中国组织工程研究 ›› 2025, Vol. 29 ›› Issue (24): 5254-5262.doi: 10.12307/2025.726

• 组织构建相关数据分析 Date analysis of organization construction • 上一篇    下一篇

组织蛋白酶与骨坏死:FinnGen和IEU OpenGWAS数据库欧洲样本分析的借鉴意义

柴金莲1,孙铁锋2,李  威3,张博淳3,李广政4,邵学坤2,王  平2,梁学振3,5   

  1. 山东中医药大学,1药学院,4中医学院,山东省济南市  250355;2山东省中医药研究院,山东省济南市  250014;3山东中医药大学第一临床医学院,山东省济南市  250014;5山东中医药大学附属医院显微骨科,山东省济南市  250014
  • 收稿日期:2024-08-28 接受日期:2024-10-26 出版日期:2025-08-28 发布日期:2025-02-06
  • 通讯作者: 梁学振,博士,副教授,硕士生导师,山东中医药大学第一临床医学院,山东省济南市 250014;山东中医药大学附属医院显微骨科,山东省济南市 250014 通讯作者:王平,博士,硕士生导师,山东省中医药研究院,山东省济南市 250014
  • 作者简介:柴金莲,女,1990年生,山东省滨州市人,汉族,中药学硕士。
  • 基金资助:
    国家自然科学基金资助项目(82205154),项目负责人:梁学振;山东省自然科学基金青年项目(ZR2021QH004,ZR2024MH156),项目负责人:梁学振

Cathepsins and osteonecrosis: analysis based on European samples from the FinnGen Database and IEU OpenGWAS Database

Chai Jinlian1, Sun Tiefeng2, Li Wei3, Zhang Bochun3, Li Guangzheng4, Shao Xuekun2, Wang Ping2, Liang Xuezhen3, 5   

  1. 1College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan 250355, Shandong Province, China; 2Shandong Provincial Research Institute of Traditional Chinese Medicine, Jinan 250014, Shandong Province, China; 3First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan 250014, Shandong Province, China; 4College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250355, Shandong Province, China; 5Department of Orthopedic Microsurgery, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan 250014, Shandong Province, China
  • Received:2024-08-28 Accepted:2024-10-26 Online:2025-08-28 Published:2025-02-06
  • Contact: Liang Xuezhen, MD, Associate professor, Master’s supervisor, First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan 250014, Shandong Province, China; Department of Orthopedic Microsurgery, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan 250014, Shandong Province, China Co-corresponding author: Wang Ping, MD, Master’s supervisor, Shandong Provincial Research Institute of Traditional Chinese Medicine, Jinan 250014, Shandong Province, China
  • About author:Chai Jinlian, MS, College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan 250355, Shandong Province, China
  • Supported by:
    National Natural Science Foundation of China, No. 82205154 (to LXZ); Shandong Provincial Natural Science Foundation Youth Project, Nos. ZR2021QH004 and ZR2024MH156 (to LXZ) 

摘要:


文题释义:
孟德尔随机化:是流行病学研究中评估病因推断的数据分析技巧,它是利用与暴露因素具有强相关的遗传变异作为工具变量,来评估暴露因素与结局之间的因果关系。
组织蛋白酶:是在各种动物组织的细胞内(特别是溶酶体部分)发现的一类蛋白酶,是半胱氨酸蛋白酶家族的主要成员,与人类肿瘤、骨质疏松及关节炎等多种重大疾病密切相关。

背景:骨坏死是一种导致关节功能严重受限的骨科疾病,其发病机制涉及多种风险因素。组织蛋白酶作为一类在骨代谢中起关键作用的酶,其活性与骨细胞的增殖、分化及骨基质的重塑密切相关。然而,以往研究多集中于描述性分析,缺乏对因果关系的直接证据。
目的:通过分析FinnGen数据库中的大规模欧洲人群样本数据,明确组织蛋白酶与骨坏死之间的潜在因果关系,并探讨其可能的作用机制。
方法:从FinnGen数据库获取骨坏死相关数据,包括R9(共359 399样本量:1 385例病例和358 014例对照)和R10版本(共392 580样本量:
1 543例病例和391 037例对照)。随后从以往研究(3 301例)中获得了与9种组织蛋白酶(组织蛋白酶B,E,F,G,H,O,S,L2和Z)相关的单核苷酸多态性。采用逆方差加权法、MR-Egger法、加权中位数法、简单模态法和加权模态法进行正向单变量、反向单变量和多变量孟德尔随机化分析。首先,使用R9的骨坏死数据进行孟德尔随机化分析。此外,采用Cochran’s Q检验、MR-Egger截距、MR-PRESSO全局检验和留一法进行敏感性分析,以检查水平多效性和异质性。随后,对R10数据集进行验证分析研究,并进行Meta分析,将2个数据集合并以探索联合效应。
结果与结论:单变量孟德尔随机化分析结果显示,高水平的组织蛋白酶B与骨坏死的发生风险降低显著相关(逆方差加权:OR=0.865,95%CI:0.762-0.982,P=0.025),未发现9种组织蛋白酶与骨坏死之间存在反向因果关系(P > 0.05)。通过Meta分析验证了这些关联。以9种组织蛋白酶作为协变量进行多因素分析显示,组织蛋白酶B水平与骨坏死发生风险之间存在反向因果关系(逆方差加权:OR=0.871,95%CI:0.761-0.997,P=0.045),与校正前的结果一致,基于异质性和水平多效性的敏感性分析提示结果相对稳定。文章结果提示高水平的组织蛋白酶B与骨坏死风险降低存在因果关系,并可能作为骨坏死的生物标志物,为骨坏死的诊断和治疗提供新的方向和见解。尽管文章是基于欧洲群体的数据分析,但这些发现对中国生物医学研究具有重要的借鉴意义,特别是在疾病机制理解、生物标志物开发和治疗策略等方面,同时鼓励进行针对中国人群的类似研究,以探索种族和遗传背景差异对骨坏死发生的影响。
https://orcid.org/0009-0009-5134-8721(柴金莲);https://orcid.org/0000-0001-5649-4212(梁学振);https://orcid.org/0000-0001-7517-8688(王平)

中国组织工程研究杂志出版内容重点:组织构建;骨细胞;软骨细胞;细胞培养;成纤维细胞;血管内皮细胞;骨质疏松;组织工程

关键词: 骨坏死, 组织蛋白酶类, 孟德尔随机化, 多变量, 因果关系, 单核苷酸多态性, 工具变量, 全基因组关联研究, 逆方差加权法, Meta分析

Abstract: BACKGROUND: Osteonecrosis is an orthopedic disease that severely limits joint function, with complex pathogenesis involving multiple risk factors. Cathepsins, as a class of enzymes that play a key role in bone metabolism, are closely related to the proliferation, differentiation of bone cells, and remodeling of the bone matrix. However, previous studies have mostly focused on descriptive analyses, lacking direct evidence of causal relationships. 
OBJECTIVE: To clarify the potential causal relationship between cathepsins and osteonecrosis and to explore their possible mechanisms by analyzing large-scale sample data from the FinnGen database.
METHODS: We obtained osteonecrosis-related data from the FinnGen database, including R9 (a total of 359 399 samples: 1 385 cases and 358 014 controls) and R10 versions (a total of 392 580 samples: 1 543 cases and 391 037 controls). Single nucleotide polymorphisms associated with nine cathepsins (cathepsin B, E, F, G, H, O, S, L2, and Z) were acquired from a previous study (3 301 individuals). Univariate Mendelian randomization, reverse univariate Mendelian randomization, and multivariate Mendelian randomization analyses were conducted using the inverse variance weighted method, MR-Egger method, weighted median method, simple mode method, and weighted mode method. Initially, Mendelian randomization analysis was performed using osteonecrosis data from R9. Additionally, sensitivity analyses were conducted using Cochran’s Q test, MR-Egger intercept, MR-PRESSO global test, and leave-one-out analysis to check for horizontal pleiotropy and heterogeneity. Subsequently, a validation analysis study was carried out on the R10 dataset, and a meta-analysis was conducted to combine the two datasets to explore the joint effect.  
RESULTS AND CONCLUSION: Univariate Mendelian randomization analysis results showed that higher levels of cathepsin B were significantly associated with a reduced risk of osteonecrosis (inverse variance weighted: odds ratio (OR)=0.865, 95% confidence interval (CI): 0.762-0.982, P=0.025), and no reverse causal relationship was found between the nine cathepsins and osteonecrosis (P > 0.05). These associations were validated by meta-analysis. Multivariate analysis, using the nine cathepsins as covariates, revealed a reverse causal relationship between the levels of cathepsin B and the risk of osteonecrosis (inverse variance weighted: OR=0.8710, 95% CI: 0.761-0.997, P=0.045), consistent with the results before adjustment. Sensitivity analyses based on heterogeneity and horizontal pleiotropy suggested that the results were relatively robust. This study suggests that there is a causal relationship between high levels of cathepsin B and the reduced risk of osteonecrosis, and it may serve as a biomarker for osteonecrosis, providing new directions and insights for the diagnosis and treatment of osteonecrosis. Although this study is based on data analysis of European populations, these findings have important implications for Chinese biomedical research, especially in understanding disease mechanisms, developing biomarkers, and formulating treatment strategies. They also encourage similar studies conducted on Chinese populations to explore the impact of racial and genetic background differences on the occurrence of osteonecrosis.

中国组织工程研究杂志出版内容重点:组织构建;骨细胞;软骨细胞;细胞培养;成纤维细胞;血管内皮细胞;骨质疏松;组织工程

Key words: osteonecrosis, cathepsins, Mendelian randomization, multivariate, causal relationship, single nucleotide polymorphisms, instrumental variables, genome-wide association studies, inverse variance weighted method, Meta-analysis

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