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基于单细胞 RNA 测序的感音神经性听力损失中常见血管纹细胞改变的鉴定。

Identification of common stria vascularis cellular alteration in sensorineural hearing loss based on ScRNA-seq.

机构信息

Department of Otorhinolaryngology, Head and Neck Surgery, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China.

Fujian Institute of Otolaryngology, the First Affiliated Hospital, Fujian Medical University, Fuzhou, China.

出版信息

BMC Genomics. 2024 Feb 27;25(1):213. doi: 10.1186/s12864-024-10122-7.

Abstract

BACKGROUND

The stria vascularis (SV), located in the lateral wall of the cochlea, maintains cochlear fluid homeostasis and mechanoelectrical transduction (MET) activity required for sound wave conduction. The pathogenesis of a number of human inheritable deafness syndromes, age related hearing loss, drug-induced ototoxicity and noise-induced hearing loss results from the morphological changes and functional impairments in the development of the SV. In this study, we investigate the implications of intercellular communication within the SV in the pathogenesis of sensorineural hearing loss (SNHL). We aim to identify commonly regulated signaling pathways using publicly available single-cell transcriptomic sequencing (scRNA-seq) datasets.

METHODS

We analyzed scRNA-seq data, which was derived from studying the cochlear SV in mice with SNHL compared to normal adult mice. After quality control and filtering, we obtained the major cellular components of the mouse cochlear SV and integrated the data. Using Seurat's FindAllMarkers and FindMarkers packages, we searched for novel conservative genes and differential genes. We employed KEGG and GSEA to identify molecular pathways that are commonly altered among different types of SNHL. We utilized pySCENIC to discover new specific regulatory factors in SV subpopulation cells. With the help of CellChat, we identified changes in subpopulation cells showing similar trends across different SNHL types and their alterations in intercellular communication pathways.

RESULTS

Through the analysis of the integrated data, we discovered new conserved genes to SV specific cells and identified common downregulated pathways in three types of SNHL. The enriched genes for these pathways showing similar trends are primarily associated with the Electron Transport Chain, related to mitochondrial energy metabolism. Using the CellChat package, we further found that there are shared pathways in the incoming signaling of specific intermediate cells in SNHL, and these pathways have common upstream regulatory transcription factor of Nfe2l2. Combining the results from pySCENIC and CellChat, we predicted the transcription factor Nfe2l2 as an upstream regulatory factor for multiple shared cellular pathways in IC. Additionally, it serves as an upstream factor for several genes within the Electron Transport Chain.

CONCLUSION

Our bioinformatics analysis has revealed that downregulation of the mitochondrial electron transport chain have been observed in various conditions of SNHL. E2f1, Esrrb, Runx1, Yy1, and Gata2 could serve as novel important common TFs regulating the electron transport chain. Adm has emerged as a potential new marker gene for intermediate cells, while Itgb5 and Tesc show promise as potential new marker genes for marginal cells in the SV. These findings offer a new perspective on SV lesions in SNHL and provide additional theoretical evidence for the same drug treatment and prevention of different pathologies of SNHL.

摘要

背景

血管纹(SV)位于耳蜗的外侧壁,维持耳蜗内液的动态平衡和机械电转换(MET)活性,这对于声波的传导是必需的。许多人类遗传性耳聋综合征、年龄相关性听力损失、药物性耳毒性和噪声性听力损失的发病机制是由于 SV 的形态变化和功能障碍导致的。在这项研究中,我们研究了 SV 内细胞间通讯在感音神经性听力损失(SNHL)发病机制中的意义。我们旨在使用公开的单细胞转录组测序(scRNA-seq)数据集来鉴定共同调节的信号通路。

方法

我们分析了 scRNA-seq 数据,这些数据来源于研究与正常成年小鼠相比,具有 SNHL 的小鼠耳蜗 SV 的变化。经过质量控制和过滤后,我们获得了小鼠耳蜗 SV 的主要细胞成分,并对其进行了整合。使用 Seurat 的 FindAllMarkers 和 FindMarkers 包,我们搜索了新的保守基因和差异基因。我们使用 KEGG 和 GSEA 来鉴定在不同类型的 SNHL 中共同改变的分子途径。我们利用 pySCENIC 发现 SV 亚群细胞中新的特定调控因子。借助 CellChat,我们鉴定了不同类型 SNHL 中具有相似趋势的亚群细胞的变化及其细胞间通讯途径的改变。

结果

通过对整合数据的分析,我们发现了新的 SV 特异性细胞的保守基因,并鉴定了三种 SNHL 中常见的下调途径。这些途径中具有相似趋势的富集基因主要与电子传递链有关,与线粒体能量代谢有关。使用 CellChat 包,我们进一步发现,在 SNHL 特定中间细胞的传入信号中存在共享通路,这些通路具有共同的上游调节转录因子 Nfe2l2。结合 pySCENIC 和 CellChat 的结果,我们预测转录因子 Nfe2l2 是 IC 中多个共享细胞通路的上游调节因子,也是电子传递链内多个基因的上游调节因子。

结论

我们的生物信息学分析表明,在各种 SNHL 情况下,线粒体电子传递链的下调都有观察到。E2f1、Esrrb、Runx1、Yy1 和 Gata2 可以作为调节电子传递链的新的重要共同 TF。Adm 作为中间细胞的一个新的潜在标记基因,而 Itgb5 和 Tesc 则有望成为 SV 边缘细胞的潜在新标记基因。这些发现为 SNHL 中 SV 病变提供了新的视角,并为同一药物治疗和预防不同病理类型的 SNHL 提供了额外的理论依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/58c4/10897997/68e618b1cac9/12864_2024_10122_Fig1_HTML.jpg

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