Classification of Cells in CTC-Enriched Samples by Advanced Image Analysis.
Sanne de WitLeonie L ZeuneT Jeroen N HiltermannHarry J M GroenGuus van DalumLeon W M M TerstappenPublished in: Cancers (2018)
In the CellSearch® system, blood is immunomagnetically enriched for epithelial cell adhesion molecule (EpCAM) expression and cells are stained with the nucleic acid dye 4'6-diamidino-2-phenylindole (DAPI), Cytokeratin-PE (CK), and CD45-APC. Only DAPI+/CK+ objects are presented to the operator to identify circulating tumor cells (CTC) and the identity of all other cells and potential undetected CTC remains unrevealed. Here, we used the open source imaging program Automatic CTC Classification, Enumeration and PhenoTyping (ACCEPT) to analyze all DAPI+ nuclei in EpCAM-enriched blood samples obtained from 192 metastatic non-small cell lung cancer (NSCLC) patients and 162 controls. Significantly larger numbers of nuclei were detected in 300 patient samples with an average and standard deviation of 73,570 ± 74,948, as compared to 359 control samples with an average and standard deviation of 4191 ± 4463 (p < 0.001). In patients, only 18% ± 21% and in controls 23% ± 15% of the nuclei were identified as leukocytes or CTC. Adding CD16-PerCP for granulocyte staining, the use of an LED as the light source for CD45-APC excitation and plasma membrane staining obtained with wheat germ agglutinin significantly improved the classification of EpCAM-enriched cells, resulting in the identification of 94% ± 5% of the cells. However, especially in patients, the origin of the unidentified cells remains unknown. Further studies are needed to determine if undetected EpCAM+/DAPI+/CK-/CD45- CTC is present among these cells.
Keyphrases
- circulating tumor cells
- induced apoptosis
- cell cycle arrest
- cell adhesion
- end stage renal disease
- ejection fraction
- chronic kidney disease
- squamous cell carcinoma
- machine learning
- cell death
- small cell lung cancer
- signaling pathway
- patient reported outcomes
- pi k akt
- peritoneal dialysis
- climate change
- long non coding rna
- circulating tumor
- tyrosine kinase
- photodynamic therapy
- nk cells
- flow cytometry
- advanced non small cell lung cancer
- protein kinase
- case report
- quality improvement