Back

Integrated phospho-proteogenomic and single-cell transcriptomic analysis of meningiomas establishes robust subtyping and reveals subtype-specific immune invasion

Blume, C.; Dogan, H.; Schweizer, L.; Peyre, M.; Doll, S.; Picard, D.; Sankowski, R.; Hovestadt, V.; Okonechnikov, K.; Sievers, P.; Patel, A.; Reuss, D.; Friedrich, M.; Stichel, D.; Schrimpf, D.; Beck, K.; Wirsching, H.-G.; Jungwirth, G.; Hanemann, C. O.; Lamszus, K.; Westphal, M.; Etminan, N.; Unterberg, A.; Mawrin, C.; Remke, M.; Ayrault, O.; Lichter, P.; Pfister, S. M.; Reifenberger, G.; Platten, M.; Milde, T.; Jones, D. T.; Grossmann, R.; Ram, Z.; Ratliff, M.; Herold-Mende, C.; Mallm, J.-P.; Neidert, M. C.; Wick, W.; Prinz, M.; Weller, M.; Mann, M.; Kalamarides, M.; von Deimling, A.; Schles

2021-05-11 genomics
10.1101/2021.05.11.443369 bioRxiv
Show abstract

Meningiomas are the most frequent primary intracranial tumors. They can follow a wide clinical spectrum from benign to highly aggressive clinical course. No specific therapy exists for refractory cases or cases not amenable to resection and radiotherapy. Identification of risk of recurrence and malignant transformation for the individual patients is challenging. However, promising molecular markers and prognostic subgrouping by DNA methylation are emerging. Still, the biological underpinnings of these diagnostic subgroups are elusive, and, consequently, no novel therapeutic options arise thereof. Here we establish robust subgroups across the full landscape of meningiomas, consistent through DNA methylation, mutations, the transcriptomic, proteomic and phospho-proteomic level. Pronounced proliferative stress and DNA damage repair signals in malignant cells and in clusters exclusive to recurrent tumors are in line with their higher mitotic activity, but also provide an explanation for the accumulation of genomic instability in anaplastic meningiomas. Although homozygous deletion of CDKN2A/B is a diagnostic marker of high-grade meningioma, the expression of its gene product increased from low to non-deleted high-grade cases. Differences between subgroups in lymphocyte and myeloid cell infiltration, representing a majority of tumor mass in low-grade NF2 tumors, could be assigned to cluster-specific interaction with tumor cells. Activation to a more proinflammatory phenotype and decreased infiltration of myeloid cells in high-grade cases correlated with lower expression of CSF1, located on chromosome arm 1p, whose deletion is known as prognostic marker, with no proposed mechanism before. Our results demonstrate a robust molecular subclassification of a tumor type across multiple layers, provide insight into heterogeneous growth dynamics despite shared pathognomonic mutations, and highlight immune infiltration modulation as a novel target for meningioma therapy.

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.