Identification of key hub genes in pancreatic ductal adenocarcinoma: an integrative bioinformatics study.

IF 2.8 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY
Frontiers in bioinformatics Pub Date : 2025-03-28 eCollection Date: 2025-01-01 DOI:10.3389/fbinf.2025.1536783
Kankana Bhattacharjee, Avik Sengupta, Rahul Kumar, Aryya Ghosh
{"title":"Identification of key hub genes in pancreatic ductal adenocarcinoma: an integrative bioinformatics study.","authors":"Kankana Bhattacharjee, Avik Sengupta, Rahul Kumar, Aryya Ghosh","doi":"10.3389/fbinf.2025.1536783","DOIUrl":null,"url":null,"abstract":"<p><p>Pancreatic Ductal Adenocarcinoma (PDAC) poses a significant health threat characterized by poor clinical outcomes, largely attributable to late detection, chemotherapy resistance, and the absence of tailored therapies. Despite progress in surgical, radiation, and chemotherapy treatments, 80% of PDAC patients do not benefit optimally from systemic therapy, often due to asymptomatic presentation or disease regression upon diagnosis. The disease's progression is influenced by complex interactions involving immunological, genetic, and environmental factors, among others. However, the precise molecular mechanisms underlying PDAC remain incompletely understood. A major challenge in elucidating PDAC's origins lies in deciphering the genetic variations governing its network. PDAC exhibits heterogeneity, manifesting diverse genetic compositions, cellular attributes, and behaviors across patients and within tumors. This diversity complicates diagnosis, treatment strategies, and prognostication. Identification of \"Differentially Expressed Genes\" (DEGs) between PDAC and healthy controls is vital for addressing these challenges. These DEGs serve as the foundation for constructing the PDAC protein interaction network, with their network properties being assessed for further insights. Our analysis revealed five key hub genes (KHGs): <i>EGF, SRC, SDC1, ICAM1 and CEACAM5</i>. The KHGs were predominantly enriched in pathways such as: ErbB signaling pathway, Rap1 signaling pathway, etc. Acknowledging the therapeutic promise and biomarker importance of PDAC KHGs, we have also pinpointed approved medications for the identified key genes. Nevertheless, it is crucial to conduct experimental validation on KHGs to confirm their effectiveness within the PDAC context. Overall, this study identified potential key hub genes implicated in the progression of PDAC, offering significant guidance for personalized clinical decision-making and molecular-targeted therapy for PDAC patients.</p>","PeriodicalId":73066,"journal":{"name":"Frontiers in bioinformatics","volume":"5 ","pages":"1536783"},"PeriodicalIF":2.8000,"publicationDate":"2025-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11985535/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in bioinformatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3389/fbinf.2025.1536783","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"MATHEMATICAL & COMPUTATIONAL BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Pancreatic Ductal Adenocarcinoma (PDAC) poses a significant health threat characterized by poor clinical outcomes, largely attributable to late detection, chemotherapy resistance, and the absence of tailored therapies. Despite progress in surgical, radiation, and chemotherapy treatments, 80% of PDAC patients do not benefit optimally from systemic therapy, often due to asymptomatic presentation or disease regression upon diagnosis. The disease's progression is influenced by complex interactions involving immunological, genetic, and environmental factors, among others. However, the precise molecular mechanisms underlying PDAC remain incompletely understood. A major challenge in elucidating PDAC's origins lies in deciphering the genetic variations governing its network. PDAC exhibits heterogeneity, manifesting diverse genetic compositions, cellular attributes, and behaviors across patients and within tumors. This diversity complicates diagnosis, treatment strategies, and prognostication. Identification of "Differentially Expressed Genes" (DEGs) between PDAC and healthy controls is vital for addressing these challenges. These DEGs serve as the foundation for constructing the PDAC protein interaction network, with their network properties being assessed for further insights. Our analysis revealed five key hub genes (KHGs): EGF, SRC, SDC1, ICAM1 and CEACAM5. The KHGs were predominantly enriched in pathways such as: ErbB signaling pathway, Rap1 signaling pathway, etc. Acknowledging the therapeutic promise and biomarker importance of PDAC KHGs, we have also pinpointed approved medications for the identified key genes. Nevertheless, it is crucial to conduct experimental validation on KHGs to confirm their effectiveness within the PDAC context. Overall, this study identified potential key hub genes implicated in the progression of PDAC, offering significant guidance for personalized clinical decision-making and molecular-targeted therapy for PDAC patients.

胰腺导管腺癌关键枢纽基因的鉴定:一项综合生物信息学研究。
胰腺导管腺癌(Pancreatic Ductal adencarcinoma, PDAC)是一种严重的健康威胁,其特点是临床结果不佳,主要原因是发现晚、化疗耐药和缺乏量身定制的治疗方法。尽管在手术、放疗和化疗治疗方面取得了进展,但80%的PDAC患者并没有从全身治疗中获得最佳效果,这通常是由于无症状表现或疾病在诊断时消退。疾病的进展受到免疫、遗传和环境因素等复杂相互作用的影响。然而,PDAC的精确分子机制仍然不完全清楚。阐明PDAC起源的一个主要挑战在于破译控制其网络的遗传变异。PDAC表现出异质性,在患者和肿瘤内表现出不同的遗传组成、细胞属性和行为。这种多样性使诊断、治疗策略和预后复杂化。鉴别PDAC和健康对照之间的“差异表达基因”(DEGs)对于解决这些挑战至关重要。这些deg作为构建PDAC蛋白相互作用网络的基础,它们的网络特性被评估以获得进一步的见解。我们的分析揭示了5个关键枢纽基因(KHGs): EGF、SRC、SDC1、ICAM1和CEACAM5。kgs主要富集于:ErbB信号通路、Rap1信号通路等。认识到PDAC KHGs的治疗前景和生物标志物的重要性,我们也确定了针对已确定的关键基因的批准药物。然而,对KHGs进行实验验证以确认其在PDAC背景下的有效性至关重要。总体而言,本研究确定了与PDAC进展相关的潜在关键枢纽基因,为PDAC患者的个性化临床决策和分子靶向治疗提供了重要指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
2.60
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信