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Deep learning models for cancer stem cell detection: a brief review.
| Content Provider | Europe PMC |
|---|---|
| Author | Chen, Jingchun Xu, Lingyun Li, Xindi Park, Seungman |
| Copyright Year | 2023 |
| Abstract | Cancer stem cells (CSCs), also known as tumor-initiating cells (TICs), are a subset of tumor cells that persist within tumors as a distinct population. They drive tumor initiation, relapse, and metastasis through self-renewal and differentiation into multiple cell types, similar to typical stem cell processes. Despite their importance, the morphological features of CSCs have been poorly understood. Recent advances in artificial intelligence (AI) technology have provided automated recognition of biological images of various stem cells, including CSCs, leading to a surge in deep learning research in this field. This mini-review explores the emerging trend of deep learning research in the field of CSCs. It introduces diverse convolutional neural network (CNN)-based deep learning models for stem cell research and discusses the application of deep learning for CSC research. Finally, it provides perspectives and limitations in the field of deep learning-based stem cell research. |
| Page Count | 7 |
| Journal | Frontiers in Immunology |
| Volume Number | 14 |
| PubMed Central reference number | PMC10333688 |
| PubMed reference number | 37441078 |
| e-ISSN | 16643224 |
| DOI | 10.3389/fimmu.2023.1214425 |
| Language | English |
| Publisher | Frontiers Media S.A. |
| Publisher Date | 2023-06-27 |
| Access Restriction | Open |
| Rights License | This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. Copyright © 2023 Chen, Xu, Li and Park |
| Subject Keyword | cancer stem cells (CSCs) artificial intelligence (AI) deep learning convolutional neural network (CNN) image classification |
| Content Type | Text |
| Resource Type | Article |
| Subject | Immunology Immunology and Allergy |
