对过敏的管理策略的发展:人工智能的进步和未来的前景
Suraj Kumar1,2, Rishabha Malviya1,3, Sathvik Belagodu Sridhar4
1Department of Pharmacy, School of Medical and Allied Sciences, Galgotias University, Greater Noida, U.P., India.
Anti-inflammatory & anti-allergy agents in medicinal chemistry
|September 18, 2025
概括
人工智能 (AI) 为过敏研究提供了先进的工具,但临床应用有限. 克服数据质量,偏见和道德挑战对于人工智能来说至关重要,以改善过敏诊断和个性化治疗.
科学领域:
- 生物医学研究生物医学研究
- 过敏研究 研究过敏
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 正用先进的数据分析工具彻底改变生物医学研究.
- 在临床过敏研究中,人工智能产生的见解的应用仍然未得到充分利用.
研究的目的:
- 批判性地审查当前在过敏研究中的AI应用.
- 评估AI在过敏研究中的好处,局限性和方法论基础.
- 检查数据质量,集成和算法公平性方面的挑战.
主要方法:
- 审查当前的AI应用在过敏研究.
- 专注于机器学习和集群算法.
- 探索代表性的案例研究和挑战.
主要成果:
- 人工智能在疾病表型和过敏患者分层方面表现有前途.
- 人工智能可以揭示免疫学见解,并支持精准医学.
- 挑战包括碎片化数据,算法偏见和有限的治疗AI工具.
结论:
- 在过敏治疗中采用人工智能的障碍包括数据质量,标准化,道德监督和透明度.
- 人工智能具有显著的潜力,可以提高过敏护理的诊断准确性和个性化治疗.
- 实现人工智能的潜力需要强大的框架,道德治理和跨学科的合作.
相关概念视频
Antiasthma Drugs: Mast Cell Stabilizers and Anti-IgE Drugs
1.7K
Asthma is a chronic respiratory condition for which new therapeutic avenues, including anti-inflammatory drugs like mast cell stabilizers and anti-IgE treatments, continue to be developed.
Mast cell stabilizers, such as cromolyn (also known as sodium cromoglycate) and nedocromil (Tilade), are effective drugs in asthma management. These stabilizers hinder histamine release by skillfully obstructing the activation of mast cells and other cellular entities. Notably, they navigate this task without...
Mast cell stabilizers, such as cromolyn (also known as sodium cromoglycate) and nedocromil (Tilade), are effective drugs in asthma management. These stabilizers hinder histamine release by skillfully obstructing the activation of mast cells and other cellular entities. Notably, they navigate this task without...
1.7K
Allergic Reactions
32.1K
Overview
32.1K
Asthma-IV: Diagnostic and Management
3.1K
The diagnosis and management of asthma are comprehensive, encompassing clinical assessments, lung function tests, and pharmacological interventions. Here's an overview:
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
3.1K
Hypersensitivities
7.2K
Hypersensitivity, also known as a hypersensitivity reaction or allergic reaction, is a condition where the body's immune system reacts abnormally to a foreign substance. Such substances, that cause hypersensitivity are referred to as an allergen, could be something typically harmless to most people, like pollen or certain foods.
Types of Hypersensitivities
Hypersensitivity reactions are categorized into four types: Type 1, Type 2, Type 3, and Type 4. Each type has a distinct mechanism...
Types of Hypersensitivities
Hypersensitivity reactions are categorized into four types: Type 1, Type 2, Type 3, and Type 4. Each type has a distinct mechanism...
7.2K
Asthma-IV: Nursing Management
3.7K
The nursing management of asthma is a comprehensive approach that relies heavily on the expertise and dedication of healthcare professionals. It involves thorough assessment, accurate diagnosis, strategic planning, effective implementation, and diligent evaluation. By meticulously following this step-by-step process, healthcare professionals play a crucial role in providing the best possible care and treatment for patients with asthma, enhancing their overall health and well-being.
First, in...
First, in...
3.7K
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


