セリアック病のための人工知能強化小腸カプセル内視鏡:精度,ワークフロー,および安全性に関する文献レビュー
Arkadeep Dhali1,2, Rick Maity3, Jyotirmoy Biswas4
1Academic Unit of Gastroenterology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK.
Translational gastroenterology and hepatology
|February 12, 2026
まとめ
人工知能 (AI) は小腸カプセル内視鏡 (SBCE) を強化し,セリアック病 (CeD) の診断を可能にし,効率と一貫性を向上させています. 人工知能支援のSBCEを臨床実務で安全かつ公平に採用するには,人間の監督が不可欠です.
科学分野:
- 胃腸内科 胃腸内科
- メディカルイマージング (医学イメージング)
- 人工知能 (AI) とは,人工知能 (AI) のことです.
背景:
- セリアック病 (CeD) は,発生率と診断の遅延が増加している,しばしば診断不足の腸内症候群です.
- 小腸カプセル内視鏡 (SBCE) とAIの進歩は,CeDの診断と管理を改善するための潜在的な解決策を提供します.
研究 の 目的:
- CeDのためのSBCEとAIの最近の進歩をレビューする.
- これらの技術的発展の臨床的影響を概説する.
主な方法:
- 主要なデータベース (PubMed,Scopus,Embase,Cochrane Library) に関する包括的な文献検索を行っています.
- 2015年から2025年の間に出版された英語の記事を含む.
- 2人の独立審査員による分析.
主要な成果:
- 組織トランスグルタミナーゼ免疫グロブリンA (tTG-IgA) とエンドミジア抗体IgA (EMA-IgA) は,重要な血清学的検査である.
- バイオプシープロトコルとSBCEの最適化により,診断結果と疾患マッピングが改善されます.
- AIは,SBCEのレビュー時間を (10〜12倍) 大幅に短縮し,特に非専門家にとって,診断感度を高めます.
- ヴィロ性縮の検出のためのAIの精度は94%から96%の範囲です.
結論:
- AI強化のSBCEは,CeDの効率性,一貫性,モニタリングを向上させることができます.
- 人工知能の採用には,ヒューマン・イン・ザ・ループのアプローチと安全プロトコルが不可欠です.
- 血清学的陰性症例と校正された値を含む公平性の考慮は,広範な実施に不可欠です.
関連する概念動画
Endoscopic Procedures III: Video Capsule Endoscopy
903
Capsule endoscopy, or wireless or video capsule endoscopy, is a diagnostic procedure for examining the entire gastrointestinal tract. Patients swallow a capsule about the size of a vitamin tablet. The capsule is equipped with a transmitter, a battery, an LED light source, and a color video camera to capture images throughout the gastrointestinal tract. This procedure is particularly useful for diagnosing conditions such as Crohn's disease, ulcerative colitis, tumors, polyps, ulcers,...
903
Inflammatory Bowel Disease II: Crohn's Disease
1.2K
Introduction
Inflammatory bowel disease, commonly known as IBD, refers to a collection of disorders that lead to persistent inflammation of the gastrointestinal tract. The two types of IBD are ulcerative colitis, which impacts the colon, and Crohn's disease, which can involve any part of the gastrointestinal segment.
Crohn's disease
Crohn's disease is a chronic, systemic inflammatory bowel disease (IBD) that predominantly affects the gastrointestinal tract. It is marked by...
Inflammatory bowel disease, commonly known as IBD, refers to a collection of disorders that lead to persistent inflammation of the gastrointestinal tract. The two types of IBD are ulcerative colitis, which impacts the colon, and Crohn's disease, which can involve any part of the gastrointestinal segment.
Crohn's disease
Crohn's disease is a chronic, systemic inflammatory bowel disease (IBD) that predominantly affects the gastrointestinal tract. It is marked by...
1.2K
Inflammatory Bowel Disease I: Ulcerative Colitis
1.1K
Introduction
Inflammatory bowel disease, or IBD, encompasses a group of disorders characterized by chronic inflammation or ulceration of the gastrointestinal tract.
Risk Factors
The exact cause of IBD remains unclear, although it is believed to be due to a mix of genetic, environmental, microbial, and immune factors. Genetic factors are significant in determining susceptibility to IBD, with family history being a critical risk factor. Individuals with a first-degree relative who has IBD are at...
Inflammatory bowel disease, or IBD, encompasses a group of disorders characterized by chronic inflammation or ulceration of the gastrointestinal tract.
Risk Factors
The exact cause of IBD remains unclear, although it is believed to be due to a mix of genetic, environmental, microbial, and immune factors. Genetic factors are significant in determining susceptibility to IBD, with family history being a critical risk factor. Individuals with a first-degree relative who has IBD are at...
1.1K
Inflammatory Bowel Disease V: Surgical Management
639
Surgical interventions for inflammatory bowel disease (IBD), which includes ulcerative colitis and Crohn's disease, are essential in managing symptoms and addressing complications. The selection of surgical procedures is contingent upon the specific conditions and complications that stem from these illnesses.
Here are some common surgical interventions for IBD:
Here are some common surgical interventions for IBD:
639
Inflammatory Bowel Disease IV: Pharmacological Management
726
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...
726
Improving Translational Accuracy
15.0K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
15.0K


