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协调单细胞和批量 RNA-seq 以破译前列腺癌患者肿瘤内免疫景观和预后分层。

Coordinating single-cell and bulk RNA-seq in deciphering the intratumoral immune landscape and prognostic stratification of prostate cancer patients.

机构信息

Department of Urology, China-Japan Union Hospital of Jilin University, Jilin, China.

Department of Urology, The Second People's Hospital of Meishan City, Meishan, Sichuan, China.

出版信息

Environ Toxicol. 2024 Feb;39(2):657-668. doi: 10.1002/tox.23928. Epub 2023 Aug 11.

Abstract

INTRODUCTION

Prostate cancer is a common cancer among male population. The aberrant expression of histone modifiers has been identified as a potential driving force in numerous cancer types. However, the mechanism of histone modifiers in the development of prostate cancer remains unknown.

METHODS

Expression profiles and clinical data were obtained from GSE70769, GSE46602, and GSE67980. Seruat R package was utilized to calculate the gene set enrichment of the histone modification pathway and obtain the Histone score. Least absolute shrinkage and selection operator (LASSO) and Cox regression analyses were employed to identify marker genes with prognostic value. Kaplan-Meier survival analysis was conducted to assess the efficacy of the prognostic model. In addition, microenvironment cell populations counter (MCPcounter), single-sample gene set enrichment analysis (ssGSEA), and xCell algorithms were employed for immune infiltration analysis. Drug sensitivity prediction was performed using oncoPredict R package.

RESULTS

We screened differentially expressed genes (DEGs) between Histone-high score (Histone-H) and Histone-low score (Histone-L) groups, which were enriched in RNA splicing and DNA-binding transcription factor binding pathways. We retained four prognostic marker genes, including TACC3, YWHAH, TAF1C and TTLL5. The risk model showed significant efficacy in stratification of the prognosis of prostate cancer patients in both internal and external cohorts (p < .0001 and p = .032, respectively). In addition, prognostic gene YWHAH was infiltrated in abundance of fibroblasts and highly correlated with Entinostat_1593 drug sensitivity score and the value of risk score.

CONCLUSION

We innovatively developed a histone modification-related prognostic model with high prognostic potency and identified YWHAH as possible diagnostic and therapeutic biomarkers for prostate cancer. It provides novel insights to address prostate cancer and enhance clinical outcomes, thereby opening up a new avenue for customized treatment alternatives.

摘要

简介

前列腺癌是男性人群中常见的癌症。组蛋白修饰物的异常表达已被确定为许多癌症类型的潜在驱动因素。然而,组蛋白修饰物在前列腺癌发展中的作用机制尚不清楚。

方法

从 GSE70769、GSE46602 和 GSE67980 中获取表达谱和临床数据。使用 Seruat R 包计算组蛋白修饰途径的基因集富集并获得组蛋白评分。使用最小绝对收缩和选择算子(LASSO)和 Cox 回归分析鉴定具有预后价值的标记基因。通过 Kaplan-Meier 生存分析评估预后模型的疗效。此外,使用微环境细胞群体计数器(MCPcounter)、单样本基因集富集分析(ssGSEA)和 xCell 算法进行免疫浸润分析。使用 oncoPredict R 包进行药物敏感性预测。

结果

我们筛选了组蛋白高评分(Histone-H)和组蛋白低评分(Histone-L)组之间的差异表达基因(DEGs),这些基因富集在 RNA 剪接和 DNA 结合转录因子结合途径中。我们保留了四个预后标记基因,包括 TACC3、YWHAH、TAF1C 和 TTLL5。该风险模型在内部和外部队列中均能显著分层前列腺癌患者的预后(p<0.0001 和 p=0.032)。此外,预后基因 YWHAH 在成纤维细胞中大量浸润,与 Entinostat_1593 药物敏感性评分和风险评分值高度相关。

结论

我们创新性地开发了一个具有高预后效能的组蛋白修饰相关预后模型,并确定 YWHAH 作为前列腺癌可能的诊断和治疗生物标志物。它为解决前列腺癌问题提供了新的见解,并提高了临床疗效,为个性化治疗选择开辟了新的途径。

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