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Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis
SIMPLE SUMMARY: Information describing circulating tumor cells (CTCs) holds promise for clinical applications. However, conventional CTCs enumeration could ignore the CTCs more relevant to cancer metastasis. Thus, negative selection CTC enumeration was proposed, by which information on the numbers o...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196640/ https://www.ncbi.nlm.nih.gov/pubmed/34063929 http://dx.doi.org/10.3390/cancers13112521 |
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author | Chiu, Sherry Yueh-Hsia Hsieh, Chia-Hsun You, Jeng-Fu Chu, Po-Yu Hung, Hsin-Yuan Chu, Pao-Hsien Wu, Min-Hsien |
author_facet | Chiu, Sherry Yueh-Hsia Hsieh, Chia-Hsun You, Jeng-Fu Chu, Po-Yu Hung, Hsin-Yuan Chu, Pao-Hsien Wu, Min-Hsien |
author_sort | Chiu, Sherry Yueh-Hsia |
collection | PubMed |
description | SIMPLE SUMMARY: Information describing circulating tumor cells (CTCs) holds promise for clinical applications. However, conventional CTCs enumeration could ignore the CTCs more relevant to cancer metastasis. Thus, negative selection CTC enumeration was proposed, by which information on the numbers of CTCs and CD45(neg) EpCAM(neg) cells can be obtained. By combining this approach with the conventional biomarker carcinoembryonic antigen (CEA), this study aimed to explore whether any combination of these biomarkers could improve the predictive performance for colorectal cancer (CRC) or its status. Results revealed that a combination of the two cell populations showed improved performance (AUROC: 0.893) for CRC prediction over the use of only one population. Compared with CEA alone, the combination of the three biomarkers increased the performance (AUROC) for advanced CRC prediction from 0.643 to 0.727. Compared with that of CEA alone for metastatic CRC prediction, the AUROC was increased from 0.780 to 0.837 when the CTC count was included. ABSTRACT: Conventional circulating tumor cell (CTC) enumeration could ignore the CTCs more relevant to cancer metastasis. Thus, negative selection CTC enumeration was proposed, by which information on two cellular biomarkers (numbers of CTCs and CD45(neg) EpCAM(neg) cells) can be obtained. By combining this approach with the conventional biomarker carcinoembryonic antigen (CEA), this study aimed to explore whether any combination of these biomarkers could improve the predictive performance for colorectal cancer (CRC) or its status. In this work, these two cell populations in healthy donors and CRC patients were quantified. Results revealed that enumeration of these two cell populations was able to discriminate healthy donors from CRC patients, even patients with non-advanced CRC. Moreover, the combination of the two cell populations showed improved performance (AUROC: 0.893) for CRC prediction over the use of only one population. Compared with CEA alone, the combination of the three biomarkers increased the performance (AUROC) for advanced CRC prediction from 0.643 to 0.727. Compared with that of CEA alone for metastatic CRC prediction, the AUROC was increased from 0.780 to 0.837 when the CTC count was included. Overall, this study demonstrated that the combination of these two cellular biomarkers with CEA improved the predictive performance for CRC and its status. |
format | Online Article Text |
id | pubmed-8196640 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81966402021-06-13 Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis Chiu, Sherry Yueh-Hsia Hsieh, Chia-Hsun You, Jeng-Fu Chu, Po-Yu Hung, Hsin-Yuan Chu, Pao-Hsien Wu, Min-Hsien Cancers (Basel) Article SIMPLE SUMMARY: Information describing circulating tumor cells (CTCs) holds promise for clinical applications. However, conventional CTCs enumeration could ignore the CTCs more relevant to cancer metastasis. Thus, negative selection CTC enumeration was proposed, by which information on the numbers of CTCs and CD45(neg) EpCAM(neg) cells can be obtained. By combining this approach with the conventional biomarker carcinoembryonic antigen (CEA), this study aimed to explore whether any combination of these biomarkers could improve the predictive performance for colorectal cancer (CRC) or its status. Results revealed that a combination of the two cell populations showed improved performance (AUROC: 0.893) for CRC prediction over the use of only one population. Compared with CEA alone, the combination of the three biomarkers increased the performance (AUROC) for advanced CRC prediction from 0.643 to 0.727. Compared with that of CEA alone for metastatic CRC prediction, the AUROC was increased from 0.780 to 0.837 when the CTC count was included. ABSTRACT: Conventional circulating tumor cell (CTC) enumeration could ignore the CTCs more relevant to cancer metastasis. Thus, negative selection CTC enumeration was proposed, by which information on two cellular biomarkers (numbers of CTCs and CD45(neg) EpCAM(neg) cells) can be obtained. By combining this approach with the conventional biomarker carcinoembryonic antigen (CEA), this study aimed to explore whether any combination of these biomarkers could improve the predictive performance for colorectal cancer (CRC) or its status. In this work, these two cell populations in healthy donors and CRC patients were quantified. Results revealed that enumeration of these two cell populations was able to discriminate healthy donors from CRC patients, even patients with non-advanced CRC. Moreover, the combination of the two cell populations showed improved performance (AUROC: 0.893) for CRC prediction over the use of only one population. Compared with CEA alone, the combination of the three biomarkers increased the performance (AUROC) for advanced CRC prediction from 0.643 to 0.727. Compared with that of CEA alone for metastatic CRC prediction, the AUROC was increased from 0.780 to 0.837 when the CTC count was included. Overall, this study demonstrated that the combination of these two cellular biomarkers with CEA improved the predictive performance for CRC and its status. MDPI 2021-05-21 /pmc/articles/PMC8196640/ /pubmed/34063929 http://dx.doi.org/10.3390/cancers13112521 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chiu, Sherry Yueh-Hsia Hsieh, Chia-Hsun You, Jeng-Fu Chu, Po-Yu Hung, Hsin-Yuan Chu, Pao-Hsien Wu, Min-Hsien Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis |
title | Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis |
title_full | Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis |
title_fullStr | Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis |
title_full_unstemmed | Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis |
title_short | Enhancing Prediction Performance by Add-On Combining Circulating Tumor Cell Count, CD45(neg) EpCAM(neg) Cell Count on Colorectal Cancer, Advance, and Metastasis |
title_sort | enhancing prediction performance by add-on combining circulating tumor cell count, cd45(neg) epcam(neg) cell count on colorectal cancer, advance, and metastasis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196640/ https://www.ncbi.nlm.nih.gov/pubmed/34063929 http://dx.doi.org/10.3390/cancers13112521 |
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