Multi-omics profiling of metastatic colorectal cancer reveals the transcriptional network of focal adhesion and immune suppression and the role of p-RPS6.

IF 6 2区 医学 Q1 ONCOLOGY
Yimei Jiang, Zhe Li, Fang Zheng, Wenqing Jia, Zichao Guo, Zhuoqing Xu, Chenhao Huang, Zhiliang Li, Changgang Wang, Kun Liu, Haoran Feng, Ren Zhao, Xi Cheng
{"title":"Multi-omics profiling of metastatic colorectal cancer reveals the transcriptional network of focal adhesion and immune suppression and the role of p-RPS6.","authors":"Yimei Jiang, Zhe Li, Fang Zheng, Wenqing Jia, Zichao Guo, Zhuoqing Xu, Chenhao Huang, Zhiliang Li, Changgang Wang, Kun Liu, Haoran Feng, Ren Zhao, Xi Cheng","doi":"10.1186/s12935-025-03924-6","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Colorectal cancer (CRC) is one of the deadliest malignancies worldwide characterized by rapid progression, high metastasis propensity. Our study aimed to identify the driving biological factors of metastatic CRC.</p><p><strong>Methods: </strong>We obtained frozen tumor tissues of 8 metastatic CRC (mCRC) patients and 10 non-metastatic CRC (nmCRC) patients from Ruijin Hospital for proteome analysis. FFPE tumor and adjacent normal tissues of another 8 metastatic CRC patients and 8 non-metastatic CRC patients were collected for transcriptome and whole exome sequencing. Mutational burden and signatures were revealed and differentially expressed genes and proteins were analyzed. Molecular Complex Detection was used to build the core network. KEGG and GO pathway enrichment analysis were performed. IHC staining against p-RPS6 and subsequent quantification were performed on human samples.</p><p><strong>Results: </strong>We identified 53,917 SNPs by WES with a median of 1154 variants per sample and 23.08 mutations per megabase (Mb). We observed the mutation burdens were similar between mCRC tumor and nmCRC tumor tissues (p = 0.57), as well as the mutation frequencies of HRR and MMR related genes. All mCRC samples were affected by RTK-RAS, NOTCH and WNT pathway mutations. We constructed a 16-hub-gene network in mCRC which was characterized by dis-modulation of cell adhesion (SELE, SELL and SELP) and immune exhaustion (CXCR2, CCR7, CXCR1, CXCL13, CCL7, CCL19, CXCL11 and CD19) in mCRC tumor microenvironment. We detected 22 differentially expressed proteins, 54 phosphorylated proteins and 6 tyrosine-phosphorylated proteins between mCRC and nmCRC tumors. Phosphorylated RPS6 (p-RPS6) was the most differentially expressed protein between mCRC and nmCRC tumor tissues, which was found to be positively correlated with EMT proteins and poor prognosis in CRC. The IHC staining against p-RPS6 on human samples supported the strong expression in mCRC tumor samples.</p><p><strong>Conclusions: </strong>We identified the key transcriptome network in mCRC and confirmed the important role for RPS6 phosphorylation in mCRC. Our study suggested that the features of mCRC tumors were not driven by gene mutations. We revealed the EMT feature and immune exhaustion of the mCRC tumor microenvironment.</p>","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":"25 1","pages":"300"},"PeriodicalIF":6.0000,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12329991/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Cancer Cell International","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12935-025-03924-6","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Colorectal cancer (CRC) is one of the deadliest malignancies worldwide characterized by rapid progression, high metastasis propensity. Our study aimed to identify the driving biological factors of metastatic CRC.

Methods: We obtained frozen tumor tissues of 8 metastatic CRC (mCRC) patients and 10 non-metastatic CRC (nmCRC) patients from Ruijin Hospital for proteome analysis. FFPE tumor and adjacent normal tissues of another 8 metastatic CRC patients and 8 non-metastatic CRC patients were collected for transcriptome and whole exome sequencing. Mutational burden and signatures were revealed and differentially expressed genes and proteins were analyzed. Molecular Complex Detection was used to build the core network. KEGG and GO pathway enrichment analysis were performed. IHC staining against p-RPS6 and subsequent quantification were performed on human samples.

Results: We identified 53,917 SNPs by WES with a median of 1154 variants per sample and 23.08 mutations per megabase (Mb). We observed the mutation burdens were similar between mCRC tumor and nmCRC tumor tissues (p = 0.57), as well as the mutation frequencies of HRR and MMR related genes. All mCRC samples were affected by RTK-RAS, NOTCH and WNT pathway mutations. We constructed a 16-hub-gene network in mCRC which was characterized by dis-modulation of cell adhesion (SELE, SELL and SELP) and immune exhaustion (CXCR2, CCR7, CXCR1, CXCL13, CCL7, CCL19, CXCL11 and CD19) in mCRC tumor microenvironment. We detected 22 differentially expressed proteins, 54 phosphorylated proteins and 6 tyrosine-phosphorylated proteins between mCRC and nmCRC tumors. Phosphorylated RPS6 (p-RPS6) was the most differentially expressed protein between mCRC and nmCRC tumor tissues, which was found to be positively correlated with EMT proteins and poor prognosis in CRC. The IHC staining against p-RPS6 on human samples supported the strong expression in mCRC tumor samples.

Conclusions: We identified the key transcriptome network in mCRC and confirmed the important role for RPS6 phosphorylation in mCRC. Our study suggested that the features of mCRC tumors were not driven by gene mutations. We revealed the EMT feature and immune exhaustion of the mCRC tumor microenvironment.

转移性结直肠癌的多组学分析揭示了局灶黏附和免疫抑制的转录网络以及p-RPS6的作用。
背景:结直肠癌(CRC)是世界范围内最致命的恶性肿瘤之一,其特点是进展迅速,转移倾向高。我们的研究旨在确定转移性结直肠癌的驱动生物学因素。方法:取瑞金医院8例转移性结直肠癌(mCRC)患者和10例非转移性结直肠癌(nmCRC)患者冰冻肿瘤组织进行蛋白质组学分析。收集8例转移性结直肠癌患者和8例非转移性结直肠癌患者的FFPE肿瘤及邻近正常组织进行转录组和全外显子组测序。揭示突变负担和特征,分析差异表达的基因和蛋白。利用分子复合体检测技术构建核心网络。进行KEGG和GO途径富集分析。对人样品进行p-RPS6免疫组化染色并随后定量。结果:我们通过WES鉴定出53,917个snp,每个样本中位数为1154个变异,每兆碱基(Mb)中位数为23.08个突变。我们观察到mCRC肿瘤和nmCRC肿瘤组织的突变负荷相似(p = 0.57), HRR和MMR相关基因的突变频率相似。所有mCRC样本均受RTK-RAS、NOTCH和WNT通路突变的影响。我们在mCRC肿瘤微环境中构建了一个以细胞粘附(SELE、SELL和SELP)和免疫衰竭(CXCR2、CCR7、CXCR1、CXCL13、CCL7、CCL19、CXCL11和CD19)失调为特征的16枢纽基因网络。我们在mCRC和nmCRC肿瘤中检测到22个差异表达蛋白,54个磷酸化蛋白和6个酪氨酸磷酸化蛋白。磷酸化的RPS6 (p-RPS6)是mCRC和nmCRC肿瘤组织中表达差异最大的蛋白,发现其与EMT蛋白和CRC不良预后呈正相关。人样品的免疫组化染色支持p-RPS6在mCRC肿瘤样品中的强表达。结论:我们确定了mCRC的关键转录组网络,并证实了RPS6磷酸化在mCRC中的重要作用。我们的研究表明,mCRC肿瘤的特征不是由基因突变驱动的。我们揭示了mCRC肿瘤微环境的EMT特征和免疫衰竭。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
10.90
自引率
1.70%
发文量
360
审稿时长
1 months
期刊介绍: Cancer Cell International publishes articles on all aspects of cancer cell biology, originating largely from, but not limited to, work using cell culture techniques. The journal focuses on novel cancer studies reporting data from biological experiments performed on cells grown in vitro, in two- or three-dimensional systems, and/or in vivo (animal experiments). These types of experiments have provided crucial data in many fields, from cell proliferation and transformation, to epithelial-mesenchymal interaction, to apoptosis, and host immune response to tumors. Cancer Cell International also considers articles that focus on novel technologies or novel pathways in molecular analysis and on epidemiological studies that may affect patient care, as well as articles reporting translational cancer research studies where in vitro discoveries are bridged to the clinic. As such, the journal is interested in laboratory and animal studies reporting on novel biomarkers of tumor progression and response to therapy and on their applicability to human cancers.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信