基于机器学习的骨质疏松症预测在绝经后妇女临床检查特征:一个定量临床研究
Kainat A Ullah1, Faisal Rehman1,2, Muhammad Anwar3
1Department of Computer Science and Information Technology Lahore Leads University Lahore Pakistan.
Health science reports
|October 30, 2023
概括
机器学习模型可以利用临床数据预测女性的骨质疏松风险. 这种方法比现有的查工具提供了更可靠和更准确的早期检测,使得及时干预成为可能.
科学领域:
- 医疗信息学 医疗信息学
- 计算生物学 计算生物学
- 公共卫生 公共卫生
背景情况:
- 骨质疏松症是一种沉默的骨疾病,影响着老年人.
- 早期检测和干预对于治疗骨质疏松症至关重要.
- 现有的选工具可能缺乏足够的准确性和可靠性.
研究的目的:
- 开发和评估用于骨质疏松症预测的先进机器学习模型.
- 将拟议模型的性能与现有的骨质疏松症查工具进行比较.
- 提高早期识别女性骨质疏松风险.
主要方法:
- 利用了两个数据集:台湾患者临床试验和韩国绝经后妇女健康数据 (2010-2011).
- 开发了使用人工神经网络 (ANN),支持矢量机器 (SVM) 和K-近邻 (KNN) 的预测系统.
- 使用接收器运行特征曲线 (AUC) 下面的面积和其他指标评估模型性能.
主要成果:
- 与亚洲人骨质疏松自我评估工具 (OSTA) 相比,机器学习模型表现出更高的性能.
- 提出的模型在预测骨质疏松症方面实现了更高的可靠性和准确性.
- ANN,SVM和KNN模型在识别潜在的骨质疏松症病例方面显示出有希望的结果.
结论:
- 机器学习技术为早期发现骨质疏松症提供了更有效的方法.
- 先进的预测模型可以使医生和患者采取主动措施.
- 提高查准确度可以带来更好的患者结果和预防严重后果.
更多相关视频
07:12Semiautomated Longitudinal Microcomputed Tomography-based Quantitative Structural Analysis of a Nude Rat Osteoporosis-related Vertebral Fracture Model
Published on: September 28, 2017
8.2K
06:59Author Spotlight: An Economic and Efficient Method for Quantitative Evaluation of Bone Microarchitecture in a Murine Osteoporosis Model
Published on: September 8, 2023
2.4K
相关概念视频
Bone Disorders
3.6K
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...
3.6K
Classification of Bones
5.6K
The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The...
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The...
5.6K
Bone Remodeling
38.3K
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.
38.3K
Osteoclasts in Bone Remodeling
3.0K
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...
3.0K
Hormones and Bone Tissue
2.7K
The endocrine system produces and secretes hormones, which interact with the skeletal system. These hormones control bone growth, maintain bone once it is formed, and remodel it.
Hormones That Influence Osteoblasts and/or Maintain the Matrix
Several hormones are necessary for controlling bone growth and maintaining the bone matrix. The pituitary gland secretes growth hormone (GH), which, as its name implies, controls bone growth. This happens in several ways: first, it triggers chondrocyte...
Hormones That Influence Osteoblasts and/or Maintain the Matrix
Several hormones are necessary for controlling bone growth and maintaining the bone matrix. The pituitary gland secretes growth hormone (GH), which, as its name implies, controls bone growth. This happens in several ways: first, it triggers chondrocyte...
2.7K
