PO.TB10.08 · 肿瘤生物学
单细胞和空间转录组学揭示的结直肠癌肿瘤细胞独特亚型
Distinct colorectal cancer tumor cell subtypes revealed by single-cell and spatial transcriptomics
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
背景:结直肠癌具有高度异质性,表现出多样的肿瘤特征。然而,聚焦于上皮细胞区室的研究仍然有限。在此,我们旨在全面剖析CRC上皮细胞,定义肿瘤特异性亚型,并探究其空间分布和预后意义。
方法:我们对65例原发性CRC样本进行了单细胞RNA测序,同时包括13例肝转移、33例正常结肠和8例正常肝脏对照。上皮细胞簇采用非负矩阵分解进行分类。在表征其转录和发育特征后,我们将这些亚型映射到空间转录组数据,以评估肿瘤内的空间定位模式。
结果:我们共分析了273,711个细胞,包括64,911个上皮细胞。在这些上皮细胞中,排除低质量和类正常细胞簇后,鉴定出14个肿瘤相关上皮细胞簇。其中,选取在多个样本中持续富集的七个细胞簇进行进一步分析:C1(炎症性)、C2(核糖体)、C3(上皮-间质转化;EMT)、C4(杯状细胞样)、C5(MHC II)、C6(氧化磷酸化)和C8(增殖性)。C1和C3在晚期肿瘤中富集,并在TCGA数据中与不良预后相关。轨迹推断提示存在从C8向C1和C3的发育连续谱,表明肿瘤细胞可能向EMT和炎症状态演化。使用Visium和Xenium数据集的空间转录组分析揭示了不同的定位模式:C2、C6和C8集中于肿瘤核心,而C1和C3主要富集于肿瘤边缘。有趣的是,肿瘤出芽区域主要由这些C3细胞簇构成,与肿瘤芽的EMT样特征一致。值得注意的是,共定位分析揭示了亚型特异性的上皮-免疫-基质生态位,其中肌成纤维细胞型癌症相关成纤维细胞和SPP1⁺巨噬细胞在空间上与C3细胞簇相关联,提示可能存在促进肿瘤侵袭和免疫调节的相互作用。
结论:我们剖析了结直肠癌上皮细胞,鉴定出具有独特转录和空间特征的不同肿瘤细胞亚型。这些亚型与周围肿瘤微环境表现出动态相互作用,提示上皮可塑性和空间相互作用可能共同驱动肿瘤进展和免疫逃逸。
查看英文原文 English abstract
Background: Colorectal cancer is highly heterogeneous, exhibiting diverse tumor characteristics. However, studies focusing on the epithelial cell compartment remain limited. Here, we aimed to comprehensively profile CRC epithelial cells, define tumor-specific subtypes, and explore their spatial distributions and prognostic implications.
Method: We performed single-cell RNA sequencing of 65 primary CRC samples, along with 13 liver metastasis, 33 colon normal, and 8 liver normal controls. Epithelial cell clusters were classified using non-negative matrix factorization. After characterizing their transcriptional and developmental features, we mapped the subtypes to spatial transcriptomic data to assess spatial localization patterns within the tumor.
Results: We analyzed a total of 273,711 cells including 64,911 epithelial cells. Among these epithelial cells, 14 tumor-associated epithelial clusters were identified after excluding low-quality and normal-like clusters. Of these, seven clusters consistently abundant across multiple samples were selected for further analyses: C1 (inflamed), C2 (ribosomal), C3 (epithelial-mesenchymal transition; EMT), C4 (goblet-like), C5 (MHC II), C6 (oxidative phosphorylation), and C8 (proliferating). C1 and C3 were enriched in advanced-stage tumors and associated with poor prognosis in TCGA data. Trajectory inference suggested a developmental continuum from C8 toward C1 and C3, indicating potential tumor cell evolution toward EMT and inflamed states. Spatial transcriptomic analysis using both Visium and Xenium datasets revealed distinct localization patterns: C2, C6 and C8 were concentrated in the tumor core, whereas C1 and C3 were predominantly enriched at the tumor margin. Interestingly, tumor budding regions were predominantly composed of these C3 clusters, consistent with the EMT-like characteristics of tumor buds. Notably, co-localization analysis revealed subtype-specific epithelial-immune-stromal niches, in which myofibroblastic cancer-associated fibroblasts and SPP1 ⁺ macrophages were spatially associated with C3 clusters, suggesting potential crosstalk that may promote tumor invasion and immune modulation.
Conclusions: We profiled colorectal cancer epithelial cells and identified distinct tumor cell subtypes with unique transcriptional and spatial characteristics. These subtypes exhibited dynamic interactions with the surrounding tumor microenvironment, suggesting that epithelial plasticity and spatial crosstalk may collectively drive tumor progression and immune evasion.
利益披露 Disclosure
J. Choi, None..
K. Han, None..
W. Park, None.