Evidence map›Paper›PMID 36688725›Full record

ArticleJournal of the National Cancer Institute2023

Risk prediction models for endometrial cancer: development and validation in an international consortium.

Joy Shi, Peter Kraft, Bernard A Rosner, Yolanda Benavente, Amanda Black, Louise A Brinton, Chu Chen, Megan A Clarke, Linda S Cook, Laura Costas and 36 more

Open access · hybridAbstract read
In one paragraph

Article in Journal of the National Cancer Institute, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed, 1 pooled it
5.6field-weighted citation impact, top 4% 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

17 citing papers in PubMed, 1 synthesis or guideline pooled it, 22 citations in OpenAlex.

  1. Pooled it
  2. Observational
  3. Projected Trends in the Incidence and Mortality of Uterine Cancer in the United States.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2025
    Article
  4. Article
  5. Article
  6. Article
  7. Understanding risk factors for endometrial cancer in young women.Journal of the National Cancer Institute · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Hypertension and Risk of Endometrial Cancer: A Pooled Analysis in the Epidemiology of Endometrial Cancer Consortium (E2C2).Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024
    Article
  14. Article
  15. Review
  16. Association of insulin-like growth factor II mrna-binding protein 3 (IMP3) expression with prognostic and morphological factors in endometrial cancer.Revista brasileira de ginecologia e obstetricia : revista da Federacao Brasileira das Sociedades de Ginecologia e Obstetricia · 2024
    Article
  17. 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

46 authors at 20 institutions in 8 countries.

Joy ShiDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.ORCID 0000-0002-4234-7999
Peter KraftDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.ORCID 0000-0002-4472-8103
Bernard A RosnerDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA.ORCID 0000-0001-6907-0056
Yolanda BenaventeCancer Epidemiology Research Programme, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Amanda BlackDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA.
Louise A BrintonDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA.
Chu ChenProgram in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Megan A ClarkeDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA.ORCID 0000-0003-0435-7376
Linda S CookDepartment of Epidemiology, Colorado School of Public Heath, University of Colorado-Anschutz, Aurora, CO, USA.
Laura CostasCancer Epidemiology Research Programme, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute, Barcelona, Spain.ORCID 0000-0003-2755-302X
Luigino Dal MasoCancer Epidemiology Unit, Centro di Riferimento Oncologico di Aviano (CRO), Aviano, Italy.ORCID 0000-0001-6163-200X
Jo L FreudenheimDepartment of Epidemiology and Environmental Health, School of Public Health and Health Professions, The State University of New York at Buffalo, Buffalo, NY, USA.
Jon Frias-GomezCancer Epidemiology Research Programme, Catalan Institute of Oncology, Bellvitge Biomedical Research Institute, Barcelona, Spain.
Christine M FriedenreichDepartment of Cancer Epidemiology and Prevention Research, Alberta Health Services, Calgary, AB, Canada.
Montserrat Garcia-ClosasDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA.
Marc T GoodmanCommunity and Population Health Research Institute, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Lisa JohnsonProgram in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Carlo La VecchiaDepartment of Clinical Medicine and Community Health, Università degli Studi di Milano, Milan, Italy.
Fabio LeviDepartment of Epidemiology and Health Services Research, Centre for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland.
Jolanta LissowskaDepartment of Cancer Epidemiology and Prevention, M. Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland.ORCID 0000-0003-2695-5799
Lingeng LuDepartment of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA.ORCID 0000-0001-9871-0809
Susan E McCannDepartment of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA.ORCID 0000-0002-2079-8705
Kirsten B MoysichDepartment of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA.
Eva NegriDepartment of Clinical Medicine and Community Health, Università degli Studi di Milano, Milan, Italy.
Kelli O'ConnellDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Fabio ParazziniDepartment of Clinical Medicine and Community Health, Università degli Studi di Milano, Milan, Italy.ORCID 0000-0001-5624-4854
Stacey PetruzellaDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Jerry PoleselCancer Epidemiology Unit, Centro di Riferimento Oncologico di Aviano (CRO), Aviano, Italy.
Jeanette PonteDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Timothy R RebbeckDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.ORCID 0000-0002-4799-1900
Peggy ReynoldsDepartment of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA.
Fulvio RicceriDepartment of Clinical and Biological Sciences, University of Turin, Orbassano, Italy.ORCID 0000-0001-8749-9737
Harvey A RischDepartment of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA.
Carlotta SacerdoteUnit of Cancer Epidemiology, Città della Salute e della Scienza University-Hospital and Center for Cancer Prevention (CPO), Turin, Italy.ORCID 0000-0002-8008-5096
Veronica W SetiawanDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
Xiao-Ou ShuDivision of Epidemiology, Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA.ORCID 0000-0002-0711-8314
Amanda B SpurdlePopulation Health Department, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.
Britton TrabertDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA.ORCID 0000-0002-1539-6090
Penelope M WebbPopulation Health Department, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia.
Nicolas WentzensenDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA.ORCID 0000-0003-1251-0836
Lynne R WilkensUniversity of Hawaii Cancer Center, Honolulu, HI, USA.
Wang Hong XuDepartment of Epidemiology, Fudan University School of Public Health, Shanghai, China.
Hannah P YangDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA.
Herbert YuUniversity of Hawaii Cancer Center, Honolulu, HI, USA.
Mengmeng DuDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Immaculata De VivoDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
National Cancer Institute · USMemorial Sloan Kettering Cancer Center · USHarvard University · USInstitut d'Investigació Biomédica de Bellvitge · ESUniversity of Milan · ITAlberta Health Services · CABrigham and Women's Hospital · USCentro di Riferimento Oncologico · ITFred Hutch Cancer Center · USQIMR Berghofer Medical Research Institute · AURoswell Park Comprehensive Cancer Center · USUniversity of Hawaiʻi at Mānoa · USYale University · USCedars-Sinai Medical Center · USCentre universitaire de médecine générale et santé publique, Lausanne · CHFudan University · CNPiedmont Reference Center for Epidemiology and Cancer Prevention · ITThe Maria Sklodowska-Curie National Research Institute of Oncology · PLUniversity at Buffalo, State University of New York · USUniversity of California, San Francisco · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Hongbiao Carl Lekaye · 1985 to 2026
$347.4M
Hormone-Related CancersZIACP010126 · NCI · DIVISION OF CANCER EPIDEMIOLOGY AND GENETICS · PI GIERACH, GRETCHEN · 2009 to 2025
$103.5M
University of Hawaii Cancer Center CCSGP30CA071789 · NCI · UNIVERSITY OF HAWAII AT MANOA · PI GERTRAUD MASKARINEC · 1996 to 2026
$56.2M
Comprehensive molecular characterization of endometrial cancer, etiologic heterogeneity, and racial disparitiesU01CA250476 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI Immaculata De Vivo, Mengmeng Du · 2021 to 2026
$5.2M
NCI NIH HHS P30 CA008748NCI NIH HHS P30 CA071789NCI NIH HHS U01 CA250476
6 · The paper itself

Abstract

backgroundEndometrial cancer risk stratification may help target interventions, screening, or prophylactic hysterectomy to mitigate the rising burden of this cancer. However, existing prediction models have been developed in select cohorts and have not considered genetic factors.

methodsWe developed endometrial cancer risk prediction models using data on postmenopausal White women aged 45-85 years from 19 case-control studies in the Epidemiology of Endometrial Cancer Consortium (E2C2). Relative risk estimates for predictors were combined with age-specific endometrial cancer incidence rates and estimates for the underlying risk factor distribution. We externally validated the models in 3 cohorts: Nurses' Health Study (NHS), NHS II, and the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial.

resultsArea under the receiver operating characteristic curves for the epidemiologic model ranged from 0.64 (95% confidence interval [CI] = 0.62 to 0.67) to 0.69 (95% CI = 0.66 to 0.72). Improvements in discrimination from the addition of genetic factors were modest (no change in area under the receiver operating characteristic curves in NHS; PLCO = 0.64 to 0.66). The epidemiologic model was well calibrated in NHS II (overall expected-to-observed ratio [E/O] = 1.09, 95% CI = 0.98 to 1.22) and PLCO (overall E/O = 1.04, 95% CI = 0.95 to 1.13) but poorly calibrated in NHS (overall E/O = 0.55, 95% CI = 0.51 to 0.59).

conclusionsUsing data from the largest, most heterogeneous study population to date (to our knowledge), prediction models based on epidemiologic factors alone successfully identified women at high risk of endometrial cancer. Genetic factors offered limited improvements in discrimination. Further work is needed to refine this tool for clinical or public health practice and expand these models to multiethnic populations.

Indexed as

Endometrial NeoplasmsOvarian NeoplasmsFemaleHumansIncidenceRisk FactorsROC Curve

Identifiers

PMID36688725
PMCPMC10165481
OpenAlexW4317778533

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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.