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人工智能在结直肠癌筛查、诊断、治疗和预后中的应用。

Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer.

机构信息

Big Data Research Center, University of Electronic Science and Technology of China, Chengdu 611731, China.

School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China.

出版信息

Curr Oncol. 2022 Mar 7;29(3):1773-1795. doi: 10.3390/curroncol29030146.

Abstract

Colorectal cancer (CRC) is one of the most common cancers worldwide. Accurate early detection and diagnosis, comprehensive assessment of treatment response, and precise prediction of prognosis are essential to improve the patients' survival rate. In recent years, due to the explosion of clinical and omics data, and groundbreaking research in machine learning, artificial intelligence (AI) has shown a great application potential in clinical field of CRC, providing new auxiliary approaches for clinicians to identify high-risk patients, select precise and personalized treatment plans, as well as to predict prognoses. This review comprehensively analyzes and summarizes the research progress and clinical application value of AI technologies in CRC screening, diagnosis, treatment, and prognosis, demonstrating the current status of the AI in the main clinical stages. The limitations, challenges, and future perspectives in the clinical implementation of AI are also discussed.

摘要

结直肠癌(CRC)是全球最常见的癌症之一。准确的早期检测和诊断、综合评估治疗反应以及精确预测预后对于提高患者的生存率至关重要。近年来,由于临床和组学数据的爆炸式增长以及机器学习领域的开创性研究,人工智能(AI)在 CRC 的临床领域显示出了巨大的应用潜力,为临床医生提供了新的辅助方法,以识别高危患者、选择精确和个性化的治疗方案以及预测预后。本综述全面分析和总结了 AI 技术在 CRC 筛查、诊断、治疗和预后中的研究进展和临床应用价值,展示了 AI 在主要临床阶段的现状。还讨论了 AI 在临床实施中的局限性、挑战和未来展望。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d96/8947571/544936ea19ca/curroncol-29-00146-g001.jpg

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