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通过综合转录组分析对结直肠癌干细胞景观进行表征并鉴定干性相关基因ENY2

Characterization of stem cell landscape and identification of stemness-related gene ENY2 in colorectal cancer by intergrated transcriptomic analysis.

作者信息

Hao Wende, Wang Zhenjun, Ma Huachong

机构信息

Department of Emergency Abdominal Surgery, Beijing Chaoyang Hospital, Capital Medical University, No.8 Gongren Tiyuchang Nanlu, Chaoyang District, Beijing 100020, China.

Department of General Surgery, Beijing Chaoyang Hospital, Capital Medical University, No.8 Gongren Tiyuchang Nanlu, Chaoyang District, Beijing 100020, China.

出版信息

Glob Med Genet. 2025 Jul 15;12(4):100067. doi: 10.1016/j.gmg.2025.100067. eCollection 2025 Dec.

DOI:10.1016/j.gmg.2025.100067
PMID:40735504
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12302923/
Abstract

BACKGROUND

Cancer stem cells (CSCs) drive colorectal cancer (CRC) progression, metastasis, and therapy resistance, but their heterogeneity limits targeted treatment efficacy. Clarifying the stemness landscape and underlying mechanisms is crucial for developing effective CRC therapies.

METHODS

By integrating 10 ×single-cell data from GSE201348 and GSE161277, we constructed a single-cell atlas of nine primary CRC samples. CSCs were identified via scRNA-seq analyses. Using integrative bioinformatics tools, we identified ENY2 as a stemness-related marker and explored its potential role in CRC. We further compared genetic variants, immune infiltration, and drug sensitivity between high and low ENY2 expression groups.

RESULTS

Stem cell clusters (M0 and M7) in CRC were identified based on copy number variation, pseudotime trajectory, and CytoTRACE analyses. By integrating marker gene profiles, DEGs from GSE33113, CytoTRACE-based CSC genes, and prognostic genes from GSE17536, we identified two key stemness-related markers: ENY2 and PKM. ENY2 was prioritized for further analysis due to its limited investigation in CRC. Bioinformatic analyses revealed that ENY2 was significantly upregulated and associated with poor prognosis. Enrichment analyses indicated its involvement in MYC and E2F targets, G2M checkpoint, and EMT pathways. Drug sensitivity prediction suggested that high ENY2 expression may confer responsiveness to 5-fluorouracil, capecitabine, oxaliplatin, and 24 other potential agents.

CONCLUSIONS

ENY2 may act as a key CSC-associated biomarker that promotes CRC tumorigenesis and metastasis via the EMT pathway, which enhance our understanding of CRC pathogenesis and highlight ENY2 as a potential target for diagnosis and therapy.

摘要

背景

癌症干细胞(CSCs)驱动结直肠癌(CRC)的进展、转移和治疗抗性,但其异质性限制了靶向治疗的疗效。阐明干性格局和潜在机制对于开发有效的CRC治疗方法至关重要。

方法

通过整合来自GSE201348和GSE161277的10×单细胞数据,我们构建了9个原发性CRC样本的单细胞图谱。通过scRNA-seq分析鉴定CSCs。使用综合生物信息学工具,我们将ENY2鉴定为与干性相关的标志物,并探索其在CRC中的潜在作用。我们进一步比较了高ENY2表达组和低ENY2表达组之间的基因变异、免疫浸润和药物敏感性。

结果

基于拷贝数变异、伪时间轨迹和CytoTRACE分析,在CRC中鉴定出干细胞簇(M0和M7)。通过整合标记基因谱、来自GSE33113的差异表达基因、基于CytoTRACE的CSC基因以及来自GSE17536的预后基因,我们鉴定出两个关键的与干性相关的标志物:ENY2和PKM。由于ENY2在CRC中的研究有限,因此优先对其进行进一步分析。生物信息学分析表明,ENY2显著上调且与不良预后相关。富集分析表明它参与了MYC和E2F靶点、G2M检查点和EMT途径。药物敏感性预测表明,高ENY2表达可能使细胞对5-氟尿嘧啶、卡培他滨、奥沙利铂和其他24种潜在药物产生反应。

结论

ENY2可能作为一种关键的与CSC相关的生物标志物,通过EMT途径促进CRC的肿瘤发生和转移,这增强了我们对CRC发病机制的理解,并突出了ENY2作为诊断和治疗的潜在靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/34b37cc8b254/gr8.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/bf2db2f0ca53/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/d7a5f3f31f51/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/34b37cc8b254/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/3cfc4fccc7e4/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/d281ebe87548/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/2571e89b7de1/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/bc0b32b8b37b/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/335a3d1c98a5/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/bf2db2f0ca53/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/d7a5f3f31f51/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc53/12302923/34b37cc8b254/gr8.jpg

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本文引用的文献

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The Impact of Cancer Stem Cells in Colorectal Cancer.癌症干细胞在结直肠癌中的影响
Int J Mol Sci. 2024 Apr 9;25(8):4140. doi: 10.3390/ijms25084140.
2
Identification and validation of prognostic and tumor microenvironment characteristics of necroptosis index and BIRC3 in clear cell renal cell carcinoma.鉴定和验证 necroptosis 指数和 BIRC3 在透明细胞肾细胞癌中的预后和肿瘤微环境特征。
PeerJ. 2023 Dec 18;11:e16643. doi: 10.7717/peerj.16643. eCollection 2023.
3
Single-cell transcriptomic analysis deciphers heterogenous cancer stem-like cells in colorectal cancer and their organ-specific metastasis.
单细胞转录组分析揭示结直肠癌中异质性癌症干细胞样细胞及其器官特异性转移。
Gut. 2024 Feb 23;73(3):470-484. doi: 10.1136/gutjnl-2023-330243.
4
Role of stemness-related genes TIMP1, PGF, and SNAI1 in the prognosis of colorectal cancer through single-cell RNA-seq.通过单细胞 RNA 测序研究 TIMP1、PGF 和 SNAI1 等干性相关基因在结直肠癌预后中的作用。
Cancer Med. 2023 May;12(10):11611-11623. doi: 10.1002/cam4.5833. Epub 2023 Apr 5.
5
Comprehensive genomics analysis of aging related gene signature to predict the prognosis and drug resistance of colon adenocarcinoma.衰老相关基因特征的综合基因组学分析以预测结肠腺癌的预后和耐药性
Front Pharmacol. 2023 Feb 28;14:1121634. doi: 10.3389/fphar.2023.1121634. eCollection 2023.
6
An integrative analysis of enhancer of yellow 2 homolog (ENY2) as a molecular biomarker in pan-cancer.泛癌中黄色增强子 2 同源物(ENY2)作为分子生物标志物的综合分析。
Funct Integr Genomics. 2023 Mar 2;23(1):72. doi: 10.1007/s10142-023-01000-8.
7
Cancer stem cells in colorectal cancer: Signaling pathways involved in stemness and therapy resistance.结直肠癌中的癌症干细胞:干性和治疗耐药性相关的信号通路。
Crit Rev Oncol Hematol. 2023 Feb;182:103920. doi: 10.1016/j.critrevonc.2023.103920. Epub 2023 Jan 23.
8
TISCH2: expanded datasets and new tools for single-cell transcriptome analyses of the tumor microenvironment.TISCH2:用于肿瘤微环境单细胞转录组分析的扩展数据集和新工具。
Nucleic Acids Res. 2023 Jan 6;51(D1):D1425-D1431. doi: 10.1093/nar/gkac959.
9
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Front Oncol. 2022 Aug 4;12:939948. doi: 10.3389/fonc.2022.939948. eCollection 2022.