Identification of CGNL1 as a diagnostic marker in fibroblasts of diabetic foot ulcers: Insights from single cell RNA sequencing and bulk sequencing data.

Li Wang, Lulu Tang, Lingna Zhou, Yingtao Lai, Hui Li, Xiaojun Wang, Xiaoyi Liu
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Abstract

Objectives: This study aimed to explore the unique transcriptional feature of fibroblasts subtypes and the role of ferroptosis in diabetic foot ulcers (DFUs).

Methods: The GEO (Gene Expression Omnibus) was searched to obtain the DFUs single-cell and transcriptional datasets. After identifying cell types by classic marker genes, the integrated single-cell dataset was used to run trajectory inference, RNA velocity, and ligand-receptor interaction analysis. Next, bulk RNA-seq datasets of DFUs were analyzed to the key ferroptosis genes.

Results: Here, we profile 83529 single transcriptomes from the foot samples utilizing single-cell sequencing (scRNA-seq) data of DFU from GEO database and identified 12 cell types, with fibroblasts exhibiting elevated levels of ferroptosis activity and substantial cellular heterogeneity. Our results defined six main fibroblast subsets that showed mesenchymal, secretory-reticular, secretory-papillary, pro-inflammatory, myogenesis, and healing-enriched functional annotations. Trajectory inference and cell-cell communication analysis revealed two major cell fates with subpopulations of fibroblasts and altered ligand-receptor interactions. Bulk RNA sequencing data identified CGNL1 as a distinctive diagnostic signature in fibroblasts. Notably, CGNL1 positively correlated with pro-inflammatory fibroblasts.

Conclusions: Overall, our analysis delineated the heterogeneity present in cell populations of DFUs, showing distinct fibroblast subtypes characterized by their own unique transcriptional features and enrichment functions. Our study will help us better understand DFUs pathogenesis and identifies CGNL1 as a potential target for DFUs therapies.

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鉴定 CGNL1 作为糖尿病足溃疡成纤维细胞的诊断标记:从单细胞 RNA 测序和大量测序数据中获得的启示。
研究目的本研究旨在探讨成纤维细胞亚型的独特转录特征以及铁蛋白沉积在糖尿病足溃疡(DFUs)中的作用:方法:通过搜索 GEO(基因表达总库)获得糖尿病足溃疡单细胞和转录数据集。通过经典标记基因确定细胞类型后,利用整合的单细胞数据集进行轨迹推断、RNA速度和配体-受体相互作用分析。接下来,对DFUs的大量RNA-seq数据集进行了分析,以找出关键的铁突变基因:在这里,我们利用GEO数据库中的DFU单细胞测序(scRNA-seq)数据分析了来自足部样本的83529个单转录组,并确定了12种细胞类型,其中成纤维细胞表现出高水平的铁突变活性和大量的细胞异质性。我们的研究结果定义了六个主要的成纤维细胞亚群,这些亚群显示了间充质、分泌-网状、分泌-乳头状、促炎、肌生成和愈合丰富的功能注释。轨迹推断和细胞-细胞通讯分析显示了成纤维细胞亚群的两种主要细胞命运,以及配体-受体相互作用的改变。大量 RNA 测序数据发现 CGNL1 是成纤维细胞中一个独特的诊断特征。值得注意的是,CGNL1与促炎性成纤维细胞呈正相关:总之,我们的分析描述了 DFU 细胞群中存在的异质性,显示了不同的成纤维细胞亚型,这些亚型具有各自独特的转录特征和富集功能。我们的研究将有助于我们更好地了解 DFUs 的发病机制,并确定 CGNL1 为 DFUs 治疗的潜在靶点。
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来源期刊
International Journal of Immunopathology and Pharmacology
International Journal of Immunopathology and Pharmacology Immunology and Microbiology-Immunology
自引率
0.00%
发文量
88
期刊介绍: International Journal of Immunopathology and Pharmacology is an Open Access peer-reviewed journal publishing original papers describing research in the fields of immunology, pathology and pharmacology. The intention is that the journal should reflect both the experimental and clinical aspects of immunology as well as advances in the understanding of the pathology and pharmacology of the immune system.
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