Effect of Cell–Cell Interaction on Single-Cell Behavior Revealed by a Deep Learning-Aided High-Throughput Addressable Single-Cell Coculture System
Cell-cell interactions are crucial for understanding various physiological and pathological processes, yet conventional population-level methods fail to disclose the heterogeneity at a single-cell resolution. Single-cell coculture systems that isolate and cultivate single-cell pairs can help reveal heterogeneous interactions between different types of individual cells. However, precise and high-throughput pairing of individual cells for long-term coculture remains challenging. Meanwhile, tools for analyzing single-cell data sets have lagged due to the increased data throughput. Herein, we report a deep learning-assisted high-throughput addressable single-cell coculture system (DL-HASCCS), enabling fast pairing of individual heterogeneous cells and quantitative analysis of single-cell interactions in a high-throughput manner by integrating high-throughput single-cell cocultivation and automated data processing. By analyzing the interaction between single breast cancer cells and single endothelial cells under normal and chemotherapy conditions, the effect of cell-cell interactions on cell proliferation and migration is revealed at the single-cell level, providing valuable insights into cellular heterogeneity.
Authors
- Jingxiong Lin
- Jianpei Dong (ORCID: https://orcid.org/0000-0002-0015-6158)
- Jianhua Zhou (ORCID: https://orcid.org/0000-0001-9895-8679)
- Weiyou Yang (ORCID: https://orcid.org/0000-0002-3607-3514)
- Ziming Yu
- Lü Huang (ORCID: https://orcid.org/0000-0002-7766-7888)
- Tengyun Li
Institutions
- Sun Yat-sen University (CN)
- Key Laboratory of Guangdong Province (CN)
Publication Details
- Journal
- Analytical Chemistry
- Published
- 2025-04-29
- DOI
- https://doi.org/10.1021/acs.analchem.5c00306
- Primary Topic
- Cell Image Analysis Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Shenzhen Science and Technology Innovation Program
- Basic and Applied Basic Research Foundation of Guangdong Province