TY - JOUR
T1 - Conceptualizing problems with symptoms, function, health behavior, health-seeking skills, and financial strain in breast cancer survivors using hierarchical clustering
AU - Liu, X
AU - Chen, Y
AU - Cheng, Andy S.K.
AU - Zeng, Yingchun
AU - Ullah, S
AU - Feuerstein, M
N1 - Funding Information:
This study was funded by the Hunan Provincial Health Commission (grant numbers 2020SK51101, 2020SK51104) and the Science and Technology Bureau of Changsha (grant number kq1901081).
Publisher Copyright:
© 2021, The Author(s).
PY - 2021/6/9
Y1 - 2021/6/9
N2 - Purpose: Determine whether a diverse set of problems experienced by breast cancer survivors (BCS) following curative treatment can be formulated into a reduced number of clusters, potentially simplifying the conceptualization of these problems. Method: Female BCS were recruited from four cancer hospitals in China. The Chinese translation of the Cancer Survivor Profile (CSPro) was used to measure 18 common problem areas, as supported by epidemiological and phenomenological research. The Functional Assessment of Cancer Therapy–Breast (FACT-B) was used to measure quality of life, as a validation of any observed groupings. Hierarchical clustering using multiple distance criteria and aggregation methods to detect patterns of problems was used. Results: A total of 1008 BCS (mean 46.51 years old) living in both urban and rural areas were investigated. Hierarchical cluster analysis identified two major clusters of problems. One set was classified as “functional limitations,” while the other cluster was labeled “multi-problems.” Those who fell into the multi-problem cluster experienced poorer quality of life. Conclusion: Eighteen non-medical problems were broken down into two major clusters: (1) limitations in higher level functions required of daily life and (2) limitations in health care–seeking skills, problems with certain symptoms, unhealthy behaviors, and financial problems related to cancer. The breakdown of problem areas into these two clusters may help identify common mechanisms. Implications for Cancer Survivors: In the future, the search for common clusters and the mechanisms for the many problems that breast cancer survivors and other cancer survivors can experience following primary treatment may improve how we help manage these problems in the future.
AB - Purpose: Determine whether a diverse set of problems experienced by breast cancer survivors (BCS) following curative treatment can be formulated into a reduced number of clusters, potentially simplifying the conceptualization of these problems. Method: Female BCS were recruited from four cancer hospitals in China. The Chinese translation of the Cancer Survivor Profile (CSPro) was used to measure 18 common problem areas, as supported by epidemiological and phenomenological research. The Functional Assessment of Cancer Therapy–Breast (FACT-B) was used to measure quality of life, as a validation of any observed groupings. Hierarchical clustering using multiple distance criteria and aggregation methods to detect patterns of problems was used. Results: A total of 1008 BCS (mean 46.51 years old) living in both urban and rural areas were investigated. Hierarchical cluster analysis identified two major clusters of problems. One set was classified as “functional limitations,” while the other cluster was labeled “multi-problems.” Those who fell into the multi-problem cluster experienced poorer quality of life. Conclusion: Eighteen non-medical problems were broken down into two major clusters: (1) limitations in higher level functions required of daily life and (2) limitations in health care–seeking skills, problems with certain symptoms, unhealthy behaviors, and financial problems related to cancer. The breakdown of problem areas into these two clusters may help identify common mechanisms. Implications for Cancer Survivors: In the future, the search for common clusters and the mechanisms for the many problems that breast cancer survivors and other cancer survivors can experience following primary treatment may improve how we help manage these problems in the future.
KW - Breast cancer survivors
KW - Economic burden
KW - Functional limitations
KW - Health-seeking skills
KW - Hierarchical cluster analysis
KW - Symptom burden
UR - http://www.scopus.com/inward/record.url?scp=85107484109&partnerID=8YFLogxK
U2 - 10.1007/s11764-021-01068-w
DO - 10.1007/s11764-021-01068-w
M3 - Journal article
SN - 1932-2259
JO - Journal of Cancer Survivorship
JF - Journal of Cancer Survivorship
ER -