巴雷特食道诊断中的深度学习:当前状态和未来方向
Ruichen Cui1, Lei Wang1,2, Lin Lin1,2
1Department of Thoracic Surgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu 610041, China.
Bioengineering (Basel, Switzerland)
|November 25, 2023
概括
深度学习 (DL) 对诊断巴雷特食道 (BE) 是一种前恶性疾病的前兆有希望. 解决数据集局限性和模型可解释性等挑战是临床采用的关键.
科学领域:
- 医疗成像医学成像
- 在瘤学瘤学.
- 人工智能的人工智能
背景情况:
- 巴雷特食道 (Barrett's esophagus,BE) 是一种前恶性疾病,需要及早诊断以预防食道腺癌.
- 深度学习 (DL) 为医学图像分析和诊断提供了先进的功能.
研究的目的:
- 综合审查DL技术的应用,特别是卷积神经网络 (CNN),用于诊断BE.
- 评估DL在BE诊断中的潜在影响和临床影响.
主要方法:
- 对33项使用DL用于BE诊断的初级研究进行系统审查.
- 分析DL应用程序,包括图像细分和分类.
主要成果:
- DL技术,主要是CNN,在BE诊断中显示出有希望的结果.
- 识别了用于BE检测的图像细分和分类的应用.
结论:
- DL具有显著的潜力,可以提高BE诊断的准确性和效率.
- 为了广泛的临床实施,必须克服数据集限制和模型解释性等挑战.
相关概念视频
Barrett Esophagus-I: Introduction
101
Barrett's esophagus is a medical condition where the esophageal mucosa is significantly damaged by stomach acid or other digestive fluids, often due to long-term exposure associated with gastroesophageal reflux disease (GERD). In GERD, a weakened or abnormally relaxed lower esophageal sphincter allows stomach acid to flow persistently into the esophagus.
This constant acid exposure transforms the esophagus's pink mucosal lining (stratified squamous epithelium) into a type of lining more...
This constant acid exposure transforms the esophagus's pink mucosal lining (stratified squamous epithelium) into a type of lining more...
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Barrett Esophagus-II: Clinical Manifestations and Management
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Individuals with Barrett's esophagus are often asymptomatic, but they may experience symptoms commonly associated with GERD, such as heartburn and acid regurgitation. Additional symptoms can include difficulty swallowing, chest pain, unintentional weight loss, blood in the stool (which may appear black, tarry, or bloody), and episodes of vomiting.
To diagnose Barrett's esophagus, healthcare providers often recommend an endoscopy for those showing symptoms of acid reflux. The procedure...
To diagnose Barrett's esophagus, healthcare providers often recommend an endoscopy for those showing symptoms of acid reflux. The procedure...
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Endoscopic Procedures I: Esophagogastroduodenoscopy
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An Esophagogastroduodenoscopy (EGD) is a diagnostic procedure in which an endoscopist uses a flexible, lighted endoscope to visualize the upper gastrointestinal (GI) tract. The procedure includes visualizing the oropharynx, esophagus, stomach, and the first part of the small intestine, the duodenum.
During an EGD, the endoscope can be used to:
During an EGD, the endoscope can be used to:
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Gastroesophageal Reflux Disease II: Clinical Features and Management
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Gastroesophageal reflux disease, or GERD, is a persistent medical condition that affects many individuals worldwide. Its clinical manifestations can vary greatly, making diagnosis and management challenging for healthcare professionals. The following is a comprehensive overview of the clinical manifestations, assessment, and management strategies for GERD.
Clinical Manifestations
GERD presents itself in a multitude of ways, with symptoms varying from person to person. The hallmark symptoms are...
Clinical Manifestations
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Esophageal Strictures-II: Clinical Features and Management
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Patients with esophageal strictures often experience a range of symptoms. Initially, they may have difficulty swallowing solid foods, which can progress to include liquids. Additional symptoms may involve chest pain or discomfort, regurgitating food and fluids, heartburn, unintentional weight loss, coughing or choking during meals, and hoarseness.
Healthcare providers should gather a comprehensive medical history and conduct a physical examination for diagnosis. If esophageal stricture is...
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Upper GI Series: Barium Swallow
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The Barium Swallow Study, or a Barium Esophagogram, is a diagnostic imaging method used to visualize the upper gastrointestinal (GI) tract, including the esophagus, stomach, and small intestine. It employs barium sulfate, a radiopaque contrast material, to provide clear images of the upper digestive system, helping to identify abnormalities, diseases, or structural issues.
Purpose and Procedure
Patients undergoing this procedure ingest a liquid containing barium sulfate with a chalky...
Purpose and Procedure
Patients undergoing this procedure ingest a liquid containing barium sulfate with a chalky...
377


