关于智能阻抗细胞计系统的审查:开发,应用和进展
Tao Tang1, Trisna Julian2, Doudou Ma3
1Division of Materials Science, Nara Institute of Science and Technology, 8916-5 Takayamacho, Ikoma, Nara, 630-0192, Japan; Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore, 117583, Singapore.
Analytica chimica acta
|June 8, 2023
概括
阻抗细胞计提供无标签的细胞分析. 本综述涵盖了用于细胞计数和识别的系统开发,信号分析和机器学习应用.
科学领域:
- 生物医学工程 生物医学工程
- 细胞生物学 细胞生物学
- 分析化学 分析化学
背景情况:
- 阻抗细胞计是一种无标签,高通量方法,用于单细胞分析.
- 标准实验包括细胞测量,信号处理,数据校准和亚型识别.
研究的目的:
- 提供对阻抗细胞计技术的全面审查.
- 讨论智能阻抗细胞计和机器学习应用的进展.
- 确定当前的挑战和该领域的未来方向.
主要方法:
- 商业和自主开发的阻抗细胞计系统的比较.
- 阻抗指标的分析及其与细胞生物物理性质的关系.
- 审查用于数据校准和粒子识别的机器学习方法.
主要成果:
- 已确立阻抗细胞计作为细胞分析的多功能工具.
- 强调了机器学习的整合,以加强数据处理和识别.
- 详细介绍了阻抗信号与细胞特征之间的关系.
结论:
- 阻抗细胞计是细胞计数和分析的强大技术.
- 机器学习显著改善了阻抗细胞计中的数据校准和粒子识别.
- 未来的研究应该专注于改进检测系统和推进智能算法.
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