计算机辅助检测用于胰腺癌诊断:放射学挑战和未来方向
Mark Ramaekers1, Christiaan G A Viviers2, Boris V Janssen3,4
1Department of Surgery, Catharina Cancer Institute, Catharina Hospital Eindhoven, 5623 EJ Eindhoven, The Netherlands.
Journal of clinical medicine
|July 14, 2023
概括
人工智能 (AI) 计算机辅助检测 (CAD) 显示出在放射成像中改善胰腺管道腺癌 (PDAC) 检测的前景. 然而,挑战阻碍了其广泛的临床采用,需要进一步的解决方案.
科学领域:
- 在瘤学瘤学.
- 放射学 放射学是一门学科.
- 医疗成像医学成像
背景情况:
- 放射性成像对于胰腺管腺癌 (PDAC) 的检测和治疗至关重要.
- 解读放射图像的挑战,特别是新辅助治疗后的挑战,影响临床实践.
- 早期瘤检测和表征对于治疗治疗的资格至关重要.
研究的目的:
- 审查目前基于人工智能的胰腺癌计算机辅助检测 (CAD) 系统.
- 突出PDAC放射性CAD临床应用中的挑战.
- 讨论潜在的解决方案,以克服这些挑战,并改善采用.
主要方法:
- 这项研究是对胰腺癌中AI和CAD现有文献的叙事性审查.
- 它综合了当前人工智能应用,临床挑战和建议解决方案的信息.
- 专注于放射性成像技术及其与AI的整合.
主要成果:
- 基于人工智能的CAD系统在检测和评估胰腺癌的程度方面提供了有希望的进步.
- 这些人工智能工具的广泛临床采用仍然存在重大挑战.
- 需要专业知识才能准确解释,特别是在新辅助疗法后.
结论:
- 基于人工智能的CAD有可能增强对PDAC的放射性检测.
- 解决当前的实施挑战是实现人工智能在胰腺癌护理中的全部临床益处的关键.
- 需要进一步的研究和开发,以促进更广泛的临床整合.
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