ABSTRACT
Hypothyroidism is commonly detected in patients with medulloblastoma (MB). However, whether thyroid hormone (TH) contributes to MB pathogenicity remains undetermined. Here, we find that TH plays a critical role in promoting tumor cell differentiation. Reduction in TH levels frees the TH receptor, TRα1, to bind to EZH2 and repress expression of NeuroD1, a transcription factor that drives tumor cell differentiation. Increased TH reverses EZH2-mediated repression of NeuroD1 by abrogating the binding of EZH2 and TRα1, thereby stimulating tumor cell differentiation and reducing MB growth. Importantly, TH-induced differentiation of tumor cells is not restricted by the molecular subgroup of MB, suggesting that TH can be used to broadly treat MB subgroups. These findings establish an unprecedented association between TH signaling and MB pathogenicity, providing solid evidence for TH as a promising modality for MB treatment.
Subject(s)
Basic Helix-Loop-Helix Transcription Factors , Cell Differentiation , Enhancer of Zeste Homolog 2 Protein , Medulloblastoma , Thyroid Hormones , Medulloblastoma/pathology , Medulloblastoma/metabolism , Medulloblastoma/genetics , Humans , Cell Differentiation/drug effects , Animals , Enhancer of Zeste Homolog 2 Protein/metabolism , Enhancer of Zeste Homolog 2 Protein/genetics , Mice , Thyroid Hormones/metabolism , Basic Helix-Loop-Helix Transcription Factors/metabolism , Basic Helix-Loop-Helix Transcription Factors/genetics , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/metabolism , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/drug therapy , Cell Line, Tumor , Disease Progression , Gene Expression Regulation, Neoplastic/drug effects , Thyroid Hormone Receptors alpha/metabolism , Thyroid Hormone Receptors alpha/genetics , Signal Transduction/drug effectsABSTRACT
Effective and less toxic therapies for medulloblastoma have proved to be highly elusive. In this issue of Cancer Cell, Yang et al. show that thyroid hormone treatment leads to the activation of neurogenic differentiation factor 1 (NeuroD1) and differentiation of medulloblastoma cells through reversing EZH2-mediated transcriptional repression of NeuroD1.
Subject(s)
Basic Helix-Loop-Helix Transcription Factors , Cell Differentiation , Cerebellar Neoplasms , Enhancer of Zeste Homolog 2 Protein , Medulloblastoma , Medulloblastoma/pathology , Medulloblastoma/genetics , Medulloblastoma/metabolism , Humans , Enhancer of Zeste Homolog 2 Protein/metabolism , Enhancer of Zeste Homolog 2 Protein/genetics , Basic Helix-Loop-Helix Transcription Factors/metabolism , Basic Helix-Loop-Helix Transcription Factors/genetics , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/metabolism , Polycomb Repressive Complex 2/metabolism , Polycomb Repressive Complex 2/genetics , Thyroid Hormones/metabolism , Animals , Gene Expression Regulation, Neoplastic/drug effectsSubject(s)
Cerebellar Neoplasms , Medulloblastoma , Humans , Medulloblastoma/radiotherapy , Medulloblastoma/secondary , Cerebellar Neoplasms/radiotherapy , Cerebellar Neoplasms/secondary , Cerebellar Neoplasms/diagnostic imaging , Diagnosis, Differential , Adolescent , Male , Radiation Injuries/etiology , Radiation Injuries/diagnosisABSTRACT
Sonic hedgehog subgroup of medulloblastoma (SHH-MB) is characterized by aberrant activation of the SHH signaling pathway. An inhibition of the positive SHH regulator Smoothened (SMO) has demonstrated promising clinical efficacy. Yet, primary and acquired resistance to SMO inhibitors limit their efficacy. An understanding of underlying molecular mechanisms of resistance to therapy is warranted to bridge this unmet need. Here, we make use of genome-wide CRISPR-Cas9 knockout screens in murine SMB21 and human DAOY cells, in order to unravel genetic dependencies and drug-related genetic interactors that could serve as alternative therapeutic targets for SHH-MB. Our screens reinforce SMB21 cells as a faithful model system for SHH-MB, as opposed to DAOY cells, and identify members of the epigenetic machinery including DNA methyltransferase 1 (DNMT1) as druggable targets in SHH-dependent tumors. We show that Dnmt1 plays a crucial role in normal murine cerebellar development and is required for SHH-MB growth in vivo. Additionally, DNMT1 pharmacological inhibition alone and in combination with SMO inhibition effectively inhibits tumor growth in murine and human SHH-MB cell models and prolongs survival of SHH-MB mouse models by inhibiting SHH signaling output downstream of SMO. In conclusion, our data highlight the potential of inhibiting epigenetic regulators as a novel therapeutic avenue in SMO-inhibitor sensitive as well as resistant SHH-MBs.
Subject(s)
CRISPR-Cas Systems , Cerebellar Neoplasms , DNA (Cytosine-5-)-Methyltransferase 1 , Hedgehog Proteins , Medulloblastoma , Medulloblastoma/genetics , Medulloblastoma/metabolism , Medulloblastoma/pathology , Animals , DNA (Cytosine-5-)-Methyltransferase 1/genetics , DNA (Cytosine-5-)-Methyltransferase 1/metabolism , Hedgehog Proteins/metabolism , Hedgehog Proteins/genetics , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/metabolism , Cerebellar Neoplasms/pathology , Humans , Mice , Cell Line, Tumor , Smoothened Receptor/genetics , Smoothened Receptor/metabolism , Gene Knockout Techniques/methodsABSTRACT
Alterations in miRNA levels have been observed in various types of cancer, impacting numerous cellular processes and increasing their potential usefulness in combination therapies also in brain tumors. Recent advances in understanding the genetics and epigenetics of brain tumours point to new aberrations and associations, making it essential to continually update knowledge and classification. Here we conducted molecular analysis of 123 samples of childhood brain tumors (pilocytic astrocytoma, medulloblastoma, ependymoma), focusing on identification of genes that could potentially be regulated by crucial representatives of OncomiR-1: miR-17-5p and miR-20a-5p. On the basis of microarray gene expression analysis and qRTPCR profiling, we selected six (WEE1, CCND1, VEGFA, PTPRO, TP53INP1, BCL2L11) the most promising target genes for further experiments. The WEE1, CCND1, PTPRO, TP53INP1 genes showed increased expression levels in all tested entities with the lowest increase in the pilocytic astrocytoma compared to the ependymoma and medulloblastoma. The obtained results indicate a correlation between gene expression and the WHO grade and subtype. Furthermore, our analysis showed that the integration between genomic and epigenetic pathways should now point the way to further molecular research.
Subject(s)
Brain Neoplasms , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Gene Regulatory Networks , MicroRNAs , Humans , MicroRNAs/genetics , Brain Neoplasms/genetics , Brain Neoplasms/pathology , Child , Male , Female , Adolescent , Child, Preschool , Medulloblastoma/genetics , Medulloblastoma/pathology , Astrocytoma/genetics , Astrocytoma/pathology , Ependymoma/genetics , InfantABSTRACT
Medulloblastomas (MBs) are malignant pediatric brain tumors that are molecularly and clinically heterogenous. The application of omics technologies-mainly studying nucleic acids-has significantly improved MB classification and stratification, but treatment options are still unsatisfactory. The proteome and their N-glycans hold the potential to discover clinically relevant phenotypes and targetable pathways. We compile a harmonized proteome dataset of 167 MBs and integrate findings with DNA methylome, transcriptome and N-glycome data. We show six proteome MB subtypes, that can be assigned to two main molecular programs: transcription/translation (pSHHt, pWNT and pG3myc), and synapses/immunological processes (pSHHs, pG3 and pG4). Multiomic analysis reveals different conservation levels of proteome features across MB subtypes at the DNA methylome level. Aggressive pGroup3myc MBs and favorable pWNT MBs are most similar in cluster hierarchies concerning overall proteome patterns but show different protein abundances of the vincristine resistance-associated multiprotein complex TriC/CCT and of N-glycan turnover-associated factors. The N-glycome reflects proteome subtypes and complex-bisecting N-glycans characterize pGroup3myc tumors. Our results shed light on targetable alterations in MB and set a foundation for potential immunotherapies targeting glycan structures.
Subject(s)
Medulloblastoma , Polysaccharides , Proteome , Medulloblastoma/metabolism , Medulloblastoma/genetics , Humans , Polysaccharides/metabolism , Proteome/metabolism , Cerebellar Neoplasms/metabolism , Cerebellar Neoplasms/genetics , DNA Methylation , Transcriptome , Child , Proteomics/methods , Female , Gene Expression Regulation, Neoplastic , Male , Child, Preschool , Gene Expression Profiling/methodsABSTRACT
Survival of Medulloblastoma (MB) depends on various factors, including the gene expression profiles of MB tumor tissues. In this study, we identified 967 MB survival-related genes (SRGs) using a gene expression dataset and the Cox proportional hazards regression model. Notably, the SRGs were over-represented on chromosomes 6 and 17, known for the abnormalities monosomy 6 and isochromosome 17 in MB. The most significant SRG was HMGA1 (high mobility group AT-hook 1) on chromosome 6, which is a known oncogene and a histone H1 competitor. High expression of HMGA1 was associated with worse survival, primarily in the Group 3γ subtype. The high expression of HMGA1 was unrelated to any known somatic copy number alteration. Most SRGs on chromosome 17p were associated with low expression in Group 4ß, the MB subtype, with 93% deletion of 17p and 98% copy gain of 17q. GO enrichment analysis showed that both chromosomes 6 and 17 included SRGs related to telomere maintenance and provided a rationale for testing telomerase inhibitors in Group 3 MBs. We conclude that HMGA1, along with other SRGs on chromosomes 6 and 17, warrant further investigation as potential therapeutic targets in selected subgroups or subtypes of MB.
Subject(s)
Chromosomes, Human, Pair 17 , Chromosomes, Human, Pair 6 , Medulloblastoma , Humans , Medulloblastoma/genetics , Medulloblastoma/mortality , Medulloblastoma/pathology , Chromosomes, Human, Pair 17/genetics , Chromosomes, Human, Pair 6/genetics , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/mortality , Cerebellar Neoplasms/pathology , Gene Expression Regulation, Neoplastic , DNA Copy Number Variations , HMGA1a Protein/genetics , HMGA1a Protein/metabolism , Female , Gene Expression ProfilingABSTRACT
Recent incorporation of the four primary medulloblastoma subgroups into the WHO Classification of Central Nervous System Tumors necessitates globally accessible methods to discern subgroups. In this issue of Cancer Cell, Wang et al. develop a rapid and reliable machine learning workflow for pre-operative subgroup determination using routine magnetic resonance imaging.
Subject(s)
Cerebellar Neoplasms , Medulloblastoma , Medulloblastoma/pathology , Medulloblastoma/classification , Medulloblastoma/genetics , Medulloblastoma/diagnostic imaging , Humans , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/classification , Cerebellar Neoplasms/diagnostic imaging , Cerebellar Neoplasms/genetics , Magnetic Resonance Imaging/methods , Machine LearningABSTRACT
SNCAIP duplication may promote Group 4 medulloblastoma via induction of PRDM6, a poorly characterized member of the PRDF1 and RIZ1 homology domain-containing (PRDM) family of transcription factors. Here, we investigated the function of PRDM6 in human hindbrain neuroepithelial stem cells and tested PRDM6 as a driver of Group 4 medulloblastoma. We report that human PRDM6 localizes predominantly to the nucleus, where it causes widespread repression of chromatin accessibility and complex alterations of gene expression patterns. Genome-wide mapping of PRDM6 binding reveals that PRDM6 binds to chromatin regions marked by histone H3 lysine 27 trimethylation that are located within, or proximal to, genes. Moreover, we show that PRDM6 expression in neuroepithelial stem cells promotes medulloblastoma. Surprisingly, medulloblastomas derived from PRDM6-expressing neuroepithelial stem cells match human Group 3, but not Group 4, medulloblastoma. We conclude that PRDM6 expression has oncogenic potential but is insufficient to drive Group 4 medulloblastoma from neuroepithelial stem cells. We propose that both PRDM6 and additional factors, such as specific cell-of-origin features, are required for Group 4 medulloblastoma. Given the lack of PRDM6 expression in normal tissues and its oncogenic potential shown here, we suggest that PRDM6 inhibition may have therapeutic value in PRDM6-expressing medulloblastomas.
Subject(s)
Chromatin , Medulloblastoma , Animals , Humans , Cell Line, Tumor , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/metabolism , Cerebellar Neoplasms/pathology , Chromatin/metabolism , Chromatin/genetics , Gene Expression Regulation, Neoplastic , Histone-Lysine N-Methyltransferase/metabolism , Histone-Lysine N-Methyltransferase/genetics , Histones/metabolism , Medulloblastoma/genetics , Medulloblastoma/metabolism , Medulloblastoma/pathology , Neuroepithelial Cells/metabolismABSTRACT
Few T cells infiltrate into primary brain tumors, fundamentally hampering the effectiveness of immunotherapy. We hypothesized that Toxoplasma gondii, a microorganism that naturally elicits a Th1 response in the brain, can promote T cell infiltration into brain tumors despite their immune suppressive microenvironment. Using a mouse genetic model for medulloblastoma, we found that T. gondii infection induced the infiltration of activatable T cells into the tumor mass and led to myeloid cell reprogramming toward a T cell-supportive state, without causing severe health issues in mice. The study provides a concrete foundation for future studies to take advantage of the immune modulatory capacity of T. gondii to facilitate brain tumor immunotherapy.
Subject(s)
Brain Neoplasms , Toxoplasmosis , Animals , Mice , Brain Neoplasms/immunology , Brain Neoplasms/pathology , Toxoplasmosis/immunology , Toxoplasma/immunology , Medulloblastoma/immunology , Medulloblastoma/pathology , Mice, Inbred C57BL , T-Lymphocytes/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Mice, Transgenic , FemaleABSTRACT
OTX2 is a transcription factor and known driver in medulloblastoma (MB), where it is amplified in a subset of tumours and overexpressed in most cases of group 3 and group 4 MB. Here we demonstrate a noncanonical role for OTX2 in group 3 MB alternative splicing. OTX2 associates with the large assembly of splicing regulators complex through protein-protein interactions and regulates a stem cell splicing program. OTX2 can directly or indirectly bind RNA and this may be partially independent of its DNA regulatory functions. OTX2 controls a pro-tumorigenic splicing program that is mirrored in human cerebellar rhombic lip origins. Among the OTX2-regulated differentially spliced genes, PPHLN1 is expressed in the most primitive rhombic lip stem cells, and targeting PPHLN1 splicing reduces tumour growth and enhances survival in vivo. These findings identify OTX2-mediated alternative splicing as a major determinant of cell fate decisions that drive group 3 MB progression.
Subject(s)
Alternative Splicing , Cerebellar Neoplasms , Medulloblastoma , Neoplastic Stem Cells , Otx Transcription Factors , Otx Transcription Factors/metabolism , Otx Transcription Factors/genetics , Medulloblastoma/genetics , Medulloblastoma/pathology , Medulloblastoma/metabolism , Alternative Splicing/genetics , Humans , Neoplastic Stem Cells/metabolism , Neoplastic Stem Cells/pathology , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/metabolism , Animals , Gene Expression Regulation, Neoplastic , Cell Line, Tumor , Mice , Cell ProliferationABSTRACT
Medulloblastoma is the most common pediatric brain cancer, with about five cases per million in the pediatric population. Current treatment strategies have a 5-year survival rate of 70% or more but frequently lead to long-term neurocognitive defects, and recurrence is relatively high. Genomic sequencing of medulloblastoma patients has shown that DDX3X, which encodes an RNA helicase involved in the process of translation initiation, is among the most commonly mutated genes in medulloblastoma. The identified mutations are 42 single-point amino acid substitutions and are mostly not complete loss-of-function mutations. The pathological mechanism of DDX3X mutations in the causation of medulloblastoma is poorly understood, but several studies have examined their role in promoting cancer progression. This review first discusses the known roles of DDX3X and its yeast ortholog Ded1 in translation initiation, cellular stress responses, viral replication, innate immunity, inflammatory programmed cell death, Wnt signaling, and brain development. It then examines our current understanding of the oncogenic mechanism of the DDX3X mutations in medulloblastoma, including the effect of these DDX3X mutations on growth, biochemical functions, translation, and stress responses. Further research on DDX3X's mechanism and targets is required to therapeutically target DDX3X and/or its downstream effects in medulloblastoma progression.
Subject(s)
DEAD-box RNA Helicases , Disease Progression , Medulloblastoma , Mutation , Humans , Medulloblastoma/genetics , Medulloblastoma/pathology , Medulloblastoma/metabolism , DEAD-box RNA Helicases/genetics , DEAD-box RNA Helicases/metabolism , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/metabolism , Animals , Saccharomyces cerevisiae ProteinsABSTRACT
This study examined the risk factors for short-term outcomes, focusing particularly on the associations among molecular subgroups. The analysis focused on the data of pediatric patients with medulloblastoma between 2013 and 2023, as well as operative complications, length of stay from surgery to adjuvant treatment, 30-day unplanned reoperation, unplanned readmission, and mortality. 148 patients were included. Patients with the SHH TP53-wildtype exhibited a lower incidence of complications (45.2% vs. 66.0%, odds ratio [OR] 0.358, 95% confidence interval [CI] 0.160 - 0.802). Female sex (0.437, 0.207 - 0.919) was identified as an independent protective factor for complications, and brainstem involvement (1.900, 1.297 - 2.784) was identified as a risk factor. Surgical time was associated with an increased risk of complications (1.004, 1.001 - 1.008), duration of hospitalization (1.006, 1.003 - 1.010), and reoperation (1.003, 1.001 - 1.006). Age was found to be a predictor of improved outcomes, as each additional year was associated with a 14.1% decrease in the likelihood of experiencing a prolonged length of stay (0.859, 0.772 - 0.956). Patients without metastasis exhibited a reduced risk of reoperation (0.322, 0.133 - 0.784) and readmission (0.208, 0.074 - 0.581). There is a significant degree of variability in the occurrence of operative complications in pediatric patients with medulloblastoma. SHH TP53-wildtype medulloblastoma is commonly correlated with a decreased incidence of complications. The short-term outcomes of patients are influenced by various unmodifiable endogenous factors. These findings could enhance the knowledge of onconeurosurgeons and alleviate the challenges associated with patient/parent education through personalized risk communication. However, the importance of a dedicated center with expertise surgical team and experienced neurosurgeon in improving neurosurgical outcomes appears self-evident.
Subject(s)
Cerebellar Neoplasms , Medulloblastoma , Neurosurgical Procedures , Postoperative Complications , Humans , Medulloblastoma/surgery , Female , Male , Child , Cerebellar Neoplasms/surgery , Neurosurgical Procedures/methods , Child, Preschool , Postoperative Complications/epidemiology , Treatment Outcome , Adolescent , Cohort Studies , Length of Stay , Reoperation , Hedgehog Proteins/genetics , Risk Factors , Tumor Suppressor Protein p53/geneticsABSTRACT
The non-WNT/non-SHH (Grp3/Grp4) medulloblastomas (MBs) include eight second-generation subgroups (SGS; I-VIII) each with distinct molecular and clinical characteristics. Recently, we also identified two prognostically relevant transcriptome subtypes within each SGS MB, which are associated with unique gene expression signatures and signaling pathways. These prognostic subsets may be in connection to the intra-tumoral cell landscape that underlies SGS MB clinical-molecular diversity. Here, we performed a deconvolution analysis of the Grp3/Grp4 MB bulk RNA profiles using the previously identified single-cell RNA-seq reference dataset and focusing on variability in the cellular composition of SGS MB. RNA deconvolution analysis of the Grp3/Grp4 MB disclosed the subgroup-specific neoplastic cell subpopulations. Neuronally differentiated axodendritic GP3-C1 and glutamatergic GP4-C1 subpopulations were distributed within Grp3- and Grp4-associated SGS MB, respectively. Progenitor GP3-B2 subpopulation was prominent in aggressive SGS II MB, whereas photoreceptor/visual perception GP3/4-C2 cell content was typical for SGS III/IV MB. The current study also revealed significant variability in the proportions of cell subpopulations between clinically relevant SGS MB transcriptome subtypes, where unfavorable cohorts were enriched with cell cycle and progenitor-like cell subpopulations and, vice versa, favorable subtypes were composed of neuronally differentiated cell fractions predominantly. A higher than median proportion of proliferating and progenitor cell subpopulations conferred the shortest survival of the Grp3 and Grp 4 MB, and similar survival associations were identified for all SGS MB except SGS IV MB. In summary, the recently identified clinically relevant Grp3/Grp4 MB transcriptome subtypes are composed of different cell populations. Future studies should aim to validate the prognostic and therapeutic role of the identified Grp3/Grp4 MB inter-tumoral cellular heterogeneity. The application of the single-cell techniques on each SGS MB separately could help to clarify the clinical significance of subgroup-specific variability in tumor cell content and its relation with prognostic transcriptome signatures identified before.
Subject(s)
Cerebellar Neoplasms , Medulloblastoma , Transcriptome , Humans , Medulloblastoma/genetics , Medulloblastoma/pathology , Medulloblastoma/metabolism , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/metabolism , Cell Proliferation/genetics , Male , Child , Female , Child, Preschool , Adolescent , PrognosisABSTRACT
The RE1 silencing transcription factor (REST) is a driver of sonic hedgehog (SHH) medulloblastoma genesis. Our previous studies showed that REST enhances cell proliferation, metastasis and vascular growth and blocks neuronal differentiation to drive progression of SHH medulloblastoma tumors. Here, we demonstrate that REST promotes autophagy, a pathway that is found to be significantly enriched in human medulloblastoma tumors relative to normal cerebella. In SHH medulloblastoma tumor xenografts, REST elevation is strongly correlated with increased expression of the hypoxia-inducible factor 1-alpha (HIF1α)-a positive regulator of autophagy, and with reduced expression of the von Hippel-Lindau (VHL) tumor suppressor protein - a component of an E3 ligase complex that ubiquitinates HIF1α. Human SHH-medulloblastoma tumors with higher REST expression exhibit nuclear localization of HIF1α, in contrast to its cytoplasmic localization in low-REST tumors. In vitro, REST knockdown promotes an increase in VHL levels and a decrease in cytoplasmic HIF1α protein levels, and autophagy flux. In contrast, REST elevation causes a decline in VHL levels, as well as its interaction with HIF1α, resulting in a reduction in HIF1α ubiquitination and an increase in autophagy flux. These data suggest that REST elevation promotes autophagy in SHH medulloblastoma cells by modulating HIF1α ubiquitination and stability in a VHL-dependent manner. Thus, our study is one of the first to connect VHL to REST-dependent control of autophagy in a subset of medulloblastomas.
Subject(s)
Autophagy , Cerebellar Neoplasms , Hedgehog Proteins , Hypoxia-Inducible Factor 1, alpha Subunit , Medulloblastoma , Von Hippel-Lindau Tumor Suppressor Protein , Medulloblastoma/metabolism , Medulloblastoma/pathology , Medulloblastoma/genetics , Humans , Von Hippel-Lindau Tumor Suppressor Protein/metabolism , Von Hippel-Lindau Tumor Suppressor Protein/genetics , Autophagy/genetics , Hypoxia-Inducible Factor 1, alpha Subunit/metabolism , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Animals , Hedgehog Proteins/metabolism , Hedgehog Proteins/genetics , Cell Line, Tumor , Cerebellar Neoplasms/metabolism , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/genetics , Mice , Down-Regulation , Gene Expression Regulation, Neoplastic , Ubiquitination , Repressor ProteinsABSTRACT
Medulloblastoma is a malignant neuroepithelial tumor of the central nervous system. Accurate prediction of prognosis is essential for therapeutic decisions in medulloblastoma patients. We analyzed data from 2,322 medulloblastoma patients using the SEER database and randomly divided the dataset into training and testing datasets in a 7:3 ratio. We chose three models to build, one based on neural networks (DeepSurv), one based on ensemble learning that Random Survival Forest (RSF), and a typical Cox Proportional-hazards (CoxPH) model. The DeepSurv model outperformed the RSF and classic CoxPH models with C-indexes of 0.751 and 0.763 for the training and test datasets. Additionally, the DeepSurv model showed better accuracy in predicting 1-, 3-, and 5-year survival rates (AUC: 0.767-0.793). Therefore, our prediction model based on deep learning algorithms can more accurately predict the survival rate and survival period of medulloblastoma compared to other models.
Subject(s)
Deep Learning , Medulloblastoma , SEER Program , Medulloblastoma/mortality , Humans , Female , Male , Child , Prognosis , Cerebellar Neoplasms/mortality , Adolescent , Child, Preschool , Proportional Hazards Models , Survival Rate , Adult , Young Adult , Middle Aged , Neural Networks, Computer , InfantABSTRACT
OBJECTIVE: To investigate the characteristics of the CD8+ T cells infiltration from the 4 subtypes in medulloblastoma (MB), to analyze the relationship between CD8+ T cells infiltration and prognosis, to study the function of C-X-C motif chemokine ligand 11 (CXCL11) and its receptor in CD8+ T cells infiltration into tumors and to explore the potential mechanism, and to provide the necessary clinicopathological basis for exploring the immunotherapy of MB. METHODS: In the study, 48 clinical MB samples (12 cases in each of 4 subtypes) were selected from the multiple medical center from 2012 to 2019. The transcriptomics analysis for the tumor of 48 clinical samples was conducted on the NanoString PanCancer IO360TM Panel (NanoString Technologies). Immunohistochemistry (IHC) staining of formalin-fixed, paraffin-embedded sections from MB was carried out using CD8 primary antibody to analyze diffe-rential quantities of CD8+ T cells in the MB four subtypes. Through bioinformatics analysis, the relationship between CD8+T cells infiltration and prognosis of the patients and the expression differences of various chemokines in the different subtypes of MB were investigated. The expression of CXCR3 receptor on the surface of CD8+T cells in MB was verified by double immunofluorescence staining, and the underlying molecular mechanism of CD8+T cells infiltration into the tumor was explored. RESULTS: The characteristic index of CD8+T cells in the WNT subtype of MB was relatively high, suggesting that the number of CD8+T cells in the WNT subtype was significantly higher than that in the other three subtypes, which was confirmed by CD8 immunohistochemical staining and Gene Expression Omnibus (GEO) database analysis by using R2 online data analysis platform. And the increase of CD8+T cells infiltration was positively correlated with the patient survival. The expression level of CXCL11 in the WNT subtype MB was significantly higher than that of the other three subtypes. Immunofluorescence staining showed the presence of CXCL11 receptor, CXCR3, on the surface of CD8+T cells, suggesting that the CD8+T cells might be attracted to the MB microenvironment by CXCL11 through CXCR3. CONCLUSION: The CD8+T cells infiltrate more in the WNT subtype MB than other subtypes. The mechanism may be related to the activation of CXCL11-CXCR3 chemokine system, and the patients with more infiltration of CD8+T cells in tumor have better prognosis. This finding may provide the necessary clinicopathological basis for the regulatory mechanism of CD8+T cells infiltration in MB, and give a new potential therapeutic target for the future immunotherapy of MB.
Subject(s)
CD8-Positive T-Lymphocytes , Chemokine CXCL11 , Medulloblastoma , Receptors, CXCR3 , Humans , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/metabolism , Medulloblastoma/immunology , Medulloblastoma/pathology , Medulloblastoma/classification , Medulloblastoma/genetics , Medulloblastoma/metabolism , Receptors, CXCR3/metabolism , Receptors, CXCR3/genetics , Chemokine CXCL11/metabolism , Chemokine CXCL11/genetics , Prognosis , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/metabolism , Cerebellar Neoplasms/immunology , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/classification , Cerebellar Neoplasms/metabolism , Male , FemaleABSTRACT
Pediatric brain tumors are the leading cause of cancer-related deaths in children, with medulloblastoma (MB) being the most common type. A better understanding of these malignancies has led to their classification into four major molecular subgroups. This classification not only facilitates the stratification of clinical trials, but also the development of more effective therapies. Despite recent progress, approximately 30% of children diagnosed with MB experience tumor relapse. Recurrent disease in MB is often metastatic and responds poorly to current therapies. As a result, only a small subset of patients with recurrent MB survive beyond one year. Due to its dismal prognosis, novel therapeutic strategies aimed at preventing or managing recurrent disease are urgently needed. In this review, we summarize recent advances in our understanding of the molecular mechanisms behind treatment failure in MB, as well as those characterizing recurrent cases. We also propose avenues for how these findings can be used to better inform personalized medicine approaches for the treatment of newly diagnosed and recurrent MB. Lastly, we discuss the treatments currently being evaluated for MB patients, with special emphasis on those targeting MB by subgroup at diagnosis and relapse.
Subject(s)
Cerebellar Neoplasms , Medulloblastoma , Neoplasm Recurrence, Local , Humans , Medulloblastoma/pathology , Medulloblastoma/genetics , Medulloblastoma/therapy , Medulloblastoma/drug therapy , Cerebellar Neoplasms/pathology , Cerebellar Neoplasms/drug therapy , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/therapy , Animals , Child , Antineoplastic Agents/therapeutic use , Precision MedicineABSTRACT
Global investigation of medulloblastoma has been hindered by the widespread inaccessibility of molecular subgroup testing and paucity of data. To bridge this gap, we established an international molecularly characterized database encompassing 934 medulloblastoma patients from thirteen centers across China and the United States. We demonstrate how image-based machine learning strategies have the potential to create an alternative pathway for non-invasive, presurgical, and low-cost molecular subgroup prediction in the clinical management of medulloblastoma. Our robust validation strategies-including cross-validation, external validation, and consecutive validation-demonstrate the model's efficacy as a generalizable molecular diagnosis classifier. The detailed analysis of MRI characteristics replenishes the understanding of medulloblastoma through a nuanced radiographic lens. Additionally, comparisons between East Asia and North America subsets highlight critical management implications. We made this comprehensive dataset, which includes MRI signatures, clinicopathological features, treatment variables, and survival data, publicly available to advance global medulloblastoma research.