Deciphering heart failure: an integrated proteomic and transcriptomic approach with experimental validation

IF 3.9 4区 生物学 Q1 GENETICS & HEREDITY Functional & Integrative Genomics Pub Date : 2024-10-23 DOI:10.1007/s10142-024-01475-z
Jun Cao, Zhaohai Su, Bilong Zhang, Jiangyong Yang, Yueting Wang, Ling Huang, Gang Cao, Hui Xie, Xiutong Zhong, Hengqing Zhu, Rengui Jiang, Tian Li, Zheng Xie, Weiling Lu
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Abstract

This study analyzed transcriptomic and proteomic data to identify molecular changes during heart failure (HF). Additionally,we embarked on an exploration of the prospect of therapeutic intervention through the manipulation of proteins implicated in ferroptosis. Three publicly available microarray datasets (GSE135055, GSE147236, GSE161472) profiling left ventricular samples from HF patients and healthy controls were obtained. Differentially expressed genes were identified in each dataset and cross-analyzed to determine shared gene signatures. Enrichment analysis of Gene Ontology (GO) terms, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, and gene set enrichment analysis were performed. Differentially expressed proteins were obtained from published proteomic studies and integrated with the transcriptomic results. To validate findings, a HF mouse model was generated and ferroptosis-related proteins were evaluated. Additionally, the effect of suppression of ferroptosis on hypoxia-induced ischemia model in HL-1 cardiomyocytes was assessed by knocking down Acyl-CoA synthetase long-chain family member 4 (ACSL4) using small interfering RNA (siRNA).Cross-analysis of differentially expressed genes (DEGs) in the GSE135055, GSE147236 and GSE161472 datasets revealed 224 up-regulated and 187 down-regulated potential genes which showed high enrichment in immune, inflammatory and metabolic pathways. Notably, four proteins, among them ACSL4, displayed consistent alterations at both the transcriptional and protein levels. In the HF mouse model, ACSL4 exhibited an elevation, whereas negative regulators of ferroptosis witnessed a decrement. Subsequently, knockdown of ACSL4 in a hypoxia-induced ischemic HL-1 cardiomyocyte cell model upregulated the expression of ferroptosis inhibitory protein and decreased the levels of reactive oxygen species (ROS), malondialdehyde (MDA)., and free iron and increased cell viability. Comprehensive multi-omics analysis revealed that the expression of the molecular target ACSL4 was increased in HF. Targeting ACSL4 to inhibit ferroptosis may represent a novel therapeutic strategy for HF treatment.

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解密心力衰竭:综合蛋白质组和转录组方法与实验验证。
本研究分析了转录组和蛋白质组数据,以确定心力衰竭(HF)期间的分子变化。此外,我们还开始探索通过操纵与铁蛋白沉积有关的蛋白质进行治疗干预的前景。我们获得了三个公开的微阵列数据集(GSE135055、GSE147236 和 GSE161472),这些数据集分析了高血脂患者和健康对照组的左心室样本。在每个数据集中确定了差异表达基因,并进行交叉分析以确定共有的基因特征。进行了基因本体(GO)术语、京都基因组百科全书(KEGG)通路的富集分析和基因组富集分析。从已发表的蛋白质组研究中获得了差异表达的蛋白质,并与转录组结果进行了整合。为了验证研究结果,研究人员制作了高频小鼠模型,并对铁蛋白沉积相关蛋白进行了评估。此外,通过使用小干扰 RNA(siRNA)敲除 Acyl-CoA synthetase long-chain family member 4 (ACSL4),评估了抑制 HL-1 心肌细胞缺氧诱导缺血模型中铁蛋白沉积的效果。对GSE135055、GSE147236和GSE161472数据集中的差异表达基因(DEGs)进行交叉分析,发现了224个上调和187个下调的潜在基因,这些基因在免疫、炎症和代谢通路中表现出高度富集。值得注意的是,有四种蛋白质(其中包括 ACSL4)在转录和蛋白质水平上发生了一致的改变。在高频小鼠模型中,ACSL4 表现出升高,而铁蛋白沉积的负调控因子则出现下降。随后,在缺氧诱导的缺血性 HL-1 心肌细胞模型中敲除 ACSL4 会上调铁氧化抑制蛋白的表达,降低活性氧(ROS)、丙二醛(MDA)和游离铁的水平,并提高细胞活力。多组学综合分析表明,分子靶标 ACSL4 的表达在高频中有所增加。以 ACSL4 为靶点抑制高铁血症可能是治疗高血脂的一种新型治疗策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.50
自引率
3.40%
发文量
92
审稿时长
2 months
期刊介绍: Functional & Integrative Genomics is devoted to large-scale studies of genomes and their functions, including systems analyses of biological processes. The journal will provide the research community an integrated platform where researchers can share, review and discuss their findings on important biological questions that will ultimately enable us to answer the fundamental question: How do genomes work?
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