Quantification and Characterization of CTCs and Clusters in Pancreatic Cancer by Means of the Hough Transform Algorithm
Circulating Tumor Cells (CTCs) are considered a prognostic marker in pancreatic cancer. In this study we present a new approach for counting CTCs and CTC clusters in patients with pancreatic cancer using the IsofluxTM System with the Hough transform algorithm (Hough-IsofluxTM). The Hough-IsofluxTM approach is based on the counting of an array of pixels with a nucleus and cytokeratin expression excluding the CD45 signal. Total CTCs including free and CTC clusters were evaluated in healthy donor samples mixed with pancreatic cancer cells (PCCs) and in samples from patients with pancreatic ductal adenocarcinoma (PDAC). The IsofluxTM System with manual counting was used in a blinded manner by three technicians who used Manual-IsofluxTM as a reference. The accuracy of the Hough-IsofluxTM approach for detecting PCC based on counted events was 91.00% [84.50, 93.50] with a PCC recovery rate of 80.75 ± 16.41%. A high correlation between the Hough-IsofluxTM and Manual-IsofluxTM was observed for both free CTCs and for clusters in experimental PCC (R2 = 0.993 and R2 = 0.902 respectively). However, the correlation rate was better for free CTCs than for clusters in PDAC patient samples (R2 = 0.974 and R2 = 0.790 respectively). In conclusion, the Hough-IsofluxTM approach showed high accuracy for the detection of circulating pancreatic cancer cells. A better correlation rate was observed between Hough-IsofluxTM approach and with the Manual-IsofluxTM for isolated CTCs than for clusters in PDAC patient samples.
| Medienart: |
E-Artikel |
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| Erscheinungsjahr: |
2023 |
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| Erschienen: |
2023 |
| Enthalten in: |
Zur Gesamtaufnahme - volume:24 |
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| Enthalten in: |
International journal of molecular sciences - 24(2023), 5 vom: 21. Feb. |
| Sprache: |
Englisch |
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| Beteiligte Personen: |
Calero-Castro, Francisco José [VerfasserIn] |
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| Links: |
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| Themen: |
Biomarkers, Tumor |
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| Anmerkungen: |
Date Completed 15.03.2023 Date Revised 13.12.2023 published: Electronic Citation Status MEDLINE |
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| doi: |
10.3390/ijms24054278 |
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| funding: |
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| Förderinstitution / Projekttitel: |
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| PPN (Katalog-ID): |
NLM354073397 |
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| 100 | 1 | |a Calero-Castro, Francisco José |e verfasserin |4 aut | |
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| 520 | |a Circulating Tumor Cells (CTCs) are considered a prognostic marker in pancreatic cancer. In this study we present a new approach for counting CTCs and CTC clusters in patients with pancreatic cancer using the IsofluxTM System with the Hough transform algorithm (Hough-IsofluxTM). The Hough-IsofluxTM approach is based on the counting of an array of pixels with a nucleus and cytokeratin expression excluding the CD45 signal. Total CTCs including free and CTC clusters were evaluated in healthy donor samples mixed with pancreatic cancer cells (PCCs) and in samples from patients with pancreatic ductal adenocarcinoma (PDAC). The IsofluxTM System with manual counting was used in a blinded manner by three technicians who used Manual-IsofluxTM as a reference. The accuracy of the Hough-IsofluxTM approach for detecting PCC based on counted events was 91.00% [84.50, 93.50] with a PCC recovery rate of 80.75 ± 16.41%. A high correlation between the Hough-IsofluxTM and Manual-IsofluxTM was observed for both free CTCs and for clusters in experimental PCC (R2 = 0.993 and R2 = 0.902 respectively). However, the correlation rate was better for free CTCs than for clusters in PDAC patient samples (R2 = 0.974 and R2 = 0.790 respectively). In conclusion, the Hough-IsofluxTM approach showed high accuracy for the detection of circulating pancreatic cancer cells. A better correlation rate was observed between Hough-IsofluxTM approach and with the Manual-IsofluxTM for isolated CTCs than for clusters in PDAC patient samples | ||
| 650 | 4 | |a Journal Article | |
| 650 | 4 | |a Hough transform | |
| 650 | 4 | |a circulating tumor cell | |
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| 700 | 1 | |a Pereira, Sheila |e verfasserin |4 aut | |
| 700 | 1 | |a Laga, Imán |e verfasserin |4 aut | |
| 700 | 1 | |a Villanueva, Paula |e verfasserin |4 aut | |
| 700 | 1 | |a Suárez-Artacho, Gonzalo |e verfasserin |4 aut | |
| 700 | 1 | |a Cepeda-Franco, Carmen |e verfasserin |4 aut | |
| 700 | 1 | |a de la Cruz-Ojeda, Patricia |e verfasserin |4 aut | |
| 700 | 1 | |a Navarro-Villarán, Elena |e verfasserin |4 aut | |
| 700 | 1 | |a Dios-Barbeito, Sandra |e verfasserin |4 aut | |
| 700 | 1 | |a Serrano, María José |e verfasserin |4 aut | |
| 700 | 1 | |a Fresno, Cristóbal |e verfasserin |4 aut | |
| 700 | 1 | |a Padillo-Ruiz, Javier |e verfasserin |4 aut | |
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