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单细胞RNA测序分析揭示了刺猬信号通路在宫颈癌进展过程中对上皮细胞的促进作用。

Single-cell RNA-sequencing Analysis Reveals the Promoting Role of the Hedgehog Pathway in Epithelial Cells during Cervical Cancer Progression.

作者信息

Ji Chen, Wang Yiyi, Jiang Yingchun, Wang Yan

机构信息

Department of Gynecologic Oncology, Beijing Obstetrics and Gynecology Hospital, Capital Medical University. Beijing Maternal and Child Health Care Hospital, Beijing, 100026, China.

Department of Gynecology and Obstetrics, Huairou Maternal and Child Health Care Hospital, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, 101499, China.

出版信息

Curr Med Chem. 2024 Aug 26. doi: 10.2174/0109298673333784240819063118.

Abstract

AIM

This study explored the role of the Hedgehog pathway in epithelial cells during cervical cancer [CC] progression, providing new insights for improving current CC treatment.

BACKGROUND

Abnormal activation of the Hedgehog signaling pathway is associated with the malignant transformation of CC epithelial cells. Single-cell atlas of CC and the role of Hedgehog pathway in epithelial cells during CC progression remain to be explored.

OBJECTIVE

To comprehensively analyze the mechanism of Hedgehog pathway activation in CC epithelial cells and its impact on tumor progression by applying single-cell RNA sequencing [scRNA-seq] analysis.

METHODS

The scRNA-seq data were acquired from the Gene Expression Omnibus [GEO] database and then processed with the Seurat package. FindNeighbors and Find- Clusters functions were applied to cluster the cells. The CellMarker database was used for subgroup annotation. Differentially expressed genes [DEGs] in each cell subgroup were filtered by FindAllMarkers function. Biological function analysis for the gene set of interest was performed using Clusterprofiler package. AUCell function was employed to calculate the score of the Hedgehog pathway. The differentiation trajectory in epithelial cell subtypes was generated by performing Pseudotime analysis. Finally, protein-protein network [PPI] was used to investigate the interactions between the Hedgehog pathway and other pathways enriched in the gene set of interest.

RESULTS

A total of 9 major cell subpopulations were classified and the proportion of epithelial cells was the highest in CC samples. Further analysis revealed that the Hedgehog pathway was abnormally activated in STYK1+ and TP73+ epithelial cell subtypes. Pseudo-time trajectory analysis showed that the differentiation trajectory of STYK1+ epithelial cells gradually transformed into defense-to-virus cells or into proliferation cells, while TP73+ epithelial cells eventually differentiated into two branches of response to estrogen and virus-induced proliferation. PPI analysis showed that the Hedgehog pathway was involved in the proliferation and viral process of epithelial cells in CC.

CONCLUSION

The current study comprehensively analyzed the features of CC samples and differentiation trajectories of epithelial cell subtypes, as well as the role of the Hedgehog pathway in epithelial cells during CC progression. More importantly, effective target genes were discovered for the molecular diagnosis and precise treatment of CC.

摘要

目的

本研究探讨了刺猬信号通路在宫颈癌(CC)进展过程中上皮细胞中的作用,为改进当前CC治疗提供新见解。

背景

刺猬信号通路的异常激活与CC上皮细胞的恶性转化有关。CC的单细胞图谱以及刺猬信号通路在CC进展过程中上皮细胞中的作用仍有待探索。

目的

通过应用单细胞RNA测序(scRNA-seq)分析,全面分析CC上皮细胞中刺猬信号通路激活的机制及其对肿瘤进展的影响。

方法

从基因表达综合数据库(GEO)获取scRNA-seq数据,然后用Seurat软件包进行处理。应用FindNeighbors和FindClusters函数对细胞进行聚类。使用CellMarker数据库进行亚组注释。通过FindAllMarkers函数筛选每个细胞亚组中的差异表达基因(DEG)。使用Clusterprofiler软件包对感兴趣的基因集进行生物学功能分析。采用AUCell函数计算刺猬信号通路的评分。通过进行拟时间分析生成上皮细胞亚型的分化轨迹。最后,使用蛋白质-蛋白质网络(PPI)研究刺猬信号通路与感兴趣基因集中富集的其他通路之间的相互作用。

结果

共分类出9个主要细胞亚群,CC样本中上皮细胞比例最高。进一步分析显示,刺猬信号通路在STYK1+和TP73+上皮细胞亚型中异常激活。拟时间轨迹分析表明,STYK1+上皮细胞的分化轨迹逐渐转变为抗病毒细胞或增殖细胞,而TP73+上皮细胞最终分化为雌激素反应和病毒诱导增殖的两个分支。PPI分析表明,刺猬信号通路参与了CC上皮细胞的增殖和病毒过程。

结论

本研究全面分析了CC样本的特征、上皮细胞亚型的分化轨迹以及刺猬信号通路在CC进展过程中上皮细胞中的作用。更重要的是,发现了用于CC分子诊断和精准治疗的有效靶基因。

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