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人工智能在肺癌领域的应用进展。

Advances in artificial intelligence applications in the field of lung cancer.

作者信息

Yang Di, Miao Yafei, Liu Changjiang, Zhang Nan, Zhang Duo, Guo Qiang, Gao Shuo, Li Linqian, Wang Jianing, Liang Si, Li Peng, Bai Xuan, Zhang Ke

机构信息

Clinical Medical College of Hebei University, Affiliated Hospital of Hebei University, Baoding, China.

Thoracic Surgery Department, Affiliated Hospital of Hebei University, Baoding, China.

出版信息

Front Oncol. 2024 Sep 6;14:1449068. doi: 10.3389/fonc.2024.1449068. eCollection 2024.

Abstract

Lung cancer remains a leading cause of cancer-related deaths globally, with its incidence steadily rising each year, representing a significant threat to human health. Early detection, diagnosis, and timely treatment play a crucial role in improving survival rates and reducing mortality. In recent years, significant and rapid advancements in artificial intelligence (AI) technology have found successful applications in various clinical areas, especially in the diagnosis and treatment of lung cancer. AI not only improves the efficiency and accuracy of physician diagnosis but also aids in patient treatment and management. This comprehensive review presents an overview of fundamental AI-related algorithms and highlights their clinical applications in lung nodule detection, lung cancer pathology classification, gene mutation prediction, treatment strategies, and prognosis. Additionally, the rapidly advancing field of AI-based three-dimensional (3D) reconstruction in lung cancer surgical resection is discussed. Lastly, the limitations of AI and future prospects are addressed.

摘要

肺癌仍然是全球癌症相关死亡的主要原因,其发病率每年稳步上升,对人类健康构成重大威胁。早期检测、诊断和及时治疗在提高生存率和降低死亡率方面起着至关重要的作用。近年来,人工智能(AI)技术取得了重大且迅速的进展,并在各个临床领域得到了成功应用,尤其是在肺癌的诊断和治疗方面。人工智能不仅提高了医生诊断的效率和准确性,还有助于患者的治疗和管理。这篇综述概述了与人工智能相关的基本算法,并重点介绍了它们在肺结节检测、肺癌病理分类、基因突变预测、治疗策略和预后等方面的临床应用。此外,还讨论了基于人工智能的三维(3D)重建在肺癌手术切除领域的快速发展。最后,阐述了人工智能的局限性和未来前景。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2fac/11412794/e0f5846faec8/fonc-14-1449068-g001.jpg

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