Evidence map›Paper›PMID 40019719›Full record

ArticleJournal of cancer survivorship : research and practice2026

Structural equation modeling to explore putative causal factors for chronic fatigue in childhood cancer survivors: a DCCSS LATER study.

Adriaan Penson, Ioan Gabriel Bucur, Iris Walraven, Martha A Grootenhuis, Heleen Maurice-Stam, Margriet van der Heiden-van der Loo, Helena J H van der Pal, Andrica C H de Vries, Dorine Bresters, Marry M van den Heuvel-Eibrink and 11 more

Abstract read
In one paragraph

Article in Journal of cancer survivorship : research and practice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

21 authors.

Adriaan PensonCenter of Expertise for Cancer Survivorship, Department of Hematology, Radboud University Medical Center, Nijmegen, The Netherlands. adriaan.penson@radboudumc.nl.
Ioan Gabriel BucurDepartment of Data Science, Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands.
Iris WalravenDepartment for Health Evidence, Radboud University Medical Center, Nijmegen, The Netherlands.
Martha A GrootenhuisPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Heleen Maurice-StamPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Margriet van der Heiden-van der LooPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Helena J H van der PalPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Andrica C H de VriesPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Dorine BrestersPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Marry M van den Heuvel-EibrinkPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Sebastian NeggersPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Birgitta A B VersluysPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Marloes LouwerensDepartment of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands.
Saskia M F PluijmPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Nicole M A BlijlevensCenter of Expertise for Cancer Survivorship, Department of Hematology, Radboud University Medical Center, Nijmegen, The Netherlands.
Eline van Dulmen-den BroederDepartment of Pediatric Oncology/Hematology, Amsterdam University Medical Center, Amsterdam, The Netherlands.
Leontien C M KremerPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Tom HeskesDepartment of Data Science, Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands.
Jacqueline LoonenCenter of Expertise for Cancer Survivorship, Department of Hematology, Radboud University Medical Center, Nijmegen, The Netherlands.
Hans KnoopDepartment of Medical Psychology, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands.
Dutch LATER study group

Funding

KIKA/ODAS grant 171 DCOG LATER ProgramKWF Kankerbestrijding grant KUN 2014-6985
6 · The paper itself

Abstract

purposeTo explore putative causal relations for chronic fatigue (CF) in childhood cancer survivors (CCS) using structural equation modeling (SEM).

methodsInterrelationships 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).

results1927 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%).

conclusionThis 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.

Indexed as

Cancer SurvivorsFatigueNeoplasmsAdultChildChronic DiseaseFemaleHumansLatent Class AnalysisMaleCancer survivorsCausalityChildhood cancerEtiology fatigueSurvivorship

Identifiers

PMID40019719
PMCPMC13375848

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.