Suppr超能文献

癌症病理学中的人工智能:应用、挑战及未来方向。

Artificial intelligence in cancer pathology: Applications, challenges, and future directions.

作者信息

Wang Jiule, Wang Teng, Han Rui, Shi Dongmei, Chen Biao

机构信息

School of Pharmaceutical Sciences, Shandong University, Jinan, Shandong, China.

Central Laboratory, Jining key laboratory for the intelligent diagnosis of emerging infectious diseases, Jining, Shandong, China.

出版信息

Cytojournal. 2025 Apr 19;22:45. doi: 10.25259/Cytojournal_272_2024. eCollection 2025.

Abstract

The application of artificial intelligence (AI) in cancer pathology has shown significant potential to enhance diagnostic accuracy, streamline workflows, and support precision oncology. This review examines the current applications of AI across various cancer types, including breast, lung, prostate, and colorectal cancer, where AI aids in tissue classification, mutation detection, and prognostic predictions. The key technologies driving these advancements include machine learning, deep learning, and computer vision, which enable automated analysis of histopathological images and multi-modal data integration. Despite these promising developments, challenges persist, including ensuring data privacy, improving model interpretability, and meeting regulatory standards. Furthermore, this review explores future directions in AI-driven cancer pathology, including real-time diagnostics, explainable AI, and global accessibility, emphasizing the importance of collaboration between AI and pathologists. Addressing these challenges and leveraging AI's full potential could lead to a more efficient, equitable, and personalized approach to cancer care.

摘要

人工智能(AI)在癌症病理学中的应用已显示出显著潜力,可提高诊断准确性、简化工作流程并支持精准肿瘤学。本综述探讨了AI在各种癌症类型中的当前应用,包括乳腺癌、肺癌、前列腺癌和结直肠癌,其中AI有助于组织分类、突变检测和预后预测。推动这些进展的关键技术包括机器学习、深度学习和计算机视觉,它们能够对组织病理学图像进行自动分析并实现多模态数据整合。尽管有这些令人鼓舞的发展,但挑战依然存在,包括确保数据隐私、提高模型可解释性以及符合监管标准。此外,本综述还探讨了AI驱动的癌症病理学的未来方向,包括实时诊断、可解释AI和全球可及性,强调了AI与病理学家之间合作的重要性。应对这些挑战并充分发挥AI的潜力,可能会带来更高效、公平和个性化的癌症护理方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/711c/12134795/88bd54f001ce/Cytojournal-22-45-g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验