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Integrating Artificial Intelligence and Nanotechnology for Precision Cancer Medicine

机译:人工智能与纳米技术相结合的精准癌症医学

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摘要

Artificial intelligence (AI) and nanotechnology are two fields that are instrumental in realizing the goal of precision medicine-tailoring the best treatment for each cancer patient. Recent conversion between these two fields is enabling better patient data acquisition and improved design of nanomaterials for precision cancer medicine. Diagnostic nanomaterials are used to assemble a patient-specific disease profile, which is then leveraged, through a set of therapeutic nanotechnologies, to improve the treatment outcome. However, high intratumor and interpatient heterogeneities make the rational design of diagnostic and therapeutic platforms, and analysis of their output, extremely difficult. Integration of AI approaches can bridge this gap, using pattern analysis and classification algorithms for improved diagnostic and therapeutic accuracy. Nanomedicine design also benefits from the application of AI, by optimizing material properties according to predicted interactions with the target drug, biological fluids, immune system, vasculature, and cell membranes, all affecting therapeutic efficacy. Here, fundamental concepts in AI are described and the contributions and promise of nanotechnology coupled with AI to the future of precision cancer medicine are reviewed.
机译:人工智能(AI)和纳米技术是两个领域,可帮助实现精准医学的目标,为每个癌症患者提供最佳治疗。这两个领域之间的最新转换使我们能够更好地获取患者数据,并改进用于精密癌症医学的纳米材料的设计。诊断纳米材料用于组装患者特定的疾病特征,然后通过一套治疗性纳米技术加以利用,以改善治疗效果。然而,高的肿瘤内和患者间异质性使得诊断和治疗平台的合理设计以及对其输出的分析极为困难。使用模式分析和分类算法可以提高诊断和治疗的准确性,集成AI方法可以弥合这一差距。纳米药物的设计还得益于AI的应用,可以根据与靶标药物,生物体液,免疫系统,脉管系统和细胞膜的相互作用预测最佳材料性能,从而影响治疗效果。在此,将介绍AI的基本概念,并回顾与AI结合的纳米技术对精确癌症医学的未来的贡献和前景。

著录项

  • 来源
    《Advanced Materials》 |2020年第13期|1901989.1-1901989.15|共15页
  • 作者

  • 作者单位

    Technion Israel Inst Technol Dept Chem Engn IL-3200003 Haifa Israel|Technion Israel Inst Technol Norman Seiden Multidisciplinary Program Nanosci & IL-32000 Haifa Israel;

    Technion Israel Inst Technol Dept Chem Engn IL-3200003 Haifa Israel;

    Tel Aviv Univ Fleischman Fac Engn Sch Elect Engn Dept Phys Elect IL-69978 Tel Aviv Israel;

    RWTH Aachen Univ Hosp Inst Expt Mol Imaging D-52074 Aachen Germany;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    artificial intelligence; big data; cancer; nanotechnology; precision medicine;

    机译:人工智能;大数据;癌症;纳米技术精密医学;

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