Applied Statistics Division, Indian Statistical Institute, Kolkata, India.
PLoS Comput Biol. 2011 Oct;7(10):e1002213. doi: 10.1371/journal.pcbi.1002213. Epub 2011 Oct 13.
Colorectal cancer (CRC) is believed to arise from mutant stem cells in colonic crypts that undergo a well-characterized progression involving benign adenoma, the precursor to invasive carcinoma. Although a number of (epi)genetic events have been identified as drivers of this process, little is known about the dynamics involved in the stage-wise progression from the first appearance of an adenoma to its ultimate conversion to malignant cancer. By the time adenomas become endoscopically detectable (i.e., are in the range of 1-2 mm in diameter), adenomas are already comprised of hundreds of thousands of cells and may have been in existence for several years if not decades. Thus, a large fraction of adenomas may actually remain undetected during endoscopic screening and, at least in principle, could give rise to cancer before they are detected. It is therefore of importance to establish what fraction of adenomas is detectable, both as a function of when the colon is screened for neoplasia and as a function of the achievable detection limit. To this end, we have derived mathematical expressions for the detectable adenoma number and size distributions based on a recently developed stochastic model of CRC. Our results and illustrations using these expressions suggest (1) that screening efficacy is critically dependent on the detection threshold and implicit knowledge of the relevant stem cell fraction in adenomas, (2) that a large fraction of non-extinct adenomas remains likely undetected assuming plausible detection thresholds and cell division rates, and (3), under a realistic description of adenoma initiation, growth and progression to CRC, the empirical prevalence of adenomas is likely inflated with lesions that are not on the pathway to cancer.
结直肠癌(CRC)被认为起源于结肠隐窝中的突变干细胞,经历了一个特征明确的进展过程,涉及良性腺瘤,即侵袭性癌的前体。尽管已经确定了许多( epi )遗传事件作为该过程的驱动因素,但对于从腺瘤首次出现到最终转化为恶性癌症的阶段性进展所涉及的动态过程知之甚少。当腺瘤变得可通过内镜检测到时(即直径在 1-2 毫米范围内),腺瘤已经包含了数十万个细胞,如果不是几十年,它们可能已经存在了几年。因此,很大一部分腺瘤实际上可能在结肠镜筛查期间未被检测到,并且至少在理论上,它们在被检测到之前可能会引发癌症。因此,重要的是要确定腺瘤的可检测部分,这既是作为筛查结直肠肿瘤时的函数,也是作为可实现的检测极限的函数。为此,我们基于最近开发的 CRC 随机模型,推导出了可检测腺瘤数量和大小分布的数学表达式。我们使用这些表达式的结果和说明表明:(1)筛查效果取决于检测阈值和腺瘤中相关干细胞分数的隐含知识;(2)假设合理的检测阈值和细胞分裂率,很大一部分未灭绝的腺瘤可能仍然未被检测到;(3)在对腺瘤起始、生长和进展为 CRC 的现实描述下,腺瘤的经验患病率可能因不是癌症途径的病变而被夸大。