Suppr超能文献

化合物作为宫颈癌潜在治疗药物的药理学评估。

Pharmacological assessment of compounds as potential therapeutics for cervical cancer.

作者信息

Omoboyede Victor, Okonkwo Nwachukwu Christiana, Balogun Jimoh Olayemi, Onyedikachi Onyekachi Victor, Ononiwu Rita, Okpaise Daniel, Oladejo Sarah Olanrewaju, Olowosoke Christopher Busayo, Umar Haruna Isiyaku, Chukwuemeka Prosper Obed

机构信息

Department of Biochemistry, School of Life Sciences (SLS), Federal University of Technology Akure, Akure, P.M.B 704, Nigeria.

Computer-Aided Therapeutic Discovery and Design Group, Akure, Ondo State, P.M.B. 704, Nigeria.

出版信息

Bioinform Adv. 2025 Jun 5;5(1):vbaf132. doi: 10.1093/bioadv/vbaf132. eCollection 2025.

Abstract

MOTIVATION

Cervical cancer remains a leading cause of gynecological mortality, with existing treatments often limited by resistance and suboptimal efficacy. While is rich in phytochemicals with reported anticancer properties, their relevance to cervical cancer-specific molecular targets remains underexplored. Here, we integrated transcriptomic profiling, cheminformatics, and survival modeling to evaluate the therapeutic potential of compounds in cervical cancer.

RESULTS

From 158 bioactive compounds with favorable pharmacokinetic and drug-likeness properties, we predicted gene targets and intersected them with 1779 differentially expressed genes identified from bulk RNA-sequencing of 304 cervical cancer tumors and 47 normal cervical tissues. This yielded 43 gene targets that were significantly dysregulated in cervical cancer. Pathway enrichment revealed involvement in tumorigenesis, immune modulation, and cell cycle regulation, with fold enrichment computed as the ratio of observed-to-expected gene overlap. Survival analysis identified 14 of these genes as markers of poor prognosis, with matrix metalloproteinase-7 (MMP7) emerging as an independent prognostic marker of adverse outcome. A Random-Forest-Regression model trained on 499 experimentally validated MMP7 inhibitors identified carnosol-a compound-as a top-ranking candidate with high predicted activity. These findings nominate carnosol as a promising therapeutic lead for cervical cancer and lay the groundwork for future experimental validation.

AVAILABILITY AND IMPLEMENTATION

The data supporting the findings of this study, including bulk RNA-seq gene expression data, survival, and phenotype data, are available through the TCGA database. These data can be accessed via the Xenabrowser platform (https://xenabrowser.net) using the reference identifier [TCGA Cervical Cancer (CESC)]. Corresponding healthy cervical tissue RNA-seq data, are available through the Genotype-Tissue Expression (GTEx) project (https://www.gtexportal.org/home/). The codes used for differential gene expression (DGE) analysis, pathway enrichment, and survival analysis, as well as scripts for generating volcano plots (DGE analysis), Kaplan-Meier survival plots, and boxplots (gene expression), and machine learning implementations are available on GitHub (https://github.com/Ponaskillzyy/Coffea_arabica_Potential_in_Cervical_Cancer).

摘要

动机

宫颈癌仍然是妇科死亡的主要原因,现有治疗方法常常受到耐药性和疗效欠佳的限制。虽然[某种物质]富含具有抗癌特性的植物化学物质,但其与宫颈癌特异性分子靶点的相关性仍未得到充分探索。在此,我们整合了转录组分析、化学信息学和生存建模,以评估[某种物质]化合物在宫颈癌中的治疗潜力。

结果

从158种具有良好药代动力学和类药性质的生物活性化合物中,我们预测了基因靶点,并将其与从304个宫颈癌肿瘤和47个正常宫颈组织的批量RNA测序中鉴定出的1779个差异表达基因进行交叉分析。这产生了43个在宫颈癌中显著失调的基因靶点。通路富集分析显示其参与肿瘤发生、免疫调节和细胞周期调控,富集倍数计算为观察到的基因重叠与预期基因重叠的比率。生存分析确定其中14个基因为预后不良的标志物,基质金属蛋白酶-7(MMP7)成为不良结局的独立预后标志物。在499种经实验验证的MMP7抑制剂上训练的随机森林回归模型将鼠尾草酚——一种[某种物质]化合物——鉴定为预测活性高的顶级候选物。这些发现表明鼠尾草酚是宫颈癌有前景的治疗先导物,并为未来的实验验证奠定了基础。

可用性和实施方法

支持本研究结果的数据,包括批量RNA测序基因表达数据、生存数据和表型数据,可通过TCGA数据库获取。这些数据可使用参考标识符[TCGA宫颈癌(CESC)]通过Xenabrowser平台(https://xenabrowser.net)访问。相应的健康宫颈组织RNA测序数据可通过基因型组织表达(GTEx)项目(https://www.gtexportal.org/home/)获取。用于差异基因表达(DGE)分析、通路富集分析和生存分析的代码,以及用于生成火山图(DGE分析)、Kaplan-Meier生存图和箱线图(基因表达)的脚本,以及机器学习实现可在GitHub(https://github.com/Ponaskillzyy/Coffea_arabica_Potential_in_Cervical_Cancer)上获取。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验