Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.
Department of Clinical Medicine, Aarhus University, Aarhus, Denmark.
PLoS One. 2020 Dec 17;15(12):e0241148. doi: 10.1371/journal.pone.0241148. eCollection 2020.
Intra-tumor heterogeneity (ITH) of colorectal cancer (CRC) complicates molecular tumor classification, such as transcriptional subtyping. Differences in cellular states, biopsy cell composition, and tumor microenvironment may all lead to ITH. Here we analyze ITH at the transcriptomic and proteomic levels to ascertain whether subtype discordance between multiregional biopsies reflects relevant biological ITH or lack of classifier robustness. Further, we study the impact of tumor location on ITH.
Multiregional biopsies from stage II and III CRC tumors were analyzed by RNA sequencing (41 biopsies, 14 tumors) and multiplex immune protein analysis (89 biopsies, 29 tumors). CRC subtyping was performed using consensus molecular subtypes (CMS), CRC intrinsic subtypes (CRIS), and TUMOR types. ITH-scores and network maps were defined to determine the origin of heterogeneity. A validation cohort was used with one biopsy per tumor (162 tumors).
Overall, inter-tumor transcriptional variation exceeded ITH, and subtyping calls were frequently concordant between multiregional biopsies. Still, some tumors had high transcriptional ITH and were classified discordantly. Subtyping of proximal MSS tumors were discordant for 50% of the tumors, this ITH was related to differences in the microenvironment. Subtyping of distal MSS tumors were less discordant, here the ITH was more cancer-cell related. The subtype discordancy reflected actual molecular ITH within the tumors. The relevance of the subtypes was reflected at protein level where several inflammation markers were significantly increased in immune related transcriptional subtypes, which was verified in an independent cohort (Wilcoxon rank sum test; p<0.05). Unsupervised hierarchical clustering of the protein data identified large ITH at protein level; as the multiregional biopsies clustered together for only 9 out of 29 tumors.
Our transcriptomic and proteomic analyses show that the tumor location along the colorectum influence the ITH of CRC, which again influence the concordance of subtyping.
结直肠癌(CRC)的肿瘤内异质性(ITH)使分子肿瘤分类复杂化,如转录亚型分类。细胞状态、活检细胞组成和肿瘤微环境的差异都可能导致 ITH。在这里,我们分析了转录组和蛋白质组水平的 ITH,以确定多区域活检之间的亚型不一致是否反映了相关的生物学 ITH 或分类器稳健性不足。此外,我们还研究了肿瘤位置对 ITH 的影响。
通过 RNA 测序(41 个活检,14 个肿瘤)和多重免疫蛋白分析(89 个活检,29 个肿瘤)分析 II 期和 III 期 CRC 肿瘤的多区域活检。使用共识分子亚型(CMS)、CRC 内在亚型(CRIS)和 TUMOR 类型对 CRC 进行亚型分类。定义了 ITH 评分和网络图来确定异质性的来源。使用每个肿瘤一个活检的验证队列(162 个肿瘤)。
总体而言,肿瘤间转录变异超过 ITH,多区域活检的亚型分类结果经常一致。尽管如此,一些肿瘤的转录 ITH 很高,且分类不一致。近端 MSS 肿瘤的分类不一致率为 50%的肿瘤,这种 ITH 与微环境的差异有关。远端 MSS 肿瘤的分类不一致性较小,这里的 ITH 与癌细胞的关系更大。亚型不一致反映了肿瘤内实际的分子 ITH。在蛋白质水平上,几个炎症标志物在免疫相关转录亚型中显著增加,这在独立队列中得到了验证(Wilcoxon 秩和检验;p<0.05),这反映了亚型的相关性。蛋白质数据的无监督层次聚类在蛋白质水平上显示出了很大的 ITH;29 个肿瘤中只有 9 个多区域活检聚类在一起。
我们的转录组和蛋白质组分析表明,沿结直肠的肿瘤位置影响 CRC 的 ITH,这再次影响了亚型分类的一致性。