Huizhen Huang, Zhiheng Li, Yue Xia, Zhenhua Zhao, Dandan Wang, Hongyan Jin, Fang Liu, Ye Yang, Liyijing Shen, Zengxin Lu
{"title":"Association between radiomics features of DCE-MRI and CD8<sup>+</sup> and CD4<sup>+</sup> TILs in advanced gastric cancer.","authors":"Huizhen Huang, Zhiheng Li, Yue Xia, Zhenhua Zhao, Dandan Wang, Hongyan Jin, Fang Liu, Ye Yang, Liyijing Shen, Zengxin Lu","doi":"10.3389/pore.2023.1611001","DOIUrl":null,"url":null,"abstract":"<p><p><b>Objective:</b> The aim of this investigation was to explore the correlation between the levels of tumor-infiltrating CD8<sup>+</sup> and CD4<sup>+</sup> T cells and the quantitative pharmacokinetic parameters of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in patients with advanced gastric cancer. <b>Methods:</b> We retrospectively analyzed the data of 103 patients with histopathologically confirmed advanced gastric cancer (AGC). Three pharmacokinetic parameters, K<sub>ep</sub>, K<sup>trans</sup>, and V<sub>e</sub>, and their radiomics characteristics were obtained by Omni Kinetics software. Immunohistochemical staining was used to determine CD4<sup>+</sup> and CD8<sup>+</sup> TILs. Statistical analysis was subsequently performed to assess the correlation between radiomics characteristics and CD4<sup>+</sup> and CD8<sup>+</sup> TIL density. <b>Results:</b> All patients included in this study were finally divided into either a CD8<sup>+</sup> TILs low-density group (<i>n</i> = 51) (CD8<sup>+</sup> TILs < 138) or a high-density group (<i>n</i> = 52) (CD8<sup>+</sup> TILs ≥ 138), and a CD4<sup>+</sup> TILs low-density group (<i>n</i> = 51) (CD4<sup>+</sup> TILs < 87) or a high-density group (<i>n</i> = 52) (CD4<sup>+</sup> TILs ≥ 87). ClusterShade and Skewness based on K<sub>ep</sub> and Skewness based on K<sup>trans</sup> both showed moderate negative correlation with CD8<sup>+</sup> TIL levels (<i>r</i> = 0.630-0.349, <i>p</i> < 0.001), with ClusterShade based on K<sub>ep</sub> having the highest negative correlation (<i>r</i> = -0.630, <i>p</i> < 0.001). Inertia-based K<sub>ep</sub> showed a moderate positive correlation with the CD4<sup>+</sup> TIL level (<i>r</i> = 0.549, <i>p</i> < 0.001), and the Correlation based on K<sub>ep</sub> showed a moderate negative correlation with the CD4<sup>+</sup> TIL level, which also had the highest correlation coefficient (<i>r</i> = -0.616, <i>p</i> < 0.001). The diagnostic efficacy of the above features was assessed by ROC curves. For CD8<sup>+</sup> TILs, ClusterShade of K<sub>ep</sub> had the highest mean area under the curve (AUC) (0.863). For CD4<sup>+</sup> TILs, the Correlation of K<sub>ep</sub> had the highest mean AUC (0.856). <b>Conclusion:</b> The radiomics features of DCE-MRI are associated with the expression of tumor-infiltrating CD8<sup>+</sup> and CD4<sup>+</sup> T cells in AGC, which have the potential to noninvasively evaluate the expression of CD8<sup>+</sup> and CD4<sup>+</sup> TILs in AGC patients.</p>","PeriodicalId":19981,"journal":{"name":"Pathology & Oncology Research","volume":null,"pages":null},"PeriodicalIF":2.3000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10277864/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Pathology & Oncology Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/pore.2023.1611001","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
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, Kep, Ktrans, and Ve, 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 Kep and Skewness based on Ktrans both showed moderate negative correlation with CD8+ TIL levels (r = 0.630-0.349, p < 0.001), with ClusterShade based on Kep having the highest negative correlation (r = -0.630, p < 0.001). Inertia-based Kep showed a moderate positive correlation with the CD4+ TIL level (r = 0.549, p < 0.001), and the Correlation based on Kep 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 Kep had the highest mean area under the curve (AUC) (0.863). For CD4+ TILs, the Correlation of Kep 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.
期刊介绍:
Pathology & Oncology Research (POR) is an interdisciplinary Journal at the interface of pathology and oncology including the preclinical and translational research, diagnostics and therapy. Furthermore, POR is an international forum for the rapid communication of reviews, original research, critical and topical reports with excellence and novelty. Published quarterly, POR is dedicated to keeping scientists informed of developments on the selected biomedical fields bridging the gap between basic research and clinical medicine. It is a special aim for POR to promote pathological and oncological publishing activity of colleagues in the Central and East European region. The journal will be of interest to pathologists, and a broad range of experimental and clinical oncologists, and related experts. POR is supported by an acknowledged international advisory board and the Arányi Fundation for modern pathology.