Evidence map›Paper›PMID 41340862›Full record

ArticleEClinicalMedicine2025

Symptom burden, healthcare utilization, and risky behaviors in survivors of the childhood cancer survivor study (CCSS): an observation cohort study.

Rachel Webster, Deo Kumar Srivastava, Lu Xie, Himani Darji, Wei Liu, Meghan E McGrady, Tara M Brinkman, Nicole M Alberts, Kirsten K Ness, Bernard Fuemmeler and 7 more

Registry-linked trialAbstract read
In one paragraph

Article in EClinicalMedicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT01120353 (Childhood Cancer Survivor Study), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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.

NCT01120353 recruitingnot on this map

Childhood Cancer Survivor Study

TypeobservationalSponsorSt. Jude Children's Research HospitalRan1995 to 2026Enrolled50,000ConditionsCancer
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

17 authors.

Rachel WebsterDepartment of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA.
Deo Kumar SrivastavaComprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA.
Lu XieDepartment of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA.
Himani DarjiDepartment of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA.
Wei LiuDepartment of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA.
Meghan E McGradyDivision of Behavioral Medicine and Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Tara M BrinkmanDepartment of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA.
Nicole M AlbertsDepartment of Psychology, Concordia University, Montreal, QC, Canada.
Kirsten K NessComprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA.
Bernard FuemmelerVirginia Commonwealth University Massey Comprehensive Cancer Center, Richmond, VA, USA.
Alicia S Kunin-BatsonUniversity of Minnesota Medical School, Minneapolis, MI, USA.
I-Chan HuangComprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA.
Gregory T ArmstrongComprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA.
Rebecca M HowellThe University of Texas MD Anderson Cancer Center, Houston, TX, USA.
Daniel M GreenComprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA.
Yutaka YasuiComprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA.
Kevin R KrullDepartment of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA.

Funding

Viral Vector Technology (VVTSR)P30CA021765 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI Markos Leggas · 1985 to 2026
$166.9M
Mach-LETSGO: Machine-LEarning of Treatment, Survey, and Genetics towards Obtaining Correct Classification of Chronic Conditions in Adult Survivors in the Childhood Cancer Survivor Study - CCSS SupplU24CA055727 · NCI · UNIVERSITY OF MINNESOTA TWIN CITIES · PI Gregory Armstrong · 1999 to 2026
$96.7M
NCI NIH HHS P30 CA021765NCI NIH HHS U24 CA055727
6 · The paper itself

Abstract

Background: Childhood cancer survivors face physical, psychological, and neurological symptoms that contribute to risky health behaviors and increased healthcare utilization. Traditional survivorship care models overlook risk associated with this symptom burden. The current study examined symptoms phenotypes to identify high-risk groups. Methods: Five-year survivors (N = 17,231; Mean [standard deviation] age = 27.4 [5.98]; 80% non-Hispanic White; 48% female) from the Childhood Cancer Survivor Study (NCT01120353) self-reported symptoms and risky behavior at baseline and first follow-up (original cohort data collection: baseline 1994-1998 and follow-up 2002-2004; expansion cohort: baseline 2008-2010 and follow-up 2014-2016). Medical records were extracted through chart review. Chronic health conditions (CHCs) were graded according to common terminology criteria for adverse events criteria. Latent class analysis derived symptom phenotypes. Findings: Five phenotypes emerged: 1) Low Burden (63.1%); 2) Cardio-Pulmonary-Pain (5.3%) 3); Neurologic-Pain (10.6%); 4) Psychological Distress-Pain (13.3%); 5) Global burden (7.7%). Compared to survivors with Low Burden, those in other symptom phenotypes were older, female, had lower education, no health insurance, smoked cigarettes, were physically inactive, and had ≥ grade 3 CHC (all ps < 0.05). Survivors in symptom phenotypes were at-risk for future emergency room use (all ps < 0.05). Risk for future physical inactivity was higher in Cardio-Pulmonary-Pain (OR = 1.19, CI = 1.09, 1.31), Global (OR = 1.12, CI = 1.02, 1.22), and Neurologic-Pain (OR = 1.18, CI = 1.10, 1.27) phenotypes. Cigarette use was higher in Cardio-Pulmonary-Pain (OR = 1.62, CI = 1.08, 2.42) and (Global OR = 1.65, CI = 1.17, 2.31) phenotypes. Interpretation: Symptom phenotyping identified groups at-risk for future risky health behaviors, which was not explained alone by diagnosis or CHCs. Integrating symptom assessments may guide interventions to improve health outcomes. Funding: The work was supported by the National Cancer Institute (U24 CA055727, PI: GT Armstrong). Support to St. Jude Children's Research Hospital was also provided by the National Cancer Institute Cancer Center Support grant (P30 CA021765, PI: CWM Roberts) and by the American Lebanese Syrian Associated Charities.

Indexed as

Childhood cancer survivorsHealthcare utilizationRisky health behaviorsSymptom burden

Identifiers

PMID41340862
PMCPMC12670949

What Socratic holds

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LicenceCC BY
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Registered trials

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 Socratic graph.