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Radiomic MRI signature reveals three distinct subtypes of glioblastoma with different clinical and molecular characteristics, offering prognostic value beyond IDH1

Authors :
Hamed Akbari
Ramana V. Davuluri
Zev A. Binder
Donald M. O'Rourke
Christos Davatzikos
Kalil G. Abdullah
Nadia Dahmane
Saima Rathore
Martin Rozycki
Robert A. Lustig
MacLean Nasrallah
Michel Bilello
Source :
Scientific Reports, Vol 8, Iss 1, Pp 1-12 (2018), Scientific Reports
Publication Year :
2018
Publisher :
Springer Science and Business Media LLC, 2018.

Abstract

The remarkable heterogeneity of glioblastoma, across patients and over time, is one of the main challenges in precision diagnostics and treatment planning. Non-invasive in vivo characterization of this heterogeneity using imaging could assist in understanding disease subtypes, as well as in risk-stratification and treatment planning of glioblastoma. The current study leveraged advanced imaging analytics and radiomic approaches applied to multi-parametric MRI of de novo glioblastoma patients (n = 208 discovery, n = 53 replication), and discovered three distinct and reproducible imaging subtypes of glioblastoma, with differential clinical outcome and underlying molecular characteristics, including isocitrate dehydrogenase-1 (IDH1), O6-methylguanine–DNA methyltransferase, epidermal growth factor receptor variant III (EGFRvIII), and transcriptomic subtype composition. The subtypes provided risk-stratification substantially beyond that provided by WHO classifications. Within IDH1-wildtype tumors, our subtypes revealed different survival (p EGFRvIII-mutated tumors. The identified subtypes and their clinical and molecular correlates provide an in vivo portrait of phenotypic heterogeneity in glioblastoma, which points to the need for precision diagnostics and personalized treatment.

Details

ISSN :
20452322
Volume :
8
Database :
OpenAIRE
Journal :
Scientific Reports
Accession number :
edsair.doi.dedup.....2988ac3537ab39d3b843c791bb225d30