Radiogenomics Profiling for Glioblastoma-related Immune Cells Reveals CD49d Expression Correlation with MRI parameters and Prognosis

被引:27
作者
Cho, Hye Rim [1 ,2 ]
Jeon, Hyejin [1 ,2 ]
Park, Chul-Kee [3 ]
Park, Sung-Hye [4 ]
Choi, Seung Hong [1 ,2 ]
机构
[1] Seoul Natl Univ Hosp, Dept Radiol, Seoul, South Korea
[2] Inst for Basic Sci Korea, Ctr Nanoparticle Res, Seoul, South Korea
[3] Seoul Natl Univ Hosp, Dept Neurosurg, Seoul, South Korea
[4] Seoul Natl Univ Hosp, Dept Pathol, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
TUMOR PROGRESSION; MYELOID CELLS; MICROENVIRONMENTAL REGULATION; FLOW-CYTOMETRY; GLIOMA; MACROPHAGES; MONOCYTES; MICROGLIA; MECHANISM; VOLUME;
D O I
10.1038/s41598-018-34242-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Although there have been a plethora of radiogenomics studies related to glioblastoma (GBM), most of them only used genomic information from tumor cells. In this study, we used radiogenomics profiling to identify MRI-associated immune cell markers in GBM, which was also correlated with prognosis. Expression levels of immune cell markers were correlated with quantitative MRI parameters in a total of 60 GBM patients. Fourteen immune cell markers (i.e., CD11b, CD68, CSF1R, CD163, CD33, CD123, CD83, CD63, CD49d and CD117 for myeloid cells, and CD4, CD3e, CD25 and CD8 for lymphoid cells) were selected for RNA-level analysis using quantitative RT-PCR. For MRI analysis, quantitative MRI parameters from FLAIR, contrast-enhanced (CE)T1WI, dynamic susceptibility contrast perfusion MRI and diffusion-weighted images were used. In addition, PFS associated with interesting mRNA data was performed by Kaplan-Meier survival analysis. CD163, which marks tumor associated microglia/macrophages (TAMS), showed the highest expression level in GBM patients. CD68 (TAMS), CSF1R (TAMS), CD33 (myeloid-derived suppressor cell) and CD4 (helperT cell, regulatory T cell) levels were highly positively correlated with nCBV values, while CD3e (helperT cell, cytotoxic T cell) and CD49d showed a significantly negative correlation with apparent diffusion coefficient (ADC) values. Moreover, regardless of any other molecular characteristics, CD49d was revealed as one independent factor for PFS of GBM patients by Cox proportional-hazards regression analysis (P = 0.0002). CD49d expression level CD49d correlated with ADC can be considered as a candidate biomarker to predict progression of GBM patients.
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页数:11
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