Microfluidic microscopy-assisted label-free approach for cancer screening: automated microfluidic cytology for cancer screening

被引:9
|
作者
Jagannadh, Veerendra Kalyan [1 ]
Gopakumar, G. [2 ]
Subrahmanyam, Gorthi R. K. Sai [2 ]
Gorthi, Sai Siva [1 ]
机构
[1] Indian Inst Sci, Opt & Microfluid Instrumentat Lab, Dept Instrumentat & Appl Phys, Bangalore 560012, Karnataka, India
[2] Indian Inst Space Sci & Technol, Dept Earth & Space Sci, Thiruvananthapuram 695547, Kerala, India
关键词
Optofluidic imaging; High-throughput imaging; Cancer diagnostics; Cell identification; FLOW-CYTOMETRY; CELLS;
D O I
10.1007/s11517-016-1549-y
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Each year, about 7-8 million deaths occur due to cancer around the world. More than half of the cancer-related deaths occur in the less-developed parts of the world. Cancer mortality rate can be reduced with early detection and subsequent treatment of the disease. In this paper, we introduce a microfluidic microscopy-based cost-effective and label-free approach for identification of cancerous cells. We outline a diagnostic framework for the same and detail an instrumentation layout. We have employed classical computer vision techniques such as 2D principal component analysis-based cell type representation followed by support vector machine-based classification. Analogous to criminal face recognition systems implemented with help of surveillance cameras, a signature-based approach for cancerous cell identification using microfluidic microscopy surveillance is demonstrated. Such a platform would facilitate affordable mass screening camps in the developing countries and therefore help decrease cancer mortality rate.
引用
收藏
页码:711 / 718
页数:8
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