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"Robinson, Giles W."
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Medulloblastomics revisited: biological and clinical insights from thousands of patients
2020
Medulloblastoma, a malignant brain tumour primarily diagnosed during childhood, has recently been the focus of intensive molecular profiling efforts, profoundly advancing our understanding of biologically and clinically heterogeneous disease subgroups. Genomic, epigenomic, transcriptomic and proteomic landscapes have now been mapped for an unprecedented number of bulk samples from patients with medulloblastoma and, more recently, for single medulloblastoma cells. These efforts have provided pivotal new insights into the diverse molecular mechanisms presumed to drive tumour initiation, maintenance and recurrence across individual subgroups and subtypes. Translational opportunities stemming from this knowledge are continuing to evolve, providing a framework for improved diagnostic and therapeutic interventions. In this Review, we summarize recent advances derived from this continued molecular characterization of medulloblastoma and contextualize this progress towards the deployment of more effective, molecularly informed treatments for affected patients.
Journal Article
MOADE: a multimodal autoencoder for dissociating bulk multi-omics data
by
Lin, Tong
,
Robinson, Giles W.
,
Li, Qian
in
Accuracy
,
Animal Genetics and Genomics
,
Autoencoder
2025
In single cell biology, the complexity of tissues may hinder lineage cell mapping or tumor microenvironment decomposition, requiring digital dissociation of bulk tissues. Many deconvolution methods focus on transcriptomic assay, not easily applicable to other omics due to ambiguous cell markers and reference-to-target difference. Here, we present MOADE, a multimodal autoencoder pipeline linking multi-dimensional features to jointly predict personalized multi-omic profiles and cellular compositions, using pseudo-bulk data constructed by internal non-transcriptomic reference and external scRNA-seq data. MOADE is evaluated through rigorous simulation experiments and real multi-omic data from multiple tissue types, outperforming nine deconvolution pipelines with superior generalizability and fidelity.
Journal Article
Complete clinical regression of a BRAF V600E-mutant pediatric glioblastoma multiforme after BRAF inhibitor therapy
by
Orr, Brent A
,
Robinson, Giles W
,
Gajjar, Amar
in
Biomedical and Life Sciences
,
Biomedicine
,
Brain research
2014
Background
Standard therapies for high grade glioma have failed to substantially improve survival and are associated with significant morbidity. At relapse, high grade gliomas, such as glioblastoma multiforme, are refractory to therapy and universally fatal.
BRAF V600E
-mutations have been described in a modest 6% to 7% of primary central nervous system (CNS) tumors, but with increased prevalence in the pediatric population and in certain brain tumor subtypes. The use of
BRAF
inhibitors have transformed melanoma therapy however their use in brain tumors remains unproven.
Case presentation
We describe the pediatric case of a now 12 year old Caucasian male who originally presented at age 9 with a right fronto-parietal glioblastoma multiforme that recurred 2 ½ years from diagnosis. Molecular analysis of the primary tumor revealed a
BRAF V600E
mutation and the patient was placed on the
BRAF
inhibitor vemurafenib. A complete response was observed after 4 months of therapy and remains sustained at 6 months.
Conclusion
This is the first report of a complete response of relapsed glioblastoma multiforme to targeted
BRAF
inhibitor therapy. While not a predominant mutation in glioblastoma multiforme, the increased prevalence of
BRAF V600
mutations in pediatric CNS tumors and certain subtypes marks a population to whom this therapy could be applied. Response to this therapy suggests that BRAF inhibitors can affect primary CNS lesions when a documented and targetable mutation is present.
Journal Article
Second-generation molecular subgrouping of medulloblastoma: an international meta-analysis of Group 3 and Group 4 subtypes
by
Mynarek, Martin
,
Hill, Rebecca M
,
Jäger, Natalie
in
DNA fingerprinting
,
DNA methylation
,
Gene expression
2019
In 2012, an international consensus paper reported that medulloblastoma comprises four molecular subgroups (WNT, SHH, Group 3, and Group 4), each associated with distinct genomic features and clinical behavior. Independently, multiple recent reports have defined further intra-subgroup heterogeneity in the form of biologically and clinically relevant subtypes. However, owing to differences in patient cohorts and analytical methods, estimates of subtype number and definition have been inconsistent, especially within Group 3 and Group 4. Herein, we aimed to reconcile the definition of Group 3/Group 4 MB subtypes through the analysis of a series of 1501 medulloblastomas with DNA-methylation profiling data, including 852 with matched transcriptome data. Using multiple complementary bioinformatic approaches, we compared the concordance of subtype calls between published cohorts and analytical methods, including assessments of class-definition confidence and reproducibility. While the lowest complexity solutions continued to support the original consensus subgroups of Group 3 and Group 4, our analysis most strongly supported a definition comprising eight robust Group 3/Group 4 subtypes (types I–VIII). Subtype II was consistently identified across all component studies, while all others were supported by multiple class-definition methods. Regardless of analytical technique, increasing cohort size did not further increase the number of identified Group 3/Group 4 subtypes. Summarizing the molecular and clinico-pathological features of these eight subtypes indicated enrichment of specific driver gene alterations and cytogenetic events amongst subtypes, and identified highly disparate survival outcomes, further supporting their biological and clinical relevance. Collectively, this study provides continued support for consensus Groups 3 and 4 while enabling robust derivation of, and categorical accounting for, the extensive intertumoral heterogeneity within Groups 3 and 4, revealed by recent high-resolution subclassification approaches. Furthermore, these findings provide a basis for application of emerging methods (e.g., proteomics/single-cell approaches) which may additionally inform medulloblastoma subclassification. Outputs from this study will help shape definition of the next generation of medulloblastoma clinical protocols and facilitate the application of enhanced molecularly guided risk stratification to improve outcomes and quality of life for patients and their families.
Journal Article
Risk stratification of childhood medulloblastoma in the molecular era: the current consensus
by
André, Nicolas
,
Doz, Francois
,
Dufour, Christelle
in
Adolescent
,
Biomarkers
,
Biomarkers, Tumor - genetics
2016
Historical risk stratification criteria for medulloblastoma rely primarily on clinicopathological variables pertaining to age, presence of metastases, extent of resection, histological subtypes and in some instances individual genetic aberrations such as
MYC
and
MYCN
amplification. In 2010, an international panel of experts established consensus defining four main subgroups of medulloblastoma (WNT, SHH, Group 3 and Group 4) delineated by transcriptional profiling. This has led to the current generation of biomarker-driven clinical trials assigning WNT tumors to a favorable prognosis group in addition to clinicopathological criteria including
MYC
and
MYCN
gene amplifications. However, outcome prediction of non-WNT subgroups is a challenge due to inconsistent survival reports. In 2015, a consensus conference was convened in Heidelberg with the objective to further refine the risk stratification in the context of subgroups and agree on a definition of risk groups of non-infant, childhood medulloblastoma (ages 3–17). Published and unpublished data over the past 5 years were reviewed, and a consensus was reached regarding the level of evidence for currently available biomarkers. The following risk groups were defined based on current survival rates: low risk (>90 % survival), average (standard) risk (75–90 % survival), high risk (50–75 % survival) and very high risk (<50 % survival) disease. The WNT subgroup and non-metastatic Group 4 tumors with whole chromosome 11 loss or whole chromosome 17 gain were recognized as low-risk tumors that may qualify for reduced therapy. High-risk strata were defined as patients with metastatic SHH or Group 4 tumors, or
MYCN
-amplified SHH medulloblastomas. Very high-risk patients are Group 3 with metastases or SHH with
TP53
mutation. In addition, a number of consensus points were reached that should be standardized across future clinical trials. Although we anticipate new data will emerge from currently ongoing and recently completed clinical trials, this consensus can serve as an outline for prioritization of certain molecular subsets of tumors to define and validate risk groups as a basis for future clinical trials.
Journal Article
Perivascular space imaging during therapy for medulloblastoma
by
Song, Ruitian
,
Glass, John O
,
Li, Yimei
in
Adolescent
,
Adverse and side effects
,
Blood vessels
2025
Perivascular spaces (PVS) are fluid filled compartments surrounding the small blood vessels in the brain. The impact of radiotherapy and chemotherapy on PVS remains unclear. The aim of this study is to investigate treatment effects of radiotherapy and chemotherapy at four time points (TPs) in pediatric medulloblastoma (MB) patients. We examined 778 scans from 241 MB patients at baseline (0M), after 12 weeks (about 3 months) of radiotherapy and rest (3M), after chemotherapy completion (12M), and a follow-up (FollowUp) at 18- or 21-months post-baseline. PVS was segmented by applying Frangi filter on the white matter regions on T1 weighted images acquired at 3T Siemens MRI scanner using MPRAGE. PVS volume and ratio, defined as the ratio of PVS volume to the white matter volume, were measured at the four TPs. The data was first statistically analyzed using a full model where all data were included, then a paired model, which included only patients who completed consecutive measurements under the same anesthesia and shunt conditions. Both the full model and paired model showed that PVS (including ratio and volume) increased at 3M post-radiotherapy compared to baseline. During chemotherapy, PVS decreased significantly from 3M to 12M. Subsequently, from 12M to FollowUp, PVS increased again. MRI exams under anesthesia exhibited significantly lower PVS than those without anesthesia. Patients who had undergone a shunt procedure exhibited a significantly reduced PVS compared to those who had not undergone the procedure. We concluded that craniospinal irradiation led to an elevated PVS. Conversely, chemotherapy or time post-irradiation decreased PVS. Anesthesia and shunt procedures can also influence perivascular space ratio or volume.
Journal Article
Common variants in ACYP2 influence susceptibility to cisplatin-induced hearing loss
2015
Jun Yang, Clinton Stewart and colleagues report the results of a genome-wide association study of cisplatin-induced ototoxicity among children undergoing treatment for brain tumors. They identify common variants in
ACYP2
strongly associated with cisplatin-induced hearing loss and ototoxicity severity.
Taking a genome-wide association study approach, we identified inherited genetic variations in
ACYP2
associated with cisplatin-related ototoxicity (rs1872328:
P
= 3.9 × 10
−8
, hazard ratio = 4.5) in 238 children with newly diagnosed brain tumors, with independent replication in 68 similarly treated children. The
ACYP2
risk variant strongly predisposed these patients to precipitous hearing loss and was related to ototoxicity severity. These results point to new biology underlying the ototoxic effects of platinum agents.
Journal Article
Medulloblastoma—translating discoveries from the bench to the bedside
2014
Key Points
Medulloblastoma is a malignant brain tumour that occurs predominantly in childhood, but is also seen in infancy and throughout adulthood
Although the prognosis of medulloblastoma is favourable with current therapeutic regimens, the heterogeneous nature of this cancer has confounded efforts to substantially improve survival and reduce therapy-related toxicity
Advancements in technology and its accessibility have led, through molecular interrogation, to the recognition that medulloblastoma heterogeneity is broadly explained by the existence of four main molecular tumour subtypes
Each molecular medulloblastoma subtype, termed Wnt, SHH, group 3, and group 4 medulloblastoma, has unique clinical and molecular characteristics, which influence nearly every facet of the disease, including survival
Armed with this knowledge, paediatric oncologists find themselves at an opportune moment to capitalize on these newly elucidated characteristics to improve survival and reduce morbidity by tailoring therapy towards the individual subtypes
Medulloblastoma is the most-common form of paediatric brain cancer. Advances in our understanding of the molecular basis of medulloblastoma indicate that it is not a single disease, but a collection of four distinct molecular tumour subtypes. This knowledge has important implications for medulloblastoma research and treatment. In this Review, the characteristic demographic, clinical and genetic features of the four molecular subtypes of medulloblastoma are described, and the implications of molecular distinctions on therapy are discussed.
Medulloblastoma is a form of brain cancer that mainly arises during infancy and childhood. Our understanding of this disease has transitioned rapidly; what was once thought of as a single disease entity is now known to be a compendium comprising at least four distinct subtypes of tumour (Wnt, sonic hedgehog [SHH], group 3, and group 4 medulloblastomas) that have characteristic molecular signatures, distinctive clinical features, and are associated with different outcomes. Importantly, medulloblastomas occurring in infants (aged up to 3 years) and adults have unique characteristics, which distinguish the disease from that seen in children aged >3 years. Accordingly, modern treatment approaches in medulloblastoma integrate the molecular and clinical features of the disease to enable provision of the most-effective therapies for each patient, and to reduce long-term sequelae. This Review discusses our current knowledge of medulloblastoma. In particular, we present the genetic and histological features, patient demographics, prognosis, and therapeutic options for each the four molecular tumour subtypes that comprise this disease entity. In addition, the unique features of medulloblastoma in infants and in adults, as compared with childhood and/or adolescent forms, are described.
Journal Article
Challenges to curing primary brain tumours
by
Joyce, Johanna A
,
Rowitch, David H
,
Chopra Rajesh
in
Brain cancer
,
Brain research
,
Brain tumors
2019
Despite decades of research, brain tumours remain among the deadliest of all forms of cancer. The ability of these tumours to resist almost all conventional and novel treatments relates, in part, to the unique cell-intrinsic and microenvironmental properties of neural tissues. In an attempt to encourage progress in our understanding and ability to successfully treat patients with brain tumours, Cancer Research UK convened an international panel of clinicians and laboratory-based scientists to identify challenges that must be overcome if we are to cure all patients with a brain tumour. The seven key challenges summarized in this Position Paper are intended to serve as foci for future research and investment.Brain cancer encompasses a diverse range of complex malignancies, many of which are associated with a poor prognosis and require more effective treatments. In this Position Paper, an international panel of clinicians and laboratory-based scientists convened by Cancer Research UK identify and discuss seven challenges that must be overcome if we are to cure all patients with a brain tumour.
Journal Article