Evidence map›Paper›PMID 37983031›Full record

ArticleJAMA network open2023

Deficit Accumulation Index and Biological Markers of Aging in Survivors of Childhood Cancer.

AnnaLynn M Williams, Jeanne S Mandelblatt, Mingjuan Wang, Qian Dong, Gregory T Armstrong, Nickhill Bhakta, Tara M Brinkman, Matthew J Ehrhardt, Daniel A Mulrooney, Nikesha Gilmore and 8 more

Open access · goldAbstract read
In one paragraph

Article in JAMA network open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
2.7field-weighted citation impact, top 10% of its field
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

11 citing papers in PubMed, 15 citations in OpenAlex.

  1. Article
  2. Cancer Treatment-Related Cardiotoxicity among Survivors of Childhood Cancer: A Comparative and Integrated View of Multiple Measures of Biological Age Acceleration.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2026
    Article
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  4. Review
  5. Review
  6. Article
  7. Paediatric Endocrinology: Before and Beyond 'Ringing the Bell'.Journal of paediatrics and child health · 2025
    Article
  8. Article
  9. Review
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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

18 authors at 4 institutions in 1 country.

AnnaLynn M WilliamsDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Jeanne S MandelblattDepartment of Oncology, Georgetown University, Washington, DC.
Mingjuan WangDepartment of Biostatistics, St Jude Children's Research Hospital, Memphis, Tennessee.
Qian DongDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Gregory T ArmstrongDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Nickhill BhaktaDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Tara M BrinkmanDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Matthew J EhrhardtDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Daniel A MulrooneyDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Nikesha GilmoreNow with Department of Surgery, Division of Supportive Care in Cancer, University of Rochester School of Medicine and Dentistry, Rochester, New York.
Leslie L RobisonDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Yutaka YasuiDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Brent J SmallSchool of Aging Studies, University of South Florida, Tampa.
Deokumar SrivastavaDepartment of Biostatistics, St Jude Children's Research Hospital, Memphis, Tennessee.
Melissa M HudsonDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Kirsten K NessDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
Kevin R KrullDepartment of Psychology and Biobehavioral Sciences, St Jude Children's Research Hospital, Memphis, Tennessee.
Zhaoming WangDepartment of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.
St. Jude Children's Research Hospital · USGeorgetown University · USUniversity of Rochester · USUniversity of South Florida · US

Funding

Viral Vector Technology (VVTSR)P30CA021765 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI Shondra Michelle Miller · 1985 to 2026
$166.9M
URCC NCORP Research BaseUG1CA189961 · NCI · UNIVERSITY OF ROCHESTER · PI Michelle C Janelsins, KAREN M. MUSTIAN · 2014 to 2026
$67.7M
The St. Jude Lifetime CohortU01CA195547 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI HUDSON, MELISSA M, NESS, KIRSTEN KIMBERLIE · 2015 to 2024
$14.9M
Bio-behavioral Research At The Intersection of Cancer and AgingR35CA197289 · NCI · GEORGETOWN UNIVERSITY · PI MANDELBLATT, JEANNE · 2015 to 2021
$6.2M
Aging-Related Biomarkers of Neurocognitive Function in Long-term Hodgkin Lymphoma SurvivorsK99CA256356 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI WILLIAMS, ANNALYNN · 2021 to 2022
$247k
Understanding neuropsychological and psychosocial sequelae in the elderly and in adolescent and young adult cancer survivorsK00CA222742 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI WILLIAMS, ANNALYNN · 2019 to 2020
$180k
NCI NIH HHS UG1 CA189961
6 · The paper itself

Abstract

Importance: Survivors of childhood cancer experience premature aging compared with community controls. The deficit accumulation index (DAI) uses readily available clinical data to measure physiological age in survivors; however, little data exist on how well deficit accumulation represents underlying biological aging among survivors of cancer. Objective: To examine the associations between the DAI and epigenetic age acceleration (EAA) and mean leukocyte telomere length (LTL). Design, Setting, and Participants: This cross-sectional study analyzed data from the St Jude Lifetime Cohort, an assessment of survivors of childhood cancer who were treated at St Jude Children's Research Hospital in Memphis, Tennessee. Data were collected between 2007 and 2016, assayed between 2014 and 2019, and analyzed between 2022 and 2023. Participants were adult survivors who were diagnosed between 1962 and 2012 and who survived 5 years or more from time of diagnosis. The analyses were restricted to survivors with European ancestry, as there were too few survivors with non-European ancestry. Exposures: The DAI included 44 aging-related items, such as chronic health conditions and functional, psychosocial, and mental well-being. Item responses were summed and divided by the total number of items, resulting in a ratio ranging from 0 to 1. These DAI results were categorized based on reported associations with hospitalization and mortality: low, defined as a DAI less than 0.2; medium, defined as a DAI of 0.2 to less than 0.35; and high, defined as a DAI of 0.35 or higher. Main Outcomes and Measures: Genome-wide DNA methylation was generated from peripheral blood mononuclear cell-derived DNA. The EAA was calculated as the residuals from regressing the Levine epigenetic age on chronological age. The mean LTL was estimated using whole-genome sequencing data. Results: This study included 2101 survivors of childhood cancer (1122 males [53.4%]; mean [SD] age, 33.9 [9.1] years; median [IQR] time since diagnosis, 25.1 [18.7-31.9] years) with European ancestry. Compared with survivors in the low DAI group, those in the high DAI group experienced 3.7 more years of EAA (β = 3.66; 95% CI, 2.47-4.85; P < .001), whereas those in the medium DAI group experienced 1.8 more years of EAA (β = 1.77; 95% CI, 0.84-2.69; P < .001), independent of treatment exposures. The EAA and DAI association was consistent across 3 common diagnoses (acute lymphoblastic leukemia, Hodgkin lymphoma, and central nervous system tumors) and across chronological age groups. For example, among acute lymphoblastic leukemia survivors, those in the medium DAI group (β = 2.27; 95% CI, 0.78-3.76; P = .001) experienced greater EAA vs those in the low DAI group. Similarly, among survivors younger than 30 years, the high DAI group experienced 4.9 more years of EAA vs the low DAI group (β = 4.95; 95% CI, 2.14-7.75; P < .001). There were no associations between mean LTL residual and the DAI. Conclusions and Relevance: This cross-sectional study of survivors of childhood cancer showed that the DAI was associated with EAA, suggesting an underlying biological process to the accumulation of deficits. Both the DAI and EAA were effective at identifying aging phenotypes, and either may be used to measure aging and response to interventions targeting aging pathways.

Indexed as

Cancer SurvivorsHodgkin DiseasePrecursor Cell Lymphoblastic Leukemia-LymphomaAdultAgingBiomarkersChildCross-Sectional StudiesHumansLeukocytes, MononuclearMaleBiomarkers

Identifiers

PMID37983031
PMCPMC10660189
OpenAlexW4388824339

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.