Robotic Intracellular Electrochemical Sensing for Adherent Cells.
Weikang HuYanmei MaZhen ZhanDanish HussainChengzhi HuPublished in: Cyborg and bionic systems (Washington, D.C.) (2022)
Nanopipette-based observation of intracellular biochemical processes is an important approach to revealing the intrinsic characteristics and heterogeneity of cells for better investigation of disease progression or early disease diagnosis. However, the manual operation needs a skilled operator and faces problems such as low throughput and poor reproducibility. This paper proposes an automated nanopipette-based microoperation system for cell detection, three-dimensional nonovershoot positioning of the nanopipette tip in proximity to the cell of interest, cell approaching and proximity detection between nanopipette tip and cell surface, and cell penetration and detection of the intracellular reactive oxygen species (ROS). A robust focus algorithm based on the number of cell contours was proposed for adherent cells, which have sharp peaks while retaining unimodality. The automated detection of adherent cells was evaluated on human umbilical cord vein endothelial cells (HUVEC) and NIH/3T3 cells, which provided an average of 95.65% true-positive rate (TPR) and 7.59% false-positive rate (FPR) for in-plane cell detection. The three-dimensional nonovershoot tip positioning of the nanopipette was achieved by template matching and evaluated under the interference of cells. Ion current feedback was employed for the proximity detection between the nanopipette tip and cell surface. Finally, cell penetration and electrochemical detection of ROS were demonstrated on human breast cancer cells and zebrafish embryo cells. This work provides a systematic approach for automated intracellular sensing for adherent cells, laying a solid foundation for high-throughput detection, diagnosis, and classification of different forms of biochemical reactions within single cells.
Keyphrases
- induced apoptosis
- cell cycle arrest
- single cell
- endothelial cells
- high throughput
- cell therapy
- endoplasmic reticulum stress
- machine learning
- loop mediated isothermal amplification
- stem cells
- label free
- cell death
- deep learning
- mesenchymal stem cells
- signaling pathway
- oxidative stress
- real time pcr
- umbilical cord
- pregnant women
- cell surface
- ionic liquid
- simultaneous determination
- sensitive detection