TY - JOUR
T1 - Structural equation modeling to explore putative causal factors for chronic fatigue in childhood cancer survivors
T2 - a DCCSS LATER study
AU - on behalf of the Dutch LATER study group
AU - Penson, Adriaan
AU - Bucur, Ioan Gabriel
AU - Walraven, Iris
AU - Grootenhuis, Martha A.
AU - Maurice-Stam, Heleen
AU - van der Heiden-van der Loo, Margriet
AU - van der Pal, Helena J.H.
AU - de Vries, Andrica C.H.
AU - Bresters, Dorine
AU - van den Heuvel-Eibrink, Marry M.
AU - Neggers, Sebastian
AU - Versluys, Birgitta A.B.
AU - Louwerens, Marloes
AU - Pluijm, Saskia M.F.
AU - Blijlevens, Nicole M.A.
AU - van Dulmen-den Broeder, Eline
AU - Kremer, Leontien C.M.
AU - Heskes, Tom
AU - Loonen, Jacqueline
AU - Knoop, Hans
N1 - Publisher Copyright:
© The Author(s) 2025.
PY - 2025
Y1 - 2025
N2 - Purpose: To explore putative causal relations for chronic fatigue (CF) in childhood cancer survivors (CCS) using structural equation modeling (SEM). Methods: Interrelationships between factors that were previously associated with CF and their causal relation with CF were investigated using SEM and causal discovery methodology. A bootstrap method was used to ascertain how robust each finding was, presenting the percentage of times that each discovered edge was found in 1000 bootstrap samples as a measure of confidence (with > 50% needed to be confident in a found edge). Results: 1927 CCS (51.7% male) with a mean age of 35 years (SD 9) participated in the study (23.6% reported CF). Results indicated that sex had a putative causal effect on CF (bootstrap confidence 81%), while CF was causally linked to helplessness, physical activity, pain, BMI, and sleep problems (bootstrap confidence 82%, 78%, 78%, 51%, and 51%, respectively). The relation between CF and depression was found to be two-way (bootstrap confidence 68%), indicating a reciprocal relation or the presence of a latent confounder. The same applied to the relations between CF and anxiety, self-esteem, and social functioning, but this could not be confirmed with high confidence (bootstrap confidence < 50%). Conclusion: This study provides insight into the complex etiology of CF and could give guidance in the development of appropriate prevention and/or intervention strategies for CF in CCS. Implications for Cancer Survivors: Results show the consequences of having CF and could help to understand the impact it has on daily life.
AB - Purpose: To explore putative causal relations for chronic fatigue (CF) in childhood cancer survivors (CCS) using structural equation modeling (SEM). Methods: Interrelationships between factors that were previously associated with CF and their causal relation with CF were investigated using SEM and causal discovery methodology. A bootstrap method was used to ascertain how robust each finding was, presenting the percentage of times that each discovered edge was found in 1000 bootstrap samples as a measure of confidence (with > 50% needed to be confident in a found edge). Results: 1927 CCS (51.7% male) with a mean age of 35 years (SD 9) participated in the study (23.6% reported CF). Results indicated that sex had a putative causal effect on CF (bootstrap confidence 81%), while CF was causally linked to helplessness, physical activity, pain, BMI, and sleep problems (bootstrap confidence 82%, 78%, 78%, 51%, and 51%, respectively). The relation between CF and depression was found to be two-way (bootstrap confidence 68%), indicating a reciprocal relation or the presence of a latent confounder. The same applied to the relations between CF and anxiety, self-esteem, and social functioning, but this could not be confirmed with high confidence (bootstrap confidence < 50%). Conclusion: This study provides insight into the complex etiology of CF and could give guidance in the development of appropriate prevention and/or intervention strategies for CF in CCS. Implications for Cancer Survivors: Results show the consequences of having CF and could help to understand the impact it has on daily life.
KW - Cancer survivors
KW - Causality
KW - Childhood cancer
KW - Etiology fatigue
KW - Survivorship
UR - https://www.scopus.com/pages/publications/85219058321
UR - https://www.mendeley.com/catalogue/7af4f7b9-46f2-3be5-9639-a98a168fc401/
U2 - 10.1007/s11764-024-01738-5
DO - 10.1007/s11764-024-01738-5
M3 - Article
AN - SCOPUS:85219058321
SN - 1932-2259
JO - Journal of Cancer Survivorship
JF - Journal of Cancer Survivorship
ER -