Mendelian Randomization and Transcriptome Analyses Reveal Important Roles for CEBPB and CX3CR1 in Osteoarthritis.

IF 3.7 3区 医学 Q2 ENGINEERING, BIOMEDICAL
Hui Gao, Xinling Gan, Jing He, Chengqi He
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引用次数: 0

Abstract

Background: Chemokines play a pivotal role in the progression of osteoarthritis (OA), but their exact mechanisms remain unclear. This study aimed to identify potential chemokine-associated biomarkers and investigate their causal relationships with OA. Methods: Transcriptome and genome-wide association study (GWAS) data were obtained from public databases, while chemokine-related genes (CRGs) were sourced from the literature. Initially, CRGs were expanded, followed by Mendelian randomization (MR) analysis, differential expression analysis, machine learning, and receiver operating characteristic (ROC) curve plotting to identify potential biomarkers. The causal relationships between these biomarkers and OA, as well as their biological functions, were further explored. Results: Fourteen candidate genes were identified for machine learning analysis, with DDIT3, CEBPB, CX3CR1, and ARHGAP25 emerging as feature genes. CEBPB and CX3CR1, which exhibited AUCs > 0.7 in the GSE55235 and GSE55457 datasets, were selected as potential biomarkers. Notably, CEBPB expression was lower, while CX3CR1 expression was elevated in the case group. Furthermore, both genes were co-enriched in spliceosome, lysosome, and cell adhesion molecule pathways. MR analysis confirmed that CEBPB and CX3CR1 were causally linked to OA and acted as protective factors (IVW model for CEBPB: OR = 0.9051, p = 0.0001; IVW model for CX3CR1: OR = 0.8141, p = 0.0282). Conclusions: CEBPB and CX3CR1 were identified as potential chemokine-related biomarkers, offering insights into OA and suggesting new avenues for further investigation.

孟德尔随机化和转录组分析揭示CEBPB和CX3CR1在骨关节炎中的重要作用。
背景:趋化因子在骨关节炎(OA)的进展中起关键作用,但其确切机制尚不清楚。本研究旨在确定潜在的趋化因子相关生物标志物,并探讨它们与OA的因果关系。方法:转录组和全基因组关联研究(GWAS)数据来自公共数据库,趋化因子相关基因(CRGs)数据来自文献。最初,对crg进行扩展,随后进行孟德尔随机化(MR)分析、差异表达分析、机器学习和受试者工作特征(ROC)曲线绘制,以识别潜在的生物标志物。进一步探讨了这些生物标志物与OA之间的因果关系及其生物学功能。结果:确定了14个候选基因用于机器学习分析,其中DDIT3、CEBPB、CX3CR1和ARHGAP25为特征基因。CEBPB和CX3CR1在GSE55235和GSE55457数据集中表现出aus > 0.7,被选为潜在的生物标志物。值得注意的是,病例组CEBPB表达较低,而CX3CR1表达升高。此外,这两个基因在剪接体、溶酶体和细胞粘附分子途径中共同富集。MR分析证实CEBPB和CX3CR1与OA存在因果关系,是OA的保护因子(CEBPB的IVW模型:OR = 0.9051, p = 0.0001; CX3CR1的IVW模型:OR = 0.8141, p = 0.0282)。结论:CEBPB和CX3CR1被确定为潜在的趋化因子相关生物标志物,为OA的研究提供了新的见解,并为进一步的研究提供了新的途径。
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来源期刊
Bioengineering
Bioengineering Chemical Engineering-Bioengineering
CiteScore
4.00
自引率
8.70%
发文量
661
期刊介绍: Aims Bioengineering (ISSN 2306-5354) provides an advanced forum for the science and technology of bioengineering. It publishes original research papers, comprehensive reviews, communications and case reports. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. All aspects of bioengineering are welcomed from theoretical concepts to education and applications. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. There are, in addition, four key features of this Journal: ● We are introducing a new concept in scientific and technical publications “The Translational Case Report in Bioengineering”. It is a descriptive explanatory analysis of a transformative or translational event. Understanding that the goal of bioengineering scholarship is to advance towards a transformative or clinical solution to an identified transformative/clinical need, the translational case report is used to explore causation in order to find underlying principles that may guide other similar transformative/translational undertakings. ● Manuscripts regarding research proposals and research ideas will be particularly welcomed. ● Electronic files and software regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material. ● We also accept manuscripts communicating to a broader audience with regard to research projects financed with public funds. Scope ● Bionics and biological cybernetics: implantology; bio–abio interfaces ● Bioelectronics: wearable electronics; implantable electronics; “more than Moore” electronics; bioelectronics devices ● Bioprocess and biosystems engineering and applications: bioprocess design; biocatalysis; bioseparation and bioreactors; bioinformatics; bioenergy; etc. ● Biomolecular, cellular and tissue engineering and applications: tissue engineering; chromosome engineering; embryo engineering; cellular, molecular and synthetic biology; metabolic engineering; bio-nanotechnology; micro/nano technologies; genetic engineering; transgenic technology ● Biomedical engineering and applications: biomechatronics; biomedical electronics; biomechanics; biomaterials; biomimetics; biomedical diagnostics; biomedical therapy; biomedical devices; sensors and circuits; biomedical imaging and medical information systems; implants and regenerative medicine; neurotechnology; clinical engineering; rehabilitation engineering ● Biochemical engineering and applications: metabolic pathway engineering; modeling and simulation ● Translational bioengineering
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