Prediction and clinical utility of a contralateral breast cancer risk model
dc.contributor.author | Giardiello, Daniele | |
dc.contributor.author | Steyerberg, Ewout W. | |
dc.contributor.author | Hauptmann, Michael | |
dc.contributor.author | Adank, Muriel A. | |
dc.contributor.author | Akdeniz, Delal | |
dc.contributor.author | Blomqvist, Carl | |
dc.contributor.author | Bojesen, Stig E. | |
dc.contributor.author | Bolla, Manjeet K. | |
dc.contributor.author | Brinkhuis, Mariël | |
dc.contributor.author | Chang-Claude, Jenny | |
dc.contributor.author | Czene, Kamila | |
dc.contributor.author | Devilee, Peter | |
dc.contributor.author | Dunning, Alison M. | |
dc.contributor.author | Easton, Douglas F. | |
dc.contributor.author | Eccles, Diana M. | |
dc.contributor.author | Fasching, Peter A. | |
dc.contributor.author | Figueroa, Jonine | |
dc.contributor.author | Flyger, Henrik | |
dc.contributor.author | García-Closas, Montserrat | |
dc.contributor.author | Haeberle, Lothar | |
dc.contributor.author | Haiman, Christopher A. | |
dc.contributor.author | Hall, Per | |
dc.contributor.author | Hamann, Ute | |
dc.contributor.author | Hopper, John L. | |
dc.contributor.author | Jager, Agnes | |
dc.contributor.author | Jakubowska, Anna | |
dc.contributor.author | Jung, Audrey | |
dc.contributor.author | Keeman, Renske | |
dc.contributor.author | Kramer, Iris | |
dc.contributor.author | Lambrechts, Diether | |
dc.contributor.author | Le Marchand, Loic | |
dc.contributor.author | Lindblom, Annika | |
dc.contributor.author | Lubiński, Jan | |
dc.contributor.author | Manoochehri, Mehdi | |
dc.contributor.author | Mariani, Luigi | |
dc.contributor.author | Nevanlinna, Heli | |
dc.contributor.author | Oldenburg, Hester S. A. | |
dc.contributor.author | Pelders, Saskia | |
dc.contributor.author | Pharoah, Paul D. P. | |
dc.contributor.author | Shah, Mitul | |
dc.contributor.author | Siesling, Sabine | |
dc.contributor.author | Smit, Vincent T. H. B. M. | |
dc.contributor.author | Southey, Melissa C. | |
dc.contributor.author | Tapper, William J. | |
dc.contributor.author | Tollenaar, Rob A. E. M. | |
dc.contributor.author | van den Broek, Alexandra J. | |
dc.contributor.author | van Deurzen, Carolien H. M. | |
dc.contributor.author | van Leeuwen, Flora E. | |
dc.contributor.author | van Ongeval, Chantal | |
dc.contributor.author | Van’t Veer, Laura J. | |
dc.contributor.author | Wang, Qin | |
dc.contributor.author | Wendt, Camilla | |
dc.contributor.author | Westenend, Pieter J. | |
dc.contributor.author | Hooning, Maartje J. | |
dc.contributor.author | Schmidt, Marjanka K. | |
dc.date.accessioned | 2020-12-22T18:56:19Z | |
dc.date.available | 2020-12-22T18:56:19Z | |
dc.date.issued | 2019-12-17 | |
dc.date.submitted | 2019-06-07 | |
dc.identifier.other | s13058-019-1221-1 | |
dc.identifier.other | 1221 | |
dc.identifier.uri | https://www.repository.cam.ac.uk/handle/1810/315425 | |
dc.description.abstract | Abstract: Background: Breast 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. Methods: We 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. Results: In 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. Conclusions: We 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. | |
dc.language | en | |
dc.publisher | BioMed Central | |
dc.subject | Research Article | |
dc.subject | Contralateral breast cancer | |
dc.subject | Risk prediction model | |
dc.subject | Clinical decision-making | |
dc.subject | BRCA mutation carriers | |
dc.title | Prediction and clinical utility of a contralateral breast cancer risk model | |
dc.type | Article | |
dc.date.updated | 2020-12-22T18:56:19Z | |
prism.issueIdentifier | 1 | |
prism.publicationName | Breast Cancer Research | |
prism.volume | 21 | |
dc.identifier.doi | 10.17863/CAM.62532 | |
dcterms.dateAccepted | 2019-10-29 | |
rioxxterms.versionofrecord | 10.1186/s13058-019-1221-1 | |
rioxxterms.version | VoR | |
rioxxterms.licenseref.uri | http://creativecommons.org/licenses/by/4.0/ | |
dc.identifier.eissn | 1465-542X | |
pubs.funder-project-id | KWF Kankerbestrijding (6253) |
Files in this item
This item appears in the following Collection(s)
-
Jisc Publications Router
This collection holds Cambridge publications received from the Jisc Publications Router