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Published in: Supportive Care in Cancer 12/2021

01-12-2021 | Pediatric Cancer | Original Article

Self-reported late effect symptom clusters among young pediatric cancer survivors

Authors: Rebecca Williamson Lewis, Karen E. Effinger, Karen Wasilewski-Masker, Ann Mertens, Canhua Xiao

Published in: Supportive Care in Cancer | Issue 12/2021

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Abstract

Purpose

Most survivors of childhood cancer experience subsequent chronic conditions but little is known about concurrent symptoms. This study seeks to identify late effect symptom clusters among young pediatric cancer survivors.

Methods

Survivors ≥ 18 or parents of survivors < 18 years enrolled in an institutional cohort study indicated (yes/no) if they experienced certain symptoms after treatment. The sample was randomly divided in half for exploratory factor analyses to identify symptom clusters followed by confirmatory factor analyses. Symptoms with ≥ 10% prevalence were included. Cluster structure generalizability across subgroups was examined using congruence coefficients.

Results

The sample included 579 survivors (74% non-Hispanic white, 45% leukemia, 12.8 ± 4.5 years at survey, 5.9 ± 3.5 years since therapy). Respondents averaged three symptoms. Three clusters were identified: (1) gastrointestinal: abdominal pain, diarrhea, constipation, nausea, vomiting (Cronbach’s α = 0.74); (2) psychological: depression, anxiety, memory problems, anger management problems, sleep problems (α = 0.71); and (3) neurologic: problems walking, numbness/tingling, fatigue, back pain, chronic pain, weakness/inability to move legs (α = 0.71). Confirmatory factor analysis confirmed the three-cluster structure (standardized root mean square residual: 0.09; parsimonious goodness of fit: 0.96; Bentler-Bonett normed fit index: 0.95). The gastrointestinal and psychological clusters were generalizable across most subgroups while the neurologic cluster varied across age and race/ethnicity subgroups.

Conclusion

Three distinct late effect symptom clusters were identified in young childhood cancer survivors with gastrointestinal and psychological clusters remaining relatively stable across subgroups. Future studies should focus on the characteristics of patients who experience these symptoms, especially those with high symptom burden, and the synergistic impact on quality of life.
Literature
1.
go back to reference Howlader N, Noone A, Krapcho M, Miller D, Brest A, Yu M, Ruhl J, Tatalovich Z, Mariotto A, Lewis D, Chen H, Feuer E, Cronin K (April 2020) SEER Cancer Statistics Review, 1975–2017. National Cancer Institute. https://seer.cancer.gov/csr/1975_2017/, based on November 2019 SEER data submission Howlader N, Noone A, Krapcho M, Miller D, Brest A, Yu M, Ruhl J, Tatalovich Z, Mariotto A, Lewis D, Chen H, Feuer E, Cronin K (April 2020) SEER Cancer Statistics Review, 1975–2017. National Cancer Institute. https://​seer.​cancer.​gov/​csr/​1975_​2017/​, based on November 2019 SEER data submission
2.
go back to reference Oeffinger KC, Mertens AC, Sklar CA, Kawashima T, Hudson MM, Meadows AT, Friedman DL, Marina N, Hobbie W, Kadan-Lottick NS, Schwartz CL, Leisenring W, Robison LL, Childhood Cancer Survivor S (2006) Chronic health conditions in adult survivors of childhood cancer. N Engl J Med 355(15):1572–1582. https://doi.org/10.1056/NEJMsa060185CrossRefPubMed Oeffinger KC, Mertens AC, Sklar CA, Kawashima T, Hudson MM, Meadows AT, Friedman DL, Marina N, Hobbie W, Kadan-Lottick NS, Schwartz CL, Leisenring W, Robison LL, Childhood Cancer Survivor S (2006) Chronic health conditions in adult survivors of childhood cancer. N Engl J Med 355(15):1572–1582. https://​doi.​org/​10.​1056/​NEJMsa060185CrossRefPubMed
4.
go back to reference Bhakta N, Liu Q, Ness KK, Baassiri M, Eissa H, Yeo F, Chemaitilly W, Ehrhardt MJ, Bass J, Bishop MW, Shelton K, Lu L, Huang S, Li Z, Caron E, Lanctot J, Howell C, Folse T, Joshi V, Green DM, Mulrooney DA, Armstrong GT, Krull KR, Brinkman TM, Khan RB, Srivastava DK, Hudson MM, Yasui Y, Robison LL (2017) The cumulative burden of surviving childhood cancer: an initial report from the St Jude Lifetime Cohort Study (SJLIFE). Lancet 390(10112):2569–2582. https://doi.org/10.1016/S0140-6736(17)31610-0CrossRefPubMedPubMedCentral Bhakta N, Liu Q, Ness KK, Baassiri M, Eissa H, Yeo F, Chemaitilly W, Ehrhardt MJ, Bass J, Bishop MW, Shelton K, Lu L, Huang S, Li Z, Caron E, Lanctot J, Howell C, Folse T, Joshi V, Green DM, Mulrooney DA, Armstrong GT, Krull KR, Brinkman TM, Khan RB, Srivastava DK, Hudson MM, Yasui Y, Robison LL (2017) The cumulative burden of surviving childhood cancer: an initial report from the St Jude Lifetime Cohort Study (SJLIFE). Lancet 390(10112):2569–2582. https://​doi.​org/​10.​1016/​S0140-6736(17)31610-0CrossRefPubMedPubMedCentral
10.
go back to reference Atay S (2011) Symptom characteristics and clustering in children and adolescents undergoing or being off cancer chemotherapy. J BUON 16(4):751–758PubMed Atay S (2011) Symptom characteristics and clustering in children and adolescents undergoing or being off cancer chemotherapy. J BUON 16(4):751–758PubMed
15.
go back to reference George SA, Williamson Lewis R, McKenzie L, Cherven B, Patterson BC, Effinger KE, Mertens AC, Meacham LR (2019) Assessment of ovarian function in adolescents and young adults after childhood cancer treatment-How accurate are young adult/parent proxy-reported outcomes? Pediatr Blood Cancer 66(12):e27981. https://doi.org/10.1002/pbc.27981CrossRefPubMed George SA, Williamson Lewis R, McKenzie L, Cherven B, Patterson BC, Effinger KE, Mertens AC, Meacham LR (2019) Assessment of ovarian function in adolescents and young adults after childhood cancer treatment-How accurate are young adult/parent proxy-reported outcomes? Pediatr Blood Cancer 66(12):e27981. https://​doi.​org/​10.​1002/​pbc.​27981CrossRefPubMed
21.
go back to reference Cattell R (1966) the screen test for the number of factors. Multivar Behav Res 1:245–276CrossRef Cattell R (1966) the screen test for the number of factors. Multivar Behav Res 1:245–276CrossRef
22.
go back to reference Kaiser H (1960) The application of electronic computers to factor analysis. Educ Psychol Measur 20:141–151CrossRef Kaiser H (1960) The application of electronic computers to factor analysis. Educ Psychol Measur 20:141–151CrossRef
24.
go back to reference Fabrigar L, Wegener D, MacCallum R, Strahan E (1999) Evaluating the use of exploratory factor analysis in psychological research. Psychol Methods 4(3):272–299CrossRef Fabrigar L, Wegener D, MacCallum R, Strahan E (1999) Evaluating the use of exploratory factor analysis in psychological research. Psychol Methods 4(3):272–299CrossRef
25.
go back to reference Velicer W, Peacock A, Jackson D (1982) A comparison of factor patterns: a Monte Carlo approach. Multivar Behav Res 17:371–388CrossRef Velicer W, Peacock A, Jackson D (1982) A comparison of factor patterns: a Monte Carlo approach. Multivar Behav Res 17:371–388CrossRef
26.
go back to reference Wood J, Tataryn D, Gorsuch R (1996) Effects of under- and overextraction on principal axis factor analysis with varimax rotation. Psychol Methods 1(4):354–365CrossRef Wood J, Tataryn D, Gorsuch R (1996) Effects of under- and overextraction on principal axis factor analysis with varimax rotation. Psychol Methods 1(4):354–365CrossRef
27.
go back to reference Yates A (1987) Multivariate exploratory data analysis: a perspective on exploratory factor analysis. State University of New York Press, Albany Yates A (1987) Multivariate exploratory data analysis: a perspective on exploratory factor analysis. State University of New York Press, Albany
28.
go back to reference O'Rourke N, Hatcher L (2013) A step-by-step approach to using SAS® for factor analysis and structural equation modeling O'Rourke N, Hatcher L (2013) A step-by-step approach to using SAS® for factor analysis and structural equation modeling
30.
go back to reference Miaskowski C, Barsevick A, Berger A, Casagrande R, Grady PA, Jacobsen P, Kutner J, Patrick D, Zimmerman L, Xiao C, Matocha M, Marden S (2017) Advancing symptom science through symptom cluster research: expert panel proceedings and recommendations. J Natl Cancer Inst 109(4). https://doi.org/10.1093/jnci/djw253 Miaskowski C, Barsevick A, Berger A, Casagrande R, Grady PA, Jacobsen P, Kutner J, Patrick D, Zimmerman L, Xiao C, Matocha M, Marden S (2017) Advancing symptom science through symptom cluster research: expert panel proceedings and recommendations. J Natl Cancer Inst 109(4). https://​doi.​org/​10.​1093/​jnci/​djw253
36.
go back to reference Dodd M, Miaskowski C, Lee K (2004) Occurence of symptom clusters. J Natl Cancer Inst Monogr 32:76–78CrossRef Dodd M, Miaskowski C, Lee K (2004) Occurence of symptom clusters. J Natl Cancer Inst Monogr 32:76–78CrossRef
37.
go back to reference Doong SH, Dhruva A, Dunn LB, West C, Paul SM, Cooper BA, Elboim C, Abrams G, Merriman JD, Langford DJ, Leutwyler H, Baggott C, Kober K, Aouizerat BE, Miaskowski C (2015) Associations between cytokine genes and a symptom cluster of pain, fatigue, sleep disturbance, and depression in patients prior to breast cancer surgery. Biol Res Nurs 17(3):237–247. https://doi.org/10.1177/1099800414550394CrossRefPubMed Doong SH, Dhruva A, Dunn LB, West C, Paul SM, Cooper BA, Elboim C, Abrams G, Merriman JD, Langford DJ, Leutwyler H, Baggott C, Kober K, Aouizerat BE, Miaskowski C (2015) Associations between cytokine genes and a symptom cluster of pain, fatigue, sleep disturbance, and depression in patients prior to breast cancer surgery. Biol Res Nurs 17(3):237–247. https://​doi.​org/​10.​1177/​1099800414550394​CrossRefPubMed
39.
go back to reference Mora E, Smith EM, Donohoe C, Hertz DL (2016) Vincristine-induced peripheral neuropathy in pediatric cancer patients. Am J Cancer Res 6(11):2416–2430PubMedPubMedCentral Mora E, Smith EM, Donohoe C, Hertz DL (2016) Vincristine-induced peripheral neuropathy in pediatric cancer patients. Am J Cancer Res 6(11):2416–2430PubMedPubMedCentral
Metadata
Title
Self-reported late effect symptom clusters among young pediatric cancer survivors
Authors
Rebecca Williamson Lewis
Karen E. Effinger
Karen Wasilewski-Masker
Ann Mertens
Canhua Xiao
Publication date
01-12-2021
Publisher
Springer Berlin Heidelberg
Published in
Supportive Care in Cancer / Issue 12/2021
Print ISSN: 0941-4355
Electronic ISSN: 1433-7339
DOI
https://doi.org/10.1007/s00520-021-06332-4

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