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整合单细胞转录组学揭示肿瘤微环境中的铁死亡调控因子,促进膀胱癌尿路上皮癌进展和免疫治疗。

Integrating single-cell transcriptomics to reveal the ferroptosis regulators in the tumor microenvironment that contribute to bladder urothelial carcinoma progression and immunotherapy.

机构信息

Department of Urology, Huashan Hospital, Fudan University, Shanghai, China.

Fudan Institute of Urology, Huashan Hospital, Fudan University, Shanghai, China.

出版信息

Front Immunol. 2024 Aug 22;15:1427124. doi: 10.3389/fimmu.2024.1427124. eCollection 2024.

Abstract

BACKGROUND

Ferroptosis, as a novel form of programmed cell death, plays a crucial role in the occurrence and development of bladder cancer (BCa). However, the regulatory mechanisms of ferroptosis in the tumor microenvironment (TME) of BCa remain to be elucidated.

METHODS

Based on single-cell RNA (scRNA) transcriptomic data of BCa, we employed non-negative matrix factorization (NMF) dimensionality reduction clustering to identify novel ferroptosis-related cell subtypes within the BCa TME, aiming to explore the biological characteristics of these TME cell subtypes. Subsequently, we conducted survival analysis and univariate Cox regression analysis to explore the prognostic significance of these cell subtypes. We investigated the relationship between specific subtypes and immune infiltration, as well as their implications for immunotherapy. Finally, we discovered a valuable and novel biomarker for BCa, supported by a series of experiments.

RESULTS

We subdivided cancer-associated fibroblasts (CAFs), macrophages, and T cells into 3-5 small subpopulations through NMF and further explored the biological features. We found that ferroptosis played an important role in the BCa TME. Through bulk RNA-seq analysis, we further verified that ferroptosis affected the progression, prognosis, and immunotherapy response of BCa by regulating the TME. Especially ACSL4+CAFs, we found that high-level infiltration of this CAF subtype predicted worse prognosis, more complex immune infiltration, and less response for immunotherapy. Additionally, we found that this type of CAF was associated with cancer cells through the PTN-SDC1 axis, suggesting that SDC1 may be crucial in regulating CAFs in cancer cells. A series of experiments confirmed these inferences: SDC1 promoted the progression of BCa. Interestingly, we also discovered FTH1+ macrophages, which were closely related to SPP1+ macrophages and may also be involved in the regulation of BCa TME.

CONCLUSION

This study revealed the significant impact of ferroptosis on bladder cancer TME and identified novel ferroptosis-related TME cell subpopulations, ACSL4+CAFs, and important BCa biomarker SDC1.

摘要

背景

铁死亡作为一种新型的细胞程序性死亡方式,在膀胱癌(BCa)的发生发展中起着关键作用。然而,BCa 肿瘤微环境(TME)中铁死亡的调控机制仍有待阐明。

方法

基于 BCa 的单细胞 RNA(scRNA)转录组数据,我们采用非负矩阵分解(NMF)降维聚类来鉴定 BCa TME 中新型铁死亡相关细胞亚型,旨在探索这些 TME 细胞亚型的生物学特征。随后,我们进行了生存分析和单因素 Cox 回归分析,以探讨这些细胞亚型的预后意义。我们研究了特定亚型与免疫浸润的关系及其对免疫治疗的影响。最后,我们通过一系列实验发现了一个有价值的 BCa 新型生物标志物。

结果

我们通过 NMF 将癌症相关成纤维细胞(CAFs)、巨噬细胞和 T 细胞分为 3-5 个小亚群,并进一步探索了它们的生物学特征。我们发现铁死亡在 BCa TME 中起着重要作用。通过批量 RNA-seq 分析,我们进一步证实铁死亡通过调节 TME 影响 BCa 的进展、预后和免疫治疗反应。特别是 ACSL4+CAFs,我们发现这种 CAF 亚群的高水平浸润预示着更差的预后、更复杂的免疫浸润和对免疫治疗的反应较差。此外,我们发现通过 PTN-SDC1 轴,这种 CAF 类型与癌细胞有关,这表明 SDC1 可能在调节癌细胞中的 CAF 中起关键作用。一系列实验证实了这些推论:SDC1 促进了 BCa 的进展。有趣的是,我们还发现了 FTH1+巨噬细胞,它与 SPP1+巨噬细胞密切相关,也可能参与了 BCa TME 的调节。

结论

本研究揭示了铁死亡对膀胱癌 TME 的重要影响,并鉴定了新型铁死亡相关 TME 细胞亚群、ACSL4+CAFs 和重要的 BCa 生物标志物 SDC1。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee82/11375220/bba7a66d12dd/fimmu-15-1427124-g001.jpg

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