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微卫星不稳定型结直肠癌免疫反应的预测机制

Predicting mechanism of immune response in microsatellite instability colorectal cancer.

作者信息

Sun Peng, Luan Yusong, Cai Xuhao, Liu Qi, Ren Peide, Xin Pengpan, Yu Yonggang, Song Bolun, Wang Yangyang, Chang Huijing, Ma Haoyue, Chen Yinggang

机构信息

Department of Gastrointestinal Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, 518116, China.

出版信息

Heliyon. 2024 Mar 16;10(6):e28120. doi: 10.1016/j.heliyon.2024.e28120. eCollection 2024 Mar 30.

Abstract

Colorectal cancer (CRC), also known as colon cancer, is the third most common cancer and the fourth most cause of cancer-related death in the world. CRC can be classified into two major subtypes, including microsatellite instability (MSI) and microsatellite stability (MSS), which showed different characteristics in immunotherapy. Low sensitivity of diagnostic biomarkers and metastasis are still the principal cause of mortality, especially in MSI. Here, applying computational programs, we identified recurring expression programs based on single cell RNA sequencing (scRNA-Seq) data of CRC cell lines. Notably, three MSI specific recurring modules were identified by non-negative matrix factorization (NMF). High NMF score genes enriched in the function of metabolism and inflammatory response. Focusing on top specific active transcription factor (TF), (Runt-related transcription factor 3), our results suggest that T cell infiltration was increased in high MSI CRC samples. Unbiased Gene Set Enrichment Analysis (GSEA) showed that was strongly associated with immune and metastasis related functions, such as Interferon Gamma (IFN-γ) and EPITHELIAL MESENCHYMAL TRANSITION (EMT). In addition, RUNX3 shows specific highly activated at epigenetic level in MSI compared with other gastrointestinal carcinomas. Positive correlation between and most immune checkpoints further confirmed might have crucial roles in MSI cancer progression and immunotherapy. Taken together, these results indicate significant tumor heterogeneity of two CRC subtypes at single-cell level and epigenetic modification level. These results also linked transcriptional dysregulation with immune infiltration at single-cell level in MSI, which may advance the application of scRNA-Seq technology in immunotherapy and contribute to developing novel biomarkers of this malignancy.

摘要

结直肠癌(CRC),也称为结肠癌,是全球第三大常见癌症和第四大致癌相关死亡原因。CRC可分为两种主要亚型,包括微卫星不稳定性(MSI)和微卫星稳定性(MSS),它们在免疫治疗中表现出不同的特征。诊断生物标志物的低敏感性和转移仍然是死亡的主要原因,尤其是在MSI中。在这里,我们应用计算程序,基于CRC细胞系的单细胞RNA测序(scRNA-Seq)数据确定了反复出现的表达程序。值得注意的是,通过非负矩阵分解(NMF)鉴定出三个MSI特异性反复出现的模块。高NMF评分基因富集于代谢和炎症反应功能。聚焦于顶级特异性活性转录因子(TF)( runt相关转录因子3),我们的结果表明,高MSI CRC样本中的T细胞浸润增加。无偏基因集富集分析(GSEA)表明, 与免疫和转移相关功能密切相关,如干扰素γ(IFN-γ)和上皮间质转化(EMT)。此外,与其他胃肠道癌相比,RUNX3在MSI的表观遗传水平上表现出特异性高度激活。 与大多数免疫检查点之间的正相关进一步证实 可能在MSI癌症进展和免疫治疗中起关键作用。综上所述,这些结果表明两种CRC亚型在单细胞水平和表观遗传修饰水平上存在显著的肿瘤异质性。这些结果还将MSI中单细胞水平的转录失调与免疫浸润联系起来,这可能会推动scRNA-Seq技术在免疫治疗中的应用,并有助于开发这种恶性肿瘤的新型生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e2d1/10965513/b420b6efba84/gr1.jpg

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