Noninvasive radiomics model reveals macrophage infiltration in glioma

Preoperative MRI is an essential diagnostic and therapeutic reference for gliomas. This study aims to evaluate the prognostic aspect of a radiomics biomarker for glioma and further investigate its relationship with tumor microenvironment and macrophage infiltration. We covered preoperative MRI of 66...

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Veröffentlicht in:Cancer letters 2023-10, Vol.573, p.216380-216380, Article 216380
Hauptverfasser: Fan, Xiao, Li, Jintan, Huang, Bin, Lu, Hongyu, Lu, Chenfei, Pan, Minhong, Wang, Xiefeng, Zhang, Hongjian, You, Yongping, Wang, Xiuxing, Wang, Qianghu, Zhang, Junxia
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Sprache:eng
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Zusammenfassung:Preoperative MRI is an essential diagnostic and therapeutic reference for gliomas. This study aims to evaluate the prognostic aspect of a radiomics biomarker for glioma and further investigate its relationship with tumor microenvironment and macrophage infiltration. We covered preoperative MRI of 664 glioma patients from three independent datasets: Jiangsu Province Hospital (JSPH, n = 338), The Cancer Genome Atlas dataset (TCGA, n = 252), and Repository of Molecular Brain Neoplasia Data (REMBRANDT, n = 74). Incorporating a multistep post-processing workflow, 20 radiomics features (Rads) were selected and a radiomics survival biomarker (RadSurv) was developed, proving highly efficient in risk stratification of gliomas (cut-off = 1.06), as well as lower-grade gliomas (cut-off = 0.64) and glioblastomas (cut-off = 1.80) through three fixed cut-off values. Through immune infiltration analysis, we found a positive correlation between RadSurv and macrophage infiltration (RMΦ = 0.297, p 
ISSN:0304-3835
1872-7980
DOI:10.1016/j.canlet.2023.216380