Zhang Anqi, Wang Xinyang, Lin Wen, Zhu Haoqi, Pan Jingyi
Department of Anesthesiology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.
Department of Anesthesiology, Fujian Province Second People's Hospital, The Second Affiliated Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, China.
Front Med (Lausanne). 2024 Aug 28;11:1430252. doi: 10.3389/fmed.2024.1430252. eCollection 2024.
Sepsis-induced acute lung injury (ALI) is a common and serious complication of sepsis that eventually progresses to life-threatening hypoxemia. Disulfidptosis is a newly discovered type of cell death associated with the pathogenesis of different diseases. This study investigated the potential association between sepsis-induced acute lung injury and disulfidptosis by bioinformatics analysis.
In order to identify differentially expressed genes (DEGs) linked to sepsis, we screened appropriate data sets from the GEO database and carried out differential analysis. The key genes shared by DEGs and 39 disulfidptosis-related genes were identified: ACSL4 and MYL6 mRNA levels of key genes were detected in different datasets. We then used a series of bioinformatics analysis techniques, such as immune cell infiltration analysis, protein-protein interaction (PPI) network, genetic regulatory network, and receiver operating characteristic (ROC), to investigate the possible relationship between key genes and sepsis. Then, experimental verification was obtained for changes in key genes in sepsis-induced acute lung injury. Finally, to investigate the relationship between genetic variants of MYL6 or ACSL4 and sepsis, Mendelian randomization (MR) analysis was applied.
Two key genes were found in this investigation: myosin light chain 6 (MYL6) and Acyl-CoA synthetase long-chain family member 4 (ACSL4). We verified increased mRNA levels of key genes in training datasets. Immune cell infiltration analysis showed that key genes were associated with multiple immune cell levels. Building the PPI network between MYL6 and ACSL4 allowed us to determine that their related genes had distinct biological functions. The co-expression genes of key genes were involved in different genetic regulatory networks. In addition, both the training and validation datasets confirmed the diagnostic capabilities of key genes by using ROC curves. Additionally, both and experiments confirmed that the mRNA levels of ACSL4 and MYL6 in sepsis-induced acute lung injury were consistent with the results of bioinformatics analysis. Finally, MR analysis revealed a causal relationship between MYL6 and sepsis.
We have discovered and confirmed that the key genes ACSL4 and MYL6, which are linked to disulfidptosis in sepsis-induced acute lung injury, may be useful in the diagnosis and management of septic acute lung injury.
脓毒症诱导的急性肺损伤(ALI)是脓毒症常见且严重的并发症,最终会发展为危及生命的低氧血症。二硫化物诱导的细胞焦亡是一种新发现的与不同疾病发病机制相关的细胞死亡类型。本研究通过生物信息学分析探讨脓毒症诱导的急性肺损伤与二硫化物诱导的细胞焦亡之间的潜在关联。
为了鉴定与脓毒症相关的差异表达基因(DEGs),我们从基因表达综合数据库(GEO数据库)中筛选了合适的数据集并进行差异分析。确定了DEGs与39个二硫化物诱导的细胞焦亡相关基因共有的关键基因:在不同数据集中检测关键基因的ACSL4和MYL6 mRNA水平。然后,我们使用了一系列生物信息学分析技术,如免疫细胞浸润分析、蛋白质-蛋白质相互作用(PPI)网络、基因调控网络和受试者工作特征(ROC)曲线,来研究关键基因与脓毒症之间的可能关系。然后,对脓毒症诱导的急性肺损伤中关键基因的变化进行了实验验证。最后,为了研究MYL6或ACSL4的基因变异与脓毒症之间的关系,应用了孟德尔随机化(MR)分析。
本研究发现了两个关键基因:肌球蛋白轻链6(MYL6)和酰基辅酶A合成酶长链家族成员4(ACSL4)。我们在训练数据集中验证了关键基因的mRNA水平升高。免疫细胞浸润分析表明,关键基因与多种免疫细胞水平相关。构建MYL6和ACSL4之间的PPI网络使我们能够确定它们的相关基因具有不同的生物学功能。关键基因的共表达基因参与了不同的基因调控网络。此外,训练和验证数据集均通过ROC曲线证实了关键基因的诊断能力。此外,体内和体外实验均证实,脓毒症诱导的急性肺损伤中ACSL4和MYL6的mRNA水平与生物信息学分析结果一致。最后,MR分析揭示了MYL6与脓毒症之间的因果关系。
我们发现并证实,在脓毒症诱导的急性肺损伤中与二硫化物诱导的细胞焦亡相关的关键基因ACSL4和MYL6,可能有助于脓毒性急性肺损伤的诊断和管理。