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鉴定长链非编码RNA作为绝经后骨质疏松症诊断的潜在生物标志物

Identification of Long Non-Coding RNA as Potential Biomarkers for the Diagnosis of Postmenopausal Osteoporosis.

作者信息

Yihua Zhu, Chenjian Peng, Lining Wang, Shujun Jiang, Haomiao Yang, Kaixuan Zhang, Fenglei Dai, Yong Ma, Xudong Chu, Chunlei Zhang, Haitao Sun

机构信息

Laboratory of New Techniques of Restoration & Reconstruction, Institute of Traumatology & Orthopedics, Nanjing University of Chinese Medicine, Nanjing, China.

Department of Orthopedic Surgery, Nanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China.

出版信息

Int J Endocrinol. 2024 Nov 23;2024:8820697. doi: 10.1155/2024/8820697. eCollection 2024.

Abstract

To explore the feasibility and clinical application value of differentially expressed lncRNA in human peripheral blood mononuclear cell (PBMC) as a potential biomarker for postmenopausal osteoporosis (PMOP). In this study, a case-control trial was conducted to collect a total of 10 samples of PBMC from PMOP and postmenopausal-without-osteoporosis (n-PMOP) patients. RNA sequencing was performed to profile lncRNA and mRNA expression, identifying differentially expressed lncRNAs (DElncRNAs) and mRNAs (DEmRNAs) based on the criteria of fold change (FC) ≥ 2 and value < 0.05; GO and KEGG enrichment analyses were carried out for differentially expressed genes (DEGs); 10 DElncRNAs and 20 DEmRNAs were selected for lncRNA-mRNA correlation analysis and Circos plot to screen out the lncRNAs that could be used as potential biomarkers. Then, ROC curve analysis was used to evaluate the diagnostic and therapeutic value of DElncRNAs as clinical potential diagnostic markers for PMOP. Afterward, 20 PMOP and 20 n-PMOP patients were reincluded and quantitative real-time PCR (qRT-PCR) was performed to externally validate the screening of lncRNAs. (1) Compared with n-PMOP, there were 1978 DElncRNAs and 1024 DEmRNAs in PMOP patients. (2) Bioinformatics technology was used to analyze the DEGs, and the GO analysis showed that the activities of the gene products were mainly related to the protein binding, membrane, plasma membrane, and extracellular region. The results of KEGG enrichment analysis showed that it was mainly enriched in PI3K-Akt signaling pathway, metabolic pathways, and pathways in cancer and focal adhesion. (3) The correlation network and Circos plot further indicated the implication of DElncRNA expression profiles in PMOP via interactions with DEmRNAs. Among them, lncRNA RAB37, lncRNA BEGAIN, and lncRNA ZNF529 had the highest number of nodes, totaling 19, possibly potential diagnostic markers for PMOP. (4) The diagnostic efficacy of the screened lncRNAs was analyzed by ROC curve. The results showed an the area under the ROC curve (AUC) of 0.960 for lncRNA RAB37, 1.000 for lncRNA ZNF529, 1.000 for lncRNA BEGAIN. (5) The qPCR results showed that lncRNA RAB37, lncRNA ZNF529, and lncRNA BEGAIN were all significantly correlated with the occurrence of PMOP ( < 0.05). However, the significant difference of lncRNA ZNF529 was superior to that of other lncRNAs. The lncRNA ZNF529 is significantly overexpressed in PBMC in PMOP, and bioinformatics analysis and validation experiments indicate that it is closely associated with PMOP; thus, it is expected to be a potential diagnostic marker for PMOP.

摘要

探讨人外周血单个核细胞(PBMC)中差异表达的长链非编码RNA(lncRNA)作为绝经后骨质疏松症(PMOP)潜在生物标志物的可行性及临床应用价值。在本研究中,进行了一项病例对照试验,共收集了10例PMOP患者和绝经后无骨质疏松症(n-PMOP)患者的PBMC样本。进行RNA测序以分析lncRNA和mRNA表达谱,根据倍数变化(FC)≥2和P值<0.05的标准鉴定差异表达的lncRNA(DElncRNA)和mRNA(DEmRNA);对差异表达基因(DEG)进行GO和KEGG富集分析;选择10个DElncRNA和20个DEmRNA进行lncRNA-mRNA相关性分析和Circos图分析,以筛选出可作为潜在生物标志物的lncRNA。然后,采用ROC曲线分析评估DElncRNA作为PMOP临床潜在诊断标志物的诊断和治疗价值。之后,重新纳入20例PMOP患者和20例n-PMOP患者,并进行定量实时PCR(qRT-PCR)以外部验证lncRNA的筛选结果。(1)与n-PMOP相比,PMOP患者中有1978个DElncRNA和1024个DEmRNA。(2)利用生物信息学技术分析DEG,GO分析表明基因产物的活性主要与蛋白质结合、膜、质膜和细胞外区域有关。KEGG富集分析结果表明,其主要富集于PI3K-Akt信号通路、代谢途径、癌症和粘着斑途径。(3)相关性网络和Circos图进一步表明,DElncRNA表达谱通过与DEmRNA相互作用参与PMOP的发生。其中,lncRNA RAB37、lncRNA BEGAIN和lncRNA ZNF529的节点数最多,共19个,可能是PMOP的潜在诊断标志物。(4)通过ROC曲线分析筛选出的lncRNA的诊断效能。结果显示,lncRNA RAB37的ROC曲线下面积(AUC)为0.960,lncRNA ZNF529为1.000,lncRNA BEGAIN为1.000。(5)qPCR结果表明,lncRNA RAB37、lncRNA ZNF529和lncRNA BEGAIN均与PMOP的发生显著相关(P<0.05)。然而,lncRNA ZNF529的显著差异优于其他lncRNA。lncRNA ZNF529在PMOP患者的PBMC中显著过表达,生物信息学分析和验证实验表明它与PMOP密切相关;因此,有望成为PMOP的潜在诊断标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/22b5/11608303/89ffcb37eadc/IJE2024-8820697.001.jpg

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