Discovery and Validation of Circulating Biomarkers of Colorectal Adenoma by High-Depth Small RNA Sequencing

被引:21
作者
Roberts, Brian S. [1 ]
Hardigan, Andrew A. [1 ,2 ]
Moore, Dianna E. [1 ]
Ramaker, Ryne C. [1 ,2 ]
Jones, Angela L. [1 ]
Fitz-Gerald, Meredith B. [3 ]
Cooper, Gregory M. [1 ]
Wilcox, C. Mel [4 ]
Kimberly, Robert P. [3 ,5 ]
Myers, Richard M. [1 ]
机构
[1] HudsonAlpha Inst Biotechnol, 601 Genome Way, Huntsville, AL 35806 USA
[2] Univ Alabama Birmingham, Dept Genet, Birmingham, AL USA
[3] Univ Alabama Birmingham, Ctr Clin & Translat Sci, Birmingham, AL USA
[4] Univ Alabama Birmingham, Dept Med, Div Gastroenterol & Hepatol, Birmingham, AL 35294 USA
[5] Univ Alabama Birmingham, Dept Med, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
关键词
CANCER STATISTICS; MICRORNAS; PROTEIN;
D O I
10.1158/1078-0432.CCR-17-1960
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Colorectal cancer is the third most common cancer worldwide, causing approximately 700,000 deaths each year. The majority of colorectal cancers begin as adenomas. Definitive screening for colorectal adenomas is currently accomplished through colonoscopy but, owing largely to costs and invasiveness, is typically limited to patient groups at higher risk by virtue of age or family history. We sought to determine if blood-based small RNA markers could detect colorectal adenoma. Experimental Design: We applied high-depth small RNA sequencing to plasma from a large (n = 189) cohort of patients, balanced for age, sex, and ancestry. Our analytical methodology allowed for the detection of both microRNAs and other small RNAspecies. Wereplicated sequencing results by qPCR on plasma samples from an independent cohort (n = 140). Results: We found several small RNA species with significant associations to colorectal adenoma, including both microRNAs and non-microRNA small RNAs. These associations were robust to correction for patient covariates, including age. Among the adenoma-associated small RNAs, two, a miR-335-5p isoform and an un-annotated small RNA, were validated by qPCR in an independent cohort. A classifier trained on measures of these two RNAs in the discovery cohort yields an AUC of 0.755 (0.775 with age) for adenoma detection in the independent cohort. This classifier accurately detects adenomas in patients under 50 and is robust to sex or ancestry. Conclusions: Circulating small RNAs (including but not limited to miRNAs) discovered by sequencing and validated by qPCR identify patients with colorectal adenomas effectively. (C) 2018 AACR.
引用
收藏
页码:2092 / 2099
页数:8
相关论文
共 35 条
[1]  
[Anonymous], N ENGL J MED
[2]  
[Anonymous], J NATL CANC I
[3]   Argonaute2 complexes carry a population of circulating microRNAs independent of vesicles in human plasma [J].
Arroyo, Jason D. ;
Chevillet, John R. ;
Kroh, Evan M. ;
Ruf, Ingrid K. ;
Pritchard, Colin C. ;
Gibson, Donald F. ;
Mitchell, Patrick S. ;
Bennett, Christopher F. ;
Pogosova-Agadjanyan, Era L. ;
Stirewalt, Derek L. ;
Tait, Jonathan F. ;
Tewari, Muneesh .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (12) :5003-5008
[4]   MicroRNAs and cell cycle regulation [J].
Carleton, Michael ;
Cleary, Michele A. ;
Linsley, Peter S. .
CELL CYCLE, 2007, 6 (17) :2127-2132
[5]   Genomic imprinting at the mammalian Dlk1-Dio3 domain [J].
da Rocha, Simao Teixeira ;
Edwards, Carol A. ;
Ito, Mitsuteru ;
Ogata, Tsutomu ;
Ferguson-Smith, Anne C. .
TRENDS IN GENETICS, 2008, 24 (06) :306-316
[6]   5′ tRNA halves are present as abundant complexes in serum, concentrated in blood cells, and modulated by aging and calorie restriction [J].
Dhahbi, Joseph M. ;
Spindler, Stephen R. ;
Atamna, Hani ;
Yamakawa, Amy ;
Boffelli, Dario ;
Mote, Patricia ;
Martin, David I. K. .
BMC GENOMICS, 2013, 14 :1-14
[7]   Consensus molecular subtypes and the evolution of precision medicine in colorectal cancer [J].
Dienstmann, Rodrigo ;
Vermeulen, Louis ;
Guinney, Justin ;
Kopetz, Scott ;
Tejpar, Sabine ;
Tabernero, Josep .
NATURE REVIEWS CANCER, 2017, 17 (02) :79-92
[8]   Regularization Paths for Generalized Linear Models via Coordinate Descent [J].
Friedman, Jerome ;
Hastie, Trevor ;
Tibshirani, Rob .
JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01) :1-22
[9]   Differential expression of circulating microRNAs according to severity of colorectal neoplasia [J].
Ho, Gloria Y. F. ;
Jung, Hwa J. ;
Schoen, Robert E. ;
Wang, Tao ;
Lin, Juan ;
Williams, Zev ;
Weissfeld, Joel L. ;
Park, Jung Y. ;
Loudig, Olivier ;
Suh, Yousin .
TRANSLATIONAL RESEARCH, 2015, 166 (03) :225-232
[10]   Deletions of chromosomal regulatory boundaries are associated with congenital disease [J].
Ibn-Salem, Jonas ;
Koehler, Sebastian ;
Love, Michael I. ;
Chung, Ho-Ryun ;
Huang, Ni ;
Hurles, Matthew E. ;
Haendel, Melissa ;
Washington, Nicole L. ;
Smedley, Damian ;
Mungall, Christopher J. ;
Lewis, Suzanna E. ;
Ott, Claus-Eric ;
Bauer, Sebastian ;
Schofield, Paul N. ;
Mundlos, Stefan ;
Spielmann, Malte ;
Robinson, Peter N. .
GENOME BIOLOGY, 2014, 15 (09) :423