Redefining breast cancer subtypes to guide treatment prioritization and maximize response: Predictive biomarkers across 10 cancer therapies

被引:192
作者
Wolf, Denise M. [1 ]
Yau, Christina [2 ]
Wulfkuhle, Julia [3 ]
Brown-Swigart, Lamorna [1 ]
Gallagher, Rosa, I [3 ]
Lee, Pei Rong Evelyn [1 ]
Zhu, Zelos [2 ]
Magbanua, Mark J. [1 ]
Sayaman, Rosalyn [1 ]
O'Grady, Nicholas [2 ]
Basu, Amrita [2 ]
Delson, Amy [4 ]
Coppe, Jean Philippe [1 ]
Lu, Ruixiao [5 ]
Braun, Jerome [5 ]
Asare, Smita M. [5 ]
Sit, Laura [2 ]
Matthews, Jeffrey B. [2 ]
Perlmutter, Jane [6 ]
Hylton, Nola [7 ]
Liu, Minetta C. [8 ]
Pohlmann, Paula [9 ]
Symmans, W. Fraser [10 ]
Rugo, Hope S. [11 ]
Isaacs, Claudine [12 ]
DeMichele, Angela M. [13 ]
Yee, Douglas [14 ]
Berry, Donald A. [15 ]
Pusztai, Lajos [16 ]
Petricoin, Emanuel F. [3 ]
Hirst, Gillian L. [2 ]
Esserman, Laura J. [2 ]
Veer, Laura J. van 't [1 ]
机构
[1] Univ Calif San Francisco, Dept Lab Med, 2340 Sutter St, San Francisco, CA 94143 USA
[2] Univ Calif San Francisco, Dept Surg, San Francisco, CA 94143 USA
[3] George Mason Univ, Ctr Appl Prote & Mol Med, Manassas, VA USA
[4] Univ Calif San Francisco, Breast Sci Advocacy Core, San Francisco, CA 94143 USA
[5] Quantum Leap Healthcare Collaborat, San Francisco, CA 94118 USA
[6] Gemini Grp, Ann Arbor, MI 48107 USA
[7] Univ Calif San Francisco, Dept Radiol, San Francisco, CA 94143 USA
[8] Mayo Clin, Dept Surg, Rochester, MN 55905 USA
[9] Georgetown Univ, MedStar Georgetown Univ Hosp, Washington, DC 20057 USA
[10] Univ Texas MD Anderson Canc Ctr, Dept Pathol, Houston, TX 77030 USA
[11] Univ Calif San Francisco, Div Hematol Oncol, San Francisco, CA 94158 USA
[12] Georgetown Univ, Lombardi Comprehens Canc Ctr, Washington, DC 20007 USA
[13] Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
[14] Univ Minnesota, Dept Med, Box 736 UMHC, Minneapolis, MN 55455 USA
[15] Berry Consultants LLC, Austin, TX 78746 USA
[16] Yale Univ, Yale Sch Med, New Haven, CT 06510 USA
关键词
STANDARD NEOADJUVANT CHEMOTHERAPY; ADAPTIVE RANDOMIZATION; TREATMENT DECISIONS; 70-GENE SIGNATURE; CARBOPLATIN; TRIAL; AID;
D O I
10.1016/j.ccell.2022.05.005
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Using pre-treatment gene expression, protein/phosphoprotein, and clinical data from the I-SPY2 neoadjuvant platform trial (NCT01042379), we create alternative breast cancer subtypes incorporating tumor biology beyond clinical hormone receptor (HR) and human epidermal growth factor receptor-2 (HER2) status to better predict drug responses. We assess the predictive performance of mechanism-of-action biomarkers from similar to 990 patients treated with 10 regimens targeting diverse biology. We explore >11 subtyping schemas and identify treatment-subtype pairs maximizing the pathologic complete response (pCR) rate over the population. The best performing schemas incorporate Immune, DNA repair, and HER2/Luminal phenotypes. Subsequent treatment allocation increases the overall pCR rate to 63% from 51% using HR/HER2-based treatment selection. pCR gains from reclassification and improved patient selection are highest in HR+ subsets (>15%). As new treatments are introduced, the subtyping schema determines the minimum response needed to show efficacy. This data platform provides an unprecedented resource and supports the usage of response-based subtypes to guide future treatment prioritization.
引用
收藏
页码:609 / +
页数:22
相关论文
共 52 条
[1]  
Bergin Alice R T, 2019, F1000Res, V8, DOI 10.12688/f1000research.18888.1
[2]   Adaptive clinical trials in oncology [J].
Berry, Donald A. .
NATURE REVIEWS CLINICAL ONCOLOGY, 2012, 9 (04) :199-207
[3]   Predictive Markers of Response to Neoadjuvant Durvalumab with Nab-Paclitaxel and Dose-Dense Doxorubicin/Cyclophosphamide in Basal-Like Triple-Negative Breast Cancer [J].
Blenman, Kim R. M. ;
Marczyk, Michal ;
Karn, Thomas ;
Qing, Tao ;
Li, Xiaotong ;
Gunasekharan, Vignesh ;
Yaghoobi, Vesal ;
Bai, Yalai ;
Ibrahim, Eiman Y. ;
Park, Tristen ;
Silber, Andrea ;
Wolf, Denise M. ;
Reisenbichler, Emily ;
Denkert, Carsten ;
V. Sinn, Bruno ;
Rozenblit, Mariya ;
Foldi, Julia ;
Rimm, David L. ;
Loibl, Sibylle ;
Pusztai, Lajos .
CLINICAL CANCER RESEARCH, 2022, 28 (12) :2587-2597
[4]  
Brown F.M., 1990, Boolean Reasoning: The logic of Boolean Equations
[5]   Comprehensive Genomic Analysis Identifies Novel Subtypes and Targets of Triple-Negative Breast Cancer [J].
Burstein, Matthew D. ;
Tsimelzon, Anna ;
Poage, Graham M. ;
Coyington, Kyle R. ;
Contreras, Alejandro ;
Fuqua, Suzanne A. W. ;
Sayage, Michelle I. ;
Osborne, C. Kent ;
Hilsenbeck, Susan G. ;
Chang, Jenny C. ;
Mills, Gordon B. ;
Lau, Ching C. ;
Brown, Powel H. .
CLINICAL CANCER RESEARCH, 2015, 21 (07) :1688-1698
[6]   70-Gene Signature as an Aid to Treatment Decisions in Early-Stage Breast Cancer [J].
Cardoso, F. ;
van't Veer, L. J. ;
Bogaerts, J. ;
Slaets, L. ;
Viale, G. ;
Delaloge, S. ;
Pierga, J. -Y. ;
Brain, E. ;
Causeret, S. ;
DeLorenzi, M. ;
Glas, A. M. ;
Golfinopoulos, V. ;
Goulioti, T. ;
Knox, S. ;
Matos, E. ;
Meulemans, B. ;
Neijenhuis, P. A. ;
Nitz, U. ;
Passalacqua, R. ;
Ravdin, P. ;
Rubio, I. T. ;
Saghatchian, M. ;
Smilde, T. J. ;
Sotiriou, C. ;
Stork, L. ;
Straehle, C. ;
Thomas, G. ;
Thompson, A. M. ;
van der Hoeven, J. M. ;
Vuylsteke, P. ;
Bernards, R. ;
Tryfonidis, K. ;
Rutgers, E. ;
Piccart, M. .
NEW ENGLAND JOURNAL OF MEDICINE, 2016, 375 (08) :717-729
[7]   TNBCtype: A Subtyping Tool for Triple-Negative Breast Cancer [J].
Chen, Xi ;
Li, Jiang ;
Gray, William ;
Lehmann, Brian ;
Bauer, Joshua ;
Shyr, Yu ;
Pietenpol, Jennifer .
CANCER INFORMATICS, 2012, 11 :147-156
[8]   MK-2206 and Standard Neoadjuvant Chemotherapy Improves Response in Patients With Human Epidermal Growth Factor Receptor 2-Positive and/or Hormone Receptor-Negative Breast Cancers in the I-SPY 2 Trial [J].
Chien, A. Jo ;
Tripathy, Debasish ;
Albain, Kathy S. ;
Symmans, W. Fraser ;
Rugo, Hope S. ;
Melisko, Michelle E. ;
Wallace, Anne M. ;
Schwab, Richard ;
Helsten, Teresa ;
Forero-Torres, Andres ;
Stringer-Reasor, Erica ;
Ellis, Erin D. ;
Kaplan, Henry G. ;
Nanda, Rita ;
Jaskowiak, Nora ;
Murthy, Rashmi ;
Godellas, Constantine ;
Boughey, Judy C. ;
Elias, Anthony D. ;
Haley, Barbara B. ;
Kemmer, Kathleen ;
Isaacs, Claudine ;
Clark, Amy S. ;
Lang, Julie E. ;
Lu, Janice ;
Korde, Larissa ;
Edmiston, Kirsten K. ;
Northfelt, Donald W. ;
Viscusi, Rebecca K. ;
Yee, Douglas ;
Perlmutter, Jane ;
Hylton, Nola M. ;
van't Veer, Laura J. ;
DeMichele, Angela ;
Wilson, Amy ;
Peterson, Garry ;
Buxton, Meredith B. ;
Paoloni, Melissa ;
Clennell, Julia ;
Berry, Scott ;
Matthews, Jeffrey B. ;
Steeg, Katherine ;
Singhrao, Ruby ;
Hirst, Gillian L. ;
Sanil, Ashish ;
Yau, Christina ;
Asare, Smita M. ;
Berry, Donald A. ;
Esserman, Laura J. .
JOURNAL OF CLINICAL ONCOLOGY, 2020, 38 (10) :1059-+
[9]   Neoadjuvant T-DM1/pertuzumab and paclitaxel/trastuzumab/pertuzumab for HER2+ breast cancer in the adaptively randomized I-SPY2 trial [J].
Clark, Amy S. ;
Yau, Christina ;
Wolf, Denise M. ;
Petricoin, Emanuel F. ;
Veer, Laura J. van't ;
Yee, Douglas ;
Moulder, Stacy L. ;
Wallace, Anne M. ;
Chien, A. Jo ;
Isaacs, Claudine ;
Boughey, Judy C. ;
Albain, Kathy S. ;
Kemmer, Kathleen ;
Haley, Barbara B. ;
Han, Hyo S. ;
Forero-Torres, Andres ;
Elias, Anthony ;
Lang, Julie E. ;
Ellis, Erin D. ;
Yung, Rachel ;
Tripathy, Debu ;
Nanda, Rita ;
Wulfkuhle, Julia D. ;
Brown-Swigart, Lamorna ;
Gallagher, Rosa, I ;
Helsten, Teresa ;
Roesch, Erin ;
Ewing, Cheryl A. ;
Alvarado, Michael ;
Crane, Erin P. ;
Buxton, Meredith ;
Clennell, Julia L. ;
Paoloni, Melissa ;
Asare, Smita M. ;
Wilson, Amy ;
Hirst, Gillian L. ;
Singhrao, Ruby ;
Steeg, Katherine ;
Asare, Adam ;
Matthews, Jeffrey B. ;
Berry, Scott ;
Sanil, Ashish ;
Melisko, Michelle ;
Perlmutter, Jane ;
Rugo, Hope S. ;
Schwab, Richard B. ;
Symmans, W. Fraser ;
Hylton, Nola M. ;
Berry, Donald A. ;
Esserman, Laura J. .
NATURE COMMUNICATIONS, 2021, 12 (01)
[10]   Cross-platform pathway-based analysis identifies markers of response to the PARP inhibitor olaparib [J].
Daemen, Anneleen ;
Wolf, Denise M. ;
Korkola, James E. ;
Griffith, Obi L. ;
Frankum, Jessica R. ;
Brough, Rachel ;
Jakkula, Lakshmi R. ;
Wang, Nicholas J. ;
Natrajan, Rachael ;
Reis-Filho, Jorge S. ;
Lord, Christopher J. ;
Ashworth, Alan ;
Spellman, Paul T. ;
Gray, Joe W. ;
van't Veer, Laura J. .
BREAST CANCER RESEARCH AND TREATMENT, 2012, 135 (02) :505-517