结直肠癌
肿瘤科
阶段(地层学)
危险系数
内科学
转移
医学
癌症
人口
生物
置信区间
环境卫生
古生物学
作者
Yee Syuen Low,Christopher Blöcker,John R. McPherson,See Aik Tang,Ying Cheng,Joyner Y.S. Wong,Clarinda Chua,Tony Kiat Hon Lim,Choong Leong Tang,Min Hoe Chew,Patrick Tan,Iain Beehuat Tan,Steve Rozen,Peh Yean Cheah
出处
期刊:Cancer Letters
[Elsevier BV]
日期:2017-06-15
卷期号:403: 13-20
被引量:17
标识
DOI:10.1016/j.canlet.2017.05.031
摘要
Approximately 20% early-stage (I/II) colorectal cancer (CRC) patients develop metastases despite curative surgery. We aim to develop a formalin-fixed and paraffin-embedded (FFPE)-based predictor of metastases in early-stage, clinically-defined low risk, microsatellite-stable (MSS) CRC patients. We considered genome-wide mRNA and miRNA expression and mutation status of 20 genes assayed in 150 fresh-frozen tumours with known metastasis status. We selected 193 genes for further analysis using NanoString nCounter arrays on corresponding FFPE tumours. Neither mutation status nor miRNA expression improved the estimated prediction. The final predictor, ColoMet19, based on the top 19 genes' mRNA levels trained by Random Forest machine-learning strategy, had an estimated positive-predictive-value (PPV) of 0.66. We tested ColoMet19 on an independent test-set of 131 tumours and obtained a population-adjusted PPV of 0.67 indicating that early-stage CRC patients who tested positive have a 67% risk of developing metastases, substantially higher than the metastasis risk of 40% for node-positive (Stage III) patients who are generally treated with chemotherapy. Predicted-positive patients also had poorer metastasis-free survival (hazard ratios [HR] = 1.92, design-set; HR = 2.05, test-set). Thus, early-stage CRC patients who test positive may be considered for adjuvant therapy after surgery.
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