Integrated analysis of bulk and single-cell RNA-seq data reveals cell differentiation-related subtypes and a scoring system in bladder cancer

IF 5.3
Sheng Li, Fucun Zheng, Zhipeng Wang, Situ Xiong, Jin Zeng, Songhui Xu, Bin Fu, Xiaoqiang Liu
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引用次数: 0

Abstract

Bladder cancer (BLCA) exhibits notable molecular heterogeneity, influencing diverse clinical outcomes. However, the molecular subtypes associated with cell differentiation-related genes (CDR) and their prognostic implications remain unexplored. Analysing two GEO single-cell datasets, we identified genes linked to cell differentiation. Utilizing these genes, we explored distinct molecular subtypes. WGCNA analysis further identified CDR-associated genes, and the CDR score system, constructed using Lasso and Cox regression, was developed. Clinical prognosis and variations in immune-related factors among patient groups were assessed. Core genes were selected and confirmed through in vitro experiments. Two BLCA subtypes related to cell differentiation were identified: Subtype B demonstrated a favourable prognosis, while Subtype A exhibited significant immune cell infiltration. The CDR score system of nine genes revealed a positive correlation between higher scores and a poorer prognosis. The comprehensive analysis uncovered a positive association between CDR genes and M2 macrophages and unresponsiveness to immune therapy. Functional experiments validated that ANXA5 downregulation influences tumour cell migration without affecting proliferation. Our study reveals distinct cell differentiation-related molecular subtypes and introduces the CDR scoring system in BLCA. ANXA5 emerges as a potential therapeutic target, offering promising avenues for personalized treatment strategies.

Abstract Image

对大量和单细胞 RNA-seq 数据的综合分析揭示了膀胱癌中与细胞分化相关的亚型和评分系统
膀胱癌(BLCA)表现出明显的分子异质性,影响着不同的临床结果。然而,与细胞分化相关基因(CDR)有关的分子亚型及其对预后的影响仍有待探索。通过分析两个 GEO 单细胞数据集,我们确定了与细胞分化相关的基因。利用这些基因,我们探索了不同的分子亚型。WGCNA 分析进一步确定了 CDR 相关基因,并利用 Lasso 和 Cox 回归建立了 CDR 评分系统。我们还评估了各组患者的临床预后和免疫相关因素的变化。通过体外实验筛选并确认了核心基因。确定了两种与细胞分化有关的 BLCA 亚型:B 亚型预后良好,而 A 亚型则表现出明显的免疫细胞浸润。九个基因的 CDR 评分系统显示,评分越高,预后越差。综合分析发现,CDR基因与M2巨噬细胞和对免疫疗法无反应之间存在正相关。功能实验验证了ANXA5下调会影响肿瘤细胞的迁移,而不会影响增殖。我们的研究揭示了不同的细胞分化相关分子亚型,并在 BLCA 中引入了 CDR 评分系统。ANXA5成为潜在的治疗靶点,为个性化治疗策略提供了前景广阔的途径。
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来源期刊
CiteScore
11.50
自引率
0.00%
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期刊介绍: The Journal of Cellular and Molecular Medicine serves as a bridge between physiology and cellular medicine, as well as molecular biology and molecular therapeutics. With a 20-year history, the journal adopts an interdisciplinary approach to showcase innovative discoveries. It publishes research aimed at advancing the collective understanding of the cellular and molecular mechanisms underlying diseases. The journal emphasizes translational studies that translate this knowledge into therapeutic strategies. Being fully open access, the journal is accessible to all readers.
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