阐明FBXW4在骨质疏松症中的作用:整合生物信息学和机器学习以获得先进的洞察力
Jinxiao Li1, Jing Li2, Man Zheng3
1First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, 250014, China.
BMC pharmacology & toxicology
|January 29, 2025
概括
这项研究揭示了F-box蛋白4 (FBXW4) 基因.
科学领域:
- 免疫学 免疫学 免疫学
- 遗传学 遗传学 是一个
- 骨质疏松症研究 骨质疏松症研究
背景情况:
- 骨质疏松症 (OP) 是一个重要的公共卫生问题.
- 在疾病背景下,FBXW4的分子功能得到越来越多的认可.
研究的目的:
- 研究FBXW4在骨质疏松症中的作用.
- 确定FBXW4作为OP的潜在生物标志物.
主要方法:
- 来自多个GEO数据集的综合基因表达数据.
- 使用LASSO回归和SVM-RFE进行基因选择.
- 进行了功能丰富分析 (GSEA,GSVA) 和免疫细胞透分析 (CIBERSORT,ESTIMATE).
主要成果:
- 确定了13个与FBXW4.4相关的枢纽基因.
- FBXW4表达与免疫细胞子集和途径相关.
- FBXW4参与抗病毒防御和免疫调节.
结论:
- FBXW4在骨质疏松症中的免疫过程中发挥作用.
- FBXW4显示出作为OP的诊断和监测生物标志物的潜力.
- 需要进一步研究FBXW4在OP中的治疗和诊断应用.
相关概念视频
Bone Disorders
3.4K
Aging and its effect on bone remodeling is the most common cause of bone disorders. In young and healthy people, bone deposition and resorption happen at an equal rate to maintain optimal bone health.
Bone deposition is also affected by the levels of sex hormones like estrogen and testosterone that promote osteoblast activity and bone matrix synthesis. When the level of these hormones decreases due to aging, it causes a reduction in bone deposition. As a result, bone resorption by osteoclasts...
Bone deposition is also affected by the levels of sex hormones like estrogen and testosterone that promote osteoblast activity and bone matrix synthesis. When the level of these hormones decreases due to aging, it causes a reduction in bone deposition. As a result, bone resorption by osteoclasts...
3.4K
Bone Structure
47.9K
Within the skeletal system, the structure of a bone, or osseous tissue, can be exemplified in a long bone, like the femur, where there are two types of osseous tissue: cortical and cancellous.
47.9K
Osteoclasts in Bone Remodeling
2.8K
Osteoclasts are cells responsible for bone resorption and remodeling. They originate from hematopoietic progenitor cells present in the bone marrow. Numerous progenitor cells fuse to form multinucleated cells, each with 10-20 nuclei. A single osteoclast has a diameter of 150 to 200 µM. These cells have ruffled borders that break down the underlying bone tissue and release minerals such as calcium into the blood in bone resorption. Osteoclasts cling to bones with their ruffled edges during...
2.8K
Bone Remodeling
38.1K
Bone remodeling is a continuous and balanced process of bone resorption by osteoclasts and bone formation by osteoblasts. In adults, it helps maintain bone mass and calcium homeostasis. While mechanical stress can stimulate turnover as part of the normal maintenance and reparative process, several hormones also regulate bone remodeling.
38.1K


