Image-Analysis Based Readout Method for Biochip: Automated Quantification of Immunomagnetic Beads, Micropads and Patient Leukemia Cell

dc.contributor.author Uslu, Fatma
dc.contributor.author Icoz, Kutay
dc.contributor.author Tasdemir, Kasim
dc.contributor.author Dogan, Refika S.
dc.contributor.author Yilmaz, Bulent
dc.date.accessioned 2025-09-25T10:48:41Z
dc.date.available 2025-09-25T10:48:41Z
dc.date.issued 2020
dc.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 en_US
dc.description.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. en_US
dc.description.sponsorship TUBITAK [115E020] en_US
dc.description.sponsorship Authors acknowledge TUBITAK (Project No: 115E020) for financial support and Unal Akar for fabricating and preparing biochips. en_US
dc.description.sponsorship Türkiye Bilimsel ve Teknolojik Araştirma Kurumu, TÜBITAK, (115E020)
dc.identifier.doi 10.1016/j.micron.2020.102863
dc.identifier.issn 0968-4328
dc.identifier.issn 1878-4291
dc.identifier.scopus 2-s2.0-85082580457
dc.identifier.uri https://doi.org/10.1016/j.micron.2020.102863
dc.identifier.uri https://hdl.handle.net/20.500.12573/3974
dc.language.iso en en_US
dc.publisher Pergamon-Elsevier Science Ltd en_US
dc.relation.ispartof Micron en_US
dc.rights info:eu-repo/semantics/closedAccess en_US
dc.subject Biochip en_US
dc.subject Image Processing en_US
dc.subject Leukemia Cells en_US
dc.subject Micropads en_US
dc.subject Immunomagnetic Beads en_US
dc.subject Bright-Field Optical Microscope en_US
dc.title Image-Analysis Based Readout Method for Biochip: Automated Quantification of Immunomagnetic Beads, Micropads and Patient Leukemia Cell en_US
dc.type Article en_US
dspace.entity.type Publication
gdc.author.id Icoz, Kutay/0000-0002-0947-6166
gdc.author.id Celebi, Fatma/0000-0001-7472-8297
gdc.author.id Yilmaz, Bulent/0000-0003-2954-1217
gdc.author.id Dogan, Refika Sultan/0000-0001-8416-1765
gdc.author.id Tasdemir, Kasim/0000-0003-4542-2728
gdc.author.scopusid 57205322441
gdc.author.scopusid 24801985000
gdc.author.scopusid 26538758900
gdc.author.scopusid 57206480069
gdc.author.scopusid 57189925966
gdc.author.wosid Doğan, Refika Sultan/Ade-5308-2022
gdc.author.wosid Icoz, Kutay/J-2063-2015
gdc.author.wosid Yilmaz, Bulent/Juz-1320-2023
gdc.author.wosid Icoz, Kutay/Abi-3903-2020
gdc.author.wosid Tasdemir, Kasim/Aga-4286-2022
gdc.bip.impulseclass C5
gdc.bip.influenceclass C5
gdc.bip.popularityclass C4
gdc.coar.access metadata only access
gdc.coar.type text::journal::journal article
gdc.collaboration.industrial false
gdc.description.department Abdullah Gül University en_US
gdc.description.departmenttemp [Uslu, Fatma; Icoz, Kutay; Dogan, Refika S.; Yilmaz, Bulent] Abdullah Gul Univ, Elect & Elect Engn Dept, BioMINDS Bio Micro Nano Devices & Sensors Lab, TR-38080 Kayseri, Turkey; [Icoz, Kutay; Dogan, Refika S.; Yilmaz, Bulent] Abdullah Gul Univ, Bioengn Dept, TR-38080 Kayseri, Turkey; [Icoz, Kutay; Tasdemir, Kasim; Yilmaz, Bulent] Abdullah Gul Univ, Comp Engn Dept, TR-38080 Kayseri, Turkey en_US
gdc.description.publicationcategory Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı en_US
gdc.description.scopusquality Q3
gdc.description.volume 133 en_US
gdc.description.woscitationindex Science Citation Index Expanded
gdc.description.wosquality Q1
gdc.identifier.openalex W3012164119
gdc.identifier.pmid 32234685
gdc.identifier.wos WOS:000528187300003
gdc.index.type WoS
gdc.index.type Scopus
gdc.index.type PubMed
gdc.oaire.diamondjournal false
gdc.oaire.downloads 116
gdc.oaire.impulse 4.0
gdc.oaire.influence 2.97216E-9
gdc.oaire.isgreen true
gdc.oaire.keywords Leukemia
gdc.oaire.keywords Immunomagnetic Separation
gdc.oaire.keywords Cytological Techniques
gdc.oaire.keywords Immunomagnetic beads
gdc.oaire.keywords Protein Array Analysis
gdc.oaire.keywords Biochip
gdc.oaire.keywords Automation
gdc.oaire.keywords Image processing
gdc.oaire.keywords Bright-field optical microscope
gdc.oaire.keywords Image Processing, Computer-Assisted
gdc.oaire.keywords Humans
gdc.oaire.keywords Leukemia cells
gdc.oaire.keywords Micropads
gdc.oaire.popularity 8.324423E-9
gdc.oaire.publicfunded false
gdc.oaire.sciencefields 0301 basic medicine
gdc.oaire.sciencefields 0303 health sciences
gdc.oaire.sciencefields 03 medical and health sciences
gdc.oaire.views 165
gdc.openalex.collaboration National
gdc.openalex.fwci 1.2465
gdc.openalex.normalizedpercentile 0.84
gdc.opencitations.count 10
gdc.plumx.crossrefcites 10
gdc.plumx.facebookshareslikecount 4
gdc.plumx.mendeley 27
gdc.plumx.pubmedcites 2
gdc.plumx.scopuscites 14
gdc.scopus.citedcount 14
gdc.virtual.author Doğan, Refika Sultan
gdc.virtual.author İçöz, Kutay
gdc.wos.citedcount 13
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