoms over time. The median number of concurrent distressing symptoms approximated 7, over time. Five consistent clusters were identified at T1, T2, and T3. An additional two clusters were identified at 12 months, possibly due to less variation in distress levels. Weakness and fatigue were each associated with two, four, and five symptom clusters at T1, T2, and T3, respectively, potentially suggesting different causal mechanisms.

Conclusion

Stability is a necessary attribute of symptom clusters, but definitional clarification is required. We propose that a core set of concurrent symptoms identifies each symptom cluster, signifying a common cause. Additional related symptoms may be included over time. Further longitudinal investigation is required to identify symptom clusters and the underlying causes.
Literature
3.
go back to reference Cooley ME, Short TH, Moriarty H (2003) Symptom prevalence, distress, and change over time in adults receiving treatment for lung cancer. Psycho-Oncol 12(7):694–708. doi:10.1002/pon.694 CrossRef Cooley ME, Short TH, Moriarty H (2003) Symptom prevalence, distress, and change over time in adults receiving treatment for lung cancer. Psycho-Oncol 12(7):694–708. doi:10.​1002/​pon.​694 CrossRef
4.
go back to reference Doorenbos A, Verbitsky N, Given B, Given C (2005) An analytic strategy for modeling multiple-item responses. Nurs Res 54(4):229–234PubMedCrossRef Doorenbos A, Verbitsky N, Given B, Given C (2005) An analytic strategy for modeling multiple-item responses. Nurs Res 54(4):229–234PubMedCrossRef
5.
go back to reference Dodd MJ, Janson S, Facione N, Faucett J, Froelicher ES, Humphreys J, Lee KA, Miaskowski C, Puntillo K, Rankin S, Taylor D (2001) Advancing the science of symptom management. J Adv Nurs 33(5):668–676PubMedCrossRef Dodd MJ, Janson S, Facione N, Faucett J, Froelicher ES, Humphreys J, Lee KA, Miaskowski C, Puntillo K, Rankin S, Taylor D (2001) Advancing the science of symptom management. J Adv Nurs 33(5):668–676PubMedCrossRef
7.
go back to reference Kim H-J, McGuire DB, Tulman L, Barsevick A (2005) Symptom clusters: concept analysis and clinical implications for cancer nursing. Cancer Nurs 28(4):270–282PubMedCrossRef Kim H-J, McGuire DB, Tulman L, Barsevick A (2005) Symptom clusters: concept analysis and clinical implications for cancer nursing. Cancer Nurs 28(4):270–282PubMedCrossRef
8.
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
9.
go back to reference Butt Z, Wagner LI, Beaumont JL, Paice JA, Strauss JL, Peterman AH, Carro G, Von Roenn JH, Shevrin JH, Cella D (2008) Longitudinal screening and management of fatigue, pain, and emotional distress associated with cancer therapy. Support Care Cancer 16(2):151–159. doi:10.1007/s00520-007-0291-2 PubMedCrossRef Butt Z, Wagner LI, Beaumont JL, Paice JA, Strauss JL, Peterman AH, Carro G, Von Roenn JH, Shevrin JH, Cella D (2008) Longitudinal screening and management of fatigue, pain, and emotional distress associated with cancer therapy. Support Care Cancer 16(2):151–159. doi:10.​1007/​s00520-007-0291-2 PubMedCrossRef
10.
go back to reference Byar K, Berger AM, Bakken S, Cetak M (2006) Impact of adjuvant breast cancer chemotherapy on fatigue, other symptoms, and quality of life. Oncol Nurs Forum 33(1):E18–E26PubMedCrossRef Byar K, Berger AM, Bakken S, Cetak M (2006) Impact of adjuvant breast cancer chemotherapy on fatigue, other symptoms, and quality of life. Oncol Nurs Forum 33(1):E18–E26PubMedCrossRef
13.
go back to reference Gleason JF Jr, Case D, Rapp SR, Ip E, Naughton M, Butler JM Jr, McMullen K, Stieber V, Saconn P, Shaw EG (2007) Symptom clusters in patients with newly-diagnosed brain tumors. J Support Oncol 5(9):427–436PubMed Gleason JF Jr, Case D, Rapp SR, Ip E, Naughton M, Butler JM Jr, McMullen K, Stieber V, Saconn P, Shaw EG (2007) Symptom clusters in patients with newly-diagnosed brain tumors. J Support Oncol 5(9):427–436PubMed
14.
go back to reference Kim E, Jahan T, Aouizerat B, Dodd M, Cooper B, Paul S, West C, Lee K, Swift P, Wara W, Miaskowski C (2009) Changes in symptom clusters in patients undergoing radiation therapy. Support Care Cancer 17(11):1383–1391. doi:10.1007/s00520-009-0595-5 PubMedCrossRef Kim E, Jahan T, Aouizerat B, Dodd M, Cooper B, Paul S, West C, Lee K, Swift P, Wara W, Miaskowski C (2009) Changes in symptom clusters in patients undergoing radiation therapy. Support Care Cancer 17(11):1383–1391. doi:10.​1007/​s00520-009-0595-5 PubMedCrossRef
17.
go back to reference Hird A, Wong J, Zhang L, Tsao M, Barnes E, Danjoux C, Chow E (2009) Exploration of symptoms clusters within cancer patients with brain metastases using the Spitzer Quality of Life index. Support Care Cancer. doi:10.1007/s00520-009-0657-8 Hird A, Wong J, Zhang L, Tsao M, Barnes E, Danjoux C, Chow E (2009) Exploration of symptoms clusters within cancer patients with brain metastases using the Spitzer Quality of Life index. Support Care Cancer. doi:10.​1007/​s00520-009-0657-8
21.
go back to reference Gift AG, Stommel M, Jablonski A, Given C (2003) A cluster of symptoms over time in patients with lung cancer. Nurs Res 52(6):393–400PubMedCrossRef Gift AG, Stommel M, Jablonski A, Given C (2003) A cluster of symptoms over time in patients with lung cancer. Nurs Res 52(6):393–400PubMedCrossRef
22.
go back to reference Wang XS, Fairclough DL, Liao Z, Komaki R, Chang JY, Mobley GM, Cleeland CS (2006) Longitudinal study of the relationship between chemoradiation therapy for non-small cell lung cancer and patient symptoms. J Clin Oncol 24(27):4485–4491. doi:10.1200/JCO.2006.07.1126 PubMedCrossRef Wang XS, Fairclough DL, Liao Z, Komaki R, Chang JY, Mobley GM, Cleeland CS (2006) Longitudinal study of the relationship between chemoradiation therapy for non-small cell lung cancer and patient symptoms. J Clin Oncol 24(27):4485–4491. doi:10.​1200/​JCO.​2006.​07.​1126 PubMedCrossRef
23.
go back to reference Tong H, Isenring E, Yates P (2009) The prevalence of nutrition impact symptoms and their relationship to quality of life and clinical outcomes in medical oncology patients. Support Care Cancer 17(1):83–90. doi:10.1007/s00520-008-0472-7 PubMedCrossRef Tong H, Isenring E, Yates P (2009) The prevalence of nutrition impact symptoms and their relationship to quality of life and clinical outcomes in medical oncology patients. Support Care Cancer 17(1):83–90. doi:10.​1007/​s00520-008-0472-7 PubMedCrossRef
24.
go back to reference Osborne J, Costello AB, Kellow JT (2008) Best practices in exploratory factor analysis. In: Osborne J (ed) Best practices in quantitative methods. Sage, Thousand Oaks, CA, pp 86–124CrossRef Osborne J, Costello AB, Kellow JT (2008) Best practices in exploratory factor analysis. In: Osborne J (ed) Best practices in quantitative methods. Sage, Thousand Oaks, CA, pp 86–124CrossRef
26.
go back to reference Hadi S, Zhang L, Hird A, de Sa E, Chow E (2008) Validation of symptom clusters in patients with metastatic bone pain. Curr Oncol 15(5):211–218PubMed Hadi S, Zhang L, Hird A, de Sa E, Chow E (2008) Validation of symptom clusters in patients with metastatic bone pain. Curr Oncol 15(5):211–218PubMed
27.
go back to reference Pett MA, Lackey NR, Sullivan JJ (2003) Making sense of factor analysis: the use of factor analysis for instrument development in health care. Sage, Thousand Oaks, CA Pett MA, Lackey NR, Sullivan JJ (2003) Making sense of factor analysis: the use of factor analysis for instrument development in health care. Sage, Thousand Oaks, CA
28.
go back to reference Cattell RB (1966) The scree test for the number of factors. Multivariate Behav Res 1:245–276CrossRef Cattell RB (1966) The scree test for the number of factors. Multivariate Behav Res 1:245–276CrossRef
29.
go back to reference Zwick WR, Velicer WF (1986) Comparison of five rules for determining the number of components to retain. Psychol Bull 99(3):432–442CrossRef Zwick WR, Velicer WF (1986) Comparison of five rules for determining the number of components to retain. Psychol Bull 99(3):432–442CrossRef
30.
go back to reference O'Connor BP (2000) SPSS, SAS, and MATLAB programs for determining the number of components using parallel analysis and Velicer's map test. Behav Res Meth Instrum Comput 32(3):396–402CrossRef O'Connor BP (2000) SPSS, SAS, and MATLAB programs for determining the number of components using parallel analysis and Velicer's map test. Behav Res Meth Instrum Comput 32(3):396–402CrossRef
31.
go back to reference Thurstone LL (1947) Multiple factor analysis, 2nd edn. University of Chicago Press, Chicago Thurstone LL (1947) Multiple factor analysis, 2nd edn. University of Chicago Press, Chicago
32.
go back to reference Hogarty KY, Hines CV, Kromrey JD, Ferron JM, Mumford KR (2005) The quality of factor solutions in exploratory factor analysis: the influence of sample size, communality, and overdetermination. Educ Psychol Meas 65(2):202–226. doi:10.1177/0013164404267287 CrossRef Hogarty KY, Hines CV, Kromrey JD, Ferron JM, Mumford KR (2005) The quality of factor solutions in exploratory factor analysis: the influence of sample size, communality, and overdetermination. Educ Psychol Meas 65(2):202–226. doi:10.​1177/​0013164404267287​ CrossRef
33.
go back to reference Bandalos DL, Finney SF (2010) Factor analysis: exploratory and confirmatory. In: Hancock GR, Mueller RO (eds) The reviewer's guide to quantitative methods in the social sciences (electronic resource). Routledge, Hoboken, pp 93–114 Bandalos DL, Finney SF (2010) Factor analysis: exploratory and confirmatory. In: Hancock GR, Mueller RO (eds) The reviewer's guide to quantitative methods in the social sciences (electronic resource). Routledge, Hoboken, pp 93–114
35.
go back to reference Ivanova MO, Ionova TI, Kalyadina SA, Uspenskaya OS, Kishtovich AV, Hong Guo MS, Mendoza TR, Novik A, Cleeland CS, Wang XS (2005) Cancer-related symptom assessment in Russia: validation and utility of the Russian M. D. Anderson Symptom Inventory. J Pain Symptom Manage 30(5):443–453. doi:10.1016/j.jpainsymman.2005.04.015 PubMedCrossRef Ivanova MO, Ionova TI, Kalyadina SA, Uspenskaya OS, Kishtovich AV, Hong Guo MS, Mendoza TR, Novik A, Cleeland CS, Wang XS (2005) Cancer-related symptom assessment in Russia: validation and utility of the Russian M. D. Anderson Symptom Inventory. J Pain Symptom Manage 30(5):443–453. doi:10.​1016/​j.​jpainsymman.​2005.​04.​015 PubMedCrossRef
37.
go back to reference Lenz ER, Pugh LC, Milligan RA, Gift A, Suppe F (1997) The middle-range theory of unpleasant symptoms: an update. Adv Nurs Sci 19(3):14–27 Lenz ER, Pugh LC, Milligan RA, Gift A, Suppe F (1997) The middle-range theory of unpleasant symptoms: an update. Adv Nurs Sci 19(3):14–27
38.
go back to reference Matsuda T, Takayama T, Tashiro M, Nakamura Y, Ohashi Y, Shimozuma K (2005) Mild cognitive impairment after adjuvant chemotherapy in breast cancer patients—evaluation of appropriate research design and methodology to measure symptoms. Breast Cancer 12(4):279–287PubMedCrossRef Matsuda T, Takayama T, Tashiro M, Nakamura Y, Ohashi Y, Shimozuma K (2005) Mild cognitive impairment after adjuvant chemotherapy in breast cancer patients—evaluation of appropriate research design and methodology to measure symptoms. Breast Cancer 12(4):279–287PubMedCrossRef
Metadata
Title
Cancer-related symptom clusters for symptom management in outpatients after commencing adjuvant chemotherapy, at 6 months, and 12 months
Authors
Helen M. Skerman
Patsy M. Yates
Diana Battistutta
Publication date
01-01-2012
Publisher
Springer-Verlag
Published in
Supportive Care in Cancer / Issue 1/2012
Print ISSN: 0941-4355
Electronic ISSN: 1433-7339
DOI
https://doi.org/10.1007/s00520-010-1070-z

Other articles of this Issue 1/2012

Supportive Care in Cancer 1/2012 Go to the issue
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