Department of General Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Department of General Surgery, Wujin Hospital Affiliated With Jiangsu University, Changzhou, Jiangsu Province, China.
BMC Cancer. 2024 Sep 28;24(1):1199. doi: 10.1186/s12885-024-12996-y.
Colorectal cancer, a prevalent malignancy worldwide, poses a significant challenge due to the lack of effective prognostic tools. In this study, we aimed to develop a functional gene signature to stratify colorectal cancer patients into different groups with distinct characteristics, which will greatly facilitate disease prediction.
Patients were stratified into high- and low-risk groups using a prediction model built based on the functional gene signature. This innovative approach not only predicts clinicopathological features but also reveals tumor immune microenvironment types and responses to immunotherapy. The study reveals that patients in the high-risk group exhibit poorer pathological features, including invasion depth, lymph node metastasis, and distant metastasis, as well as unfavorable survival outcomes in terms of overall survival and disease-free survival. The underlying mechanisms for these observations are attributed to upregulated tumor-related signaling pathways, increased infiltration of pro-tumor immune cells, decreased infiltration of anti-tumor immune cells, and a lower tumor mutation burden. Consequently, patients in the high-risk group exhibit a diminished response to immunotherapy. Furthermore, the high-risk group demonstrates enrichment in extracellular matrix-related functions and significant infiltration of cancer-associated fibroblasts (CAFs). Single-cell transcriptional data analysis identifies CAFs as the primary cellular type expressing hub genes, namely ACTA2, TPM2, MYL9, and TAGLN. This finding is further validated through multiple approaches, including multiplex immunohistochemistry (mIHC), polymerase chain reaction (PCR), and western blot analysis. Notably, TPM2 emerges as a potential biomarker for identifying CAFs in colorectal cancer, distinguishing them from both colorectal cancer cell lines and normal colon epithelial cell lines. Co-culture of CAFs and colorectal cancer cells revealed that CAFs could enhance the tumorigenic biofunctions of cancer cells indirectly, which could be partially inhibited by knocking down CAF original TPM2 expression.
This study introduces a functional gene signature that effectively and reliably predicts clinicopathological features and the tumor immune microenvironment in colorectal cancer. Moreover, the identification of TPM2 as a potential biomarker for CAFs holds promising implications for future research and clinical applications in the field of colorectal cancer.
结直肠癌是一种常见的恶性肿瘤,由于缺乏有效的预后工具,因此具有很大的挑战性。在这项研究中,我们旨在开发一种功能基因标记物,将结直肠癌患者分为具有不同特征的不同组,这将极大地促进疾病预测。
我们使用基于功能基因标记物构建的预测模型将患者分为高风险组和低风险组。这种创新方法不仅可以预测临床病理特征,还可以揭示肿瘤免疫微环境类型和对免疫治疗的反应。研究表明,高风险组患者表现出较差的病理特征,包括浸润深度、淋巴结转移和远处转移,以及总体生存和无病生存的不良生存结局。这些观察结果的潜在机制归因于上调的肿瘤相关信号通路、促肿瘤免疫细胞的浸润增加、抗肿瘤免疫细胞的浸润减少以及肿瘤突变负担降低。因此,高风险组患者对免疫治疗的反应减弱。此外,高风险组表现出与细胞外基质相关功能的富集和癌症相关成纤维细胞(CAF)的显著浸润。单细胞转录组数据分析确定 CAF 是表达枢纽基因(即 ACTA2、TPM2、MYL9 和 TAGLN)的主要细胞类型。这一发现通过多重方法进一步得到验证,包括多重免疫荧光(mIHC)、聚合酶链反应(PCR)和 Western blot 分析。值得注意的是,TPM2 可作为鉴定结直肠癌中 CAF 的潜在生物标志物,将其与结直肠癌细胞系和正常结肠上皮细胞系区分开来。CAF 和结直肠癌细胞的共培养表明,CAF 可以间接增强癌细胞的致瘤生物功能,而敲低 CAF 原始 TPM2 表达可以部分抑制这种作用。
本研究引入了一种功能基因标记物,可以有效地、可靠地预测结直肠癌的临床病理特征和肿瘤免疫微环境。此外,鉴定 TPM2 作为 CAF 的潜在生物标志物,为结直肠癌领域的未来研究和临床应用提供了有希望的前景。