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构建并验证一个与乙酰化相关的基因特征,以评估早期肺腺癌的复发和免疫治疗反应。

Construction and experimental validation of an acetylation-related gene signature to evaluate the recurrence and immunotherapeutic response in early-stage lung adenocarcinoma.

机构信息

Department of Thoracic Surgery, The Second Affiliated Hospital of Air Force Military Medical University, No. 1 Xinsi Road, Baqiao District, Xi'an, 710038, Shaanxi, China.

Department of Traditional Chinese Medicine, The Second Affiliated Hospital of Air Force Military Medical University, No. 1 Xinsi Road, Baqiao District, Xi'an, 710038, Shaanxi, China.

出版信息

BMC Med Genomics. 2022 Dec 11;15(1):254. doi: 10.1186/s12920-022-01413-7.

Abstract

BACKGROUND

Acetylation is a reversible epigenetic process, playing an important role in the initiation and progression of malignant tumors. However, the prognosis value of acetylation-related genes in the early-stage lung adenocarcinoma (LUAD) remains obscure.

MATERIALS AND METHODS

The acetylation-related genes were collected and clustered based on transcriptome sequencing of the patients with early-stage LUAD from the Cancer Genome Atlas. The genomic divergence analysis, protein-protein interaction network construction, Lasso regression, and univariate Cox regression were used to identify the significant biomarkers for the recurrence of the early-stage LUAD. The multivariate Cox regression was used to establish the predictive model. Gene Expression Omnibus was systemically retrieved and four independent datasets were used for external validation. 23 early-stage LUAD samples were collected from the local hospital to detect the expression difference of the genes in the model. Transfection assays were performed to verify the regulatory ability of the screened gene to the proliferation of LUAD cell lines. The single-cell RNA sequencing of the early-stage LUAD patients and two lung cancer cohorts receiving immunotherapy were utilized to explore the predictive ability of the established model to immunotherapeutic sensitivity.

RESULTS

The clustering based on acetylation-related genes was significantly associated with the recurrence (P < 0.01) and immune infiltration statuses. Through a series of bioinformatical and machine learning methods, RBBP7 and YEATS2 were ultimately identified. Accordingly, a novel gene signature containing RBBP7 and YEATS2 was developed to evaluate the recurrence-free survival of early-stage LUAD, which was then validated in five independent cohorts (pooled hazard ratio = 1.88, 95% confidence interval = 1.49-2.37) and 23 local clinical samples (P < 0.01). The knock-down of YEATS2 obviously suppressed proliferation of H1975 and HCC-827 cells. Single-cell RNA sequencing analyses indicated that RBBP7 and YEATS2 were both associated with the tumor immune response, and the prognosis signature could predict the immunotherapeutic response in two cohorts receiving immunotherapy (P < 0.05; P < 0.01).

CONCLUSIONS

Totally, an acetylation-related gene signature is constructed, helping to evaluate the recurrence and immunotherapeutic effectiveness of early-stage LUAD patients.

摘要

背景

乙酰化是一种可逆的表观遗传过程,在恶性肿瘤的发生和发展中起着重要作用。然而,早期肺腺癌(LUAD)中与乙酰化相关的基因的预后价值仍不清楚。

材料和方法

从癌症基因组图谱中收集了早期 LUAD 患者的转录组测序数据,并基于这些数据对与乙酰化相关的基因进行了聚类。利用基因组差异分析、蛋白质-蛋白质相互作用网络构建、Lasso 回归和单因素 Cox 回归识别早期 LUAD 复发的显著生物标志物。利用多因素 Cox 回归建立预测模型。系统地从基因表达综合数据库中检索并使用四个独立数据集进行外部验证。从当地医院收集了 23 例早期 LUAD 样本,以检测模型中基因的表达差异。进行转染实验以验证筛选出的基因对 LUAD 细胞系增殖的调控能力。利用早期 LUAD 患者的单细胞 RNA 测序和两个接受免疫治疗的肺癌队列,探讨建立的模型对免疫治疗敏感性的预测能力。

结果

基于与乙酰化相关的基因聚类与复发(P<0.01)和免疫浸润状态显著相关。通过一系列生物信息学和机器学习方法,最终确定了 RBBP7 和 YEATS2。据此,开发了一个包含 RBBP7 和 YEATS2 的新型基因特征,用于评估早期 LUAD 的无复发生存率,并在五个独立队列(合并危险比=1.88,95%置信区间=1.49-2.37)和 23 例当地临床样本中进行了验证(P<0.01)。YEATS2 的敲低明显抑制了 H1975 和 HCC-827 细胞的增殖。单细胞 RNA 测序分析表明,RBBP7 和 YEATS2 均与肿瘤免疫反应相关,预后特征可预测两个接受免疫治疗的队列的免疫治疗反应(P<0.05;P<0.01)。

结论

总之,构建了一个与乙酰化相关的基因特征,有助于评估早期 LUAD 患者的复发和免疫治疗效果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b36e/9741798/5e91b11e2c53/12920_2022_1413_Fig1_HTML.jpg

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