UKB-MDRMF:一个基于英国生物库数据的多种疾病风险和多种疾病的框架
Yukang Jiang1, Bingxin Zhao2, Xiaopu Wang3
1Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Nature communications
|April 22, 2025
概括
这项研究介绍了UKB-MDRMF,这是一种使用英国生物库数据来预测1560种疾病的健康风险的新框架. 它通过考虑多病症来改善风险评估,揭示了共同的疾病联系.
科学领域:
- 生物医学数据科学是生物医学数据科学.
- 计算生物学是一种计算生物学.
- 流行病学 流行病学
背景情况:
- 生物医学队列数据正在增长,提供了对疾病的洞察力,但通常受到狭窄的焦点和碎片化分析的限制.
- 目前的研究努力探索综合性风险因素和疾病之间的相关性,由于过程碎片化和时间限制.
研究的目的:
- 开发一个全面的框架来预测和评估大量疾病的健康风险.
- 通过整合多式联运数据和考虑多病性机制来解决当前研究的局限性.
主要方法:
- 整合来自英国生物库的多式联络数据,包括基本,生活方式,测量,环境,遗传和成像数据.
- 开发UKB-MDRMF,该框架旨在预测和评估1560种疾病的健康风险,包括多病症.
- 与单一疾病模型进行比较,以评估预测准确性和风险评估性能.
主要成果:
- 与单个疾病模型相比,UKB-MDRMF表现出优越的预测准确性,在所有疾病类型中表现得更好.
- 该框架成功地纳入了多病症机制,提高了对健康风险的评估.
- 对多种疾病的联合预测和评估揭示了风险因素和疾病之间的共同和独特联系.
结论:
- UKB-MDRMF提供了一种全面的方法来预测和评估健康风险,通过整合各种数据,并考虑多病症.
- 该框架通过揭示复杂的疾病相互联系,为健康和多病症机制提供了更广泛的视角.
- 这种方法增强了大规模生物医学数据的实用性,以了解疾病病因和制定个性化的健康策略.
更多相关视频
相关概念视频
Genomics
35.3K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
35.3K
Factors Affecting Illness
4.0K
When a person's physical, emotional, intellectual, social development or spiritual functioning is compromised, this deviation from a healthy normal state is called illness. Illness creates stress that in turn harms individuals. Irritation, anger, denial, hopelessness, and fear are behavioral and emotional changes an individual experiences in the phases of illness. A variety of factors influence a person's health and well-being.
For instance, risk factors are connected to illness,...
For instance, risk factors are connected to illness,...
4.0K
Genome-wide Association Studies-GWAS
12.1K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
12.1K
Dimensions of Health and Illness
6.8K
The factors influencing the health-illness continuum can be internal or external and may or may not be under conscious control. They are related to the following eight human dimensions, and each dimension is interrelated to one other.
6.8K
Classification of Illness
7.2K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.2K
Principles of Disease Surveillance
46
Disease surveillance is the systematic collection, analysis, and interpretation of health data essential to the planning, implementation, and evaluation of public health practice. This process integrates data dissemination to entities responsible for preventing and controlling disease, injury, and disability. Surveillance systems provide crucial information for action, helping public health authorities make informed decisions to manage and prevent outbreaks, ensure public safety, optimize...
46


