针对炎症性皮肤疾病的人工智能启用精密医学
Alice Tang1, Maria L Wei2,3, Anna Haemel2
1Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA.
ArXiv
|June 4, 2025
概括
人工智能 (AI) 和机器学习正在改变皮肤病学,为诊断和治疗炎症性皮肤疾病提供新的方法. 这些技术有望在个性化医疗和临床护理方面取得进步,治疗诸如阿托皮炎和牛皮等疾病.
科学领域:
- 皮肤病学 皮肤病学
- 人工智能的人工智能
- 计算生物学 计算生物学
背景情况:
- 皮肤病学正经历着由人工智能 (AI) 和先进的数据收集驱动的转型.
- 炎症性皮肤疾病,包括亚托皮炎,牛皮,性炎和自身免疫结缔组织疾病,是AI应用的关键领域.
研究的目的:
- 审查人工智能在炎症性皮肤疾病中的当前应用.
- 探索生成性人工智能和机器学习在推进皮肤学研究和护理方面的潜力.
- 讨论AI在临床实践中的整合.
主要方法:
- 对皮肤病学AI当前文献的综述.
- 对生成性AI和机器学习方法的分析.
- 检查AI在深度表型,疾病异质性,药物开发,个性化医学和临床护理中的作用.
主要成果:
- 人工智能和机器学习为改善炎症性皮肤疾病的诊断和治疗提供了重大机会.
- 这些技术可以促进疾病异质性的深度表型和特征.
- 人工智能可以加速药物开发,并实现个性化医疗方法.
结论:
- 人工智能和机器学习即将彻底改变炎症性皮肤疾病的管理.
- 应对人工智能的挑战和实现人工智能的承诺对于其成功融入临床实践至关重要.
- 提出了人工智能整合的明确愿景,以推进皮肤病护理.
相关概念视频
Drugs for Treatment of Crohn's Disease in IBD Using Biologic Agents: Anti-TNF
240
Tumor Necrosis Factor (TNF), a proinflammatory cytokine, contributes significantly to the inflammation seen in Crohn's disease. It exists as soluble TNF and membrane-bound TNF, with actions mediated through TNF receptors (TNFR). TNFR activation leads to the release of proinflammatory cytokines, T-cell activation, collagen production, and leukocyte migration, all contributing to inflammation in Crohn's disease. Anti-TNF monoclonal antibodies, namely infliximab (Remicade), adalimumab...
240
Inflammatory Bowel Disease IV: Pharmacological Management
205
Upon diagnosis, managing Inflammatory Bowel Disease (IBD) involves addressing several crucial aspects. The primary goals include resting the bowel, correcting malnutrition, and providing symptomatic relief. Resting the bowel may consist of medications to reduce inflammation and promote healing. Correcting malnutrition is essential, often requiring dietary adjustments and nutritional supplements. Symptomatic relief aims to ease pain, diarrhea, and other discomforts in IBD.
Pharmacologic...
Pharmacologic...
205
iPS Cell Differentiation
2.8K
The ability of induced pluripotent stem cells or iPSCs to differentiate into most body cell types has stimulated repair and regenerative medicine research over the past few decades. iPSC-derived blood cells, hepatocytes, beta islet cells, cardiomyocytes, neurons, and other cell types can repair injuries or regenerate damaged tissue in diseases such as diabetes and neurodegenerative disorders.
2.8K
Skin Diseases and Disorders
4.3K
Skin is the first line of defense and encounters a variety of microbes. Some pathogenic strains are often the cause of a broad range of infections of the skin and other body systems. These conditions can affect people of all ages and may have different causes, including genetic factors, infections, autoimmune reactions, environmental factors, and lifestyle choices.
Gram-positive Staphylococcus spp. and Streptococcus spp. are responsible for many of the most common skin infections. However, many...
Gram-positive Staphylococcus spp. and Streptococcus spp. are responsible for many of the most common skin infections. However, many...
4.3K
Clinical Applications of Epidermal Stem Cells
2.8K
Epidermal stem cells (EpiSCs) are mainly located at the basal layer of the epidermis. These cells repair minor injuries of the skin and replace dead skin cells. However, EpiSCs’ cannot heal severe wounds such as major burns or those from diabetes or hereditary disorders. In such cases, culturing the epidermal stem cells from the patient is possible and has yielded successful treatment options, such as laboratory-grown skin grafts. These grafts are synthesized using a patient’s own...
2.8K
Combination Therapies and Personalized Medicine
5.1K
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...
5.1K


