Threshold-Based Overlap of Breast Cancer High-Risk Classification Using Family History, Polygenic Risk Scores, and Traditional Risk Models in 180,398 Women.
Authors
Ho PJ, Loo CKY, Lim RJY, Goh MH, Abubakar M, Ahearn TU, Andrulis IL, Antonenkova NN, Aronson KJ, Augustinsson A, Behrens S, Bodelon C, Bogdanova NV, Bolla MK, Brantley KD, Brenner H, Byers H, Camp NJ, Castelao JE, Cessna MH, ...show more Chang-Claude J, Chanock SJ, Chenevix-Trench G, Choi JY, Colonna SV, Czene K, Daly MB, Derouane F, Dörk T, Eliassen AH, Engel C, Eriksson M, Evans DG, Fletcher O, Fritschi L, Gago-Dominguez M, Genkinger JM, Geurts-Giele WRR, Glendon G, Hall P, Hamann U, Ho CYS, Ho WK, Hooning MJ, Hoppe R, Howell A, Humphreys K, Ito H, Iwasaki M, Jakubowska A, Jernström H, John EM, Johnson N, Kang D, Kim SW, Kitahara CM, Ko YD, Kraft P, Kwong A, Lambrechts D, Larsson S, Li S, Lindblom A, Linet M, Lissowska J, Lophatananon A, MacInnis RJ, Mannermaa A, Manoukian S, Margolin S, Matsuo K, Michailidou K, Milne RL, Mohd Taib NA, Muir KR, Murphy RA, Newman WG, O'Brien KM, Obi N, Olopade OI, Panayiotidis MI, Park SK, Park-Simon TW, Patel AV, Peterlongo P, Plaseska-Karanfilska D, Pylkäs K, Rashid MU, Rennert G, Rodriguez J, Saloustros E, Sandler DP, Sawyer EJ, Scott CG, Shahi S, Shu XO, Shulman K, Simard J, Southey MC, Stone J, Taylor JA, Teo SH, Teras LR, Terry MB, Torres D, Vachon CM, Houdt MV, Verhoeven J, Weinberg CR, Wolk A, Yamaji T, Yip CH, Zheng W, Hartman M, Li J, On Behalf Of The Abctb Investigators, kConFab Investigators, MyBrCa Investigators, Sgbcc Investigators
Affiliations
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore 138672, Singapore.
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department of Health and Human Services, Bethesda, MD 20850, USA.
- Fred A. Litwin Center for Cancer Genetics, Lunenfeld-Tanenbaum Research Institute of Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada.
- N.N. Alexandrov Research Institute of Oncology and Medical Radiology, 223040 Minsk, Belarus.
- Department of Public Health Sciences, Sinclair Cancer Research Institute, Queen's University, Kingston, ON K7L 3N6, Canada.
- Oncology, Department of Clinical Sciences in Lund, Lund University, 221 85 Lund, Sweden.
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany.
- Department of Population Science, American Cancer Society, Atlanta, GA 30303, USA.
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA.
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany.
- Division of Evolution, Infection and Genomics, School of Biological Sciences, University of Manchester, Manchester M13 9PT, UK.
- Department of Internal Medicine and Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA.
- Oncology and Genetics Unit, Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS) Foundation, Complejo Hospitalario Universitario de Santiago, SERGAS, 36312 Vigo, Spain.
- Intermountain Healthcare, Salt Lake City, UT 84143, USA.
- Cancer Research Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia.
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul 03080, Republic of Korea.
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 65 Stockholm, Sweden.
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, PA 19111, USA.
- Leuven Multidisciplinary Breast Center, Department of Oncology, Leuven Cancer Institute, University Hospitals Leuven, 3000 Leuven, Belgium.
- Gynaecology Research Unit, Hannover Medical School, 30625 Hannover, Germany.
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, 04107 Leipzig, Germany.
- The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW7 3RP, UK.
- School of Population Health, Curtin University, Perth, WA 6102, Australia.
- Cancer Genetics and Epidemiology Group, Genomic Medicine Group, Fundación Instituto de Investigación Sanitaria de Santiago de Compostela (FIDIS), Complejo Hospitalario Universitario de Santiago, Servicio Gallego de Salud (SERGAS), 15706 Santiago de Compostela, Spain.
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY 10032, USA.
- Department of Clinical Genetics, Erasmus University Medical Center, 3015 CN Rotterdam, The Netherlands.
- Molecular Genetics of Breast Cancer, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany.
- Department of Molecular Pathology, Hong Kong Sanatorium and Hospital, Hong Kong, China.
- School of Mathematical Sciences, Faculty of Science and Engineering, University of Nottingham Malaysia, Semenyih, Selangor 43500, Malaysia.
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, 70376 Stuttgart, Germany.
- Division of Cancer Sciences, University of Manchester, Manchester M13 9PL, UK.
- Division of Cancer Information and Control, Aichi Cancer Center Research Institute, Nagoya 464-8681, Japan.
- Division of Epidemiology, National Cancer Center Institute for Cancer Control, Tokyo 104-0045, Japan.
- Independent Laboratory of Molecular Biology and Genetic Diagnostics, Pomeranian Medical University, 171-252 Szczecin, Poland.
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA 94305, USA.
- Cancer Research Institute, Seoul National University, Seoul 03080, Republic of Korea.
- Department of Surgery, Daerim Saint Mary's Hospital, Seoul 07442, Republic of Korea.
- Radiation Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD 20892, USA.
- Department of Internal Medicine, Johanniter GmbH Bonn, Johanniter Krankenhaus, 53177 Bonn, Germany.
- Hong Kong Hereditary Breast Cancer Family Registry, Hong Kong, China.
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, 3000 Leuven, Belgium.
- Institute of Environmental Medicine, Karolinska Institutet, 171 77 Stockholm, Sweden.
- Department of Molecular Medicine and Surgery, Karolinska Institutet, 171 76 Stockholm, Sweden.
- Department of Cancer Epidemiology and Prevention, M. Sklodowska-Curie National Research Oncology Institute, 02-034 Warsaw, Poland.
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester M13 9PL, UK.
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC 3010, Australia.
- Translational Cancer Research Area, University of Eastern Finland, 70210 Kuopio, Finland.
- Unit of Medical Genetics, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.
- Department of Oncology, Södersjukhuset, 118 83 Stockholm, Sweden.
- Division of Cancer Epidemiology, Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan.
- Department of Surgery, Faculty of Medicine, UM Cancer Research Institute, University of Malaya, Kuala Lumpur 50603, Malaysia.
- School of Population and Public Health, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health (NIH), Research Triangle Park, Durham, NC 27709, USA.
- Institute for Occupational and Maritime Medicine, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, Germany.
- Center for Clinical Cancer Genetics, The University of Chicago, Chicago, IL 60637, USA.
- Department of Cancer Genetics, Therapeutics and Ultrastructural Pathology, The Cyprus Institute of Neurology & Genetics, Nicosia 2371, Cyprus.
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, 20133 Milan, Italy.
- Research Centre for Genetic Engineering and Biotechnology 'Georgi D. Efremov', Macedonian Academy of Sciences and Arts (MASA), 1000 Skopje, North Macedonia.
- Laboratory of Cancer Genetics and Tumor Biology, Translational Medicine Research Unit, Biocenter Oulu, University of Oulu, 90220 Oulu, Finland.
- Faculty of Medicine, Technion-Israel Institute of Technology and Association for Promotion of Research in Precision Medicine, Haifa 35254, Israel.
- Division of Oncology, Faculty of Medicine, School of Health Sciences, University of Thessaly, 411 10 Larissa, Greece.
- School of Cancer & Pharmaceutical Sciences, Comprehensive Cancer Centre, Guy's Campus, King's College London, London SE1 1UL, UK.
- Department of Quantitative Health Sciences, Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN 55905, USA.
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN 37203, USA.
- Clalit Regional Oncology Unit, Haifa and Western Galilee District, Haifa 3436212, Israel.
- Genomics Center, Centre Hospitalier Universitaire de Qubec-Universit Laval Research Center, Quebec City, QC G1V 4G2, Canada.
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC 3168, Australia.
- Cancer Research Malaysia, Subang Jaya, Selangor 47500, Malaysia.
- Department of Quantitative Health Sciences, Division of Epidemiology, Mayo Clinic, Rochester, MN 55905, USA.
- Department of Gynecological Oncology, University Hospitals of Leuven, 3000 Leuven, Belgium.
- Biostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, National Institutes of Health (NIH), Research Triangle Park, Durham, NC 27709, USA.
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore 117549, Singapore.
- Australian Breast Cancer Tissue Bank, Westmead Institute for Medical Research, University of Sydney, Sydney, NSW 2145, Australia.
- Research Department, Peter MacCallum Cancer Center, Melbourne, VIC 3000, Australia.
Abstract
Background: Breast cancer polygenic risk scores (PRS) and traditional risk models (e.g., the Gail model [Gail]) are known to contribute largely independent information, but it is unclear how the overlap varies by ancestry, age, disease type (invasive breast cancer, DCIS), and risk threshold. Methods: In a retrospective case-control study, we evaluated risk prediction performance in 180,398 women (161,849 of European ancestry; 18,549 of Asian ancestry). Odds ratios (ORs) from logistic regression models and the area under the receiver operating characteristic curve (AUC) were estimated. Results: PRS for invasive disease showed a stronger association in younger (<50 years) women (OR = 2.51, AUC = 0.622) than in women ≥ 50 years (OR = 2.06, AUC = 0.653) of European ancestry. PRS performance in Asians was lower (OR range = 1.62-1.64, AUC = 0.551-0.600). Gail performance was modest across groups and poor in younger Asian women (OR = 0.94-0.99, AUC = 0.523-0.533). Age interactions were observed for both PRS (p < 0.001) and Gail (p < 0.001) in Europeans, whereas in Asians, age interaction was observed only for Gail (invasive: p < 0.001; DCIS: p = 0.002). PRS identified more high-risk individuals than Gail in Asian populations, especially ≥50 years, while Gail identified more in Europeans. Overlap between PRS, Gail, and family history was limited at higher thresholds. Calibration analysis, comparing empirical and model-based ROC curves, showed divergence for both PRS and Gail (p < 0.001), which indicates miscalibration. In Europeans, family history and prior biopsies drove Gail discrimination. In younger Asians, age at first live birth was influential. Conclusions: PRS adds value to risk stratification beyond traditional tools, especially in younger women and Asian ancestry populations.
Publication Details
PubMed ID
41228354
Digital Object Identifier
10.3390/cancers17213561
Publication
Cancers (Basel). 2025 Nov 3; Volume 17 (Issue 21)