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Dasgupta et al. J Transl Genet Genom 2018;2:15               Journal of Translational
               DOI: 10.20517/jtgg.2018.21                                  Genetics and Genomics




               Review                                                                        Open Access


               Radiogenomics of medulloblastoma: imaging
               surrogates of molecular biology


               Archya Dasgupta, Tejpal Gupta

               Department of Radiation Oncology, ACTREC, Tata Memorial Centre, Navi Mumbai 410210, India.
               Correspondence to: Dr. Tejpal Gupta, Department of Radiation Oncology, ACTREC, Tata Memorial Centre, Navi Mumbai 410210, India.
               E-mail: tejpalgupta@rediffmail.com

               How to cite this article: Dasgupta A, Gupta T. Radiogenomics of medulloblastoma: imaging surrogates of molecular biology. J Transl
               Genet Genom 2018;2:15. https://doi.org/10.20517/jtgg.2018.21
               Received: 7 Jul 2018    First Decision: 17 Jul 2018    Revised: 13 Sep 2018   Accepted: 17 Sep 2018    Published: 24 Oct 2018

               Science Editor: David N. Cooper   Copy Editor: Cui Yu    Production Editor: Zhong-Yu Guo


               Abstract

               Medulloblastoma is a heterogeneous disease comprising four molecular subgroups - wingless (WNT), sonic hedge hog
               (SHH), group 3, and group 4, with distinct developmental origins, unique transcriptional profiles, diverse phenotypes,
               and varying clinical outcomes. Magnetic resonance imaging (MRI) is the preferred first-line imaging modality in the
               diagnosis and staging of suspected brain tumors including medulloblastoma. It is being increasingly recognized that
               imaging features reflect underlying disease biology that can serve as independent predictive and prognostic biomarkers.
               Radiogenomics is an emerging field of research that aims to define relationships between non-invasive imaging features
               (radio-phenotypes) and genomic data/molecular markers (molecular phenotypes). Recent studies have reported
               encouraging data regarding imaging genomics of medulloblastoma with certain MRI features correlating with specific
               molecular subgroups. These include lateralized cerebellar location for SHH-subgroup; cerebellopontine angle location
               for WNT-subgroup; and inferior location with dilation of superior recess of the IVth ventricle for group 4 tumors. Minimal
               enhancement of primary tumor and ependymal metastases (infundibular/suprasellar) with mismatching pattern is a
               specific feature of group 4 medulloblastoma. A 5-metabolite signature profile on magnetic resonance spectroscopy
               reliably  differentiates  SHH-subgroup  from  non-WNT/non-SHH  medulloblastoma.  SHH-specific  binary  nomogram
               (location  on  horizontal  and  vertical  axis,  relationship  with  dorsal  brainstem,  pattern  of  contrast-enhancement,  and
               peri-tumoral edema as discriminating imaging features) is associated with excellent predictive accuracy, followed by
               group 4-specific nomogram, with suboptimal accuracy of WNT and group 3-specific nomograms. The advent of deep
               machine-learning techniques and convoluted artificial neural networks should provide unique opportunities to further
               improve the accuracy of such radiogenomic correlation and prediction.

               Keywords: Genomics, imaging, medulloblastoma, molecular subgrouping




                           © The Author(s) 2018. Open Access This article is licensed under a Creative Commons Attribution 4.0
                           International License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use,
                sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long
                as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
                and indicate if changes were made.


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