Breast cancer;
Gail Model;
Gene signature;
Gene expression;
Cancer risk;
NanoString;
GERMLINE MUTATIONS;
SEQUENCE-ANALYSIS;
WHITE WOMEN;
VALIDATION;
MODEL;
SUSCEPTIBILITY;
BRCA1;
D O I:
10.1016/j.jss.2019.07.021
中图分类号:
R61 [外科手术学];
学科分类号:
摘要:
Background: Breast cancer (BC) risk assessment models are statistical estimates based on patient characteristics. We developed a gene expression assay to assess BC risk using benign breast biopsy tissue. Methods: A NanoString-based malignancy risk (MR) gene signature was validated for formalin-fixed paraffin-embedded (FFPE) tissue. It was applied to FFPE benign and BC specimens obtained from women who underwent breast biopsy, some of whom developed BC during follow-up to evaluate diagnostic capability of the MR signature. BC risk was calculated with MR score, Gail risk score, and both tests combined. Logistic regression and receiver operating characteristic curves were used to evaluate these 3 models. Results: NanoString MR demonstrated concordance between fresh frozen and FFPE malignant samples (r = 0.99). Within the validation set, 563 women with benign breast biopsies from 2007 to 2011 were identified and followed for at least 5 y; 50 women developed BC (affected) within 5 y from biopsy. Three groups were compared: benign tissue from unaffected and affected patients and malignant tissue from affected patients. Kruskal-Wallis test suggested difference between the groups (P = 0.09) with trend in higher predicted MR score for benign tissue from affected patients before development of BC. Neither the MR signature nor Gail risk score were statistically different between affected and unaffected patients; combining both tests demonstrated best predictive value (AUC = 0.71). Conclusions: FFPE gene expression assays can be used to develop a predictive test for BC. Further investigation of the combined MR signature and Gail Model is required. Our assay was limited by scant cellularity of archived breast tissue. (C) 2019 Elsevier Inc. All rights reserved.
机构:
Univ Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, EnglandUniv Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, England
Thompson, D
Easton, D
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, EnglandUniv Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, England
机构:
Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Tice, Jeffrey A.
Cummings, Steven R.
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Cummings, Steven R.
Smith-Bindman, Rebecca
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Smith-Bindman, Rebecca
Ichikawa, Laura
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Ichikawa, Laura
Barlow, William E.
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Barlow, William E.
Kerlikowske, Karla
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
机构:
Boston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Tripathi, Anusri
King, Chialin
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
King, Chialin
De la Morenas, Antonio
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
De la Morenas, Antonio
Perry, Victoria Kristina
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Perry, Victoria Kristina
Burke, Bohdana
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Burke, Bohdana
Antoine, Gregory A.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Antoine, Gregory A.
Hirsch, Erwin F.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Hirsch, Erwin F.
Kavanah, Maureen
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Kavanah, Maureen
Mendez, Jane
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Mendez, Jane
Stone, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Stone, Michael
Gerry, Norman P.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Genet & Genom, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Gerry, Norman P.
Lenburg, Marc E.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Genet & Genom, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Lenburg, Marc E.
Rosenberg, Carol L.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
机构:
Beth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Tung, Nadine
Lin, Nancy U.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Lin, Nancy U.
Kidd, John
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Kidd, John
Allen, Brian A.
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Allen, Brian A.
Singh, Nanda
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Singh, Nanda
Wenstrup, Richard J.
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Wenstrup, Richard J.
Hartman, Anne-Renee
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Hartman, Anne-Renee
Winer, Eric P.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Winer, Eric P.
Garber, Judy E.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
机构:
Canc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, EnglandCanc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, England
Tyrer, J
Duffy, SW
论文数: 0引用数: 0
h-index: 0
机构:
Canc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, EnglandCanc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, England
Duffy, SW
Cuzick, J
论文数: 0引用数: 0
h-index: 0
机构:
Canc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, EnglandCanc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, England
机构:
Univ Kentucky, Dept Stat, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Wang, Hong
Horbinski, Craig
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Pathol, Chicago, IL 60611 USA
Northwestern Univ, Dept Neurosurg, Chicago, IL 60611 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Horbinski, Craig
Wu, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Dept Biostat & Bioinformat, Atlanta, GA 30322 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Wu, Hao
Liu, Yinxing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Dept Pathol & Lab Med, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Liu, Yinxing
Sheng, Shaoyi
论文数: 0引用数: 0
h-index: 0
机构:
Paul Laurence Dunbar High Sch, Lexington, KY 40513 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Sheng, Shaoyi
Liu, Jinpeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Markey Canc Ctr, Biostat & Bioinformat Shared Resource Facil, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Liu, Jinpeng
Weiss, Heidi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Markey Canc Ctr, Biostat & Bioinformat Shared Resource Facil, Lexington, KY 40536 USA
Univ Kentucky, Dept Biostat, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Weiss, Heidi
Stromberg, Arnold J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Dept Stat, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
机构:
Univ Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, EnglandUniv Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, England
Thompson, D
Easton, D
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, EnglandUniv Cambridge, Canc Res UK Genet Epidemiol Unit, Strangeways Res Lab, Cambridge CB1 8RN, England
机构:
Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Tice, Jeffrey A.
Cummings, Steven R.
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Cummings, Steven R.
Smith-Bindman, Rebecca
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Smith-Bindman, Rebecca
Ichikawa, Laura
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Ichikawa, Laura
Barlow, William E.
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
Barlow, William E.
Kerlikowske, Karla
论文数: 0引用数: 0
h-index: 0
机构:Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94143 USA
机构:
Boston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Tripathi, Anusri
King, Chialin
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
King, Chialin
De la Morenas, Antonio
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
De la Morenas, Antonio
Perry, Victoria Kristina
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Perry, Victoria Kristina
Burke, Bohdana
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Burke, Bohdana
Antoine, Gregory A.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Antoine, Gregory A.
Hirsch, Erwin F.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Hirsch, Erwin F.
Kavanah, Maureen
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Kavanah, Maureen
Mendez, Jane
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Mendez, Jane
Stone, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Surg, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Stone, Michael
Gerry, Norman P.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Genet & Genom, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Gerry, Norman P.
Lenburg, Marc E.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Genet & Genom, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Lenburg, Marc E.
Rosenberg, Carol L.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USABoston Univ, Med Ctr, Dept Med, Sch Med, Boston, MA 02118 USA
机构:
Beth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Tung, Nadine
Lin, Nancy U.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Lin, Nancy U.
Kidd, John
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Kidd, John
Allen, Brian A.
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Allen, Brian A.
Singh, Nanda
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Singh, Nanda
Wenstrup, Richard J.
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Wenstrup, Richard J.
Hartman, Anne-Renee
论文数: 0引用数: 0
h-index: 0
机构:
Myriad Genet Labs Inc, Salt Lake City, UT USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Hartman, Anne-Renee
Winer, Eric P.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
Winer, Eric P.
Garber, Judy E.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USABeth Israel Deaconess Med Ctr, 330 Brookline Ave, Boston, MA 02215 USA
机构:
Canc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, EnglandCanc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, England
Tyrer, J
Duffy, SW
论文数: 0引用数: 0
h-index: 0
机构:
Canc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, EnglandCanc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, England
Duffy, SW
Cuzick, J
论文数: 0引用数: 0
h-index: 0
机构:
Canc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, EnglandCanc Res UK, Wolfson Inst Prevent Med, Dept Epidemiol Math & Stat, London EC1M 6BQ, England
机构:
Univ Kentucky, Dept Stat, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Wang, Hong
Horbinski, Craig
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Pathol, Chicago, IL 60611 USA
Northwestern Univ, Dept Neurosurg, Chicago, IL 60611 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Horbinski, Craig
Wu, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Dept Biostat & Bioinformat, Atlanta, GA 30322 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Wu, Hao
Liu, Yinxing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Dept Pathol & Lab Med, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Liu, Yinxing
Sheng, Shaoyi
论文数: 0引用数: 0
h-index: 0
机构:
Paul Laurence Dunbar High Sch, Lexington, KY 40513 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Sheng, Shaoyi
Liu, Jinpeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Markey Canc Ctr, Biostat & Bioinformat Shared Resource Facil, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Liu, Jinpeng
Weiss, Heidi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Markey Canc Ctr, Biostat & Bioinformat Shared Resource Facil, Lexington, KY 40536 USA
Univ Kentucky, Dept Biostat, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA
Weiss, Heidi
Stromberg, Arnold J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kentucky, Dept Stat, Lexington, KY 40536 USAUniv Kentucky, Dept Stat, Lexington, KY 40536 USA