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In Vivo Detection of EGFRvIII in Glioblastoma via Perfusion Magnetic Resonance Imaging Signature Consistent with Deep Peritumoral Infiltration: The φ -Index.
- Source :
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Clinical cancer research : an official journal of the American Association for Cancer Research [Clin Cancer Res] 2017 Aug 15; Vol. 23 (16), pp. 4724-4734. Date of Electronic Publication: 2017 Apr 20. - Publication Year :
- 2017
-
Abstract
- Purpose: The epidermal growth factor receptor variant III ( EGFRvIII ) mutation has been considered a driver mutation and therapeutic target in glioblastoma, the most common and aggressive brain cancer. Currently, detecting EGFRvIII requires postoperative tissue analyses, which are ex vivo and unable to capture the tumor's spatial heterogeneity. Considering the increasing evidence of in vivo imaging signatures capturing molecular characteristics of cancer, this study aims to detect EGFRvIII in primary glioblastoma noninvasively, using routine clinically acquired imaging. Experimental Design: We found peritumoral infiltration and vascularization patterns being related to EGFRvIII status. We therefore constructed a quantitative within-patient peritumoral heterogeneity index (PHI/φ-index), by contrasting perfusion patterns of immediate and distant peritumoral edema. Application of φ-index in preoperative perfusion scans of independent discovery ( n = 64) and validation ( n = 78) cohorts, revealed the generalizability of this EGFRvIII imaging signature. Results: Analysis in both cohorts demonstrated that the obtained signature is highly accurate (89.92%), specific (92.35%), and sensitive (83.77%), with significantly distinctive ability ( P = 4.0033 × 10 <superscript>-10</superscript> , AUC = 0.8869). Findings indicated a highly infiltrative-migratory phenotype for EGFRvIII <superscript>+</superscript> tumors, which displayed similar perfusion patterns throughout peritumoral edema. Contrarily, EGFRvIII <superscript>-</superscript> tumors displayed perfusion dynamics consistent with peritumorally confined vascularization, suggesting potential benefit from extensive peritumoral resection/radiation. Conclusions: This EGFRvIII signature is potentially suitable for clinical translation, since obtained from analysis of clinically acquired images. Use of within-patient heterogeneity measures, rather than population-based associations, renders φ-index potentially resistant to inter-scanner variations. Overall, our findings enable noninvasive evaluation of EGFRvIII for patient selection for targeted therapy, stratification into clinical trials, personalized treatment planning, and potentially treatment-response evaluation. Clin Cancer Res; 23(16); 4724-34. ©2017 AACR .<br /> (©2017 American Association for Cancer Research.)
- Subjects :
- Adolescent
Adult
Aged
Aged, 80 and over
Brain Neoplasms diagnosis
Brain Neoplasms diagnostic imaging
Cohort Studies
Female
Glioblastoma diagnosis
Glioblastoma diagnostic imaging
Humans
Male
Middle Aged
Reproducibility of Results
Sensitivity and Specificity
Young Adult
Brain Neoplasms genetics
ErbB Receptors genetics
Glioblastoma genetics
Magnetic Resonance Angiography methods
Mutation
Subjects
Details
- Language :
- English
- ISSN :
- 1557-3265
- Volume :
- 23
- Issue :
- 16
- Database :
- MEDLINE
- Journal :
- Clinical cancer research : an official journal of the American Association for Cancer Research
- Publication Type :
- Academic Journal
- Accession number :
- 28428190
- Full Text :
- https://doi.org/10.1158/1078-0432.CCR-16-1871