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Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer
Objective: The aim of this investigation was to explore the correlation between the levels of tumor-infiltrating CD8(+) and CD4(+) T cells and the quantitative pharmacokinetic parameters of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in patients with advanced gastric cancer. Metho...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10277864/ https://www.ncbi.nlm.nih.gov/pubmed/37342362 http://dx.doi.org/10.3389/pore.2023.1611001 |
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author | Huang, Huizhen Li, Zhiheng Xia, Yue Zhao, Zhenhua Wang, Dandan Jin, Hongyan Liu, Fang Yang, Ye Shen, Liyijing Lu, Zengxin |
author_facet | Huang, Huizhen Li, Zhiheng Xia, Yue Zhao, Zhenhua Wang, Dandan Jin, Hongyan Liu, Fang Yang, Ye Shen, Liyijing Lu, Zengxin |
author_sort | Huang, Huizhen |
collection | PubMed |
description | Objective: The aim of this investigation was to explore the correlation between the levels of tumor-infiltrating CD8(+) and CD4(+) T cells and the quantitative pharmacokinetic parameters of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in patients with advanced gastric cancer. Methods: We retrospectively analyzed the data of 103 patients with histopathologically confirmed advanced gastric cancer (AGC). Three pharmacokinetic parameters, K(ep), K(trans), and V(e), and their radiomics characteristics were obtained by Omni Kinetics software. Immunohistochemical staining was used to determine CD4(+) and CD8(+) TILs. Statistical analysis was subsequently performed to assess the correlation between radiomics characteristics and CD4(+) and CD8(+) TIL density. Results: All patients included in this study were finally divided into either a CD8(+) TILs low-density group (n = 51) (CD8(+) TILs < 138) or a high-density group (n = 52) (CD8(+) TILs ≥ 138), and a CD4(+) TILs low-density group (n = 51) (CD4(+) TILs < 87) or a high-density group (n = 52) (CD4(+) TILs ≥ 87). ClusterShade and Skewness based on K(ep) and Skewness based on K(trans) both showed moderate negative correlation with CD8(+) TIL levels (r = 0.630–0.349, p < 0.001), with ClusterShade based on K(ep) having the highest negative correlation (r = −0.630, p < 0.001). Inertia-based K(ep) showed a moderate positive correlation with the CD4(+) TIL level (r = 0.549, p < 0.001), and the Correlation based on K(ep) showed a moderate negative correlation with the CD4(+) TIL level, which also had the highest correlation coefficient (r = −0.616, p < 0.001). The diagnostic efficacy of the above features was assessed by ROC curves. For CD8(+) TILs, ClusterShade of K(ep) had the highest mean area under the curve (AUC) (0.863). For CD4(+) TILs, the Correlation of K(ep) had the highest mean AUC (0.856). Conclusion: The radiomics features of DCE-MRI are associated with the expression of tumor-infiltrating CD8(+) and CD4(+) T cells in AGC, which have the potential to noninvasively evaluate the expression of CD8(+) and CD4(+) TILs in AGC patients. |
format | Online Article Text |
id | pubmed-10277864 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102778642023-06-20 Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer Huang, Huizhen Li, Zhiheng Xia, Yue Zhao, Zhenhua Wang, Dandan Jin, Hongyan Liu, Fang Yang, Ye Shen, Liyijing Lu, Zengxin Pathol Oncol Res Pathology and Oncology Archive Objective: The aim of this investigation was to explore the correlation between the levels of tumor-infiltrating CD8(+) and CD4(+) T cells and the quantitative pharmacokinetic parameters of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in patients with advanced gastric cancer. Methods: We retrospectively analyzed the data of 103 patients with histopathologically confirmed advanced gastric cancer (AGC). Three pharmacokinetic parameters, K(ep), K(trans), and V(e), and their radiomics characteristics were obtained by Omni Kinetics software. Immunohistochemical staining was used to determine CD4(+) and CD8(+) TILs. Statistical analysis was subsequently performed to assess the correlation between radiomics characteristics and CD4(+) and CD8(+) TIL density. Results: All patients included in this study were finally divided into either a CD8(+) TILs low-density group (n = 51) (CD8(+) TILs < 138) or a high-density group (n = 52) (CD8(+) TILs ≥ 138), and a CD4(+) TILs low-density group (n = 51) (CD4(+) TILs < 87) or a high-density group (n = 52) (CD4(+) TILs ≥ 87). ClusterShade and Skewness based on K(ep) and Skewness based on K(trans) both showed moderate negative correlation with CD8(+) TIL levels (r = 0.630–0.349, p < 0.001), with ClusterShade based on K(ep) having the highest negative correlation (r = −0.630, p < 0.001). Inertia-based K(ep) showed a moderate positive correlation with the CD4(+) TIL level (r = 0.549, p < 0.001), and the Correlation based on K(ep) showed a moderate negative correlation with the CD4(+) TIL level, which also had the highest correlation coefficient (r = −0.616, p < 0.001). The diagnostic efficacy of the above features was assessed by ROC curves. For CD8(+) TILs, ClusterShade of K(ep) had the highest mean area under the curve (AUC) (0.863). For CD4(+) TILs, the Correlation of K(ep) had the highest mean AUC (0.856). Conclusion: The radiomics features of DCE-MRI are associated with the expression of tumor-infiltrating CD8(+) and CD4(+) T cells in AGC, which have the potential to noninvasively evaluate the expression of CD8(+) and CD4(+) TILs in AGC patients. Frontiers Media S.A. 2023-06-05 /pmc/articles/PMC10277864/ /pubmed/37342362 http://dx.doi.org/10.3389/pore.2023.1611001 Text en Copyright © 2023 Huang, Li, Xia, Zhao, Wang, Jin, Liu, Yang, Shen and Lu. https://creativecommons.org/licenses/by/4.0/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. |
spellingShingle | Pathology and Oncology Archive Huang, Huizhen Li, Zhiheng Xia, Yue Zhao, Zhenhua Wang, Dandan Jin, Hongyan Liu, Fang Yang, Ye Shen, Liyijing Lu, Zengxin Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer |
title | Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer |
title_full | Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer |
title_fullStr | Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer |
title_full_unstemmed | Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer |
title_short | Association between radiomics features of DCE-MRI and CD8(+) and CD4(+) TILs in advanced gastric cancer |
title_sort | association between radiomics features of dce-mri and cd8(+) and cd4(+) tils in advanced gastric cancer |
topic | Pathology and Oncology Archive |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10277864/ https://www.ncbi.nlm.nih.gov/pubmed/37342362 http://dx.doi.org/10.3389/pore.2023.1611001 |
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