Image-Analysis Based Readout Method for Biochip: Automated Quantification of Immunomagnetic Beads, Micropads and Patient Leukemia Cell
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Date
2020
Journal Title
Journal ISSN
Volume Title
Publisher
Pergamon-Elsevier Science Ltd
Open Access Color
Green Open Access
Yes
OpenAIRE Downloads
116
OpenAIRE Views
165
Publicly Funded
No
Abstract
For diagnosing and monitoring the progress of cancer, detection and quantification of tumor cells is utmost important. Beside standard bench top instruments, several biochip-based methods have been developed for this purpose. Our biochip design incorporates micron size immunomagnetic beads together with micropad arrays, thus requires automated detection and quantification of not only cells but also the micropads and the immunomagnetic beads. The main purpose of the biochip is to capture target cells having different antigens simultaneously. In this proposed study, a digital image processing-based method to quantify the leukemia cells, immunomagnetic beads and micropads was developed as a readout method for the biochip. Color, size-based object detection and object segmentation methods were implemented to detect structures in the images acquired from the biochip by a bright field optical microscope. It has been shown that manual counting and flow cytometry results are in good agreement with the developed automated counting. Average precision is 85 % and average error rate is 13 % for all images of patient samples, average precision is 99 % and average error rate is 1% for cell culture images. With the optimized micropad size, proposed method can reach up to 95 % precision rate for patient samples with an execution time of 90 s per image.
Description
Icoz, Kutay/0000-0002-0947-6166; Celebi, Fatma/0000-0001-7472-8297; Yilmaz, Bulent/0000-0003-2954-1217; Dogan, Refika Sultan/0000-0001-8416-1765; Tasdemir, Kasim/0000-0003-4542-2728
Keywords
Biochip, Image Processing, Leukemia Cells, Micropads, Immunomagnetic Beads, Bright-Field Optical Microscope, Leukemia, Immunomagnetic Separation, Cytological Techniques, Immunomagnetic beads, Protein Array Analysis, Biochip, Automation, Image processing, Bright-field optical microscope, Image Processing, Computer-Assisted, Humans, Leukemia cells, Micropads
Fields of Science
0301 basic medicine, 0303 health sciences, 03 medical and health sciences
Citation
WoS Q
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Scopus Q
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OpenCitations Citation Count
10
Source
Micron
Volume
133
Issue
Start Page
End Page
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Citations
CrossRef : 10
Scopus : 14
PubMed : 2
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Mendeley Readers : 27
SCOPUS™ Citations
14
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Web of Science™ Citations
13
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Page Views
5
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Downloads
4
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