Prognostic Utility of a New mRNA Expression Signature of Gleason Score.

TitlePrognostic Utility of a New mRNA Expression Signature of Gleason Score.
Publication TypeJournal Article
Year of Publication2017
AuthorsSinnott JA, Peisch SF, Tyekucheva S, Gerke T, Lis R, Rider JR, Fiorentino M, Stampfer MJ, Mucci LA, Loda M, Penney KL
JournalClin Cancer Res
Volume23
Issue1
Pagination81-87
Date Published2017 Jan 01
ISSN1557-3265
KeywordsAged, Gene Expression Profiling, Humans, Male, Middle Aged, Neoplasm Grading, Neoplasm Staging, Neoplasms, Prognosis, Prostatic Neoplasms, Reproducibility of Results, ROC Curve, Transcriptome
Abstract

PURPOSE: Gleason score strongly predicts prostate cancer mortality; however, scoring varies among pathologists, and many men are diagnosed with intermediate-risk Gleason score 7. We previously developed a 157-gene signature for Gleason score using a limited gene panel. Using a new whole-transcriptome expression dataset, we verified the previous signature's performance and developed a new Gleason signature to improve lethal outcome prediction among men with Gleason score 7.

EXPERIMENTAL DESIGN: We generated mRNA expression data from prostate tumor tissue from men in the Physicians' Health Study and Health Professionals Follow-Up Study (N = 404) using the Affymetrix Human Gene 1.0 ST microarray. The Prediction Analysis for Microarrays method was used to develop a signature to distinguish high (≥8) versus low (≤6) Gleason score. We evaluated the signature's ability to improve prediction of lethality among men with Gleason score 7, adjusting for 3 + 4/4 + 3 status, by quantifying the area under the receiver operating characteristic (ROC) curve (AUC).

RESULTS: We identified a 30-gene signature that best distinguished Gleason score ≤6 from ≥8. The AUC to predict lethal disease among Gleason score 7 men was 0.76 [95% confidence interval (CI), 0.67-0.84] compared with 0.68 (95% CI, 0.59-0.76) using 3 + 4/4 + 3 status alone (P = 0.0001). This signature was a nonsignificant (P = 0.09) improvement over our previous signature (AUC = 0.72).

CONCLUSIONS: Our new 30-gene signature improved prediction of lethality among men with Gleason score 7. This signature can potentially become a useful prognostic tool for physicians to improve treatment decision making. Clin Cancer Res; 23(1); 81-87. ©2016 AACRSee related commentary by Yin et al., p. 6.

DOI10.1158/1078-0432.CCR-16-1245
Alternate JournalClin Cancer Res
PubMed ID27663590
PubMed Central IDPMC5215643
Grant ListP50 CA090381 / CA / NCI NIH HHS / United States
P01 CA087969 / CA / NCI NIH HHS / United States
R01 HL034595 / HL / NHLBI NIH HHS / United States
R01 CA131945 / CA / NCI NIH HHS / United States
R01 CA034944-03 / CA / NCI NIH HHS / United States
R01 CA133891 / CA / NCI NIH HHS / United States
R01 HL026490 / HL / NHLBI NIH HHS / United States
T32 CA009001 / CA / NCI NIH HHS / United States
UM1 CA167552 / CA / NCI NIH HHS / United States
R01 HL034595-07 / HL / NHLBI NIH HHS / United States
R01 CA040360 / CA / NCI NIH HHS / United States
R01 CA136578 / CA / NCI NIH HHS / United States
R01 HL026490-03 / HL / NHLBI NIH HHS / United States
R01 CA097193 / CA / NCI NIH HHS / United States
R01 CA034944 / CA / NCI NIH HHS / United States
R01 CA141298 / CA / NCI NIH HHS / United States
Related Faculty: 
Massimo Loda, M.D.

Pathology & Laboratory Medicine 1300 York Avenue New York, NY 10065 Phone: (212) 746-6464
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