Evidence map›Paper›PMID 41577698›Full record

ArticleNature communications2026

Epigenome-wide analysis identifies DNA methylation mediators of treatment-related cardiometabolic risk in survivors of childhood cancer.

Tiffany Eulalio, Yoonji Kim, Xiaoxi Meng, Noel-Marie Plonski, Kyla Shelton, Heather Mulder, Emily Plyler, John Easton, Xiang Chen, Jinghui Zhang and 13 more

Abstract read
In one paragraph

Article in Nature communications, 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. Childhood cancer and future cardiometabolic health.npj metabolic health and disease · 2026
    Review
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

23 authors.

Tiffany EulalioDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0002-7084-9646
Yoonji KimDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.
Xiaoxi MengDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.
Noel-Marie PlonskiDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.
Kyla SheltonDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0002-0135-0745
Heather MulderDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0003-2024-9498
Emily PlylerDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
John EastonDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0003-4503-6608
Xiang ChenDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0002-2499-8261
Jinghui ZhangDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0003-3350-9682
Emily WalkerHartwell Center, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0003-4880-1483
Geoffrey NealeHartwell Center, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0003-3776-0858
Min NiDepartment of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0002-4587-1622
John T LucasDepartment of Radiation Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.
Nilanjan ChatterjeeDepartment of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.ORCID 0000-0002-9060-008X
Ziqiao WangDepartment of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.ORCID 0000-0003-3383-8670
Deokumar SrivastavaDepartment of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0001-6693-8120
Bonnie KyDepartment of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.ORCID 0000-0002-6628-9981
Stephanie B DixonDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0003-3901-3274
Kirsten K NessDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0002-2084-1507
Melissa M HudsonDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.
Gregory T ArmstrongDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.
Zhaoming WangDepartment of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA. zhaomingwang@usf.edu.ORCID 0000-0001-7556-3869

Funding

The St. Jude Lifetime CohortU01CA195547 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI HUDSON, MELISSA M, NESS, KIRSTEN KIMBERLIE · 2015 to 2024
$14.9M
The St. Jude Lifetime Cohort StudyU01CA301480 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI MELISSA M HUDSON, Kirsten Kimberlie Ness · 2025 to 2026
$2.1M
Trajectory of epigenetic aging and health outcomes in childhood cancer survivorsR01CA279520 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI NESS, KIRSTEN KIMBERLIE, WANG, ZHAOMING · 2024 to 2025
$1.5M
Genomics-based Mechanistic Investigation of Cancer-treatment Related Cardiotoxicity among Survivors of Childhood CancerR01CA290112 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI SAPKOTA, YADAV, WANG, ZHAOMING · 2024 to 2025
$1.4M
American Lebanese Syrian Associated Charities to St. Jude Children’s Research HospitalNCI NIH HHS R01 CA279520NCI NIH HHS R01 CA290112NCI NIH HHS U01 CA195547NCI NIH HHS U01 CA301480
6 · The paper itself

Abstract

Childhood cancer survivors face increased cardiometabolic risks from cancer treatment exposures, yet mechanisms remain unclear. Here, epigenome-wide analysis identifies 1893 DNA methylation (DNAm) sites in peripheral-blood-mononuclear-cells (PBMCs) associated with at least one cardiometabolic risk factor (CMRF), including obesity (n = 1720), abnormal glucose (n = 201), hypertriglyceridemia (n = 145), hypercholesterolemia (n = 38) and hypertension (n = 34) in 2938 survivors from the St. Jude Lifetime Cohort. A core set of five DNAm sites near CPT1A and LMNA is associated with all CMRFs. Mediation analyses identify 24 sites mediating associations between treatments and CMRFs, implicating inflammatory and metabolic pathways. Notably, cg20370568, a cis-expression quantitative trait methylation site for ANTXR2, mediates 20% of the effect of body-trunk-radiotherapy on abnormal glucose. These findings suggest that prior genotoxic cancer treatments may become biologically embedded through DNAm variations that could contribute to cardiometabolic dysfunction and highlight candidate biomarkers for refining risk stratification and guiding intervention strategies in survivorship care.

Indexed as

Cancer SurvivorsCardiometabolic Risk FactorsCardiovascular DiseasesDNA MethylationEpigenomeNeoplasmsAdolescentAdultCarnitine O-PalmitoyltransferaseChildEpigenesis, GeneticFemaleHumansHypercholesterolemiaHypertensionHypertriglyceridemiaCarnitine O-PalmitoyltransferaseCPT1A protein, human

Identifiers

PMID41577698
PMCPMC12932711

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.