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废用性骨质疏松症中锌和基质免疫的分析:孟德尔随机化和转录组分析。

Analysis of Zinc and Stromal Immunity in Disuse Osteoporosis: Mendelian Randomization and Transcriptomic Analysis.

机构信息

College of Orthopedics, Tianjin Medical University, Tianjin, China.

Department of Joint Surgery, Tianjin Hospital, Tianjin, China.

出版信息

Orthop Surg. 2023 Nov;15(11):2947-2959. doi: 10.1111/os.13840. Epub 2023 Sep 26.

Abstract

OBJECTIVE

Disuse osteoporosis is known to be primarily caused by a lack of exercise. However, the causal relationships between zinc and immunity and disuse osteoporosis remain unknown. This study investigated these relationships and their potential mechanisms.

METHODS

This study was an integrative study combining genome-wide association studies and transcriptomics. Two-sample Mendelian randomization analysis (MR) was used to analyze the causal relationships between exposures (zinc, immunity, physical activity) and the outcome (osteoporosis) with the aid of single-nucleotide polymorphisms (SNPs) as instrumental variables (IVs). Four models, MR-Egger, inverse variance weighted, weighted median and MR-Pleiotrophy RESidual Sum and Outlier (MRPRESSO), were used to calculate odds ratio values. Sensitivity and heterogeneity analyses were also performed using MRPRESSO and MR-Egger methods. The mRNA transcriptomic analysis was subsequently conducted. Zinc metabolism scores were acquired through single-sample Gene Set Enrichment Analysis algorithms. Stromal scores were obtained using the R Package "estimate" algorithms. Important Kyoto Encyclopedia of Genes and Genomes and Gene Ontology pathways were also derived through gene set variation analysis. Cytoscape software helped construct the transcription factor (TF)-mRNA-microRNA (miRNA) network. Virtual screening and molecular docking were performed. Polymerase chain reaction validation was also carried out in vivo.

RESULTS

Causal relationships were demonstrated between zinc and exercise (95% confidence interval [CI] = 1.30-2.95, p = 0.001), exercise and immunity (95% CI = 0.36-0.80, p = 0.002), exercise and osteoporosis (95% CI = 0.97-0.99, p = 0.0007), and immunity disorder and osteoporosis (95% CI = 1.30-2.03, p = 0.00002). One hundred and seventy-nine mRNAs in important modules were screened. Combining the differential expressional genes (DEGs) and the Boruta selection, six DEGs were screened (AHNAK, CSF2, ADAMTS12, SRA1, RUNX2, and SLC39A14). TF HOXC10 and miRNA hsa-miR-204 were predicted. Then, the TF-mRNA-miRNA network was successfully constructed. RUNX2 and SLC39A14 were identified as hub mRNAs in the TF-mRNA-miRNA network. Eventually, the novel small drug C6O4NH5 was designed according to the pharmacophore structure of SLC39A14. The docking energy for the novel drug was -5.83 kcal/mol. SLC39A14 and RUNX2 were downregulated (of statistical significance p-value < 0.05) in our animal experiment.

CONCLUSION

This study revealed that zinc had a protective causal relationship with disuse osteoporosis by promoting exercise and immunity. SLC39A14 and RUNX2 mRNA participated in this zinc-related mechanism.

摘要

目的

废用性骨质疏松症主要是由于缺乏运动引起的。然而,锌与免疫和废用性骨质疏松症之间的因果关系尚不清楚。本研究调查了这些关系及其潜在机制。

方法

这是一项整合研究,结合了全基因组关联研究和转录组学。两样本孟德尔随机化分析(MR)用于分析暴露(锌、免疫、体力活动)与结局(骨质疏松症)之间的因果关系,使用单核苷酸多态性(SNP)作为工具变量(IV)。使用四种模型(MR-Egger、逆方差加权、加权中位数和 MR-Pleiotropy RESidual Sum and Outlier(MRPRESSO))计算比值比值。还使用 MRPRESSO 和 MR-Egger 方法进行了敏感性和异质性分析。随后进行了 mRNA 转录组分析。通过单样本基因集富集分析算法获得锌代谢评分。使用 R 包“estimate”算法获得基质评分。还通过基因集变异分析得出了重要的京都基因和基因组百科全书以及基因本体论途径。Cytoscape 软件有助于构建转录因子(TF)-mRNA-微小 RNA(miRNA)网络。进行了虚拟筛选和分子对接。还在体内进行了聚合酶链反应验证。

结果

锌与运动(95%置信区间[CI] = 1.30-2.95,p = 0.001)、运动与免疫(95% CI = 0.36-0.80,p = 0.002)、运动与骨质疏松症(95% CI = 0.97-0.99,p = 0.0007)以及免疫紊乱与骨质疏松症(95% CI = 1.30-2.03,p = 0.00002)之间存在因果关系。筛选出 179 个重要模块中的 mRNAs。结合差异表达基因(DEGs)和 Boruta 选择,筛选出 6 个 DEGs(AHNAK、CSF2、ADAMTS12、SRA1、RUNX2 和 SLC39A14)。预测了转录因子 HOXC10 和 miRNA hsa-miR-204。然后,成功构建了 TF-mRNA-miRNA 网络。确定 RUNX2 和 SLC39A14 为 TF-mRNA-miRNA 网络中的枢纽 mRNA。最终,根据 SLC39A14 的药效团结构设计了新型小分子药物 C6O4NH5。新型药物的对接能为-5.83 kcal/mol。我们的动物实验表明,新型药物 C6O4NH5 能下调 SLC39A14 和 RUNX2 的表达(统计学意义 p 值 < 0.05)。

结论

本研究表明,锌通过促进运动和免疫对废用性骨质疏松症具有保护的因果关系。SLC39A14 和 RUNX2 mRNA 参与了这一与锌相关的机制。

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