Negar Heidari , Massoud Vosough , Abolfazl Bagherifard , Sam Hajialilo Sami , Pedram Asadi Sarabi , Ali Behmanesh , Roshanak Shams
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A diagnostic model, including <em><strong>hsa-miR-30a-5p, hsa-miR-556–3p, hsa-miR-200a-3p, and hsa-miR-582–5p</strong></em> was identified through multivariate logistic regression analysis and demonstrated significant efficacy in differentiating OS patients from healthy controls in the validation group (AUC: 0.917, sensitivity: 1, specificity: 0.85). The result of target gene prediction and functional enrichment analyses revealed significant associations with terms such as epithelial morphogenesis, P53 and Wnt signaling pathways, and neoplasm metastasis. Further bioinformatics-based evaluations showed that the down-regulation of these miRNAs significantly correlates with poor prognosis and lower survival rate in OS patients and propose their tumor suppressor function in pathogenesis of OS. Furthermore, the study developed a miRNA-mRNA subnetwork that connects these miRNAs to the P53 and Wnt signaling pathways, which are critical pathways with oncogenic effects on OS progression. This comprehensive approach not only presents a promising diagnostic model but also proposes potential molecular markers for OS early diagnosis, making prognosis, and targeted therapy. 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引用次数: 0
摘要
早期检测和有效治疗仍然是骨肉瘤(OS)面临的巨大挑战,这表明了新兴创新诊断方法的重要性。循环 miRNA 为评估 OS 分子图谱提供了一种前景广阔的非侵入性方法。本研究利用了来自 OS 血浆 miRNA 表达谱的 RNAseq 数据(PRJEB30542)和来自 GEO 和 ENA 数据库的 PCR 阵列数据(GSE65071)。在训练数据集中,共有 43 个 miRNA 在 OS 样本中表现出显著的差异表达。通过多变量逻辑回归分析,确定了一个诊断模型,包括 hsa-miR-30a-5p、hsa-miR-556-3p、hsa-miR-200a-3p 和 hsa-miR-582-5p,该模型在区分验证组 OS 患者和健康对照组方面具有显著疗效(AUC:0.917,灵敏度:1,特异性:0.85)。靶基因预测和功能富集分析的结果显示,这些基因与上皮形态发生、P53 和 Wnt 信号通路以及肿瘤转移等术语有显著关联。基于生物信息学的进一步评估表明,这些miRNA的下调与OS患者的不良预后和较低的存活率密切相关,并提出了它们在OS发病机制中的肿瘤抑制功能。此外,研究还建立了一个miRNA-mRNA子网络,将这些miRNA与P53和Wnt信号通路联系起来,而P53和Wnt信号通路是对OS进展具有致癌作用的关键通路。这种综合方法不仅提供了一种有前景的诊断模型,还为 OS 的早期诊断、预后判断和靶向治疗提出了潜在的分子标记。已确定的 miRNA-mRNA 功能轴有望成为进一步研究了解 OS 发病机制和建立治疗模式的宝贵资源。
Exploring circulating MiRNA signature for osteosarcoma detection: Bioinformatics-based analyzing and validation
Early detection followed by efficient treatment still remain a considerable challenge for osteosarcoma (OS), indicating the importance of emerging innovative diagnostic methods. Circulating miRNAs offer a promising and non-invasive approach to assess the OS molecular landscapes. This study utilized RNAseq data from OS plasma miRNA expression profiles (PRJEB30542) and PCR Array data (GSE65071) from GEO and ENA databases. In total, 43 miRNAs demonstrated significant differential expression in OS samples of training dataset. A diagnostic model, including hsa-miR-30a-5p, hsa-miR-556–3p, hsa-miR-200a-3p, and hsa-miR-582–5p was identified through multivariate logistic regression analysis and demonstrated significant efficacy in differentiating OS patients from healthy controls in the validation group (AUC: 0.917, sensitivity: 1, specificity: 0.85). The result of target gene prediction and functional enrichment analyses revealed significant associations with terms such as epithelial morphogenesis, P53 and Wnt signaling pathways, and neoplasm metastasis. Further bioinformatics-based evaluations showed that the down-regulation of these miRNAs significantly correlates with poor prognosis and lower survival rate in OS patients and propose their tumor suppressor function in pathogenesis of OS. Furthermore, the study developed a miRNA-mRNA subnetwork that connects these miRNAs to the P53 and Wnt signaling pathways, which are critical pathways with oncogenic effects on OS progression. This comprehensive approach not only presents a promising diagnostic model but also proposes potential molecular markers for OS early diagnosis, making prognosis, and targeted therapy. The identified miRNA-mRNA functional axis holds promise as a valuable resource for further research in understanding OS pathogenesis and establishing therapeutic modalities.
期刊介绍:
Pathology, Research and Practice provides accessible coverage of the most recent developments across the entire field of pathology: Reviews focus on recent progress in pathology, while Comments look at interesting current problems and at hypotheses for future developments in pathology. Original Papers present novel findings on all aspects of general, anatomic and molecular pathology. Rapid Communications inform readers on preliminary findings that may be relevant for further studies and need to be communicated quickly. Teaching Cases look at new aspects or special diagnostic problems of diseases and at case reports relevant for the pathologist''s practice.