在炎症性肠病中预测反应的病原和精确医学:进展和未来的方向
Robert D Little1,2, Thisun Jayawardana3, Sabrina Koentgen3
1Department of Gastroenterology, Alfred Health, Melbourne, Victoria, Australia.
eGastroenterology
|February 13, 2025
概括
炎症性肠病 (IBD) 治疗正在通过精准医学得到改善. 了解遗传,免疫和微生物因素将使IBD疗法个性化,以获得更好的结果.
科学领域:
- 胃肠道学和免疫学
- 遗传学和微生物学
- 计算生物学和数据科学数据科学
背景情况:
- 炎症性肠病 (IBD) 的发病过程复杂,导致治疗不足和患者/社会成本显著.
- 目前的IBD患者分类依赖于基本的临床数据,未能捕捉分子异质性和多样化的治疗反应.
- 这限制了当前治疗策略的有效性.
研究的目的:
- 审查目前对IBD病理生理学的理解.
- 突出治疗反应的初步预测因素,包括遗传,免疫和微生物因素.
- 探索大数据和机器学习在推进IBD精准医学方面的潜力.
主要方法:
- 关于IBD病变发生的现有文献的全面叙事综述.
- 分析与IBD治疗反应相关的遗传,免疫和微生物数据.
- 在IBD研究中探索大数据分析和机器学习应用.
主要成果:
- IBD病理生理学是多因素的,涉及复杂的相互作用.
- 初步的遗传,免疫和微生物标记在预测治疗反应方面表现有前途.
- 大数据和机器学习为了解IBD和个性化治疗提供了新的途径.
结论:
- 由于对病原和驱动因素的不完全理解,IBD的精准医学仍然是有抱负的.
- 将分子概况纳入临床决策是有效IBD管理的关键.
- 对遗传,免疫,微生物和大数据方法的进一步研究对于推进精确IBD治疗至关重要.
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