Title | Prognostic Utility of a New mRNA Expression Signature of Gleason Score. |
Publication Type | Journal Article |
Year of Publication | 2017 |
Authors | Sinnott JA, Peisch SF, Tyekucheva S, Gerke T, Lis R, Rider JR, Fiorentino M, Stampfer MJ, Mucci LA, Loda M, Penney KL |
Journal | Clin Cancer Res |
Volume | 23 |
Issue | 1 |
Pagination | 81-87 |
Date Published | 2017 Jan 01 |
ISSN | 1557-3265 |
Keywords | Aged, 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. |
DOI | 10.1158/1078-0432.CCR-16-1245 |
Alternate Journal | Clin Cancer Res |
PubMed ID | 27663590 |
PubMed Central ID | PMC5215643 |
Grant List | P50 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.