HudsonAlpha Institute for Biotechnology, Huntsville, Alabama.
Department of Genetics, University of Alabama at Birmingham, Birmingham, Alabama.
Clin Cancer Res. 2018 May 1;24(9):2092-2099. doi: 10.1158/1078-0432.CCR-17-1960. Epub 2018 Feb 28.
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. We applied high-depth small RNA sequencing to plasma from a large ( = 189) cohort of patients, balanced for age, sex, and ancestry. Our analytical methodology allowed for the detection of both microRNAs and other small RNA species. We replicated sequencing results by qPCR on plasma samples from an independent cohort ( = 140). 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. Circulating small RNAs (including but not limited to miRNAs) discovered by sequencing and validated by qPCR identify patients with colorectal adenomas effectively. .
结直肠癌是全球第三大常见癌症,每年导致约 70 万人死亡。大多数结直肠癌始于腺瘤。目前,结直肠腺瘤的明确筛查是通过结肠镜检查来实现的,但由于成本和侵袭性,通常仅限于因年龄或家族史而处于较高风险的患者群体。我们试图确定基于血液的小 RNA 标志物是否可以检测结直肠腺瘤。我们应用高通量小 RNA 测序对来自大型(= 189)患者队列的血浆进行分析,该队列在年龄、性别和种族方面是平衡的。我们的分析方法允许检测 microRNA 和其他小 RNA 种类。我们在独立队列(= 140)的血浆样本上通过 qPCR 对测序结果进行了复制。我们发现了几种与结直肠腺瘤有显著关联的小 RNA 种类,包括 microRNA 和非 microRNA 小 RNA。这些关联在对患者协变量(包括年龄)进行校正后仍然稳健。在与腺瘤相关的小 RNA 中,两种,miR-335-5p 同种型和未注释的小 RNA,在独立队列中通过 qPCR 得到验证。在发现队列中使用这两种 RNA 的测量值训练的分类器在独立队列中的腺瘤检测中产生 AUC 为 0.755(0.775 加年龄)。该分类器可以准确检测出 50 岁以下患者的腺瘤,并且对性别或种族具有稳健性。通过测序发现并通过 qPCR 验证的循环小 RNA(包括但不限于 miRNA)可以有效地识别结直肠腺瘤患者。