ArticleBreast cancer research : BCR2019
Prediction and clinical utility of a contralateral breast cancer risk model.
Article in Breast cancer research : BCR, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it, 39 citations in OpenAlex.
- A systematic review of prediction models for risk of breast cancer.BMC cancer · 2025Pooled it
- Missingness in Eligibility Criteria for Target Trial Emulation in EHR With Survival Outcomes.Statistics in medicine · 2026Article
- A prognostic nomogram to predict the cancer-specific survival of patients with initially diagnosed metastatic gastric cancer: a validation study in a Chinese cohort.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2025Article
- Society of Surgical Oncology Breast Disease Site Working Group Statement on Contralateral Mastectomy: Indications, Outcomes, and Risks.Annals of surgical oncology · 2024Review
- Contralateral prophylactic mastectomy for unilateral breast cancer in Chinese female population: a retrospective cohort study.Gland surgery · 2023Article
- Trends in Radiation Dose to the Contralateral Breast During Breast Cancer Radiation Therapy.Radiation research · 2023Article
- EBCC-13 manifesto: Balancing pros and cons for contralateral prophylactic mastectomy.European journal of cancer (Oxford, England : 1990) · 2023Review
- Imaging Surveillance Options for Individuals With a Personal History of Breast Cancer:AJR. American journal of roentgenology · 2022Review
- Tools for Contralateral Prophylactic Mastectomy Decision Making.Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2022Article
- Prediction Models and Decision Aids for Women with Ductal Carcinoma In Situ: A Systematic Literature Review.Cancers · 2022Review
- Timely cancer genetic counseling and testing for young women with breast cancer: impact on surgical decision-making for contralateral risk-reducing mastectomy.Breast cancer research and treatment · 2022Article
- CBCRisk-Black: a personalized contralateral breast cancer risk prediction model for black women.Breast cancer research and treatment · 2022Article
- Characterization of m6A-related lncRNA signature in neuroblastoma.Frontiers in pediatrics · 2022Article
- Improved risk estimation of locoregional recurrence, secondary contralateral tumors and distant metastases in early breast cancer: the INFLUENCE 2.0 model.Breast cancer research and treatment · 2021Article
- The predictive ability of the 313 variant-based polygenic risk score for contralateral breast cancer risk prediction in women of European ancestry with a heterozygous BRCA1 or BRCA2 pathogenic variant.Genetics in medicine : official journal of the American College of Medical Genetics · 2021Article
- The risk of contralateral breast cancer: a SEER-based analysis.British journal of cancer · 2021Article
- Adherence of Internet-Based Cancer Risk Assessment Tools to Best Practices in Risk Communication: Content Analysis.Journal of medical Internet research · 2021Article
- Prediction of contralateral breast cancer: external validation of risk calculators in 20 international cohorts.Breast cancer research and treatment · 2020Article
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Authors and funding
55 authors at 20 institutions in 11 countries.
Funding
Abstract
backgroundBreast cancer survivors are at risk for contralateral breast cancer (CBC), with the consequent burden of further treatment and potentially less favorable prognosis. We aimed to develop and validate a CBC risk prediction model and evaluate its applicability for clinical decision-making.
methodsWe included data of 132,756 invasive non-metastatic breast cancer patients from 20 studies with 4682 CBC events and a median follow-up of 8.8 years. We developed a multivariable Fine and Gray prediction model (PredictCBC-1A) including patient, primary tumor, and treatment characteristics and BRCA1/2 germline mutation status, accounting for the competing risks of death and distant metastasis. We also developed a model without BRCA1/2 mutation status (PredictCBC-1B) since this information was available for only 6% of patients and is routinely unavailable in the general breast cancer population. Prediction performance was evaluated using calibration and discrimination, calculated by a time-dependent area under the curve (AUC) at 5 and 10 years after diagnosis of primary breast cancer, and an internal-external cross-validation procedure. Decision curve analysis was performed to evaluate the net benefit of the model to quantify clinical utility.
resultsIn the multivariable model, BRCA1/2 germline mutation status, family history, and systemic adjuvant treatment showed the strongest associations with CBC risk. The AUC of PredictCBC-1A was 0.63 (95% prediction interval (PI) at 5 years, 0.52-0.74; at 10 years, 0.53-0.72). Calibration-in-the-large was -0.13 (95% PI: -1.62-1.37), and the calibration slope was 0.90 (95% PI: 0.73-1.08). The AUC of Predict-1B at 10 years was 0.59 (95% PI: 0.52-0.66); calibration was slightly lower. Decision curve analysis for preventive contralateral mastectomy showed potential clinical utility of PredictCBC-1A between thresholds of 4-10% 10-year CBC risk for BRCA1/2 mutation carriers and non-carriers.
conclusionsWe developed a reasonably calibrated model to predict the risk of CBC in women of European-descent; however, prediction accuracy was moderate. Our model shows potential for improved risk counseling, but decision-making regarding contralateral preventive mastectomy, especially in the general breast cancer population where limited information of the mutation status in BRCA1/2 is available, remains challenging.
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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.