Evidence map›Paper›PMID 34048292›Full record

ArticleJournal of clinical oncology : official journal of the American Society of Clinical Oncology2021

Development and Validation of a Breast Cancer Risk Prediction Model for Childhood Cancer Survivors Treated With Chest Radiation: A Report From the Childhood Cancer Survivor Study and the Dutch Hodgkin Late Effects and LATER Cohorts.

Chaya S Moskowitz, Cécile M Ronckers, Joanne F Chou, Susan A Smith, Danielle Novetsky Friedman, Dana Barnea, Judith L Kok, Simone de Vries, Suzanne L Wolden, Tara O Henderson and 18 more

Open access · greenAbstract read
In one paragraph

Article in Journal of clinical oncology : official journal of the American Society of Clinical Oncology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
4.7field-weighted citation impact, top 6% 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

12 citing papers in PubMed, 20 citations in OpenAlex.

  1. Article
  2. Subsequent malignant neoplasm among cancer survivors in the United States.Journal of cancer survivorship : research and practice · 2026
    Article
  3. Article
  4. Article
  5. Building absolute breast cancer risk prediction models for women treated with chest radiation for Hodgkin lymphoma.Journal of the Royal Statistical Society. Series C, Applied statistics · 2025
    Article
  6. Review
  7. Review
  8. Review
  9. Development and Validation of a Prediction Model for Kidney Failure in Long-Term Survivors of Childhood Cancer.Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2023
    Article
  10. Article
  11. Article
  12. 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

28 authors at 12 institutions in 4 countries.

Chaya S MoskowitzMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-2850-8450
Cécile M RonckersPrincess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.ORCID 0000-0003-3524-4657
Joanne F ChouMemorial Sloan Kettering Cancer Center, New York, NY.
Susan A SmithThe University of Texas MD Anderson Cancer Center, Houston, TX.ORCID 0000-0002-6367-3080
Danielle Novetsky FriedmanMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0003-4668-9176
Dana BarneaTel Aviv Sourasky Medical Center, Tel Aviv, Israel.
Judith L KokPrincess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.ORCID 0000-0002-6007-7195
Simone de VriesNetherlands Cancer Institute, Amsterdam, the Netherlands.
Suzanne L WoldenMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-5234-4134
Tara O HendersonUniversity of Chicago Medicine Comer Children's Hospital, Chicago, IL.ORCID 0000-0001-9394-6206
Helena J H van der PalPrincess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.ORCID 0000-0003-2253-2115
Leontien C M KremerPrincess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.
Joseph P NegliaUniversity of Minnesota Masonic Cancer Center, Minneapolis, MN.ORCID 0000-0002-5525-0598
Lucie M TurcotteUniversity of Minnesota Masonic Cancer Center, Minneapolis, MN.ORCID 0000-0003-4106-6172
Rebecca M HowellThe University of Texas MD Anderson Cancer Center, Houston, TX.
Michael A ArnoldNationwide Children's Hospital, Columbus, OH.
Michael SchaapveldNetherlands Cancer Institute, Amsterdam, the Netherlands.ORCID 0000-0003-4390-7182
Berthe AlemanNetherlands Cancer Institute, Amsterdam, the Netherlands.
Cecile JanusErasmus University, Rotterdam, the Netherlands.
Birgitta VersluysPrincess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.
Wendy LeisenringFred Hutchinson Cancer Research Center, Seattle, WA.ORCID 0000-0001-7405-0906
Charles A SklarMemorial Sloan Kettering Cancer Center, New York, NY.
Colin B BeggMemorial Sloan Kettering Cancer Center, New York, NY.
Malcolm C PikeMemorial Sloan Kettering Cancer Center, New York, NY.
Gregory T ArmstrongSt Jude Children's Research Hospital, Memphis, TN.
Leslie L RobisonSt Jude Children's Research Hospital, Memphis, TN.ORCID 0000-0001-7460-8578
Flora E van LeeuwenNetherlands Cancer Institute, Amsterdam, the Netherlands.ORCID 0000-0002-5871-1484
Kevin C OeffingerDuke University Medical Center, Durham, NC.ORCID 0000-0003-0806-7894
Memorial Sloan Kettering Cancer Center · USPrincess Máxima Center · NLThe Netherlands Cancer Institute · NLSt. Jude Children's Research Hospital · USThe University of Texas MD Anderson Cancer Center · USUniversity of Minnesota · USComer Children's Hospital · USDuke Medical Center · USErasmus University Rotterdam · NLFred Hutch Cancer Center · USNationwide Children's Hospital · USTel Aviv Sourasky Medical Center · IL

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
Women's Cancer Research ProgramP30CA014236 · NCI · DUKE UNIVERSITY · PI DONNA NIEDZWIECKI · 1985 to 2026
$174.8M
Viral Vector Technology (VVTSR)P30CA021765 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI CHARLES ROBERTS · 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
EMPOWER Study: Promoting BC Screening in Women Who Survived Childhood Cancer Administrative SupplementR01CA134722 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI FORD, JENNIFER S, OEFFINGER, KEVIN CHARLES · 2009 to 2022
$6.6M
Prediction Model: Breast Cancer in Women Irradiated for a Pediatric MalignancyR01CA136783 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI MOSKOWITZ, CHAYA · 2010 to 2013
$1.5M
Survivorship: Mentoring and Bridging Primary Care and OncologyK05CA160724 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI OEFFINGER, KEVIN CHARLES · 2011 to 2015
$821k
Treatment Modifications, Outcomes and Provider Decision Making in the Management of Subsequent Breast Cancers Among Survivors of Childhood CancerK08CA234232 · NCI · UNIVERSITY OF MINNESOTA · PI TURCOTTE, LUCIE MARIE · 2018 to 2021
$714k
NCI NIH HHS K05 CA160724NCI NIH HHS K08 CA234232NCI NIH HHS P30 CA008748NCI NIH HHS P30 CA014236NCI NIH HHS P30 CA021765NCI NIH HHS R01 CA134722NCI NIH HHS R01 CA136783NCI NIH HHS U24 CA055727
6 · The paper itself

Abstract

purposeWomen treated with chest radiation for childhood cancer have one of the highest risks of breast cancer. Models producing personalized breast cancer risk estimates applicable to this population do not exist. We sought to develop and validate a breast cancer risk prediction model for childhood cancer survivors treated with chest radiation incorporating treatment-related factors, family history, and reproductive factors.

methodsAnalyses were based on multinational cohorts of female 5-year survivors of cancer diagnosed younger than age 21 years and treated with chest radiation. Model derivation was based on 1,120 participants in the Childhood Cancer Survivor Study diagnosed between 1970 and 1986, with median attained age 42 years (range 20-64) and 242 with breast cancer. Model validation included 1,027 participants from three cohorts, with median age 32 years (range 20-66) and 105 with breast cancer.

resultsThe model included current age, chest radiation field, whether chest radiation was delivered within 1 year of menarche, anthracycline exposure, age at menopause, and history of a first-degree relative with breast cancer. Ten-year risk estimates ranged from 2% to 23% for 30-year-old women (area under the curve, 0.63; 95% CI, 0.50 to 0.73) and from 5% to 34% for 40-year-old women (area under the curve, 0.67; 95% CI, 0.54 to 0.84). The highest risks were among premenopausal women older than age 40 years treated with mantle field radiation within a year of menarche who had a first-degree relative with breast cancer. It showed good calibration with an expected-to-observed ratio of the number of breast cancers of 0.92 (95% CI, 0.74 to 1.16).

conclusionBreast cancer risk varies among childhood cancer survivors treated with chest radiation. Accurate risk prediction may aid in refining surveillance, counseling, and preventive strategies in this population.

Indexed as

AdultBreast NeoplasmsCancer SurvivorsFemaleHumansMiddle AgedNeoplasms, Radiation-InducedRisk FactorsYoung Adult

Identifiers

PMID34048292
PMCPMC9384912
OpenAlexW3165725854

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.