ENDORSE: a prognostic model for endocrine therapy in estrogen-receptor-positive breast cancers

被引:5
|
作者
Nath, Aritro [1 ]
Cohen, Adam L. [2 ]
Bild, Andrea H. [1 ]
机构
[1] City Hope Comprehens Canc Ctr, Dept Med Oncol & Therapeut, Monrovia, CA 91010 USA
[2] Inova Schar Canc Inst, Neuro Oncol Program, Fairfax, VA USA
基金
美国国家卫生研究院;
关键词
biomarker; cox proportional hazards model; endocrine resistance; lasso; survival analysis; REGULARIZATION PATHS; AMERICAN SOCIETY; EXPRESSION; BIOMARKERS; MANAGEMENT; DECISIONS; SELECTION; REVEALS; IMMUNOHISTOCHEMISTRY; CLASSIFICATION;
D O I
10.15252/msb.202110558
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Advanced and metastatic estrogen receptor-positive (ER+) breast cancers are often endocrine resistant. However, endocrine therapy remains the primary treatment for all advanced ER+ breast cancers. Treatment options that may benefit resistant cancers, such as add-on drugs that target resistance pathways or switching to chemotherapy, are only available after progression on endocrine therapy. Here we developed an endocrine therapy prognostic model for early and advanced ER+ breast cancers. The endocrine resistance (ENDORSE) model is composed of two components, each based on the empirical cumulative distribution function of ranked expression of gene signatures. These signatures include a feature set associated with long-term survival outcomes on endocrine therapy selected using lasso-regularized Cox regression and a pathway-based curated set of genes expressed in response to estrogen. We extensively validated ENDORSE in multiple ER+ clinical trial datasets and demonstrated superior and consistent performance of the model over clinical covariates, proliferation markers, and multiple published signatures. Finally, genomic and pathway analyses in patient data revealed possible mechanisms that may help develop rational stratification strategies for endocrine-resistant ER+ breast cancer patients.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] WHY ARE ESTROGEN-RECEPTOR-NEGATIVE BREAST CANCERS MORE AGGRESSIVE THAN THE ESTROGEN-RECEPTOR-POSITIVE BREAST CANCERS
    SHEIKH, MS
    GARCIA, M
    PUJOL, P
    FONTANA, JA
    ROCHEFORT, H
    INVASION & METASTASIS, 1994, 14 (1-6): : 329 - 336
  • [2] Endocrine therapy treatment radiosensitizes estrogen receptor-positive breast cancers
    Michmerhuizen, Anna R.
    Lerner, Lynn
    Pesch, Andrea M.
    Ward, Connor
    Schwartz, Rachel
    Wilder-Romans, Kari
    Liu, Meilan
    Wharram, Bryan
    Harold, Alexis
    Azaria, Ruth
    Garcia, Nicole Zambrana
    Hayes, Daniel F.
    Rae, James M.
    Pierce, Lori J.
    Speers, Corey W.
    CANCER RESEARCH, 2022, 82 (04)
  • [3] Aromatase inhibition remodels the clonal architecture of estrogen-receptor-positive breast cancers
    Miller, Christopher A.
    Gindin, Yevgeniy
    Lu, Charles
    Griffith, Obi L.
    Griffith, Malachi
    Shen, Dong
    Hoog, Jeremy
    Li, Tiandao
    Larson, David E.
    Watson, Mark
    Davies, Sherri R.
    Hunt, Kelly
    Suman, Vera J.
    Snider, Jacqueline
    Walsh, Thomas
    Colditz, Graham A.
    DeSchryver, Katherine
    Wilson, Richard K.
    Mardis, Elaine R.
    Ellis, Matthew J.
    Nature Communications, 2016, 7
  • [4] Aromatase inhibition remodels the clonal architecture of estrogen-receptor-positive breast cancers
    Christopher A. Miller
    Yevgeniy Gindin
    Charles Lu
    Obi L Griffith
    Malachi Griffith
    Dong Shen
    Jeremy Hoog
    Tiandao Li
    David E. Larson
    Mark Watson
    Sherri R Davies
    Kelly Hunt
    Vera J. Suman
    Jacqueline Snider
    Thomas Walsh
    Graham A. Colditz
    Katherine DeSchryver
    Richard K. Wilson
    Elaine R. Mardis
    Matthew J. Ellis
    Nature Communications, 7
  • [5] Androgen Receptor Expression Is a Significant Prognostic Factor in Estrogen Receptor Positive Breast Cancers Treated with Chemo-Endocrine Therapy
    Castellano, I.
    Allia, E.
    Accortanzo, V.
    Vandone, A. M.
    Chiusa, L.
    Arisio, R.
    Durando, A.
    Donadio, M.
    Bussolati, G.
    Coates, A. S.
    Viale, G.
    Sapino, A.
    LABORATORY INVESTIGATION, 2010, 90 : 39A - 39A
  • [6] Androgen Receptor Expression Is a Significant Prognostic Factor in Estrogen Receptor Positive Breast Cancers Treated with Chemo-Endocrine Therapy
    Castellano, I.
    Allia, E.
    Accortanzo, V.
    Vandone, A. M.
    Chiusa, L.
    Arisio, R.
    Durando, A.
    Donadio, M.
    Bussolati, G.
    Coates, A. S.
    Viale, G.
    Sapino, A.
    MODERN PATHOLOGY, 2010, 23 : 39A - 39A
  • [7] NEURO-ENDOCRINE ABNORMALITIES AND THE PATHOGENESIS OF ESTROGEN-RECEPTOR-POSITIVE BREAST-CANCER
    LEHRER, S
    BROWN, RR
    LEE, C
    KALNICKI, S
    LIPSZTEIN, R
    BLOOMER, WD
    MOUNT SINAI JOURNAL OF MEDICINE, 1988, 55 (04): : 272 - 275
  • [8] Modulation of epidermal growth factor receptor in endocrine-resistant, estrogen-receptor-positive breast cancer
    Nicholson, RI
    Hutcheson, IR
    Harper, ME
    Knowlden, JM
    Barrow, D
    McClelland, RA
    Jones, HE
    Wakeling, AE
    Gee, JMW
    HORMONE-RELATED TUMORS: NOVEL APPROACHES TO PREVENTION AND TREATMENT, 2002, 963 : 104 - 115
  • [9] High-Risk Estrogen-Receptor-Positive Breast CancerIdentification and Implications for Therapy
    Rosemary L. Balleine
    Nicholas R. Wilcken
    Molecular Diagnosis & Therapy, 2012, 16 : 235 - 240
  • [10] Breast-conserving surgery after preoperative endocrine therapy versus chemotherapy in postmenopausal patients with estrogen-receptor-positive breast cancer
    Semiglazov, V. F.
    Semiglazov, V. V.
    Dashyan, G. A.
    Manikhas, A. G.
    Ziltsova, E. K.
    Malodusheva, A. A.
    Ivanov, V. G.
    Donskih, R. V.
    Paltuev, R. M.
    Kletsel, A. E.
    EJC SUPPLEMENTS, 2010, 8 (03): : 60 - 60