Department of Orthopedics, Zunyi First People's Hospital, Zunyi, Guizhou 563002, P.R. China.
Mol Med Rep. 2017 Dec;16(6):9029-9034. doi: 10.3892/mmr.2017.7703. Epub 2017 Oct 3.
The present study aimed to identify potential dysregulated pathways to further reveal the molecular mechanisms of postmenopausal osteoporosis (PMOP) based on pathway‑interaction network (PIN) analysis, which considers crosstalk between pathways. Protein‑protein interaction (PPI) data and pathway information were derived from STRING and Reactome Pathway databases, respectively. According to the gene expression profiles, pathway data and PPI information, a PIN was constructed with each node representing a biological pathway. Principal component analysis was used to compute the pathway activity for each pathway, and the seed pathway was selected. Subsequently, dysregulated pathways were extracted from the PIN based on the seed pathway and the increased classification accuracy, which was measured using the area under the curve (AUC) index according to 5‑fold cross validation. A PIN comprising 2,725 interactions was constructed, which was used to detect dysregulated pathways. Notably, the 'mitotic prometaphase' pathway was selected and defined as a seed pathway. Starting with the seed pathway, network‑based analysis successfully identified one pathway set for PMOP comprising eight dysregulated pathways (such as mitotic prometaphase, resolution of sister chromatid cohesion, mRNA splicing and mRNA splicing‑major) with an AUC score of 0.85, which may provide potential biomarkers for targeted therapy for PMOP.
本研究旨在通过通路相互作用网络(PIN)分析来识别潜在失调的通路,以进一步揭示绝经后骨质疏松症(PMOP)的分子机制,该分析考虑了通路之间的串扰。蛋白质-蛋白质相互作用(PPI)数据和通路信息分别来自 STRING 和 Reactome 通路数据库。根据基因表达谱、通路数据和 PPI 信息,用每个节点代表一个生物学通路来构建 PIN。主成分分析用于计算每个通路的通路活性,并选择种子通路。随后,根据种子通路和增加的分类准确性,从 PIN 中提取失调通路,该准确性通过 5 倍交叉验证的曲线下面积(AUC)指数来衡量。构建了一个包含 2725 个相互作用的 PIN,用于检测失调通路。值得注意的是,选择“有丝分裂前中期”通路作为种子通路。从种子通路开始,基于网络的分析成功地确定了一组针对 PMOP 的通路,其中包含 8 个失调通路(如有丝分裂前中期、姐妹染色单体黏合的解决、mRNA 剪接和 mRNA 剪接主要),AUC 评分为 0.85,这可能为 PMOP 的靶向治疗提供潜在的生物标志物。