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A Generalized Tip-Membrane Contact Detection Algorithm for Automated Single Cell Electroporation Using Statistical Process Control

机译:基于统计过程控制的自动化单细胞电穿孔的通用尖端膜接触检测算法

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This work presents a fully automated method for detecting the contact between a microcapillary tip and a cell membrane based on a statistical process control (SPC) algorithm known as the double-sided cumulative sum (or "cusum"). By analyzing current measurements obtained through a microcapillary electrode, the proposed goal of this system is to determine when tip-to-membrane (tip-membrane) contact occurs using thin adhered cells (e.g., less than 10 μm) for the purposes of fully automated robotic-assisted, single cell electroporation (SCE) - a powerful method of gene transfection. This SPC algorithm is robust against uncontrollable system parameters such as system noise common in electrode-based systems, nonstationary processes, and variations in the physical parameters of cells. The proposed algorithm was successfully demonstrated on adhered mammal cells as small as 4 μm in thickness and using tip-placement velocities from 1 to 8 μm/s. In addition, a novel method of experimentation is described correlating optical measurements between tip-membrane proximity and changes in icct during the tip-placement sequence.
机译:这项工作提出了一种基于统计过程控制(SPC)算法(称为双面累积和)的全自动方法,用于检测微毛细管尖端和细胞膜之间的接触。通过分析通过微毛细管电极获得的电流测量结果,该系统的拟议目标是确定使用全自动粘附膜的薄粘附细胞(例如,小于10μm)何时发生尖端与膜(tip-membrane)的接触机器人辅助的单细胞电穿孔(SCE)-一种有效的基因转染方法。这种SPC算法对于不可控制的系统参数(例如,基于电极的系统中常见的系统噪声,非平稳过程以及单元物理参数的变化)具有鲁棒性。所提出的算法已成功地在粘附的哺乳动物细胞上进行了验证,该细胞厚度小至4μm,尖端移动速度为1至8μm/ s。另外,描述了一种新颖的实验方法,该方法将尖端膜附近的光学测量与尖端放置序列中i cct 的变化相关联。

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