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Shulman, Katerina

Mayo Clinic

Clalit Regional Oncology Unit, Haifa and Western Galilee District, Haifa 3436212, Israel

Citations 2

Threshold-Based Overlap of Breast Cancer High-Risk Classification Using Family History, Polygenic Risk Scores, and Traditional Risk Models in 180,398 Women
Ho, Peh Joo , Loo, Christine Kim Yan , Lim, Ryan Jak Yang, Goh, Mui Heng, Abubakar, Mustapha , Ahearn, Thomas U. , Andrulis, Irene L. , Antonenkova, Natalia, Aronson, Kristan J. , Augustinsson, Annelie , Behrens, Sabine , Bodelón, Clara , Bogdanova, Natalia , Bolla, Manjeet K. , Brantley, Kristen D. , Brenner, Hermann , Byers, Helen L., Camp, Nicola J. , Cessna, Melissa H., Chang-Claude, Jenny, Choi, Ji-Yeob , Czene, Kamila , Dörk, Thilo , Eliassen, A. Heather , Engel, Christoph , Eriksson, Mikael , Evans, D. Gareth , Fritschi, Lin , Genkinger, Jeanine M. , Geurts-Giele, Willemina R.R. , Glendon, Gord, Hall, Per , Hamann, U. , Ho, Cecilia Y.S., Hooning, Maartje J. , Hoppe, Reiner , Humphreys, Keith , Ito, Hidemi , Jakubowska, Anna , Jernström, Helena , John, Esther M. , Johnson, Nichola , Kang, Daehee , Kim, Sung‐Won , Kitahara, Cari M. , Ko, Yon-Dschun, Kraft, Peter, Kwong, Ava , Lambrechts, Diether, Larsson, Susanna C. , Li, Shuai , Lindblom, Annika , Linet, Martha, Lissowska, Jolanta , Lophatananon, Artitaya , MacInnis, Robert J. , Mannermaa, Arto, Manoukian, Siranoush, Margolin, Sara, Matsuo, Keitaro , Michailidou, Kyriaki , Taib, Nur Aishah Mohd , Murphy, Rachel A. , Newman, William G. , Obi, Nadia , Olopade, Olufunmilayo I., Panayiotidis, Mihalis I. , Park, Sue K. , Park‐Simon, Tjoung‐Won , Patel, Alpa V , Peterlongo, Paolo , Plaseska‐Karanfilska, Dijana , Pylkäs, Katri , Rashid, Muhammad Usman , Rodríguez, Juan , Sandler, Dale P. , Sawyer, Elinor J. , Scott, Christopher G. , Shahi, Shamim , Shu, Xiao‐Ou , Shulman, Katerina, Simard, Jacques , Southey, Melissa C., Stone, Jennifer , Taylor, Jack A. , Teo, Soo‐Hwang , Teras, Lauren R. , Vachon, Celine M., Houdt, Maxime Van , Verhoeven, Jelle , Weinberg, Clarice R. , Wolk, Alicja , Yamaji, Taiki , Yip, Cheng Har , Zheng, Wei , Hartman, Mikael , Li, Jingmei , Investigators, on behalf of the ABCTB, Investigators, kConFab, Investigators, MyBrCa, Investigators, SGBCC, Olopade, Olufunmilayo I. , Lambrechts, Diether , Lambrechts, Diether , Hamann, Ute , Hooning, Maartje J. , Bogdanova, Natalia V , Czene, Kamila , Dörk, Thilo , Eliassen, A Heather , Engel, Christoph , Eriksson, Mikael , Evans, D Gareth , Fletcher, Olivia , Fritschi, Lin , Genkinger, Jeanine , Hall, Per N , Ho, Cecilia Y S , Humphreys, Keith , Ito, Hidemi , Jakubowska, Anna , Jernström, Helena , Johnson, Nichola , Kim, Sung-Won , Kitahara, Cari M , Kwong, Ava , Larsson, Susanna C , Li, Shuai , Lindblom, Annika , Lissowska, Jolanta , Lophatananon, Artitaya , Maclnnis, Robert , Matsuo, Keitaro , Michailidou, Kyriaki , Mohd Taib, Nur Aishah , Murphy, Rachel A , Newman, William G , Obi, Nadia , Panayiotidis, Mihalis I , Park, Sue K , Park-Simon, Tjoung-Won , Peterlongo, Paolo , Plaseska-Karanfilska, Dijana , Pylkäs, Katri , Rashid, Muhammad U , Rennert, Gad , Rodriguez, Juan , Sandler, Dale P , Sawyer, Elinor J , Scott, Christopher , Shu, Xiao-Ou , Simard, Jacques , Stone, Jennifer , Taylor, Jack A , Teo, Soo H , Teras, Lauren R , Houdt, Maxime Van , Verhoeven, Jelle , Weinberg, Clarice R , Wolk, Alicja , Zheng, Wei , Hartman, Mikael , Li, Jingmei , Lambrechts, Diether , Behrens, Sabine , John, Esther M , Olopade, Olufunmilayo I , Lambrechts, Diether , Augustinsson, Annelie , Brenner, Hermann , Camp, Nicola J , Brantley, Kristen D , Lim, Ryan Jak Yang, Byers, Helen, Castelao, Jose E. , Chang‐Claude, Jenny , Chanock, Stephen Jacob , Chenevix‐Trench, Georgia , Colonna, Sarah V. , Daly, Mary Beryl , Derouane, Françoise , Fletcher, Olivia , Gago-Domínguez, Manuela , Ho, Weang-Kee , Howell, Anthony , Iwasaki, Motoki , Ko, Yon‐Dschun, Mannermaa, Arto , Manoukian, Siranoush , Margolin, Sara , Milne, Roger L. , Muir, Kenneth , O’Brien, Katie M. , Rennert, Gad , Saloustros, Emmanouil , Southey, Melissa C. , Terry, Mary Beth , Torres, Diana , Investigators, on behalf of the ABCTB, Investigators, kConFab, Investigators, MyBrCa, Investigators, SGBCC

Cancers | November 3, 2025 | Volume: 17 | Issue: 21 | Pages: 3561

10.3390/cancers17213561 Get It

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.
Exogenous Hormones, Tumor Intrinsic Subtypes, and Breast Cancer
Cornet, Charlotte Le , Truong, Thérèse, Bolla, Manjeet K. , Koutros, Stella, Stone, Jennifer , Shulman, Katerina, Aronson, Kristan J. , Guénel, Pascal, Patel, Alpa V , Bodelón, Clara , Teras, Lauren R., Shahi, Shamim , Dossus, Laure, Kaaks, R., Holleczek, Bernd , Hoppe, Reiner , Czene, Kamila, Hall, P.F., Mannermaa, Arto, Wu, Anna H. , Obi, Nadia , Panayiotidis, Mihalis I. , Haiman, Christopher A., Shu, Xiao , Perou, Charles M. , Alsten, Sarah Van, Eliassen, A. Heather, Kraft, Peter, Ahearn, Thomas U., Evans, D. Gareth , Wolk, Alicja, Easton, Douglas F., Pharoah, Paul D. P., Vachon, Celine M. , Chang-Claude, Jenny, Evans, D Gareth , Perou, Charles M , Stone, Jennifer , Panayiotidis, Mihalis I , Jung, Audrey , Behrens, Sabine , Middha, Pooja , Truong, Thérèse , Jernström, Helena , Wang, Qin , Southey, Melissa C. , Freeman, Laura E. Beane , Koutros, Stella , Rennert, Gad , Murphy, Rachel A. , Guénel, Pascal , Teras, Lauren R. , Lacey, James V. , Dossus, Laure , Kaaks, Rudolf , Brenner, Hermann , Brauch, Hiltrud , Czene, Kamila, Mannermaa, Arto , Michailidou, Kyriaki , McLean, Catriona , Haiman, Christopher A., Augustinsson, Annelie , Zheng, Wei , Troester, Melissa A. , Abubakar, Mustapha , Ahearn, Thomas U., Wolk, Alicja , Milne, Roger L. , Easton, Douglas F. , Schmidt, Marjanka K. , García‐Closas, Montserrat , Vachon, Celine M. , Fortner, Renée T. , Chang‐Claude, Jenny

JAMA Network Open | July 7, 2025 | Volume: 8 | Issue: 7 | Pages: e2519236

10.1001/jamanetworkopen.2025.19236 Get It

ImportanceEtiologic heterogeneity in breast carcinogenesis needs to be well characterized for targeted prevention. Associations between menopausal hormonal therapy (MHT) and oral contraceptive (OC) use and breast cancer intrinsic-like subtypes are not well understood.ObjectiveTo examine whether exogenous hormone use is differentially associated with breast cancer subtypes and to evaluate heterogeneity by intrinsic-like subtypes.Design, Setting, and ParticipantsThis study pooled data from 31 nested and population-based case-control studies involved in the Breast Cancer Association Consortium. The study population included individuals with breast cancer and control participants from 13 case-control studies nested in prospective cohorts (recruited between 1982 and 2011) and 18 population-based case-control studies (recruited between 1990 and 2013). Data analysis was performed in June 2024.ExposureMHT use (estrogen-progestin therapy [EPT] or estrogen-only therapy [ET]) in postmenopausal women and OC use in premenopausal women (never, past use, or current use).Main Outcomes and MeasuresBreast cancer intrinsic-like subtypes (luminal A–like, luminal B–like, luminal B–ERBB2 [formerly HER2 or HER2/neu]-like, ERBB2 enriched–like, or triple-negative) were determined by immunohistochemistry of tumor sections. Polytomous logistic regression was performed to estimate the association between exogenous hormones and risk of breast cancer by intrinsic-like subtypes. Analyses by subtypes were stratified by body mass index (BMI [calculated as weight in kilograms divided by height in meters squared]; healthy weight, 18.5-&amp;lt;25; overweight, 25-&amp;lt;30; or obesity, ≥30).ResultsThis study included 42 269 individuals with breast cancer (11 901 [28.2%] premenopausal and 30 368 [71.8%] postmenopausal; 23 353 [55.2%] had a known intrinsic-like subtype) and 71 072 control participants. The mean (SD) age of all participants was 57.9 (10.9) years. In postmenopausal women, associations between current MHT use (EPT or ET) and breast cancer differed by subtype. Current EPT users with healthy weight were more likely to be diagnosed with luminal A–like (odds ratio [OR], 2.51 [95% CI, 2.26-2.80]) or luminal B–ERBB2-like (OR, 1.95 [95% CI, 1.61-2.37]) subtypes. These associations were attenuated but remained for individuals with overweight (OR, 1.40 [95% CI, 1.02-1.92]) or obesity (OR, 1.68 [95% CI, 1.01-2.78]). EPT use increased the odds of being diagnosed with luminal B–like tumors solely in women with healthy weight (OR, 1.47 [95% CI, 1.17-1.86]). Current ET use was positively associated with luminal A–like disease in women with healthy weight only (OR, 1.16 [95% CI, 1.01-1.32]), showing inverse associations with higher BMI (obesity: OR, 0.65 [95% CI, 0.50-0.85]). In premenopausal women, recent OC use was associated with luminal B–ERBB2-like (OR, 1.50 [95% CI, 1.09-2.08]), ERBB2 enriched–like (OR, 2.33 [95% CI, 1.55-3.51]), and triple-negative (OR, 1.75 [95% CI, 1.33-2.29]; P &amp;lt; .04 for heterogeneity) tumors.Conclusions and RelevanceIn this study, clear differences were observed in associations between current EPT use and luminal-like breast cancer subtypes and other subtypes. EPT users with healthy weight were more likely to be diagnosed with luminal-like breast cancer compared with nonusers. Subtype heterogeneity was less apparent in associations of OC and ET use. Future studies on contemporary formulations, patterns of use, and routes of administration of exogenous hormone usage are warranted.