复杂疾病的网络医学中的挑战和机遇
Valeria d'Andrea1, Joseph Loscalzo2, Manlio De Domenico3
1Department of Physics and Astronomy "Galileo Galilei," University of Padova, Padova, Italy.
Med (New York, N.Y.)
|November 21, 2025
概括
网络医学使用复杂的数据来理解健康和疾病网络. 未来的工作必须完善模型,以便更好地诊断和治疗疾病.
科学领域:
- 综合生物学 综合生物学
- 复杂性科学是一门复杂性科学.
- 系统医学是系统医学.
背景情况:
- 网络医学分析复杂的生物数据 (基因组学,蛋白质组学等). 了解健康和疾病.
- 它整合了复杂性科学和系统医学的原则.
研究的目的:
- 讨论网络医学的成功和挑战.
- 突出统计物理和机器学习在该领域的进步中的作用.
- 建议网络医学的未来方向.
主要方法:
- 分析复杂的生物网络.
- 整合多omics数据 (基因组学,转录组学,蛋白质组学,代谢组学).
- 统计物理和机器学习技术的应用.
主要成果:
- 网络医学显著改善了对疾病网络的理解.
- 统计物理和机器学习的结合是取得进展的关键.
- 目前的局限性包括定义生物单位,相互作用和实验不确定性.
结论:
- 下一阶段需要更现实的生物单元模型和跨尺度的相互作用.
- 推进网络医学对于理解复杂疾病至关重要.
- 这一进展将改善诊断,治疗和预防策略.
关键词:
网络医学 网络医学相关概念视频
Issues And Trends In Healthcare Delivery System
6.1K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.1K
Methods of Documentation VI: Case Management Model
839
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
839
Protein Networks
4.5K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.5K
Introduction To Health Care Delivery System
3.7K
The healthcare system is constantly changing and complex. Various services are available from different healthcare providers, but gaining access to these services has become challenging for people with limited healthcare insurance. Uninsured people present a challenge to healthcare because they frequently postpone or forego treatment.
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
The Institute of Medicine (IOM) advocates for a patient-centered, effective, safe, timely, equitable, and effective healthcare system. The National Priorities...
3.7K
Microorganisms in Medicine and Therapeutics
920
Microorganisms play a fundamental role in vaccine development, gene therapy, and therapeutic production. Their biological properties are harnessed to advance medicine and public health. Beyond immunization, microorganisms contribute to gut health, antibiotic synthesis, and genetic disease treatment.Live Attenuated and Inactivated VaccinesLive attenuated vaccines, such as the measles, mumps, and rubella (MMR) vaccine, utilize weakened forms of pathogens to closely resemble natural infections.
920
Combination Therapies and Personalized Medicine
5.9K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
5.9K


