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Systematic transcriptomic analysis of childhood medulloblastoma identifies N6-methyladenosine-dependent lncRNA signatures associated with molecular subtype, immune cell infiltration, and prognosis.
Joshi, Kandarp; Yuan, Menglang; Katsushima, Keisuke; Saulnier, Olivier; Ray, Animesh; Amankwah, Ernest; Stapleton, Stacie; Jallo, George; Taylor, Michael D; Eberhart, Charles G; Perera, Ranjan J.
Affiliation
  • Joshi K; Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St, Baltimore, MD, 21231, USA.
  • Yuan M; Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA.
  • Katsushima K; Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St, Baltimore, MD, 21231, USA.
  • Saulnier O; Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA.
  • Ray A; Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St, Baltimore, MD, 21231, USA.
  • Amankwah E; Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA.
  • Stapleton S; Genomics and Development of Childhood Cancers, Institut Curie, PSL University, Paris, 75005, France.
  • Jallo G; Cancer Heterogeneity Instability and Plasticity, Inserm U830, Institut Curie, PSL University, Paris, 75005, France.
  • Taylor MD; SIREDO: Care, Innovation and Research for Children, Adolescents and Young Adults with Cancer, Institut Curie, Paris, 75005, France.
  • Eberhart CG; Keck Graduate Institute, Claremont, CA, USA.
  • Perera RJ; Medical College of Wisconsin, 8701 W Watertown Plank Rd, Milwaukee, WI, 53226, USA.
Acta Neuropathol Commun ; 12(1): 138, 2024 Aug 28.
Article in En | MEDLINE | ID: mdl-39198884
ABSTRACT
Medulloblastoma, the most common malignant pediatric brain tumor, is classified into four main molecular subgroups, but group 3 and group 4 tumors are difficult to subclassify and have a poor prognosis. Rapid point-of-care diagnostic and prognostic assays are needed to improve medulloblastoma risk stratification and management. N6-methyladenosine (m6A) is a common RNA modification and long non-coding RNAs (lncRNAs) play a central role in tumor progression, but their impact on gene expression and associated clinical outcomes in medulloblastoma are unknown. Here we analyzed 469 medulloblastoma tumor transcriptomes to identify lncRNAs co-expressed with m6A regulators. Using LASSO-Cox analysis, we identified a five-gene m6A-associated lncRNA signature (M6LSig) significantly associated with overall survival, which was combined in a prognostic clinical nomogram. Using expression of the 67 m6A-associated lncRNAs, a subgroup classification model was generated using the XGBoost machine learning algorithm, which had a classification accuracy > 90%, including for group 3 and 4 samples. All M6LSig genes were significantly correlated with at least one immune cell type abundance in the tumor microenvironment, and the risk score was positively correlated with CD4+ naïve T cell abundance and negatively correlated with follicular helper T cells and eosinophils. Knockdown of key m6A writer genes METTL3 and METTL14 in a group 3 medulloblastoma cell line (D425-Med) decreased cell proliferation and upregulated many M6LSig genes identified in our in silico analysis, suggesting that the signature genes are functional in medulloblastoma. This study highlights a crucial role for m6A-dependent lncRNAs in medulloblastoma prognosis and immune responses and provides the foundation for practical clinical tools that can be rapidly deployed in clinical settings.
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Adenosine / Cerebellar Neoplasms / Transcriptome / RNA, Long Noncoding / Medulloblastoma Limits: Child / Female / Humans / Male Language: En Journal: Acta Neuropathol Commun Year: 2024 Document type: Article Affiliation country: United States Country of publication: United kingdom

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Adenosine / Cerebellar Neoplasms / Transcriptome / RNA, Long Noncoding / Medulloblastoma Limits: Child / Female / Humans / Male Language: En Journal: Acta Neuropathol Commun Year: 2024 Document type: Article Affiliation country: United States Country of publication: United kingdom