Imaging signatures of glioblastoma molecular characteristics: A radiogenomics review

被引:74
作者
Kazerooni, Anahita Fathi [1 ,2 ]
Bakas, Spyridon [1 ,2 ,3 ]
Rad, Hamidreza Saligheh [4 ]
Davatzikos, Christos [1 ,2 ]
机构
[1] Univ Penn, CBICA, Philadelphia, PA 19104 USA
[2] Univ Penn, Dept Radiol, Perelman Sch Med, Philadelphia, PA 19104 USA
[3] Univ Penn, Dept Pathol & Lab Med, Perelman Sch Med, Philadelphia, PA USA
[4] Univ Tehran Med Sci, QMISG, Res Ctr Mol & Cellular Imaging, Tehran, Iran
关键词
radiogenomics; glioblastoma; magnetic resonance imaging; molecular signatures; machine learning; radiomics; GROWTH-FACTOR-RECEPTOR; MGMT PROMOTER METHYLATION; MAGNETIC-RESONANCE-SPECTROSCOPY; SURVIVAL PREDICTION; EGFR AMPLIFICATION; CURRENT CHALLENGES; MALIGNANT GLIOMAS; GENE-EXPRESSION; MUTATIONS; MRI;
D O I
10.1002/jmri.26907
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Over the past few decades, the advent and development of genomic assessment methods and computational approaches have raised the hopes for identifying therapeutic targets that may aid in the treatment of glioblastoma. However, the targeted therapies have barely been successful in their effort to cure glioblastoma patients, leaving them with a grim prognosis. Glioblastoma exhibits high heterogeneity, both spatially and temporally. The existence of different genetic subpopulations in glioblastoma allows this tumor to adapt itself to environmental forces. Therefore, patients with glioblastoma respond poorly to the prescribed therapies, as treatments are directed towards the whole tumor and not to the specific genetic subregions. Genomic alterations within the tumor develop distinct radiographic phenotypes. In this regard, MRI plays a key role in characterizing molecular signatures of glioblastoma, based on regional variations and phenotypic presentation of the tumor. Radiogenomics has emerged as a (relatively) new field of research to explore the connections between genetic alterations and imaging features. Radiogenomics offers numerous advantages, including noninvasive and global assessment of the tumor and its response to therapies. In this review, we summarize the potential role of radiogenomic techniques to stratify patients according to their specific tumor characteristics with the goal of designing patient-specific therapies. Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019.
引用
收藏
页码:54 / 69
页数:16
相关论文
共 143 条
[1]   Magnetic resonance imaging characteristics predict epidermal growth factor receptor amplification status in glioblastoma [J].
Aghi, M ;
Gaviani, P ;
Henson, JW ;
Batchelor, TT ;
Louis, DN ;
Barker, FG .
CLINICAL CANCER RESEARCH, 2005, 11 (24) :8600-8605
[2]   Prediction of methylguanine methyltransferase promoter methylation in glioblastoma using dynamic contrast-enhanced magnetic resonance and diffusion tensor imaging Clinical article [J].
Ahn, Sung Soo ;
Shin, Na-Young ;
Chang, Jong Hee ;
Kim, Se Hoon ;
Kim, Eui Hyun ;
Kim, Dong Wook ;
Lee, Seung-Koo .
JOURNAL OF NEUROSURGERY, 2014, 121 (02) :367-373
[3]   In vivo evaluation of EGFRvIII mutation in primary glioblastoma patients via complex multiparametric MRI signature [J].
Akbari, Named ;
Bakas, Spyridon ;
Pisapia, Jared M. ;
Nasrallah, MacLean P. ;
Rozycki, Martin ;
Martinez-Lage, Maria ;
Morrissette, Jennifer J. D. ;
Bilello, Michel ;
Dahmane, Nadia ;
O'Rourke, Donald M. ;
Davatzikos, Christos .
NEURO-ONCOLOGY, 2018, 20 (08) :1068-1079
[4]   Tumor location and patient age predict biological signatures of high-grade gliomas [J].
Altieri, Roberto ;
Zenga, Francesco ;
Ducati, Alessandro ;
Melcarne, Antonio ;
Cofano, Fabio ;
Mammi, Marco ;
Di Perna, Giuseppe ;
Savastano, Riccardo ;
Garbossa, Diego .
NEUROSURGICAL REVIEW, 2018, 41 (02) :599-604
[5]   Role of platelet-derived growth factors in physiology and medicine [J].
Andrae, Johanna ;
Gallini, Radiosa ;
Betsholtz, Christer .
GENES & DEVELOPMENT, 2008, 22 (10) :1276-1312
[6]   Pharmacodynamics of mutant-IDH1 inhibitors in glioma patients probed by in vivo 3D MRS imaging of 2-hydroxyglutarate [J].
Andronesi, Ovidiu C. ;
Arrillaga-Romany, Isabel C. ;
Ly, K. Ina ;
Bogner, Wolfgang ;
Ratai, Eva M. ;
Reitz, Kara ;
Iafrate, A. John ;
Dietrich, Jorg ;
Gerstner, Elizabeth R. ;
Chi, Andrew S. ;
Rosen, Bruce R. ;
Wen, Patrick Y. ;
Cahill, Daniel P. ;
Batchelor, Tracy T. .
NATURE COMMUNICATIONS, 2018, 9
[7]   Detection of oncogenic IDH1 mutations using magnetic resonance spectroscopy of 2-hydroxyglutarate [J].
Andronesi, Ovidiu C. ;
Rapalino, Otto ;
Gerstner, Elizabeth ;
Chi, Andrew ;
Batchelor, Tracy T. ;
Cahil, Dan P. ;
Sorensen, A. Gregory ;
Rosen, Bruce R. .
JOURNAL OF CLINICAL INVESTIGATION, 2013, 123 (09) :3659-3663
[8]  
[Anonymous], 2016, RADIOTHER ONCOL
[9]  
[Anonymous], 2017, PROC IEEE C COMPUT V
[10]  
[Anonymous], 2015, ARXIV150203044