在炎症性肠病的精准医学
1Department Gastroenterology IRCCS San Donato Policlinic, Vita-Salute San Raffaele University, 20100 Milan, Italy.
炎症性肠病 (IBD) 管理面临挑战,因为其复杂性质和患者对治疗的反应各不相同. 人工智能和机器学习为IBD护理中的个性化医学提供了潜力.
科学领域:
- 胃肠病学 胃肠病学
- 免疫学 免疫学 免疫学
- 计算生物学 计算生物学
背景情况:
- 炎症性肠病 (IBD),包括性结肠炎和克罗恩病,被视为异构的表型的光谱.
- 它的病因涉及遗传倾向,免疫反应,环境触发因素,改变肠道透性和肠道微生物群失调的复杂相互作用.
研究的目的:
- 审查IBD管理当前的挑战,包括治疗疗效和需要预测标记物的需求.
- 探索人工智能 (AI) 和机器学习 (ML) 在促进IBD患者精确和个性化医学的潜力.
主要方法:
- 审查有关IBD病原体,治疗方法和新兴AI/ML应用的当前文献.
- 对预测治疗反应,疾病进展和严重程度的未满足需求的分析.
主要成果:
- 目前的IBD疗法表现出不满意的成功率,缺乏预测结果和反应的预测因素.
- 迫切需要准确的生物标志物来指导治疗决策,避免治疗不足或过度治疗.
结论:
- 人工智能和机器学习算法通过实现精确和个性化医疗来改善IBD管理具有显著的前景.
- 解决与AI/ML实施相关的挑战对于实现其在IBD护理中的全部潜力至关重要.
更多相关视频
07:38Multimodal Quantitative Phase Imaging with Digital Holographic Microscopy Accurately Assesses Intestinal Inflammation and Epithelial Wound Healing
Published on: September 13, 2016
09:08Investigating Target Gene Function in a CD40 Agonistic Antibody-induced Colitis Model using CRISPR/Cas9-based Technologies
Published on: June 2, 2021
相关概念视频
Inflammatory Bowel Disease IV: Pharmacological Management
Pharmacologic...
Inflammatory Bowel Disease III: Diagnostic Studies and Management I-Nutritional Therapy
Diagnostic studies
A colonoscopy is the definitive screening test, distinguishing ulcerative colitis from other colon diseases with similar symptoms. During a colonoscopy test, inflamed mucosa with exudate ulcerations can be observed, and biopsies are taken to determine the histologic characteristics of the...
Drugs for Treatment of Crohn's Disease in IBD Using Biologic Agents: Anti-TNF
Drugs for Treatment of Crohn's Disease in IBD Using Immunomodulatory Agents
Drugs for Treatment of Crohn's Disease in IBD Using Glucocorticoids
Inflammatory Bowel Disease V: Surgical Management
Here are some common surgical interventions for IBD:
