Translating a Prognostic DNA Genomic Classifier into the Clinic: Retrospective Validation in 563 Localized Prostate Tumors

被引:35
作者
Lalonde, Emilie [1 ,2 ]
Alkallas, Rached [1 ]
Chua, Melvin Lee Kiang [3 ]
Fraser, Michael [4 ]
Haider, Syed [1 ]
Meng, Alice [4 ]
Zheng, Junyan [4 ]
Yao, Cindy Q. [1 ]
Picard, Valerie [6 ]
Orain, Michele [6 ]
Hovington, Helene [6 ]
Murgic, Jure [3 ]
Berlin, Alejandro [3 ]
Lacombe, Louis [6 ]
Bergeron, Alain [6 ]
Fradet, Yves [6 ]
Tetu, Bernard [6 ]
Lindberg, Johan [7 ]
Egevad, Lars [8 ]
Gronberg, Henrik [7 ]
Ross-Adams, Helen [9 ]
Lamb, Alastair D. [9 ,10 ,11 ]
Halim, Silvia [9 ]
Dunning, Mark J. [9 ]
Neal, David E. [9 ,10 ]
Pintilie, Melania [5 ]
van der Kwast, Theodorus [12 ]
Bristow, Robert G. [2 ,3 ,4 ]
Boutros, Paul C. [1 ,2 ,13 ]
机构
[1] Ontario Inst Canc Res, Informat & Biocomp Program, Toronto, ON, Canada
[2] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada
[3] Princess Margaret Canc Ctr, Radiat Med Program, Toronto, ON, Canada
[4] Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON, Canada
[5] Univ Hlth Network, Princess Margaret Canc Ctr, Dept Biostat, Toronto, ON, Canada
[6] Univ Laval, CHU Quebec, Ctr Rech, Quebec City, PQ, Canada
[7] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[8] Karolinska Inst, Dept Pathol & Oncol, Stockholm, Sweden
[9] Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
[10] Addenbrookes Hosp, Dept Urol, Cambridge, England
[11] Univ Cambridge, Acad Urol Grp, Cambridge, England
[12] Univ Hlth Network, Toronto Gen Hosp, Dept Pathol & Lab Med, Toronto, ON, Canada
[13] Univ Toronto, Dept Pharmacol & Toxicol, Toronto, ON, Canada
基金
瑞典研究理事会;
关键词
Genomic classifier; Genomic signature; Prognosis; Localized prostate cancer; Precision medicine; Copy number alteration; CNA; CNV; CANCER AGGRESSIVENESS; COPY NUMBER; BIOMARKERS; HETEROGENEITY; IDENTIFICATION; EXOSOMES; MODEL; ASSAY; MEN;
D O I
10.1016/j.eururo.2016.10.013
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Background: Localized prostate cancer is clinically heterogeneous, despite clinical risk groups that represent relative prostate cancer-specific mortality. We previously developed a 100-locus DNA classifier capable of substratifying patients at risk of biochemical relapse within clinical risk groups. Objective: The 100-locus genomic classifier was refined to 31 functional loci and tested with standard clinical variables for the ability to predict biochemical recurrence (BCR) and metastasis. Design, setting, and participants: Four retrospective cohorts of radical prostatectomy specimens from patients with localized disease were pooled, and an additional 102-patient cohort used to measure the 31-locus genomic classifier with the NanoString platform. Outcome measurements and statistical analysis: The genomic classifier scores were tested for their ability to predict BCR (n = 563) and metastasis (n = 154), and compared with clinical risk stratification schemes. Results and limitations: The 31-locus genomic classifier performs similarly to the 100-locus classifier. It identifies patients with elevated BCR rates (hazard ratio = 2.73, p < 0.001) and patients that eventually develop metastasis (hazard ratio = 7.79, p < 0.001). Combining the genomic classifier with standard clinical variables outperforms clinical models. Finally, the 31-locus genomic classifier was implemented using a NanoString assay. The study is limited to retrospective cohorts. Conclusions: The 100-locus and 31-locus genomic classifiers reliably identify a cohort of men with localized disease who have an elevated risk of failure. The NanoString assay will be useful for selecting patients for treatment deescalation or escalation in prospective clinical trials based on clinico-genomic scores from pretreatment biopsies. Patient summary: It is challenging to determine whether tumors confined to the prostate are aggressive, leading to significant undertreatment and overtreatment. We validated a test based on prostate tumor DNA that improves estimations of relapse risk, and that can help guide treatment planning. (C) 2016 European Association of Urology. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:22 / 31
页数:10
相关论文
共 30 条
[1]   Spatial genomic heterogeneity within localized, multifocal prostate cancer [J].
Boutros, Paul C. ;
Fraser, Michael ;
Harding, Nicholas J. ;
de Borja, Richard ;
Trudel, Dominique ;
Lalonde, Emilie ;
Meng, Alice ;
Hennings-Yeomans, Pablo H. ;
McPherson, Andrew ;
Sabelnykova, Veronica Y. ;
Zia, Amin ;
Fox, Natalie S. ;
Livingstone, Julie ;
Shiah, Yu-Jia ;
Wang, Jianxin ;
Beck, Timothy A. ;
Have, Cherry L. ;
Chong, Taryne ;
Sam, Michelle ;
Johns, Jeremy ;
Timms, Lee ;
Buchner, Nicholas ;
Wong, Ada ;
Watson, John D. ;
Simmons, Trent T. ;
P'ng, Christine ;
Zafarana, Gaetano ;
Nguyen, Francis ;
Luo, Xuemei ;
Chu, Kenneth C. ;
Prokopec, Stephenie D. ;
Sykes, Jenna ;
Dal Pra, Alan ;
Berlin, Alejandro ;
Brown, Andrew ;
Chan-Seng-Yue, Michelle A. ;
Yousif, Fouad ;
Denroche, Robert E. ;
Chong, Lauren C. ;
Chen, Gregory M. ;
Jung, Esther ;
Fung, Clement ;
Starmans, Maud H. W. ;
Chen, Hanbo ;
Govind, Shaylan K. ;
Hawley, James ;
D'Costa, Alister ;
Pintilie, Melania ;
Waggott, Daryl ;
Hach, Faraz .
NATURE GENETICS, 2015, 47 (07) :736-+
[2]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[3]   Epigenetic markers of prostate cancer in plasma circulating DNA [J].
Cortese, Rene ;
Kwan, Andrew ;
Lalonde, Emilie ;
Bryzgunova, Olga ;
Bondar, Anna ;
Wu, Ying ;
Gordevicius, Juozas ;
Park, Mina ;
Oh, Gabriel ;
Kaminsky, Zachary ;
Tverkuviene, Justina ;
Laurinavicius, Arvydas ;
Jankevicius, Feliksas ;
Sendorek, Dorota H. S. ;
Haider, Syed ;
Wang, Sun-Chong ;
Jarmalaite, Sonata ;
Laktionov, Pavel ;
Boutros, Paul C. ;
Petronis, Arturas .
HUMAN MOLECULAR GENETICS, 2012, 21 (16) :3619-3631
[4]   Prognostic value of an RNA expression signature derived from cell cycle proliferation genes in patients with prostate cancer: a retrospective study [J].
Cuzick, Jack ;
Swanson, Gregory P. ;
Fisher, Gabrielle ;
Brothman, Arthur R. ;
Berney, Daniel M. ;
Reid, Julia E. ;
Mesher, David ;
Speights, V. O. ;
Stankiewicz, Elzbieta ;
Foster, Christopher S. ;
Moller, Henrik ;
Scardino, Peter ;
Warren, Jorja D. ;
Park, Jimmy ;
Younus, Adib ;
Flake, Dart D., II ;
Wagner, Susanne ;
Gutin, Alexander ;
Lanchbury, Jerry S. ;
Stone, Steven .
LANCET ONCOLOGY, 2011, 12 (03) :245-255
[5]   Cancer-specific mortality after surgery or radiation for patients with clinically localized prostate cancer managed during the prostate-specific antigen era [J].
D'Amico, AV ;
Moul, J ;
Carroll, PR ;
Sun, L ;
Lubeck, D ;
Chen, MH .
JOURNAL OF CLINICAL ONCOLOGY, 2003, 21 (11) :2163-2172
[6]   Lead Time and Overdiagnosis in Prostate-Specific Antigen Screening: Importance of Methods and Context [J].
Draisma, Gerrit ;
Etzioni, Ruth ;
Tsodikov, Alex ;
Mariotto, Angela ;
Wever, Elisabeth ;
Gulati, Roman ;
Feuer, Eric ;
de Koning, Harry .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2009, 101 (06) :374-383
[7]   Discovery and Validation of a Prostate Cancer Genomic Classifier that Predicts Early Metastasis Following Radical Prostatectomy [J].
Erho, Nicholas ;
Crisan, Anamaria ;
Vergara, Ismael A. ;
Mitra, Anirban P. ;
Ghadessi, Mercedeh ;
Buerki, Christine ;
Bergstralh, Eric J. ;
Kollmeyer, Thomas ;
Fink, Stephanie ;
Haddad, Zaid ;
Zimmermann, Benedikt ;
Sierocinski, Thomas ;
Ballman, Karla V. ;
Triche, Timothy J. ;
Black, Peter C. ;
Karnes, R. Jeffrey ;
Klee, George ;
Davicioni, Elai ;
Jenkins, Robert B. .
PLOS ONE, 2013, 8 (06)
[8]   Genomic, pathological, and clinical heterogeneity as drivers of personalized medicine in prostate cancer [J].
Fraser, Michael ;
Berlin, Alejandro ;
Bristow, Robert G. ;
van der Kwast, Theodorus .
UROLOGIC ONCOLOGY-SEMINARS AND ORIGINAL INVESTIGATIONS, 2015, 33 (02) :85-94
[9]   Direct multiplexed measurement of gene expression with color-coded probe pairs [J].
Geiss, Gary K. ;
Bumgarner, Roger E. ;
Birditt, Brian ;
Dahl, Timothy ;
Dowidar, Naeem ;
Dunaway, Dwayne L. ;
Fell, H. Perry ;
Ferree, Sean ;
George, Renee D. ;
Grogan, Tammy ;
James, Jeffrey J. ;
Maysuria, Malini ;
Mitton, Jeffrey D. ;
Oliveri, Paola ;
Osborn, Jennifer L. ;
Peng, Tao ;
Ratcliffe, Amber L. ;
Webster, Philippa J. ;
Davidson, Eric H. ;
Hood, Leroy .
NATURE BIOTECHNOLOGY, 2008, 26 (03) :317-325
[10]   A Three-Gene Model to Robustly Identify Breast Cancer Molecular Subtypes [J].
Haibe-Kains, Benjamin ;
Desmedt, Christine ;
Loi, Sherene ;
Culhane, Aedin C. ;
Bontempi, Gianluca ;
Quackenbush, John ;
Sotiriou, Christos .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2012, 104 (04) :311-325