Glioma Single-Cell Biomechanical Analysis by Cyclic Conical Constricted Microfluidics

被引:2
作者
Geng, Xin [1 ]
Zhou, Zi-Ang [2 ]
Mi, Yang [1 ]
Wang, Chunhong [1 ]
Wang, Meng [1 ]
Guo, Chenjia [3 ]
Qu, Chongxiao [3 ]
Feng, Shilun [4 ]
Kim, Inyoung [5 ]
Yu, Miao [6 ]
Ji, Hongming [1 ]
Ren, Xiang [1 ,2 ]
机构
[1] Shanxi Med Univ, Shanxi Prov Peoples Hosp, Clin Med Coll 5, Dept Neurosurg, Taiyuan 030012, Shanxi, Peoples R China
[2] Tianjin Univ, Dept Microelect, Tianjin 300072, Peoples R China
[3] Shanxi Med Univ, Shanxi Prov Peoples Hosp, Clin Med Coll 5, Dept Pathol, Taiyuan 030012, Shanxi, Peoples R China
[4] Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Shanghai 200050, Peoples R China
[5] Virginia Tech, Dept Stat, Blacksburg, VA 24061 USA
[6] Sted Sci, Dept Res & Dev, Carlsbad, CA 92010 USA
关键词
CENTRAL-NERVOUS-SYSTEM; REGRESSION; CHIP; CLASSIFICATION; SELECTION; MOLECULE; TUMORS;
D O I
10.1021/acs.analchem.3c02434
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Determining the grade of glioma is a critical step in choosing patients' treatment plans in clinical practices. The pathological diagnosis of patient's glioma samples requires extensive staining and imaging procedures, which are expensive and time-consuming. Current advanced uniform-width-constriction-channel-based microfluidics have proven to be effective in distinguishing cancer cells from normal tissues, such as breast cancer, ovarian cancer, prostate cancer, etc. However, the uniform-width-constriction channels can result in low yields on glioma cells with irregular morphologies and high heterogeneity. In this research, we presented an innovative cyclic conical constricted (CCC) microfluidic device to better differentiate glioma cells from normal glial cells. Compared with the widely used uniform-width-constriction microchannels, the new CCC configuration forces single cells to deform gradually and obtains the biophysical attributes from each deformation. The human-derived glioma cell lines U-87 and U-251, as well as the human-derived normal glial astrocyte cell line HA-1800 were selected as the proof of concept. The results showed that CCC channels can effectively obtain the biomechanical characteristics of different 12-25 mu m glial cell lines. The patient glioma samples with WHO grades II, III, and IV were tested by CCC channels and compared between Elastic Net (ENet) and Lasso analysis. The results demonstrated that CCC channels and the ENet can successfully select critical biomechanical parameters to differentiate the grades of single-glioma cells. This CCC device can be potentially further applied to the extensive family of brain tumors at the single-cell level.
引用
收藏
页码:15585 / 15594
页数:10
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