A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics

被引:111
作者
Farshidfar, Farshad [1 ,2 ]
Weljie, Aalim M. [3 ,4 ]
Kopciuk, Karen A. [5 ,6 ]
Hilsden, Robert [7 ,8 ]
McGregor, S. Elizabeth [2 ,6 ]
Buie, W. Donald [1 ]
MacLean, Anthony [1 ]
Vogel, Hans J. [3 ]
Bathe, Oliver F. [1 ,2 ]
机构
[1] Univ Calgary, Dept Surg, Calgary, AB, Canada
[2] Univ Calgary, Dept Oncol, Calgary, AB, Canada
[3] Univ Calgary, Dept Biol Sci, Calgary, AB, Canada
[4] Univ Penn, Inst Translat Med & Therapeut, Philadelphia, PA 19104 USA
[5] Univ Calgary, Dept Math & Stat, Calgary, AB, Canada
[6] Alberta Hlth Serv, Canc Epidemiol & Prevent Res, Calgary, AB, Canada
[7] Univ Calgary, Dept Med, Calgary, AB, Canada
[8] Alberta Hlth Serv, Forzani & MacPhail Colon Canc Screening Ctr, Calgary, AB, Canada
关键词
colorectal adenocarcinoma; metabolomics profiling; mass spectrometry; cancer biomarker; LYMPH-NODES; STAGE-II; COLON-CANCER; NUMBER; RECURRENCE; PROGNOSIS; SURVIVAL; ASSAY;
D O I
10.1038/bjc.2016.243
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Timely diagnosis and classification of colorectal cancer (CRC) are hindered by unsatisfactory clinical assays. Our aim was to construct a blood-based biomarker series using a single assay, suitable for CRC detection, prognostication and staging. Methods: Serum metabolomic profiles of adenoma (N = 31), various stages of CRC (N = 320) and healthy matched controls (N = 254) were analysed by gas chromatography-mass spectrometry (GC-MS). A diagnostic model for CRC was derived by orthogonal partial least squares-discriminant analysis (OPLS-DA) on a training set, and then validated on an independent data set. Metabolomic models suitable for identifying adenoma, poor prognosis stage II CRC and discriminating various stages were generated. Results: A diagnostic signature for CRC with remarkable multivariate performance ((RY)-Y-2 = 0.46, Q(2)Y = 0.39) was constructed, and then validated (sensitivity 85%; specificity 86%). Area under the receiver-operating characteristic curve was 0.91 (95% CI, 0.87-0.96). Adenomas were also detectable ((RY)-Y-2 = 0.35, Q(2)Y = 0.26, internal AUROC = 0.81, 95% CI, 0.70-0.92). Also of particular interest, we identified models that stratified stage II by prognosis, and classified cases by stage. Conclusions: Using a single assay system, a suite of CRC biomarkers based on circulating metabolites enables early detection, prognostication and preliminary staging information. External population-based studies are required to evaluate the repeatability of our findings and to assess the clinical benefits of these biomarkers.
引用
收藏
页码:848 / 857
页数:10
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