In Silico Identification of circPIM1/miR-16-5p/miR-195-5p/PIM1 Feed-Forward Loop in Recurrent Grade 2 Meningioma
In bulk meningioma (MNG) tumors, a biomarker based on the expression of 34 transcripts (34HR-MNG) has recently been described to be able to predict their outcome, including recurrence. To better study the molecular mechanisms regulating the expression of the 34HR-MNG transcripts and predict their functional involvement in MNG recurrence, we built a competitive endogenous RNA (ceRNA) network through an in silico approach. MiRNAs targeting 34HR-MNG transcripts and corresponding sponging circRNAs were retrieved through MiRTarbase and ENCORI databases, respectively. The expression of candidate circRNA host genes belonging to the 34HR-MNG transcripts was correlated with specific molecular and clinical features of 89 and 20 WHO grade 1 and 2 MNGs, respectively, by querying the RNA-seq dataset GSE189672. The expression of candidate circRNAs and their host gene was validated through qRT-PCR. Among the 34HR-MNG transcripts, the Pim-1 proto-oncogene, serine/threonine kinase (PIM1) was significantly upregulated in (i) WHO grade 2 vs. grade 1 and (ii) recurrent vs. not recurrent WHO grade 2 MNGs. PIM1 expression positively and negatively correlated with that of Ki-67 and NF2, respectively, in recurrent WHO grade 2 MNGs. CircRNAs 0076215 and 0076216, both generated from the PIM1 host gene, were predicted to sponge miRNAs 16-5p and 195-5p, two tumor suppressors in MNG, in turn targeting PIM1. The expression of circRNAs 0076215 and 0076216, validated for the first time in a set of 19 physiological human tissues, positively correlated with that of their host gene (Rho value = 0.579 and 0.681, <i>p</i>-value = 0.026 and 0.013, respectively). Our data suggest that PIM1 is an oncogene involved in the recurrence of WHO grade 2 MNG and that the upstream ceRNA network, comprising circRNAs 0076215 and 0076216 and miRNAs 16-5p and 195-5p, is responsible for its upregulation through a feed-forward loop.
Authors
- Cristina Barbagallo (ORCID: https://orcid.org/0000-0002-6769-4516)
- Francesco Certo (ORCID: https://orcid.org/0000-0002-6346-2769)
- Michele Purrello (ORCID: https://orcid.org/0000-0001-8873-3660)
- Davide Barbagallo (ORCID: https://orcid.org/0000-0001-5331-4554)
- Giuseppe Barbagallo (ORCID: https://orcid.org/0000-0002-7760-6700)
- Cinzia Di Pietro (ORCID: https://orcid.org/0000-0002-6036-4469)
- Giuseppe Broggi (ORCID: https://orcid.org/0000-0003-2576-6523)
- Rosario Caltabiano (ORCID: https://orcid.org/0000-0001-8591-8010)
- Marco Ragusa (ORCID: https://orcid.org/0000-0002-4282-920X)
- Dèlia Reina (ORCID: https://orcid.org/0000-0003-2587-2510)
- A Caponnetto (ORCID: https://orcid.org/0009-0009-0959-3133)
- D. D’Urso (ORCID: https://orcid.org/0000-0002-9483-9338)
- Giuseppe Sotera
- Carla Forte
- A. Toscano
- Noemi Zuccaro
Institutions
- University of Pavia (IT)
- University of Catania (IT)
- Policlinico Universitario di Catania (IT)
- University of Turin (IT)
Publication Details
- Journal
- International Journal of Molecular Sciences
- Published
- 2025-08-26
- DOI
- https://doi.org/10.3390/ijms26178263
- Primary Topic
- Heusler alloys: electronic and magnetic properties
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Università di Catania