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通过 bulk 和单细胞 RNA 测序研究衰老生物标志物在结直肠癌异质性中的作用。

Investigating the role of senescence biomarkers in colorectal cancer heterogeneity by bulk and single-cell RNA sequencing.

机构信息

Department of General Surgery, School of Medicine, Ruijin Hospital, Shanghai Jiao Tong University, Shanghai, 200025, China.

Shanghai Minimally Invasive Surgery Center, School of Medicine, Ruijin Hospital, Shanghai Jiao Tong University, Shanghai, 200025, China.

出版信息

Sci Rep. 2024 Aug 29;14(1):20083. doi: 10.1038/s41598-024-70300-1.

Abstract

Colorectal cancer (CRC) is one of most common tumors worldwide, causing a prominent global health burden. Cell senescence is a complex physiological state, characterized by proliferation arrest. Here, we investigated the role of cellular senescence in the heterogeneity of CRC. Based on senescence-associated genes, CRC samples were classified into different senescence patterns with different survival, cancer-related biological processes and immune cell infiltrations. A senescence-related model was then developed to calculate the senescence-related score to comprehensively explore the heterogeneity of each CRC sample such as stromal activities, immunoreactivities and drug sensitivity. Single-cell analysis revealed there were different immune cell infiltrations between low and high senescence-related model genes enrichment groups, which was confirmed by multiplex immunofluorescence staining. Pseudotime analysis indicated model genes play a pivotal role in the evolution of B cells. Besides, intercellular communication modeled by NicheNet showed tumor cells with higher enrichment of senescence-related model genes highly expressed CXCL2/3 and CCL3/4, which attracted immunosuppressive cell infiltration and promoted tumor metastasis. Finally, top 6 hub genes were identified from senescence-related model genes by PPI analysis. And RT-qPCR revealed the expression differences of hub genes between normal and CRC cell lines, indicating to some extent the clinical practicability of senescence-related model. To sum up, our study explores the impact of cellular senescence on the prognosis, TME and treatment of CRC based on senescence patterns. This provides a new perspective for CRC treatment.

摘要

结直肠癌(CRC)是全球最常见的肿瘤之一,给全球健康带来了巨大的负担。细胞衰老(cellular senescence)是一种复杂的生理状态,其特征是增殖停滞。在这里,我们研究了细胞衰老在 CRC 异质性中的作用。根据衰老相关基因(senescence-associated genes),CRC 样本被分为具有不同生存、癌症相关生物过程和免疫细胞浸润的不同衰老模式。然后,建立了一个衰老相关模型(senescence-related model)来计算衰老相关评分(senescence-related score),以全面探索每个 CRC 样本的异质性,如基质活性、免疫活性和药物敏感性。单细胞分析显示,低和高衰老相关模型基因富集组之间存在不同的免疫细胞浸润,这通过多重免疫荧光染色得到了证实。拟时分析(pseudotime analysis)表明,模型基因在 B 细胞的进化中起着关键作用。此外,通过 NicheNet 模拟的细胞间通讯表明,富含衰老相关模型基因的肿瘤细胞高度表达 CXCL2/3 和 CCL3/4,这吸引了免疫抑制细胞浸润并促进了肿瘤转移。最后,通过 PPI 分析从衰老相关模型基因中确定了前 6 个枢纽基因(hub genes)。并且 RT-qPCR 显示了这些枢纽基因在正常和 CRC 细胞系之间的表达差异,在一定程度上表明了衰老相关模型的临床实用性。总之,我们的研究基于衰老模式探讨了细胞衰老对 CRC 预后、TME 和治疗的影响。这为 CRC 的治疗提供了一个新的视角。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e683/11362543/4dd38fd36b88/41598_2024_70300_Fig1_HTML.jpg

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