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利用单细胞RNA测序和转录组分析对伴鼻息肉的慢性鼻-鼻窦炎免疫微环境进行表征及生物标志物鉴定

Characterization of the Immune Microenvironment and Identification of Biomarkers in Chronic Rhinosinusitis with Nasal Polyps Using Single-Cell RNA Sequencing and Transcriptome Analysis.

作者信息

Wang Yakun, Song Xinyu, Jin Mulan, Lu Jun

机构信息

Department of Pathology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, 100020, People's Republic of China.

Department of Otorhinolaryngology, Head and Neck Surgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing, 100020, People's Republic of China.

出版信息

J Inflamm Res. 2024 Jan 12;17:253-277. doi: 10.2147/JIR.S440409. eCollection 2024.

Abstract

PURPOSE

Chronic rhinosinusitis is a prevalent condition in the field of otorhinolaryngology; however, its pathogenesis remains to be elucidated. The immunological defense of the nasal mucosa is significantly influenced by dendritic cells (DCs). We identified specific biological indicators linked to DCs and explored their significance in cases of chronic rhinosinusitis with nasal polyps (CRSwNP).

PATIENTS AND METHODS

We categorized cells using single-cell RNA (scRNA) sequencing, and combined transcriptome sequencing was used to identify potential candidate genes for CRSwNP. We selected three biomarkers based on two algorithms and performed enrichment and immune correlation analyses. Biomarkers were verified using training and validation sets, receiver operating characteristic curves, immunohistochemistry, and quantitative real-time reverse-transcription PCR (qRT-PCR). Variations in biomarker expression were validated using pseudotime analysis. The networks of competing transcription factor (TF)-mRNA and competing endogenous RNA (ceRNA) were established, and the protein drugs associated with these biomarkers were predicted.

RESULTS

Both scRNA-seq and transcriptome data showed that DCs immune infiltration was higher in the CRSwNP group than in the control group. Three DC-related biomarkers (NR4A1, CLEC4G, and CD163) were identified. In CRSwNP, NR4A1 expression decreased, whereas CLEC4G and CD163 expression increased. All biomarkers were shown to be involved in immunological and metabolic pathways by enrichment analysis. These biomarkers were associated with γδ T cells, effector memory CD4 + T cells, regulatory T cells, and immature DCs. According to pseudotime analysis, NR4A1 and CD163 expression decreased from high to low, whereas CLEC4G expression remained low.

CONCLUSION

We screened and identified potential DC-associated biomarkers of CRSwNP progression by integrating scRNA-seq with whole transcriptome sequencing. We analyzed the biological pathways in which they were involved, explored their molecular regulatory mechanisms and related drugs, and constructed ceRNA, TF-mRNA, and biomarker-drug networks to identify new CRSwNP treatment targets, laying the groundwork for the clinical management of CRSwNP.

摘要

目的

慢性鼻-鼻窦炎是耳鼻咽喉科的一种常见病症;然而,其发病机制仍有待阐明。鼻黏膜的免疫防御受到树突状细胞(DCs)的显著影响。我们确定了与DCs相关的特定生物学指标,并探讨了它们在伴有鼻息肉的慢性鼻-鼻窦炎(CRSwNP)病例中的意义。

患者和方法

我们使用单细胞RNA(scRNA)测序对细胞进行分类,并采用联合转录组测序来确定CRSwNP的潜在候选基因。我们基于两种算法选择了三个生物标志物,并进行了富集和免疫相关性分析。使用训练集和验证集、受试者工作特征曲线、免疫组织化学以及定量实时逆转录PCR(qRT-PCR)对生物标志物进行验证。使用伪时间分析验证生物标志物表达的变化。建立了竞争性转录因子(TF)-mRNA和竞争性内源性RNA(ceRNA)网络,并预测了与这些生物标志物相关的蛋白药物。

结果

scRNA-seq和转录组数据均显示,CRSwNP组中DCs的免疫浸润高于对照组。确定了三个与DC相关的生物标志物(NR4A1、CLEC4G和CD163)。在CRSwNP中,NR4A1表达降低,而CLEC4G和CD163表达增加。富集分析表明,所有生物标志物均参与免疫和代谢途径。这些生物标志物与γδT细胞、效应记忆CD4 + T细胞、调节性T细胞和未成熟DCs相关。根据伪时间分析,NR4A1和CD163表达从高到低降低,而CLEC4G表达保持较低水平。

结论

我们通过将scRNA-seq与全转录组测序相结合,筛选并确定了CRSwNP进展中潜在的与DC相关的生物标志物。我们分析了它们所涉及的生物学途径,探索了它们的分子调控机制和相关药物,并构建了ceRNA、TF-mRNA和生物标志物-药物网络,以确定新的CRSwNP治疗靶点,为CRSwNP的临床管理奠定基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d59/10790669/7cc63692e863/JIR-17-253-g0001.jpg

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