4.7 Article

Absolute quantification of tumor-infiltrating immune cells in high-grade glioma identifies prognostic and radiomics values

期刊

CANCER IMMUNOLOGY IMMUNOTHERAPY
卷 70, 期 7, 页码 1995-2008

出版社

SPRINGER
DOI: 10.1007/s00262-020-02836-w

关键词

Quantification; Tumor-infiltrating lymphocyte; Tumor-associated macrophage; High-grade glioma; Radiomics

资金

  1. National Research Foundation of Korea (NRF) - Korea government Ministry of Science and ICT (MSIT) [NRF-2019R1A2C2005144]
  2. National Research Foundation of Korea (NRF) - Ministry of Science, ICT & Future Planning [2020R1A2C2008949]
  3. Seoul National University (SNU)
  4. Institute for Basic Science [IBS-R006-A1]
  5. National Research Foundation of Korea [2020R1A2C2008949] Funding Source: Korea Institute of Science & Technology Information (KISTI), National Science & Technology Information Service (NTIS)

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Quantifying tumor-infiltrating immune cells helps understand the heterogeneity of the immune microenvironment in HGG, which has prognostic implications. Radiomic signatures can predict this immune microenvironment non-invasively.
Purpose To understand the tumor immune microenvironment precisely, it is important to secure the quantified data of tumor-infiltrating immune cells, since the immune cells are true working unit. We analyzed unit immune cell number per unit volume of core tumor tissue of high-grade gliomas (HGG) to correlate their immune microenvironment characteristics with clinical prognosis and radiomic signatures. Methods The number of tumor-infiltrating immune cells from 64 HGG core tissue were analyzed using flow cytometry and standardized. After sorting out patient groups according to diverse immune characteristics, the groups were tested if they have any clinical prognostic relevance and specific radiomic signature relationships. Sparse partial least square with discriminant analysis using multimodal magnetic resonance images was employed for all radiomic classifications. Results The median number of CD45 + cells per one gram of HGG core tissue counted 865,770 cells which was equivalent to 8.0% of total cells including tumor cells. There was heterogeneity in the distribution of immune cell subpopulations among patients. Overall survival was significantly better in T cell-deficient group than T cell-enriched group (p = 0.019), and T8 dominant group than T4 dominant group (p = 0.023). The number of tumor-associated macrophages (TAM) and M2-TAM was significantly decreased in isocitrate dehydrogenase mutated HGG. Radiomic signature classification showed good performance in predicting immune phenotypes especially with features extracted from apparent diffusion coefficient maps. Conclusions Absolute quantification of tumor-infiltrating immune cells confirmed the heterogeneity of immune microenvironment in HGG which harbors prognostic impact. This immune microenvironment could be predicted by radiomic signatures non-invasively.

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