智能传感器控制和监控自动化细胞扩张过程
David F Nettleton1, Núria Marí-Buyé2, Helena Marti-Soler1
1IRIS Technology Solutions, 08940 Barcelona, Spain.
Sensors (Basel, Switzerland)
|December 23, 2023
概括
智能传感器通过实时监控和生物反应器的自适应控制来增强免疫细胞治疗的生产. 这项技术优化了细胞数量和质量,改善了癌症治疗结果.
科学领域:
- 生物技术是生物技术.
- 免疫治疗是一种免疫疗法.
- 生物工程是生物工程.
背景情况:
- 免疫细胞疗法是一种有前途的癌症治疗方法,补充了传统化疗.
- 细胞扩张阶段对于生产高质量的转基因免疫细胞至关重要.
- 智能传感器可以改善细胞扩张过程的过程控制和监测.
研究的目的:
- 开发和校准用于生物反应器部署的智能传感器.
- 为了实现适应性控制和监测不同的患者/捐赠者细胞形状.
- 为了优化细胞扩张过程,用于免疫疗法.
主要方法:
- 在自动化细胞扩展批量运行中实施和测试六个对比的智能传感器.
- 用数据驱动的机器学习和统计技术来检测变化的应用.
- 在智能传感器警报中使用"共识"方法来识别重大事件.
主要成果:
- 智能传感器有效地建模和跟踪生物反应器数据,预测30分钟窗口内的事件.
- 传感器减轻了干扰,优化了细胞数量和质量关键性能指标.
- 传感器和批量运行的共识显示出高稳定性 (平均分别为65%和80%).
结论:
- 开发的智能传感器为免疫细胞扩张提供实时适应性控制.
- 共识方法提高了人类操作员对事件检测的可靠性.
- 这项技术有可能优化免疫细胞疗法生产.
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