Transcriptomic insights into skin cancer: A bioinformatics and network biology approach to biomarker identification

IF 3.7 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Majji Rambabu , M. Navanneth Gowda , Prasanna Kumar Selvam , Karthick Vasudevan , K.R. Dasegowda , Parameswaran Saravanan , Karunakaran Rohini
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引用次数: 0

Abstract

Skin cancer is a widespread malignancy that primarily affects light-skinned populations globally, categorized into melanoma and non-melanoma skin cancers (NMSCs). Basal cell carcinoma and squamous cell carcinoma are the most common subtypes within NMSCs, with the global incidence of NMSCs projected to reach 2–3 million cases annually across regions like Europe, Canada, the USA, and Australia. Despite this prevalence, the genetic mechanisms behind skin cancer remain poorly understood. This study presents a novel gene discovery approach, leveraging transcriptome data from Next-Generation Sequencing datasets sourced from the European Nucleotide Archive to uncover new genes and pathways linked to skin cancer. The novelty of this research lies in its comprehensive approach that combines differential gene expression analysis with gene network and pathway enrichment analysis to identify actionable therapeutic targets. By utilizing bioinformatics tools such as DESeq2, Gene Set Enrichment Analysis (GSEA), and Cytoscape, we revealed critical gene interactions and pathways that have been underexplored in the context of skin cancer. Following rigorous quality control using FastQC and transcriptome-seq data alignment to the human genome (hg38), we identified 19 differentially expressed genes, including 2 down-regulated and 17 up-regulated. Key genes such as IL6, CCND2, PLAUR, and CD44 were found to be involved in important pathways like IL6_JAK_STAT3_SIGNALING, ANGIOGENESIS, and APICAL_SURFACE. These findings provide valuable insights into skin cancer pathogenesis and offer potential therapeutic targets, laying the groundwork for future research aimed at improving treatment outcomes.
皮肤癌转录组学研究:用生物信息学和网络生物学方法识别生物标志物
皮肤癌是一种广泛存在的恶性肿瘤,主要影响全球浅肤色人群,分为黑色素瘤和非黑色素瘤皮肤癌(NMSCs)。基底细胞癌和鳞状细胞癌是非黑素瘤皮肤癌中最常见的亚型,预计在欧洲、加拿大、美国和澳大利亚等地区,非黑素瘤皮肤癌的全球发病率每年将达到 200-300 万例。尽管发病率如此之高,但人们对皮肤癌背后的遗传机制仍然知之甚少。本研究提出了一种新颖的基因发现方法,利用来自欧洲核苷酸档案的下一代测序数据集的转录组数据,发现与皮肤癌相关的新基因和通路。这项研究的新颖之处在于它采用了综合方法,将差异基因表达分析与基因网络和通路富集分析相结合,以确定可操作的治疗靶点。通过利用 DESeq2、基因组富集分析(Gene Set Enrichment Analysis,GSEA)和 Cytoscape 等生物信息学工具,我们揭示了在皮肤癌方面尚未得到充分探索的关键基因相互作用和通路。在使用 FastQC 和转录组-序列数据与人类基因组(hg38)比对进行严格的质量控制后,我们发现了 19 个差异表达基因,包括 2 个下调基因和 17 个上调基因。发现IL6、CCND2、PLAUR和CD44等关键基因参与了IL6_JAK_STAT3_SIGNALING、ANGIOGENESIS和APICAL_SURFACE等重要通路。这些发现为皮肤癌的发病机制提供了有价值的见解,并提供了潜在的治疗靶点,为今后旨在改善治疗效果的研究奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of King Saud University - Science
Journal of King Saud University - Science Multidisciplinary-Multidisciplinary
CiteScore
7.20
自引率
2.60%
发文量
642
审稿时长
49 days
期刊介绍: Journal of King Saud University – Science is an official refereed publication of King Saud University and the publishing services is provided by Elsevier. It publishes peer-reviewed research articles in the fields of physics, astronomy, mathematics, statistics, chemistry, biochemistry, earth sciences, life and environmental sciences on the basis of scientific originality and interdisciplinary interest. It is devoted primarily to research papers but short communications, reviews and book reviews are also included. The editorial board and associated editors, composed of prominent scientists from around the world, are representative of the disciplines covered by the journal.
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