Department of Surgery, Division of Advanced Oncologic and GI Surgery, Duke University Medical Center, Durham, NC 27710.
Department of Mathematics, Duke University, Durham, NC 27708.
Proc Natl Acad Sci U S A. 2018 May 29;115(22):5774-5779. doi: 10.1073/pnas.1716552115. Epub 2018 May 14.
A growing body of evidence suggests that a subset of human cancers grows as single clonal expansions. In such a nearly neutral evolution scenario, it is possible to infer the early ancestral tree of a full-grown tumor. We hypothesized that early tree reconstruction can provide insights into the mobility phenotypes of tumor cells during their first few cell divisions. We explored this hypothesis by means of a computational multiscale model of tumor expansion incorporating the glandular structure of colorectal tumors. After calibrating the model to multiregional and single gland data from 19 human colorectal tumors using approximate Bayesian computation, we examined the role of early tumor cell mobility in shaping the private mutation patterns of the final tumor. The simulations showed that early cell mixing in the first tumor gland can result in side-variegated patterns where the same private mutations could be detected on opposite tumor sides. In contrast, absence of early mixing led to nonvariegated, sectional mutation patterns. These results suggest that the patterns of detectable private mutations in colorectal tumors may be a marker of early cell movement and hence the invasive and metastatic potential of the tumor at the start of the growth. In alignment with our hypothesis, we found evidence of early abnormal cell movement in 9 of 15 invasive colorectal carcinomas ("born to be bad"), but in none of 4 benign adenomas. If validated with a larger dataset, the private mutation patterns may be used for outcome prediction among screen-detected lesions with unknown invasive potential.
越来越多的证据表明,人类癌症的一部分是作为单一克隆扩张而生长的。在这种近乎中性的进化情景中,可以推断出一个完全成熟肿瘤的早期祖先树。我们假设早期的树重建可以为肿瘤细胞在最初几次细胞分裂期间的迁移表型提供见解。我们通过整合结直肠肿瘤腺结构的肿瘤扩展的计算多尺度模型来探索这一假设。在用近似贝叶斯计算方法对来自 19 个人类结直肠肿瘤的多区域和单腺数据进行模型校准后,我们研究了早期肿瘤细胞迁移在塑造最终肿瘤的私有突变模式中的作用。模拟结果表明,在第一个肿瘤腺中早期细胞混合会导致侧部分化模式,在这种模式下,可以在肿瘤的相对侧检测到相同的私有突变。相比之下,早期混合的缺失导致非分化的节段性突变模式。这些结果表明,结直肠肿瘤中可检测到的私有突变模式可能是早期细胞运动的标志,进而反映肿瘤在生长初期的侵袭和转移潜力。与我们的假设一致,我们在 15 例侵袭性结直肠癌中的 9 例(“天生坏”)中发现了早期异常细胞运动的证据,但在 4 例良性腺瘤中均未发现。如果用更大的数据集进行验证,私有突变模式可用于预测具有未知侵袭潜力的筛查检出病变的结局。