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.
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Arroyo, Jason D.
;
Chevillet, John R.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Chevillet, John R.
;
Kroh, Evan M.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Kroh, Evan M.
;
Ruf, Ingrid K.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Ruf, Ingrid K.
;
Pritchard, Colin C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Lab Med, Med Ctr, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Pritchard, Colin C.
;
Gibson, Donald F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Lab Med, Med Ctr, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Gibson, Donald F.
;
Mitchell, Patrick S.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Mitchell, Patrick S.
;
Bennett, Christopher F.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Univ Washington, Mol & Cellular Biol Program, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Bennett, Christopher F.
;
Pogosova-Agadjanyan, Era L.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Clin Res, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Pogosova-Agadjanyan, Era L.
;
Stirewalt, Derek L.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Clin Res, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Stirewalt, Derek L.
;
Tait, Jonathan F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Lab Med, Med Ctr, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Tait, Jonathan F.
;
Tewari, Muneesh
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Fred Hutchinson Canc Res Ctr, Dept Publ Hlth Sci, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
机构:
Univ Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Sage Bionetworks, Fred Hutchinson Canc Res Ctr, 1100 Fairview Ave N, Seattle, WA 98109 USAUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Dienstmann, Rodrigo
;
Vermeulen, Louis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Amsterdam, Acad Med Ctr, CEMM, Lab Expt Oncol & Radiobiol LEXOR, NL-1012 WX Amsterdam, NetherlandsUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Vermeulen, Louis
;
Guinney, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Sage Bionetworks, Fred Hutchinson Canc Res Ctr, 1100 Fairview Ave N, Seattle, WA 98109 USAUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Guinney, Justin
;
Kopetz, Scott
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, 1515 Holcombe Blvd, Houston, TX 77030 USAUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Kopetz, Scott
;
Tejpar, Sabine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Gasthuisberg, Digest Oncol Unit, Herestr 49, B-3000 Leuven, BelgiumUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Tejpar, Sabine
;
Tabernero, Josep
论文数: 0引用数: 0
h-index: 0
机构:
Univ Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, SpainUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Ho, Gloria Y. F.
;
Jung, Hwa J.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Jung, Hwa J.
;
Schoen, Robert E.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Schoen, Robert E.
;
Wang, Tao
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Wang, Tao
;
Lin, Juan
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Lin, Juan
;
Williams, Zev
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Williams, Zev
;
Weissfeld, Joel L.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Weissfeld, Joel L.
;
Park, Jung Y.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Park, Jung Y.
;
Loudig, Olivier
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Loudig, Olivier
;
Suh, Yousin
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
机构:
Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Genom Div, Berkeley, CA 94720 USAFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Mungall, Christopher J.
;
Lewis, Suzanna E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Genom Div, Berkeley, CA 94720 USAFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Lewis, Suzanna E.
;
Ott, Claus-Eric
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Mol Genet, D-14195 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Ott, Claus-Eric
;
Bauer, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
Charite, Inst Med & Human Genet, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Bauer, Sebastian
;
Schofield, Paul N.
论文数: 0引用数: 0
h-index: 0
机构:
Jackson Lab, Bar Harbor, ME 04609 USA
Univ Cambridge, Dept Physiol Dev & Neurosci, Cambridge CB2 3EG, EnglandFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Schofield, Paul N.
;
Mundlos, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Mol Genet, D-14195 Berlin, Germany
Charite, Inst Med & Human Genet, D-13353 Berlin, Germany
Berlin Brandenburg Ctr Regenerat Therapies BCRT, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Mundlos, Stefan
;
Spielmann, Malte
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Mol Genet, D-14195 Berlin, Germany
Charite, Inst Med & Human Genet, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Spielmann, Malte
;
Robinson, Peter N.
论文数: 0引用数: 0
h-index: 0
机构:
Free Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Max Planck Inst Mol Genet, D-14195 Berlin, Germany
Charite, Inst Med & Human Genet, D-13353 Berlin, Germany
Int Max Planck Res Sch Computat Biol & Sci Comp, D-14195 Berlin, Germany
Berlin Brandenburg Ctr Regenerat Therapies BCRT, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Arroyo, Jason D.
;
Chevillet, John R.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Chevillet, John R.
;
Kroh, Evan M.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Kroh, Evan M.
;
Ruf, Ingrid K.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Ruf, Ingrid K.
;
Pritchard, Colin C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Lab Med, Med Ctr, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Pritchard, Colin C.
;
Gibson, Donald F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Lab Med, Med Ctr, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Gibson, Donald F.
;
Mitchell, Patrick S.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Mitchell, Patrick S.
;
Bennett, Christopher F.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Univ Washington, Mol & Cellular Biol Program, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Bennett, Christopher F.
;
Pogosova-Agadjanyan, Era L.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Clin Res, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Pogosova-Agadjanyan, Era L.
;
Stirewalt, Derek L.
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Clin Res, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Stirewalt, Derek L.
;
Tait, Jonathan F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Lab Med, Med Ctr, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Tait, Jonathan F.
;
Tewari, Muneesh
论文数: 0引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
Fred Hutchinson Canc Res Ctr, Dept Publ Hlth Sci, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Div Human Biol, Seattle, WA 98109 USA
机构:
Univ Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Sage Bionetworks, Fred Hutchinson Canc Res Ctr, 1100 Fairview Ave N, Seattle, WA 98109 USAUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Dienstmann, Rodrigo
;
Vermeulen, Louis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Amsterdam, Acad Med Ctr, CEMM, Lab Expt Oncol & Radiobiol LEXOR, NL-1012 WX Amsterdam, NetherlandsUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Vermeulen, Louis
;
Guinney, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Sage Bionetworks, Fred Hutchinson Canc Res Ctr, 1100 Fairview Ave N, Seattle, WA 98109 USAUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Guinney, Justin
;
Kopetz, Scott
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, 1515 Holcombe Blvd, Houston, TX 77030 USAUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Kopetz, Scott
;
Tejpar, Sabine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Gasthuisberg, Digest Oncol Unit, Herestr 49, B-3000 Leuven, BelgiumUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
Tejpar, Sabine
;
Tabernero, Josep
论文数: 0引用数: 0
h-index: 0
机构:
Univ Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, SpainUniv Autonoma Barcelona, Vall dHebron Inst Oncol VHIO, Barcelona 08035, Spain
机构:
Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USAAlbert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Ho, Gloria Y. F.
;
Jung, Hwa J.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Jung, Hwa J.
;
Schoen, Robert E.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Schoen, Robert E.
;
Wang, Tao
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Wang, Tao
;
Lin, Juan
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Lin, Juan
;
Williams, Zev
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Williams, Zev
;
Weissfeld, Joel L.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Weissfeld, Joel L.
;
Park, Jung Y.
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Park, Jung Y.
;
Loudig, Olivier
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
Loudig, Olivier
;
Suh, Yousin
论文数: 0引用数: 0
h-index: 0
机构:Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
机构:
Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Genom Div, Berkeley, CA 94720 USAFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Mungall, Christopher J.
;
Lewis, Suzanna E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Genom Div, Berkeley, CA 94720 USAFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Lewis, Suzanna E.
;
Ott, Claus-Eric
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Mol Genet, D-14195 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Ott, Claus-Eric
;
Bauer, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
Charite, Inst Med & Human Genet, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Bauer, Sebastian
;
Schofield, Paul N.
论文数: 0引用数: 0
h-index: 0
机构:
Jackson Lab, Bar Harbor, ME 04609 USA
Univ Cambridge, Dept Physiol Dev & Neurosci, Cambridge CB2 3EG, EnglandFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Schofield, Paul N.
;
Mundlos, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Mol Genet, D-14195 Berlin, Germany
Charite, Inst Med & Human Genet, D-13353 Berlin, Germany
Berlin Brandenburg Ctr Regenerat Therapies BCRT, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Mundlos, Stefan
;
Spielmann, Malte
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Mol Genet, D-14195 Berlin, Germany
Charite, Inst Med & Human Genet, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Spielmann, Malte
;
Robinson, Peter N.
论文数: 0引用数: 0
h-index: 0
机构:
Free Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany
Max Planck Inst Mol Genet, D-14195 Berlin, Germany
Charite, Inst Med & Human Genet, D-13353 Berlin, Germany
Int Max Planck Res Sch Computat Biol & Sci Comp, D-14195 Berlin, Germany
Berlin Brandenburg Ctr Regenerat Therapies BCRT, D-13353 Berlin, GermanyFree Univ Berlin, Dept Math & Comp Sci, D-14195 Berlin, Germany